From c55d50154f9fad9189664ca5d9d0c9388cca8c6f Mon Sep 17 00:00:00 2001 From: Ben White Date: Wed, 20 Mar 2024 12:20:45 +0100 Subject: [PATCH 01/51] chore: Remove link to support (#21013) --- ...es-other-password-reset--initial--dark.png | Bin 13189 -> 14460 bytes ...s-other-password-reset--initial--light.png | Bin 23644 -> 24879 bytes ...es-other-password-reset--success--dark.png | Bin 12758 -> 14405 bytes ...s-other-password-reset--success--light.png | Bin 25197 -> 26737 bytes ...-other-password-reset--throttled--dark.png | Bin 13757 -> 13999 bytes ...other-password-reset--throttled--light.png | Bin 27101 -> 27912 bytes .../scenes/authentication/PasswordReset.tsx | 6 +----- 7 files changed, 1 insertion(+), 5 deletions(-) diff --git a/frontend/__snapshots__/scenes-other-password-reset--initial--dark.png b/frontend/__snapshots__/scenes-other-password-reset--initial--dark.png index 9f1a52a1f90fa10773ee6979a2835f99f901f4df..6cb6eb6d746fc527112c981bf39847d3bfd78fbb 100644 GIT binary patch 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zLR4JJ{i~pfks6<1Rk*D8*7OHB97tZHtudJ2Y3uo*#Uq^g;T;fyp)a}Q~T$<|7op#kF`fJ2*legov#_-5^3Iq-kPZ1ThrH@7)EDUbNG zEgL#<5=6|WggK)Y6jCm4`Jv!9m&944+V|hz>Z=dy*v^A|%wDcKh3Ddd zPTVUowmH0hGM?Moia?`_?eVO;!epv}46wRR81BJ3zv^&;WSNos@_Q}@(oFHV>@vr$`CH?K6%zK}U diff --git a/frontend/src/scenes/authentication/PasswordReset.tsx b/frontend/src/scenes/authentication/PasswordReset.tsx index d1ba200bc25cc..d04b22db8bddb 100644 --- a/frontend/src/scenes/authentication/PasswordReset.tsx +++ b/frontend/src/scenes/authentication/PasswordReset.tsx @@ -151,11 +151,7 @@ function ResetThrottled(): JSX.Element { return (

There have been too many reset requests for the email {requestPasswordReset?.email || 'you typed'}. - Please try again later or{' '} - - get in touch - {' '} - if you think this has been a mistake. + Please try again later or contact support if you think this has been a mistake.
Date: Wed, 20 Mar 2024 12:51:21 +0100 Subject: [PATCH 02/51] fix: Throw on password reset errors (#21007) --- frontend/src/scenes/authentication/passwordResetLogic.ts | 6 +++++- 1 file changed, 5 insertions(+), 1 deletion(-) diff --git a/frontend/src/scenes/authentication/passwordResetLogic.ts b/frontend/src/scenes/authentication/passwordResetLogic.ts index a0240f016fa36..854a24a225d48 100644 --- a/frontend/src/scenes/authentication/passwordResetLogic.ts +++ b/frontend/src/scenes/authentication/passwordResetLogic.ts @@ -1,3 +1,4 @@ +import { captureException } from '@sentry/react' import { kea, path, reducers } from 'kea' import { forms } from 'kea-forms' import { loaders } from 'kea-loaders' @@ -69,7 +70,9 @@ export const passwordResetLogic = kea([ try { await api.create('api/reset/', { email }) } catch (e: any) { - actions.setRequestPasswordResetManualErrors(e) + actions.setRequestPasswordResetManualErrors({ email: e.detail ?? 'An error occurred' }) + captureException('Failed to reset password', { extra: { error: e } }) + throw e } }, }, @@ -104,6 +107,7 @@ export const passwordResetLogic = kea([ window.location.href = '/' // We need the refresh } catch (e: any) { actions.setPasswordResetManualErrors({ password: e.detail }) + throw e } }, }, From 0c5b8cb18e68a1271d422adcdab0d62c4b403a51 Mon Sep 17 00:00:00 2001 From: Julian Bez Date: Wed, 20 Mar 2024 12:11:29 +0000 Subject: [PATCH 03/51] fix(insights): Fix set active view when changing insight (#21034) --- .../insights/InsightNav/insightNavLogic.tsx | 20 ++++++++++++++++++- 1 file changed, 19 insertions(+), 1 deletion(-) diff --git a/frontend/src/scenes/insights/InsightNav/insightNavLogic.tsx b/frontend/src/scenes/insights/InsightNav/insightNavLogic.tsx index d2f28906bfe95..9dff8c87eeb8c 100644 --- a/frontend/src/scenes/insights/InsightNav/insightNavLogic.tsx +++ b/frontend/src/scenes/insights/InsightNav/insightNavLogic.tsx @@ -1,4 +1,5 @@ import { actions, afterMount, connect, kea, key, listeners, path, props, reducers, selectors } from 'kea' +import { urlToAction } from 'kea-router' import { FEATURE_FLAGS } from 'lib/constants' import { LemonTag } from 'lib/lemon-ui/LemonTag/LemonTag' import { featureFlagLogic } from 'lib/logic/featureFlagLogic' @@ -41,7 +42,7 @@ import { isStickinessQuery, isTrendsQuery, } from '~/queries/utils' -import { BaseMathType, InsightLogicProps, InsightType } from '~/types' +import { BaseMathType, FilterType, InsightLogicProps, InsightType } from '~/types' import { MathAvailability } from '../filters/ActionFilter/ActionFilterRow/ActionFilterRow' import type { insightNavLogicType } from './insightNavLogicType' @@ -278,6 +279,23 @@ export const insightNavLogic = kea([ } }, })), + urlToAction(({ actions }) => ({ + '/insights/:shortId(/:mode)(/:subscriptionId)': ( + _, // url params + { dashboard, ...searchParams }, // search params + { filters: _filters } // hash params + ) => { + // capture any filters from the URL, either #filters={} or ?insight=X&bla=foo&bar=baz + const filters: Partial | null = + Object.keys(_filters || {}).length > 0 ? _filters : searchParams.insight ? searchParams : null + + if (!filters?.insight) { + return + } + + actions.setActiveView(filters?.insight) + }, + })), afterMount(({ values, actions }) => { if (values.query && isInsightVizNode(values.query)) { actions.updateQueryPropertyCache(cachePropertiesFromQuery(values.query.source, values.queryPropertyCache)) From 235f7c643bb4b33c40d5420ad6794a0cb0c78db0 Mon Sep 17 00:00:00 2001 From: Paul D'Ambra Date: Wed, 20 Mar 2024 12:52:34 +0000 Subject: [PATCH 04/51] fix: padding reset for mobile replay (#21041) * fix: padding reset for mobile replay * fix * updat snapshot --- .../__snapshots__/transform.test.ts.snap | 44 +++++++++++++++++++ .../mobile-replay/transformer/transformers.ts | 1 + 2 files changed, 45 insertions(+) diff --git a/ee/frontend/mobile-replay/__snapshots__/transform.test.ts.snap b/ee/frontend/mobile-replay/__snapshots__/transform.test.ts.snap index 889de23db5174..a421f7ff220bf 100644 --- a/ee/frontend/mobile-replay/__snapshots__/transform.test.ts.snap +++ b/ee/frontend/mobile-replay/__snapshots__/transform.test.ts.snap @@ -55,6 +55,7 @@ exports[`replay/transform transform can convert images 1`] = ` border: 0; outline: 0; background: transparent; + padding-block: 0 !important; } .input:focus { outline: none; @@ -214,6 +215,7 @@ exports[`replay/transform transform can convert navigation bar 1`] = ` border: 0; outline: 0; background: transparent; + padding-block: 0 !important; } .input:focus { outline: none; @@ -395,6 +397,7 @@ exports[`replay/transform transform can convert rect with text 1`] = ` border: 0; outline: 0; background: transparent; + padding-block: 0 !important; } .input:focus { outline: none; @@ -551,6 +554,7 @@ exports[`replay/transform transform can convert status bar 1`] = ` border: 0; outline: 0; background: transparent; + padding-block: 0 !important; } .input:focus { outline: none; @@ -718,6 +722,7 @@ exports[`replay/transform transform can ignore unknown wireframe types 1`] = ` border: 0; outline: 0; background: transparent; + padding-block: 0 !important; } .input:focus { outline: none; @@ -860,6 +865,7 @@ exports[`replay/transform transform can process unknown types without error 1`] border: 0; outline: 0; background: transparent; + padding-block: 0 !important; } .input:focus { outline: none; @@ -1006,6 +1012,7 @@ exports[`replay/transform transform can set background image to base64 png 1`] = border: 0; outline: 0; background: transparent; + padding-block: 0 !important; } .input:focus { outline: none; @@ -1199,6 +1206,7 @@ exports[`replay/transform transform child wireframes are processed 1`] = ` border: 0; outline: 0; background: transparent; + padding-block: 0 !important; } .input:focus { outline: none; @@ -1747,6 +1755,7 @@ exports[`replay/transform transform inputs buttons with nested elements 1`] = ` border: 0; outline: 0; background: transparent; + padding-block: 0 !important; } .input:focus { outline: none; @@ -1913,6 +1922,7 @@ exports[`replay/transform transform inputs input - $inputType - hello 1`] = ` border: 0; outline: 0; background: transparent; + padding-block: 0 !important; } .input:focus { outline: none; @@ -2032,6 +2042,7 @@ exports[`replay/transform transform inputs input - button - click me 1`] = ` border: 0; outline: 0; background: transparent; + padding-block: 0 !important; } .input:focus { outline: none; @@ -2168,6 +2179,7 @@ exports[`replay/transform transform inputs input - checkbox - $value 1`] = ` border: 0; outline: 0; background: transparent; + padding-block: 0 !important; } .input:focus { outline: none; @@ -2315,6 +2327,7 @@ exports[`replay/transform transform inputs input - checkbox - $value 2`] = ` border: 0; outline: 0; background: transparent; + padding-block: 0 !important; } .input:focus { outline: none; @@ -2461,6 +2474,7 @@ exports[`replay/transform transform inputs input - checkbox - $value 3`] = ` border: 0; outline: 0; background: transparent; + padding-block: 0 !important; } .input:focus { outline: none; @@ -2609,6 +2623,7 @@ exports[`replay/transform transform inputs input - checkbox - $value 4`] = ` border: 0; outline: 0; background: transparent; + padding-block: 0 !important; } .input:focus { outline: none; @@ -2740,6 +2755,7 @@ exports[`replay/transform transform inputs input - email - $value 1`] = ` border: 0; outline: 0; background: transparent; + padding-block: 0 !important; } .input:focus { outline: none; @@ -2871,6 +2887,7 @@ exports[`replay/transform transform inputs input - number - $value 1`] = ` border: 0; outline: 0; background: transparent; + padding-block: 0 !important; } .input:focus { outline: none; @@ -3002,6 +3019,7 @@ exports[`replay/transform transform inputs input - password - $value 1`] = ` border: 0; outline: 0; background: transparent; + padding-block: 0 !important; } .input:focus { outline: none; @@ -3133,6 +3151,7 @@ exports[`replay/transform transform inputs input - progress - $value 1`] = ` border: 0; outline: 0; background: transparent; + padding-block: 0 !important; } .input:focus { outline: none; @@ -3289,6 +3308,7 @@ exports[`replay/transform transform inputs input - progress - $value 2`] = ` border: 0; outline: 0; background: transparent; + padding-block: 0 !important; } .input:focus { outline: none; @@ -3421,6 +3441,7 @@ exports[`replay/transform transform inputs input - progress - 0.75 1`] = ` border: 0; outline: 0; background: transparent; + padding-block: 0 !important; } .input:focus { outline: none; @@ -3553,6 +3574,7 @@ exports[`replay/transform transform inputs input - progress - 0.75 2`] = ` border: 0; outline: 0; background: transparent; + padding-block: 0 !important; } .input:focus { outline: none; @@ -3685,6 +3707,7 @@ exports[`replay/transform transform inputs input - search - $value 1`] = ` border: 0; outline: 0; background: transparent; + padding-block: 0 !important; } .input:focus { outline: none; @@ -3816,6 +3839,7 @@ exports[`replay/transform transform inputs input - select - hello 1`] = ` border: 0; outline: 0; background: transparent; + padding-block: 0 !important; } .input:focus { outline: none; @@ -3979,6 +4003,7 @@ exports[`replay/transform transform inputs input - tel - $value 1`] = ` border: 0; outline: 0; background: transparent; + padding-block: 0 !important; } .input:focus { outline: none; @@ -4111,6 +4136,7 @@ exports[`replay/transform transform inputs input - text - $value 1`] = ` border: 0; outline: 0; background: transparent; + padding-block: 0 !important; } .input:focus { outline: none; @@ -4242,6 +4268,7 @@ exports[`replay/transform transform inputs input - text - hello 1`] = ` border: 0; outline: 0; background: transparent; + padding-block: 0 !important; } .input:focus { outline: none; @@ -4373,6 +4400,7 @@ exports[`replay/transform transform inputs input - textArea - $value 1`] = ` border: 0; outline: 0; background: transparent; + padding-block: 0 !important; } .input:focus { outline: none; @@ -4504,6 +4532,7 @@ exports[`replay/transform transform inputs input - textArea - hello 1`] = ` border: 0; outline: 0; background: transparent; + padding-block: 0 !important; } .input:focus { outline: none; @@ -4635,6 +4664,7 @@ exports[`replay/transform transform inputs input - toggle - $value 1`] = ` border: 0; outline: 0; background: transparent; + padding-block: 0 !important; } .input:focus { outline: none; @@ -4814,6 +4844,7 @@ exports[`replay/transform transform inputs input - toggle - $value 2`] = ` border: 0; outline: 0; background: transparent; + padding-block: 0 !important; } .input:focus { outline: none; @@ -4993,6 +5024,7 @@ exports[`replay/transform transform inputs input - toggle - $value 3`] = ` border: 0; outline: 0; background: transparent; + padding-block: 0 !important; } .input:focus { outline: none; @@ -5172,6 +5204,7 @@ exports[`replay/transform transform inputs input - toggle - $value 4`] = ` border: 0; outline: 0; background: transparent; + padding-block: 0 !important; } .input:focus { outline: none; @@ -5335,6 +5368,7 @@ exports[`replay/transform transform inputs input - url - https://example.io 1`] border: 0; outline: 0; background: transparent; + padding-block: 0 !important; } .input:focus { outline: none; @@ -5466,6 +5500,7 @@ exports[`replay/transform transform inputs input gets 0 padding by default but c border: 0; outline: 0; background: transparent; + padding-block: 0 !important; } .input:focus { outline: none; @@ -6918,6 +6953,7 @@ exports[`replay/transform transform inputs placeholder - $inputType - $value 1`] border: 0; outline: 0; background: transparent; + padding-block: 0 !important; } .input:focus { outline: none; @@ -7053,6 +7089,7 @@ exports[`replay/transform transform inputs progress rating 1`] = ` border: 0; outline: 0; background: transparent; + padding-block: 0 !important; } .input:focus { outline: none; @@ -7686,6 +7723,7 @@ exports[`replay/transform transform inputs radio group - $inputType - $value 1`] border: 0; outline: 0; background: transparent; + padding-block: 0 !important; } .input:focus { outline: none; @@ -7805,6 +7843,7 @@ exports[`replay/transform transform inputs radio_group - $inputType - $value 1`] border: 0; outline: 0; background: transparent; + padding-block: 0 !important; } .input:focus { outline: none; @@ -7934,6 +7973,7 @@ exports[`replay/transform transform inputs radio_group 1`] = ` border: 0; outline: 0; background: transparent; + padding-block: 0 !important; } .input:focus { outline: none; @@ -8063,6 +8103,7 @@ exports[`replay/transform transform inputs web_view - $inputType - $value 1`] = border: 0; outline: 0; background: transparent; + padding-block: 0 !important; } .input:focus { outline: none; @@ -8198,6 +8239,7 @@ exports[`replay/transform transform inputs web_view with URL 1`] = ` border: 0; outline: 0; background: transparent; + padding-block: 0 !important; } .input:focus { outline: none; @@ -8333,6 +8375,7 @@ exports[`replay/transform transform inputs wrapping with labels 1`] = ` border: 0; outline: 0; background: transparent; + padding-block: 0 !important; } .input:focus { outline: none; @@ -8480,6 +8523,7 @@ exports[`replay/transform transform omitting x and y is equivalent to setting th border: 0; outline: 0; background: transparent; + padding-block: 0 !important; } .input:focus { outline: none; diff --git a/ee/frontend/mobile-replay/transformer/transformers.ts b/ee/frontend/mobile-replay/transformer/transformers.ts index 96aea3e36c06e..1527a24d7dbeb 100644 --- a/ee/frontend/mobile-replay/transformer/transformers.ts +++ b/ee/frontend/mobile-replay/transformer/transformers.ts @@ -1383,6 +1383,7 @@ function makeCSSReset(context: ConversionContext): serializedNodeWithId { border: 0; outline: 0; background: transparent; + padding-block: 0 !important; } .input:focus { outline: none; From 4073dc1cf90d162223c11d5ec7f1fccd0a293d73 Mon Sep 17 00:00:00 2001 From: Eric Duong Date: Wed, 20 Mar 2024 10:12:48 -0400 Subject: [PATCH 05/51] chore(data-warehouse): add field type on breakdown logic (#21028) --- posthog/hogql_queries/insights/trends/trends_query_runner.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/posthog/hogql_queries/insights/trends/trends_query_runner.py b/posthog/hogql_queries/insights/trends/trends_query_runner.py index b9acb5c37d000..29d29b55e8b0f 100644 --- a/posthog/hogql_queries/insights/trends/trends_query_runner.py +++ b/posthog/hogql_queries/insights/trends/trends_query_runner.py @@ -709,7 +709,7 @@ def _is_breakdown_field_boolean(self): if not table_model: raise ValueError(f"Table {series.table_name} not found") - field_type = dict(table_model.columns)[self.query.breakdownFilter.breakdown] + field_type = dict(table_model.columns)[self.query.breakdownFilter.breakdown]["clickhouse"] if field_type.startswith("Nullable("): field_type = field_type.replace("Nullable(", "")[:-1] From bfe46620b452f22815ff006de8359251cf6a3ee5 Mon Sep 17 00:00:00 2001 From: PostHog Bot <69588470+posthog-bot@users.noreply.github.com> Date: Wed, 20 Mar 2024 11:00:36 -0400 Subject: [PATCH 06/51] chore(deps): Update posthog-js to 1.116.3 (#21047) --- package.json | 2 +- pnpm-lock.yaml | 23 ++++++++++++++--------- 2 files changed, 15 insertions(+), 10 deletions(-) diff --git a/package.json b/package.json index 0a268fc208fd5..770be74997198 100644 --- a/package.json +++ b/package.json @@ -144,7 +144,7 @@ "pmtiles": "^2.11.0", "postcss": "^8.4.31", "postcss-preset-env": "^9.3.0", - "posthog-js": "1.116.1", + "posthog-js": "1.116.3", "posthog-js-lite": "2.5.0", "prettier": "^2.8.8", "prop-types": "^15.7.2", diff --git a/pnpm-lock.yaml b/pnpm-lock.yaml index ef81ba7d4c4d9..5f157ec8b039e 100644 --- a/pnpm-lock.yaml +++ b/pnpm-lock.yaml @@ -251,8 +251,8 @@ dependencies: specifier: ^9.3.0 version: 9.3.0(postcss@8.4.31) posthog-js: - specifier: 1.116.1 - version: 1.116.1 + specifier: 1.116.3 + version: 1.116.3 posthog-js-lite: specifier: 2.5.0 version: 2.5.0 @@ -6793,7 +6793,7 @@ packages: '@storybook/csf': 0.1.3 '@storybook/global': 5.0.0 '@storybook/types': 7.6.17 - '@types/qs': 6.9.12 + '@types/qs': 6.9.13 dequal: 2.0.3 lodash: 4.17.21 memoizerific: 1.11.3 @@ -8195,6 +8195,11 @@ packages: /@types/qs@6.9.12: resolution: {integrity: sha512-bZcOkJ6uWrL0Qb2NAWKa7TBU+mJHPzhx9jjLL1KHF+XpzEcR7EXHvjbHlGtR/IsP1vyPrehuS6XqkmaePy//mg==} + dev: false + + /@types/qs@6.9.13: + resolution: {integrity: sha512-iLR+1vTTJ3p0QaOUq6ACbY1mzKTODFDT/XedZI8BksOotFmL4ForwDfRQ/DZeuTHR7/2i4lI1D203gdfxuqTlA==} + dev: true /@types/query-selector-shadow-dom@1.0.0: resolution: {integrity: sha512-cTGo8ZxW0WXFDV7gvL/XCq4213t6S/yWaSGqscnXUTNDWqwnsYKegB/VAzQDwzmACoLzIbGbYXdjJOgfPLu7Ig==} @@ -13625,7 +13630,7 @@ packages: hogan.js: 3.0.2 htm: 3.1.1 instantsearch-ui-components: 0.3.0 - preact: 10.19.6 + preact: 10.20.0 qs: 6.9.7 search-insights: 2.13.0 dev: false @@ -17441,19 +17446,19 @@ packages: resolution: {integrity: sha512-Urvlp0Vu9h3td0BVFWt0QXFJDoOZcaAD83XM9d91NKMKTVPZtfU0ysoxstIf5mw/ce9ZfuMgpWPaagrZI4rmSg==} dev: false - /posthog-js@1.116.1: - resolution: {integrity: sha512-tYKw6K23S3koa2sfX0sylno7jQQ6ET7u1Lw4KqowhciNhS0R5OWTo3HWEJPt64e9IzeWQGcgb9utJIWwrp5D0Q==} + /posthog-js@1.116.3: + resolution: {integrity: sha512-KakGsQ8rS/K/U5Q/tiBrRrFRCgGrR0oI9VSYw9hwNCY00EClwAU3EuykUuQTFdQ1EuYMrZDIMWDD4NW6zgf7wQ==} dependencies: fflate: 0.4.8 - preact: 10.19.6 + preact: 10.20.0 dev: false /potpack@2.0.0: resolution: {integrity: sha512-Q+/tYsFU9r7xoOJ+y/ZTtdVQwTWfzjbiXBDMM/JKUux3+QPP02iUuIoeBQ+Ot6oEDlC+/PGjB/5A3K7KKb7hcw==} dev: false - /preact@10.19.6: - resolution: {integrity: sha512-gympg+T2Z1fG1unB8NH29yHJwnEaCH37Z32diPDku316OTnRPeMbiRV9kTrfZpocXjdfnWuFUl/Mj4BHaf6gnw==} + /preact@10.20.0: + resolution: {integrity: sha512-wU7iZw2BjsaKDal3pDRDy/HpPB6cuFOnVUCcw9aIPKG98+ZrXx3F+szkos8BVME5bquyKDKvRlOJFG8kMkcAbg==} dev: false /prelude-ls@1.2.1: From 4ca3c29b5d1dea94d79773cbe2cc76a168ee692d Mon Sep 17 00:00:00 2001 From: Ben White Date: Wed, 20 Mar 2024 16:12:51 +0100 Subject: [PATCH 07/51] feat: Add comma separator support for LemonInputSelect (#21031) * Add comma sepator * feat: Alt-click to edit inputselect items (#21032) --- ...ect--multiple-select-with-custom--dark.png | Bin 1646 -> 1357 bytes ...ct--multiple-select-with-custom--light.png | Bin 1696 -> 1427 bytes .../LemonInputSelect.stories.tsx | 17 +- .../LemonInputSelect/LemonInputSelect.tsx | 145 ++++++++++++------ 4 files changed, 118 insertions(+), 44 deletions(-) diff --git a/frontend/__snapshots__/lemon-ui-lemon-input-select--multiple-select-with-custom--dark.png b/frontend/__snapshots__/lemon-ui-lemon-input-select--multiple-select-with-custom--dark.png index aa1ba92d1702f51e6269e217cc34fde1d097d853..de66482b3ee6e84a942c809cd11d49ae5d6cb709 100644 GIT binary patch delta 1326 zcmV+}1=0HM49yCVFnr)d~7{~GNZZ_E@n?xx{QCk7I$VEmJp%jHy ztM*N2`j2+n={P!0g<1z?EcFWBxr&076m}n 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zej({Aa(b(9C!7wvUGUI5PMq67O!C;UrTeh%z^=edAoi($~H)csm z3E^;SyO*kA5hK7dX3t2ysuH5O&FaFt5S^)EU zy|aE2Wwlz->2$bUF8qE!ilR_iSxIMSCk}@Lx7*FYzyR&-?YwyLBH?juHXBBxk=L(Z z<954w|NcFX9z9C>*fww8%-gqb`TY4a8#iv8vtPP$rz8K}yLWl=1I zjT}FIoUX1e`uh40bMMXsz3(04OLY+c<`Y7>!kSQ$Z56^SzzD~r`*phM7EG(79vYXF$<9;6h+Y! ziG&mADuh^wB9SnPqDN6xm0&24={!P+6a|9;RMm)LvE<zP2O=&@Ptm`rB*GC3g@sAx1oFzCnQ8An6I zW}CWAH(tyDfq)Oc-$y7EA{I;jHa;Q5-%nBWsH%~ioLtQ2|9&vYe*p84{@xWRK7s%M N002ovPDHLkV1ixPIZ6Nk diff --git a/frontend/src/lib/lemon-ui/LemonInputSelect/LemonInputSelect.stories.tsx b/frontend/src/lib/lemon-ui/LemonInputSelect/LemonInputSelect.stories.tsx index 796d1794b4c89..f7c9212186d1f 100644 --- a/frontend/src/lib/lemon-ui/LemonInputSelect/LemonInputSelect.stories.tsx +++ b/frontend/src/lib/lemon-ui/LemonInputSelect/LemonInputSelect.stories.tsx @@ -54,9 +54,24 @@ MultipleSelect.args = { export const MultipleSelectWithCustom: Story = Template.bind({}) MultipleSelectWithCustom.args = { - placeholder: 'Enter any email...', + placeholder: 'Pick a url...', mode: 'multiple', allowCustomValues: true, + options: [ + { + key: 'http://posthog.com/docs', + label: 'http://posthog.com/docs', + }, + { + key: 'http://posthog.com/pricing', + label: 'http://posthog.com/pricing', + }, + + { + key: 'http://posthog.com/products', + label: 'http://posthog.com/products', + }, + ], } export const Disabled: Story = Template.bind({}) diff --git a/frontend/src/lib/lemon-ui/LemonInputSelect/LemonInputSelect.tsx b/frontend/src/lib/lemon-ui/LemonInputSelect/LemonInputSelect.tsx index 967f18e323753..9e5240a275a68 100644 --- a/frontend/src/lib/lemon-ui/LemonInputSelect/LemonInputSelect.tsx +++ b/frontend/src/lib/lemon-ui/LemonInputSelect/LemonInputSelect.tsx @@ -1,3 +1,5 @@ +import { Tooltip } from '@posthog/lemon-ui' +import { useKeyHeld } from 'lib/hooks/useKeyHeld' import { LemonSkeleton } from 'lib/lemon-ui/LemonSkeleton' import { LemonSnack } from 'lib/lemon-ui/LemonSnack/LemonSnack' import { range } from 'lib/utils' @@ -49,14 +51,21 @@ export function LemonInputSelect({ const inputRef = useRef(null) const [selectedIndex, setSelectedIndex] = useState(0) const values = value ?? [] + const altKeyHeld = useKeyHeld('Alt') + + const separateOnComma = allowCustomValues && mode === 'multiple' const visibleOptions = useMemo(() => { const res: LemonInputSelectOption[] = [] const customValues = [...values] + // We show the input value if custom values are allowed and it's not in the list + if (allowCustomValues && inputValue && !values.includes(inputValue)) { + customValues.unshift(inputValue) + } + options.forEach((option) => { // Remove from the custom values list if it's in the options - if (customValues.includes(option.key)) { customValues.splice(customValues.indexOf(option.key), 1) } @@ -75,14 +84,8 @@ export function LemonInputSelect({ res.unshift({ key: value, label: value }) }) } - - // Finally we show the input value if custom values are allowed and it's not in the list - if (allowCustomValues && inputValue && !values.includes(inputValue)) { - res.unshift({ key: inputValue, label: inputValue }) - } - return res - }, [options, inputValue, value]) + }, [options, inputValue, values]) // Reset the selected index when the visible options change useEffect(() => { @@ -90,33 +93,69 @@ export function LemonInputSelect({ }, [visibleOptions.length]) const setInputValue = (newValue: string): void => { + // Special case for multiple mode with custom values + if (separateOnComma && newValue.includes(',')) { + const newValues = [...values] + + newValue.split(',').forEach((value) => { + const trimmedValue = value.trim() + if (trimmedValue && !values.includes(trimmedValue)) { + newValues.push(trimmedValue) + } + }) + + onChange?.(newValues) + newValue = '' + } + _setInputValue(newValue) onInputChange?.(inputValue) } - const _onActionItem = (item: string): void => { + const _removeItem = (item: string): void => { let newValues = [...values] - if (values.includes(item)) { - // Remove the item - if (mode === 'single') { - newValues = [] - } else { - newValues.splice(values.indexOf(item), 1) - } + // Remove the item + if (mode === 'single') { + newValues = [] } else { - // Add the item - if (mode === 'single') { - newValues = [item] - } else { + newValues.splice(values.indexOf(item), 1) + } + + onChange?.(newValues) + } + + const _addItem = (item: string): void => { + let newValues = [...values] + // Add the item + if (mode === 'single') { + newValues = [item] + } else { + if (!newValues.includes(item)) { newValues.push(item) } - - setInputValue('') } + setInputValue('') onChange?.(newValues) } + const _onActionItem = (item: string): void => { + if (altKeyHeld && allowCustomValues) { + // In this case we want to remove it if added and set input to it + if (values.includes(item)) { + _removeItem(item) + } + setInputValue(item) + return + } + + if (values.includes(item)) { + _removeItem(item) + } else { + _addItem(item) + } + } + const _onBlur = (): void => { // We need to add a delay as a click could be in the popover or the input wrapper which refocuses setTimeout(() => { @@ -143,8 +182,8 @@ export function LemonInputSelect({ const _onKeyDown = (e: React.KeyboardEvent): void => { if (e.key === 'Enter') { e.preventDefault() - const itemToAdd = visibleOptions[selectedIndex]?.key + if (itemToAdd) { _onActionItem(visibleOptions[selectedIndex]?.key) } @@ -164,33 +203,51 @@ export function LemonInputSelect({ } } - // TRICKY: We don't want the popover to affect the snack buttons - const prefix = ( - - <> - {values.map((value) => { - const option = options.find((option) => option.key === value) ?? { - label: value, - labelComponent: null, - } - return ( - <> - _onActionItem(value)}> + const prefix = useMemo( + () => ( + // TRICKY: We don't want the popover to affect the snack buttons + + <> + {values.map((value) => { + const option = options.find((option) => option.key === value) ?? { + label: value, + labelComponent: null, + } + const snack = ( + _onActionItem(value)} + onClick={allowCustomValues ? () => _onActionItem(value) : undefined} + > {option?.labelComponent ?? option?.label} - - ) - })} - - + ) + return allowCustomValues ? ( + + + click to edit + + } + > + {snack} + + ) : ( + snack + ) + })} + + + ), + [values, options, altKeyHeld, allowCustomValues] ) return ( { popoverFocusRef.current = false setShowPopover(false) @@ -219,7 +276,9 @@ export function LemonInputSelect({ {isHighlighted ? ( {' '} - {!values.includes(option.key) + {altKeyHeld && allowCustomValues + ? 'edit' + : !values.includes(option.key) ? mode === 'single' ? 'select' : 'add' From 0bcf49f997c0ecbda1ac96861ce6a57eaf49b2c3 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Thomas=20Oberm=C3=BCller?= Date: Wed, 20 Mar 2024 17:24:01 +0100 Subject: [PATCH 08/51] fix(hogql): properly handle dst transition for funnel conversion window (#21042) --- .../hogql_queries/insights/funnels/base.py | 10 +- .../funnel_correlation_query_runner.py | 2 +- .../insights/funnels/funnel_unordered.py | 6 +- .../test/__snapshots__/test_funnel.ambr | 84 ++--- ...test_funnel_breakdowns_by_current_url.ambr | 8 +- .../test_funnel_correlation.ambr | 326 +++++++++--------- .../test_funnel_correlations_persons.ambr | 26 +- .../__snapshots__/test_funnel_persons.ambr | 18 +- .../__snapshots__/test_funnel_strict.ambr | 30 +- .../test_funnel_strict_persons.ambr | 18 +- .../test_funnel_time_to_convert.ambr | 130 +++---- .../__snapshots__/test_funnel_trends.ambr | 18 +- .../test_funnel_trends_persons.ambr | 18 +- .../__snapshots__/test_funnel_unordered.ambr | 42 +-- .../test_funnel_unordered_persons.ambr | 18 +- .../insights/funnels/test/test_funnel.py | 65 +++- .../funnels/test/test_funnel_unordered.py | 54 +++ 17 files changed, 492 insertions(+), 381 deletions(-) diff --git a/posthog/hogql_queries/insights/funnels/base.py b/posthog/hogql_queries/insights/funnels/base.py index 5d84328d2063d..ef8782fade54a 100644 --- a/posthog/hogql_queries/insights/funnels/base.py +++ b/posthog/hogql_queries/insights/funnels/base.py @@ -830,7 +830,7 @@ def _get_step_times(self, max_steps: int) -> List[ast.Expr]: for i in range(1, max_steps): exprs.append( parse_expr( - f"if(isNotNull(latest_{i}) AND latest_{i} <= latest_{i-1} + INTERVAL {windowInterval} {windowIntervalUnit}, dateDiff('second', latest_{i - 1}, latest_{i}), NULL) step_{i}_conversion_time" + f"if(isNotNull(latest_{i}) AND latest_{i} <= toTimeZone(latest_{i-1}, 'UTC') + INTERVAL {windowInterval} {windowIntervalUnit}, dateDiff('second', latest_{i - 1}, latest_{i}), NULL) step_{i}_conversion_time" ), ) @@ -959,7 +959,7 @@ def _get_exclusion_condition(self) -> List[ast.Expr]: to_time = f"latest_{exclusion.funnelToStep}" exclusion_time = f"exclusion_{exclusion_id}_latest_{exclusion.funnelFromStep}" condition = parse_expr( - f"if( {exclusion_time} > {from_time} AND {exclusion_time} < if(isNull({to_time}), {from_time} + INTERVAL {windowInterval} {windowIntervalUnit}, {to_time}), 1, 0)" + f"if( {exclusion_time} > {from_time} AND {exclusion_time} < if(isNull({to_time}), toTimeZone({from_time}, 'UTC') + INTERVAL {windowInterval} {windowIntervalUnit}, {to_time}), 1, 0)" ) conditions.append(condition) @@ -988,7 +988,11 @@ def _get_sorting_condition(self, curr_index: int, max_steps: int) -> ast.Expr: duplicate_event = is_equal(series[i], series[i - 1]) or is_superset(series[i], series[i - 1]) conditions.append(parse_expr(f"latest_{i - 1} {'<' if duplicate_event else '<='} latest_{i}")) - conditions.append(parse_expr(f"latest_{i} <= latest_0 + INTERVAL {windowInterval} {windowIntervalUnit}")) + conditions.append( + parse_expr( + f"latest_{i} <= toTimeZone(latest_0, 'UTC') + INTERVAL {windowInterval} {windowIntervalUnit}" + ) + ) return ast.Call( name="if", diff --git a/posthog/hogql_queries/insights/funnels/funnel_correlation_query_runner.py b/posthog/hogql_queries/insights/funnels/funnel_correlation_query_runner.py index 945a1b7da5cce..2fef78a372324 100644 --- a/posthog/hogql_queries/insights/funnels/funnel_correlation_query_runner.py +++ b/posthog/hogql_queries/insights/funnels/funnel_correlation_query_runner.py @@ -761,7 +761,7 @@ def _get_events_join_query(self) -> str: AND toTimeZone(toDateTime(event.timestamp), 'UTC') > funnel_actors.first_timestamp AND toTimeZone(toDateTime(event.timestamp), 'UTC') < coalesce( funnel_actors.final_timestamp, - funnel_actors.first_timestamp + INTERVAL {windowInterval} {windowIntervalUnit}, + toTimeZone(funnel_actors.first_timestamp, 'UTC') + INTERVAL {windowInterval} {windowIntervalUnit}, date_to) -- Ensure that the event is not outside the bounds of the funnel conversion window diff --git a/posthog/hogql_queries/insights/funnels/funnel_unordered.py b/posthog/hogql_queries/insights/funnels/funnel_unordered.py index 09fc322621eac..af3ed18d4f82e 100644 --- a/posthog/hogql_queries/insights/funnels/funnel_unordered.py +++ b/posthog/hogql_queries/insights/funnels/funnel_unordered.py @@ -168,7 +168,7 @@ def _get_step_times(self, max_steps: int) -> List[ast.Expr]: for i in range(1, max_steps): exprs.append( parse_expr( - f"if(isNotNull(conversion_times[{i+1}]) AND conversion_times[{i+1}] <= conversion_times[{i}] + INTERVAL {windowInterval} {windowIntervalUnit}, dateDiff('second', conversion_times[{i}], conversion_times[{i+1}]), NULL) step_{i}_conversion_time" + f"if(isNotNull(conversion_times[{i+1}]) AND conversion_times[{i+1}] <= toTimeZone(conversion_times[{i}], 'UTC') + INTERVAL {windowInterval} {windowIntervalUnit}, dateDiff('second', conversion_times[{i}], conversion_times[{i+1}]), NULL) step_{i}_conversion_time" ) ) # array indices in ClickHouse are 1-based :shrug: @@ -190,7 +190,7 @@ def get_sorting_condition(self, max_steps: int) -> List[ast.Expr]: basic_conditions: List[str] = [] for i in range(1, max_steps): basic_conditions.append( - f"if(latest_0 < latest_{i} AND latest_{i} <= latest_0 + INTERVAL {windowInterval} {windowIntervalUnit}, 1, 0)" + f"if(latest_0 < latest_{i} AND latest_{i} <= toTimeZone(latest_0, 'UTC') + INTERVAL {windowInterval} {windowIntervalUnit}, 1, 0)" ) if basic_conditions: @@ -214,7 +214,7 @@ def _get_exclusion_condition(self) -> List[ast.Expr]: to_time = f"event_times[{exclusion.funnelToStep + 1}]" exclusion_time = f"exclusion_{exclusion_id}_latest_{exclusion.funnelFromStep}" condition = parse_expr( - f"if( {exclusion_time} > {from_time} AND {exclusion_time} < if(isNull({to_time}), {from_time} + INTERVAL {windowInterval} {windowIntervalUnit}, {to_time}), 1, 0)" + f"if( {exclusion_time} > {from_time} AND {exclusion_time} < if(isNull({to_time}), toTimeZone({from_time}, 'UTC') + INTERVAL {windowInterval} {windowIntervalUnit}, {to_time}), 1, 0)" ) conditions.append(condition) diff --git a/posthog/hogql_queries/insights/funnels/test/__snapshots__/test_funnel.ambr b/posthog/hogql_queries/insights/funnels/test/__snapshots__/test_funnel.ambr index 29a1483cafc1c..8379672352c1c 100644 --- a/posthog/hogql_queries/insights/funnels/test/__snapshots__/test_funnel.ambr +++ b/posthog/hogql_queries/insights/funnels/test/__snapshots__/test_funnel.ambr @@ -30,9 +30,9 @@ latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalSecond(15))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalSecond(15))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalSecond(15))), 0)), 2, 1)) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalSecond(15))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, - if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(latest_1, toIntervalSecond(15))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalSecond(15))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalSecond(15))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalSecond(15))), 0)), 2, 1)) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalSecond(15))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_1, 'UTC'), toIntervalSecond(15))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, @@ -128,9 +128,9 @@ latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalSecond(15))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalSecond(15))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalSecond(15))), 0)), 2, 1)) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalSecond(15))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, - if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(latest_1, toIntervalSecond(15))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalSecond(15))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalSecond(15))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalSecond(15))), 0)), 2, 1)) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalSecond(15))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_1, 'UTC'), toIntervalSecond(15))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, @@ -238,9 +238,9 @@ latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(14))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1)) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, - if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(latest_1, toIntervalDay(14))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1)) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_1, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, @@ -341,8 +341,8 @@ latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, @@ -413,9 +413,9 @@ latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(14))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1)) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, - if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(latest_1, toIntervalDay(14))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1)) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_1, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, @@ -523,9 +523,9 @@ latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(14))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1)) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, - if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(latest_1, toIntervalDay(14))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1)) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_1, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, @@ -637,9 +637,9 @@ latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(14))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1)) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, - if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(latest_1, toIntervalDay(14))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1)) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_1, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, @@ -751,9 +751,9 @@ latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(14))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1)) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, - if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(latest_1, toIntervalDay(14))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1)) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_1, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, @@ -860,8 +860,8 @@ latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, @@ -922,8 +922,8 @@ latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, @@ -1009,8 +1009,8 @@ step_1 AS step_1, latest_1 AS latest_1, prop AS prop, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, prop AS prop FROM (SELECT aggregation_target AS aggregation_target, @@ -1115,8 +1115,8 @@ step_1 AS step_1, latest_1 AS latest_1, prop AS prop, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, prop AS prop FROM (SELECT aggregation_target AS aggregation_target, @@ -1228,8 +1228,8 @@ step_1 AS step_1, latest_1 AS latest_1, prop AS prop, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, prop AS prop FROM (SELECT aggregation_target AS aggregation_target, @@ -1343,9 +1343,9 @@ step_2 AS step_2, latest_2 AS latest_2, prop AS prop, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(14))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1)) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, - if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(latest_1, toIntervalDay(14))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time, + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1)) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_1, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time, prop AS prop FROM (SELECT aggregation_target AS aggregation_target, @@ -1496,9 +1496,9 @@ step_2 AS step_2, latest_2 AS latest_2, prop AS prop, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(14))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1)) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, - if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(latest_1, toIntervalDay(14))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time, + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1)) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_1, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time, prop AS prop FROM (SELECT aggregation_target AS aggregation_target, @@ -1650,9 +1650,9 @@ step_2 AS step_2, latest_2 AS latest_2, prop AS prop, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(14))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1)) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, - if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(latest_1, toIntervalDay(14))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time, + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1)) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_1, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time, prop AS prop FROM (SELECT aggregation_target AS aggregation_target, diff --git a/posthog/hogql_queries/insights/funnels/test/__snapshots__/test_funnel_breakdowns_by_current_url.ambr b/posthog/hogql_queries/insights/funnels/test/__snapshots__/test_funnel_breakdowns_by_current_url.ambr index 656a22a2aff51..a50033fda2f7f 100644 --- a/posthog/hogql_queries/insights/funnels/test/__snapshots__/test_funnel_breakdowns_by_current_url.ambr +++ b/posthog/hogql_queries/insights/funnels/test/__snapshots__/test_funnel_breakdowns_by_current_url.ambr @@ -50,8 +50,8 @@ step_1 AS step_1, latest_1 AS latest_1, prop AS prop, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, prop AS prop FROM (SELECT aggregation_target AS aggregation_target, @@ -156,8 +156,8 @@ step_1 AS step_1, latest_1 AS latest_1, prop AS prop, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, prop AS prop FROM (SELECT aggregation_target AS aggregation_target, diff --git a/posthog/hogql_queries/insights/funnels/test/__snapshots__/test_funnel_correlation.ambr b/posthog/hogql_queries/insights/funnels/test/__snapshots__/test_funnel_correlation.ambr index 5019f0f57f7b7..b5e3e020c1ec0 100644 --- a/posthog/hogql_queries/insights/funnels/test/__snapshots__/test_funnel_correlation.ambr +++ b/posthog/hogql_queries/insights/funnels/test/__snapshots__/test_funnel_correlation.ambr @@ -41,8 +41,8 @@ latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, @@ -74,7 +74,7 @@ and isNull(max_steps))) WHERE ifNull(in(steps, [1, 2]), 0) ORDER BY aggregation_target ASC) AS funnel_actors ON equals(event__pdi.person_id, funnel_actors.actor_id) - WHERE and(equals(event.team_id, 2), greaterOrEquals(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-01 00:00:00', 6, 'UTC'))), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC'))), equals(event.team_id, 2), greater(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), funnel_actors.first_timestamp), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), coalesce(funnel_actors.final_timestamp, plus(funnel_actors.first_timestamp, toIntervalDay(14)), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC')))), notIn(event.event, ['paid', 'user signed up']), notIn(event.event, [])) + WHERE and(equals(event.team_id, 2), greaterOrEquals(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-01 00:00:00', 6, 'UTC'))), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC'))), equals(event.team_id, 2), greater(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), funnel_actors.first_timestamp), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), coalesce(funnel_actors.final_timestamp, plus(toTimeZone(funnel_actors.first_timestamp, 'UTC'), toIntervalDay(14)), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC')))), notIn(event.event, ['paid', 'user signed up']), notIn(event.event, [])) GROUP BY name LIMIT 100 UNION ALL @@ -110,8 +110,8 @@ latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, @@ -186,8 +186,8 @@ latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, @@ -268,8 +268,8 @@ latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, @@ -362,8 +362,8 @@ uuid_1 AS uuid_1, `$session_id_1` AS `$session_id_1`, `$window_id_1` AS `$window_id_1`, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, tuple(latest_0, uuid_0, `$session_id_0`, `$window_id_0`) AS step_0_matching_event, tuple(latest_1, uuid_1, `$session_id_1`, `$window_id_1`) AS step_1_matching_event, if(isNull(latest_0), tuple(NULL, NULL, NULL, NULL), if(isNull(latest_1), step_0_matching_event, step_1_matching_event)) AS final_matching_event @@ -505,8 +505,8 @@ uuid_1 AS uuid_1, `$session_id_1` AS `$session_id_1`, `$window_id_1` AS `$window_id_1`, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, tuple(latest_0, uuid_0, `$session_id_0`, `$window_id_0`) AS step_0_matching_event, tuple(latest_1, uuid_1, `$session_id_1`, `$window_id_1`) AS step_1_matching_event, if(isNull(latest_0), tuple(NULL, NULL, NULL, NULL), if(isNull(latest_1), step_0_matching_event, step_1_matching_event)) AS final_matching_event @@ -648,8 +648,8 @@ uuid_1 AS uuid_1, `$session_id_1` AS `$session_id_1`, `$window_id_1` AS `$window_id_1`, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, tuple(latest_0, uuid_0, `$session_id_0`, `$window_id_0`) AS step_0_matching_event, tuple(latest_1, uuid_1, `$session_id_1`, `$window_id_1`) AS step_1_matching_event, if(isNull(latest_0), tuple(NULL, NULL, NULL, NULL), if(isNull(latest_1), step_0_matching_event, step_1_matching_event)) AS final_matching_event @@ -791,8 +791,8 @@ uuid_1 AS uuid_1, `$session_id_1` AS `$session_id_1`, `$window_id_1` AS `$window_id_1`, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, tuple(latest_0, uuid_0, `$session_id_0`, `$window_id_0`) AS step_0_matching_event, tuple(latest_1, uuid_1, `$session_id_1`, `$window_id_1`) AS step_1_matching_event, if(isNull(latest_0), tuple(NULL, NULL, NULL, NULL), if(isNull(latest_1), step_0_matching_event, step_1_matching_event)) AS final_matching_event @@ -918,8 +918,8 @@ latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, @@ -944,7 +944,7 @@ and isNull(max_steps))) WHERE ifNull(in(steps, [1, 2]), 0) ORDER BY aggregation_target ASC) AS funnel_actors ON equals(funnel_actors.actor_id, event.`$group_1`) - WHERE and(equals(event.team_id, 2), greaterOrEquals(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-01 00:00:00', 6, 'UTC'))), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC'))), equals(event.team_id, 2), greater(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), funnel_actors.first_timestamp), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), coalesce(funnel_actors.final_timestamp, plus(funnel_actors.first_timestamp, toIntervalDay(14)), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC')))), notIn(event.event, ['paid', 'user signed up']), in(event.event, ['positively_related', 'negatively_related']))) + WHERE and(equals(event.team_id, 2), greaterOrEquals(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-01 00:00:00', 6, 'UTC'))), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC'))), equals(event.team_id, 2), greater(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), funnel_actors.first_timestamp), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), coalesce(funnel_actors.final_timestamp, plus(toTimeZone(funnel_actors.first_timestamp, 'UTC'), toIntervalDay(14)), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC')))), notIn(event.event, ['paid', 'user signed up']), in(event.event, ['positively_related', 'negatively_related']))) GROUP BY name HAVING and(ifNull(greater(plus(success_count, failure_count), 2), 0), ifNull(notIn((prop).1, []), 0)) LIMIT 100 @@ -981,8 +981,8 @@ latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, @@ -1052,8 +1052,8 @@ latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, @@ -1078,7 +1078,7 @@ and isNull(max_steps))) WHERE ifNull(in(steps, [1, 2]), 0) ORDER BY aggregation_target ASC) AS funnel_actors ON equals(funnel_actors.actor_id, event.`$group_1`) - WHERE and(equals(event.team_id, 2), greaterOrEquals(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-01 00:00:00', 6, 'UTC'))), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC'))), equals(event.team_id, 2), greater(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), funnel_actors.first_timestamp), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), coalesce(funnel_actors.final_timestamp, plus(funnel_actors.first_timestamp, toIntervalDay(14)), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC')))), notIn(event.event, ['paid', 'user signed up']), in(event.event, ['positively_related', 'negatively_related']))) + WHERE and(equals(event.team_id, 2), greaterOrEquals(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-01 00:00:00', 6, 'UTC'))), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC'))), equals(event.team_id, 2), greater(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), funnel_actors.first_timestamp), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), coalesce(funnel_actors.final_timestamp, plus(toTimeZone(funnel_actors.first_timestamp, 'UTC'), toIntervalDay(14)), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC')))), notIn(event.event, ['paid', 'user signed up']), in(event.event, ['positively_related', 'negatively_related']))) GROUP BY name HAVING and(ifNull(greater(plus(success_count, failure_count), 2), 0), ifNull(notIn((prop).1, []), 0)) LIMIT 100 @@ -1115,8 +1115,8 @@ latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, @@ -1181,8 +1181,8 @@ latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, @@ -1207,7 +1207,7 @@ and isNull(max_steps))) WHERE ifNull(in(steps, [1, 2]), 0) ORDER BY aggregation_target ASC) AS funnel_actors ON equals(funnel_actors.actor_id, event.`$group_0`) - WHERE and(equals(event.team_id, 2), greaterOrEquals(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-01 00:00:00', 6, 'UTC'))), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC'))), equals(event.team_id, 2), greater(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), funnel_actors.first_timestamp), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), coalesce(funnel_actors.final_timestamp, plus(funnel_actors.first_timestamp, toIntervalDay(14)), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC')))), notIn(event.event, ['paid', 'user signed up']), notIn(event.event, [])) + WHERE and(equals(event.team_id, 2), greaterOrEquals(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-01 00:00:00', 6, 'UTC'))), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC'))), equals(event.team_id, 2), greater(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), funnel_actors.first_timestamp), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), coalesce(funnel_actors.final_timestamp, plus(toTimeZone(funnel_actors.first_timestamp, 'UTC'), toIntervalDay(14)), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC')))), notIn(event.event, ['paid', 'user signed up']), notIn(event.event, [])) GROUP BY name LIMIT 100 UNION ALL @@ -1243,8 +1243,8 @@ latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, @@ -1330,8 +1330,8 @@ uuid_1 AS uuid_1, `$session_id_1` AS `$session_id_1`, `$window_id_1` AS `$window_id_1`, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, tuple(latest_0, uuid_0, `$session_id_0`, `$window_id_0`) AS step_0_matching_event, tuple(latest_1, uuid_1, `$session_id_1`, `$window_id_1`) AS step_1_matching_event, if(isNull(latest_0), tuple(NULL, NULL, NULL, NULL), if(isNull(latest_1), step_0_matching_event, step_1_matching_event)) AS final_matching_event @@ -1375,7 +1375,7 @@ and isNull(max_steps))) WHERE ifNull(in(steps, [1, 2]), 0) ORDER BY aggregation_target ASC) AS funnel_actors ON equals(funnel_actors.actor_id, event.`$group_0`) - WHERE and(equals(event.team_id, 2), greaterOrEquals(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-01 00:00:00', 6, 'UTC'))), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC'))), equals(event.team_id, 2), greater(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), funnel_actors.first_timestamp), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), coalesce(funnel_actors.final_timestamp, plus(funnel_actors.first_timestamp, toIntervalDay(14)), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC')))), notIn(event.event, ['paid', 'user signed up']), equals(event.event, 'positively_related'), ifNull(equals(funnel_actors.steps, 2), 0)) + WHERE and(equals(event.team_id, 2), greaterOrEquals(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-01 00:00:00', 6, 'UTC'))), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC'))), equals(event.team_id, 2), greater(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), funnel_actors.first_timestamp), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), coalesce(funnel_actors.final_timestamp, plus(toTimeZone(funnel_actors.first_timestamp, 'UTC'), toIntervalDay(14)), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC')))), notIn(event.event, ['paid', 'user signed up']), equals(event.event, 'positively_related'), ifNull(equals(funnel_actors.steps, 2), 0)) GROUP BY actor_id ORDER BY actor_id ASC) AS source ON equals(groups.key, source.actor_id) ORDER BY source.actor_id ASC @@ -1441,8 +1441,8 @@ uuid_1 AS uuid_1, `$session_id_1` AS `$session_id_1`, `$window_id_1` AS `$window_id_1`, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, tuple(latest_0, uuid_0, `$session_id_0`, `$window_id_0`) AS step_0_matching_event, tuple(latest_1, uuid_1, `$session_id_1`, `$window_id_1`) AS step_1_matching_event, if(isNull(latest_0), tuple(NULL, NULL, NULL, NULL), if(isNull(latest_1), step_0_matching_event, step_1_matching_event)) AS final_matching_event @@ -1486,7 +1486,7 @@ and isNull(max_steps))) WHERE ifNull(in(steps, [1, 2]), 0) ORDER BY aggregation_target ASC) AS funnel_actors ON equals(funnel_actors.actor_id, event.`$group_0`) - WHERE and(equals(event.team_id, 2), greaterOrEquals(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-01 00:00:00', 6, 'UTC'))), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC'))), equals(event.team_id, 2), greater(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), funnel_actors.first_timestamp), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), coalesce(funnel_actors.final_timestamp, plus(funnel_actors.first_timestamp, toIntervalDay(14)), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC')))), notIn(event.event, ['paid', 'user signed up']), equals(event.event, 'positively_related'), ifNull(notEquals(funnel_actors.steps, 2), 1)) + WHERE and(equals(event.team_id, 2), greaterOrEquals(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-01 00:00:00', 6, 'UTC'))), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC'))), equals(event.team_id, 2), greater(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), funnel_actors.first_timestamp), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), coalesce(funnel_actors.final_timestamp, plus(toTimeZone(funnel_actors.first_timestamp, 'UTC'), toIntervalDay(14)), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC')))), notIn(event.event, ['paid', 'user signed up']), equals(event.event, 'positively_related'), ifNull(notEquals(funnel_actors.steps, 2), 1)) GROUP BY actor_id ORDER BY actor_id ASC) AS source ON equals(groups.key, source.actor_id) ORDER BY source.actor_id ASC @@ -1552,8 +1552,8 @@ uuid_1 AS uuid_1, `$session_id_1` AS `$session_id_1`, `$window_id_1` AS `$window_id_1`, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, tuple(latest_0, uuid_0, `$session_id_0`, `$window_id_0`) AS step_0_matching_event, tuple(latest_1, uuid_1, `$session_id_1`, `$window_id_1`) AS step_1_matching_event, if(isNull(latest_0), tuple(NULL, NULL, NULL, NULL), if(isNull(latest_1), step_0_matching_event, step_1_matching_event)) AS final_matching_event @@ -1597,7 +1597,7 @@ and isNull(max_steps))) WHERE ifNull(in(steps, [1, 2]), 0) ORDER BY aggregation_target ASC) AS funnel_actors ON equals(funnel_actors.actor_id, event.`$group_0`) - WHERE and(equals(event.team_id, 2), greaterOrEquals(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-01 00:00:00', 6, 'UTC'))), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC'))), equals(event.team_id, 2), greater(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), funnel_actors.first_timestamp), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), coalesce(funnel_actors.final_timestamp, plus(funnel_actors.first_timestamp, toIntervalDay(14)), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC')))), notIn(event.event, ['paid', 'user signed up']), equals(event.event, 'negatively_related'), ifNull(equals(funnel_actors.steps, 2), 0)) + WHERE and(equals(event.team_id, 2), greaterOrEquals(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-01 00:00:00', 6, 'UTC'))), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC'))), equals(event.team_id, 2), greater(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), funnel_actors.first_timestamp), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), coalesce(funnel_actors.final_timestamp, plus(toTimeZone(funnel_actors.first_timestamp, 'UTC'), toIntervalDay(14)), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC')))), notIn(event.event, ['paid', 'user signed up']), equals(event.event, 'negatively_related'), ifNull(equals(funnel_actors.steps, 2), 0)) GROUP BY actor_id ORDER BY actor_id ASC) AS source ON equals(groups.key, source.actor_id) ORDER BY source.actor_id ASC @@ -1663,8 +1663,8 @@ uuid_1 AS uuid_1, `$session_id_1` AS `$session_id_1`, `$window_id_1` AS `$window_id_1`, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, tuple(latest_0, uuid_0, `$session_id_0`, `$window_id_0`) AS step_0_matching_event, tuple(latest_1, uuid_1, `$session_id_1`, `$window_id_1`) AS step_1_matching_event, if(isNull(latest_0), tuple(NULL, NULL, NULL, NULL), if(isNull(latest_1), step_0_matching_event, step_1_matching_event)) AS final_matching_event @@ -1708,7 +1708,7 @@ and isNull(max_steps))) WHERE ifNull(in(steps, [1, 2]), 0) ORDER BY aggregation_target ASC) AS funnel_actors ON equals(funnel_actors.actor_id, event.`$group_0`) - WHERE and(equals(event.team_id, 2), greaterOrEquals(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-01 00:00:00', 6, 'UTC'))), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC'))), equals(event.team_id, 2), greater(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), funnel_actors.first_timestamp), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), coalesce(funnel_actors.final_timestamp, plus(funnel_actors.first_timestamp, toIntervalDay(14)), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC')))), notIn(event.event, ['paid', 'user signed up']), equals(event.event, 'negatively_related'), ifNull(notEquals(funnel_actors.steps, 2), 1)) + WHERE and(equals(event.team_id, 2), greaterOrEquals(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-01 00:00:00', 6, 'UTC'))), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC'))), equals(event.team_id, 2), greater(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), funnel_actors.first_timestamp), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), coalesce(funnel_actors.final_timestamp, plus(toTimeZone(funnel_actors.first_timestamp, 'UTC'), toIntervalDay(14)), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC')))), notIn(event.event, ['paid', 'user signed up']), equals(event.event, 'negatively_related'), ifNull(notEquals(funnel_actors.steps, 2), 1)) GROUP BY actor_id ORDER BY actor_id ASC) AS source ON equals(groups.key, source.actor_id) ORDER BY source.actor_id ASC @@ -1753,8 +1753,8 @@ latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, @@ -1787,7 +1787,7 @@ and isNull(max_steps))) WHERE ifNull(in(steps, [1, 2]), 0) ORDER BY aggregation_target ASC) AS funnel_actors ON equals(funnel_actors.actor_id, event.`$group_0`) - WHERE and(equals(event.team_id, 2), greaterOrEquals(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-01 00:00:00', 6, 'UTC'))), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC'))), equals(event.team_id, 2), greater(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), funnel_actors.first_timestamp), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), coalesce(funnel_actors.final_timestamp, plus(funnel_actors.first_timestamp, toIntervalDay(14)), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC')))), notIn(event.event, ['paid', 'user signed up']), notIn(event.event, [])) + WHERE and(equals(event.team_id, 2), greaterOrEquals(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-01 00:00:00', 6, 'UTC'))), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC'))), equals(event.team_id, 2), greater(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), funnel_actors.first_timestamp), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), coalesce(funnel_actors.final_timestamp, plus(toTimeZone(funnel_actors.first_timestamp, 'UTC'), toIntervalDay(14)), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC')))), notIn(event.event, ['paid', 'user signed up']), notIn(event.event, [])) GROUP BY name LIMIT 100 UNION ALL @@ -1823,8 +1823,8 @@ latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, @@ -1918,8 +1918,8 @@ uuid_1 AS uuid_1, `$session_id_1` AS `$session_id_1`, `$window_id_1` AS `$window_id_1`, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, tuple(latest_0, uuid_0, `$session_id_0`, `$window_id_0`) AS step_0_matching_event, tuple(latest_1, uuid_1, `$session_id_1`, `$window_id_1`) AS step_1_matching_event, if(isNull(latest_0), tuple(NULL, NULL, NULL, NULL), if(isNull(latest_1), step_0_matching_event, step_1_matching_event)) AS final_matching_event @@ -1963,7 +1963,7 @@ and isNull(max_steps))) WHERE ifNull(in(steps, [1, 2]), 0) ORDER BY aggregation_target ASC) AS funnel_actors ON equals(funnel_actors.actor_id, event.`$group_0`) - WHERE and(equals(event.team_id, 2), greaterOrEquals(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-01 00:00:00', 6, 'UTC'))), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC'))), equals(event.team_id, 2), greater(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), funnel_actors.first_timestamp), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), coalesce(funnel_actors.final_timestamp, plus(funnel_actors.first_timestamp, toIntervalDay(14)), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC')))), notIn(event.event, ['paid', 'user signed up']), equals(event.event, 'negatively_related'), ifNull(equals(funnel_actors.steps, 2), 0)) + WHERE and(equals(event.team_id, 2), greaterOrEquals(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-01 00:00:00', 6, 'UTC'))), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC'))), equals(event.team_id, 2), greater(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), funnel_actors.first_timestamp), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), coalesce(funnel_actors.final_timestamp, plus(toTimeZone(funnel_actors.first_timestamp, 'UTC'), toIntervalDay(14)), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC')))), notIn(event.event, ['paid', 'user signed up']), equals(event.event, 'negatively_related'), ifNull(equals(funnel_actors.steps, 2), 0)) GROUP BY actor_id ORDER BY actor_id ASC) AS source ON equals(groups.key, source.actor_id) ORDER BY source.actor_id ASC @@ -2029,8 +2029,8 @@ uuid_1 AS uuid_1, `$session_id_1` AS `$session_id_1`, `$window_id_1` AS `$window_id_1`, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, tuple(latest_0, uuid_0, `$session_id_0`, `$window_id_0`) AS step_0_matching_event, tuple(latest_1, uuid_1, `$session_id_1`, `$window_id_1`) AS step_1_matching_event, if(isNull(latest_0), tuple(NULL, NULL, NULL, NULL), if(isNull(latest_1), step_0_matching_event, step_1_matching_event)) AS final_matching_event @@ -2074,7 +2074,7 @@ and isNull(max_steps))) WHERE ifNull(in(steps, [1, 2]), 0) ORDER BY aggregation_target ASC) AS funnel_actors ON equals(funnel_actors.actor_id, event.`$group_0`) - WHERE and(equals(event.team_id, 2), greaterOrEquals(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-01 00:00:00', 6, 'UTC'))), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC'))), equals(event.team_id, 2), greater(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), funnel_actors.first_timestamp), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), coalesce(funnel_actors.final_timestamp, plus(funnel_actors.first_timestamp, toIntervalDay(14)), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC')))), notIn(event.event, ['paid', 'user signed up']), equals(event.event, 'negatively_related'), ifNull(notEquals(funnel_actors.steps, 2), 1)) + WHERE and(equals(event.team_id, 2), greaterOrEquals(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-01 00:00:00', 6, 'UTC'))), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC'))), equals(event.team_id, 2), greater(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), funnel_actors.first_timestamp), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), coalesce(funnel_actors.final_timestamp, plus(toTimeZone(funnel_actors.first_timestamp, 'UTC'), toIntervalDay(14)), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC')))), notIn(event.event, ['paid', 'user signed up']), equals(event.event, 'negatively_related'), ifNull(notEquals(funnel_actors.steps, 2), 1)) GROUP BY actor_id ORDER BY actor_id ASC) AS source ON equals(groups.key, source.actor_id) ORDER BY source.actor_id ASC @@ -2119,8 +2119,8 @@ latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, @@ -2145,7 +2145,7 @@ and isNull(max_steps))) WHERE ifNull(in(steps, [1, 2]), 0) ORDER BY aggregation_target ASC) AS funnel_actors ON equals(funnel_actors.actor_id, event.`$group_0`) - WHERE and(equals(event.team_id, 2), greaterOrEquals(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-01 00:00:00', 6, 'UTC'))), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC'))), equals(event.team_id, 2), greater(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), funnel_actors.first_timestamp), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), coalesce(funnel_actors.final_timestamp, plus(funnel_actors.first_timestamp, toIntervalDay(14)), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC')))), notIn(event.event, ['paid', 'user signed up']), notIn(event.event, [])) + WHERE and(equals(event.team_id, 2), greaterOrEquals(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-01 00:00:00', 6, 'UTC'))), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC'))), equals(event.team_id, 2), greater(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), funnel_actors.first_timestamp), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), coalesce(funnel_actors.final_timestamp, plus(toTimeZone(funnel_actors.first_timestamp, 'UTC'), toIntervalDay(14)), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC')))), notIn(event.event, ['paid', 'user signed up']), notIn(event.event, [])) GROUP BY name LIMIT 100 UNION ALL @@ -2181,8 +2181,8 @@ latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, @@ -2268,8 +2268,8 @@ uuid_1 AS uuid_1, `$session_id_1` AS `$session_id_1`, `$window_id_1` AS `$window_id_1`, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, tuple(latest_0, uuid_0, `$session_id_0`, `$window_id_0`) AS step_0_matching_event, tuple(latest_1, uuid_1, `$session_id_1`, `$window_id_1`) AS step_1_matching_event, if(isNull(latest_0), tuple(NULL, NULL, NULL, NULL), if(isNull(latest_1), step_0_matching_event, step_1_matching_event)) AS final_matching_event @@ -2313,7 +2313,7 @@ and isNull(max_steps))) WHERE ifNull(in(steps, [1, 2]), 0) ORDER BY aggregation_target ASC) AS funnel_actors ON equals(funnel_actors.actor_id, event.`$group_0`) - WHERE and(equals(event.team_id, 2), greaterOrEquals(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-01 00:00:00', 6, 'UTC'))), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC'))), equals(event.team_id, 2), greater(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), funnel_actors.first_timestamp), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), coalesce(funnel_actors.final_timestamp, plus(funnel_actors.first_timestamp, toIntervalDay(14)), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC')))), notIn(event.event, ['paid', 'user signed up']), equals(event.event, 'positively_related'), ifNull(equals(funnel_actors.steps, 2), 0)) + WHERE and(equals(event.team_id, 2), greaterOrEquals(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-01 00:00:00', 6, 'UTC'))), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC'))), equals(event.team_id, 2), greater(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), funnel_actors.first_timestamp), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), coalesce(funnel_actors.final_timestamp, plus(toTimeZone(funnel_actors.first_timestamp, 'UTC'), toIntervalDay(14)), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC')))), notIn(event.event, ['paid', 'user signed up']), equals(event.event, 'positively_related'), ifNull(equals(funnel_actors.steps, 2), 0)) GROUP BY actor_id ORDER BY actor_id ASC) AS source ON equals(groups.key, source.actor_id) ORDER BY source.actor_id ASC @@ -2379,8 +2379,8 @@ uuid_1 AS uuid_1, `$session_id_1` AS `$session_id_1`, `$window_id_1` AS `$window_id_1`, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, tuple(latest_0, uuid_0, `$session_id_0`, `$window_id_0`) AS step_0_matching_event, tuple(latest_1, uuid_1, `$session_id_1`, `$window_id_1`) AS step_1_matching_event, if(isNull(latest_0), tuple(NULL, NULL, NULL, NULL), if(isNull(latest_1), step_0_matching_event, step_1_matching_event)) AS final_matching_event @@ -2424,7 +2424,7 @@ and isNull(max_steps))) WHERE ifNull(in(steps, [1, 2]), 0) ORDER BY aggregation_target ASC) AS funnel_actors ON equals(funnel_actors.actor_id, event.`$group_0`) - WHERE and(equals(event.team_id, 2), greaterOrEquals(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-01 00:00:00', 6, 'UTC'))), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC'))), equals(event.team_id, 2), greater(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), funnel_actors.first_timestamp), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), coalesce(funnel_actors.final_timestamp, plus(funnel_actors.first_timestamp, toIntervalDay(14)), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC')))), notIn(event.event, ['paid', 'user signed up']), equals(event.event, 'positively_related'), ifNull(notEquals(funnel_actors.steps, 2), 1)) + WHERE and(equals(event.team_id, 2), greaterOrEquals(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-01 00:00:00', 6, 'UTC'))), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC'))), equals(event.team_id, 2), greater(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), funnel_actors.first_timestamp), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), coalesce(funnel_actors.final_timestamp, plus(toTimeZone(funnel_actors.first_timestamp, 'UTC'), toIntervalDay(14)), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC')))), notIn(event.event, ['paid', 'user signed up']), equals(event.event, 'positively_related'), ifNull(notEquals(funnel_actors.steps, 2), 1)) GROUP BY actor_id ORDER BY actor_id ASC) AS source ON equals(groups.key, source.actor_id) ORDER BY source.actor_id ASC @@ -2490,8 +2490,8 @@ uuid_1 AS uuid_1, `$session_id_1` AS `$session_id_1`, `$window_id_1` AS `$window_id_1`, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, tuple(latest_0, uuid_0, `$session_id_0`, `$window_id_0`) AS step_0_matching_event, tuple(latest_1, uuid_1, `$session_id_1`, `$window_id_1`) AS step_1_matching_event, if(isNull(latest_0), tuple(NULL, NULL, NULL, NULL), if(isNull(latest_1), step_0_matching_event, step_1_matching_event)) AS final_matching_event @@ -2535,7 +2535,7 @@ and isNull(max_steps))) WHERE ifNull(in(steps, [1, 2]), 0) ORDER BY aggregation_target ASC) AS funnel_actors ON equals(funnel_actors.actor_id, event.`$group_0`) - WHERE and(equals(event.team_id, 2), greaterOrEquals(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-01 00:00:00', 6, 'UTC'))), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC'))), equals(event.team_id, 2), greater(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), funnel_actors.first_timestamp), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), coalesce(funnel_actors.final_timestamp, plus(funnel_actors.first_timestamp, toIntervalDay(14)), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC')))), notIn(event.event, ['paid', 'user signed up']), equals(event.event, 'negatively_related'), ifNull(equals(funnel_actors.steps, 2), 0)) + WHERE and(equals(event.team_id, 2), greaterOrEquals(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-01 00:00:00', 6, 'UTC'))), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC'))), equals(event.team_id, 2), greater(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), funnel_actors.first_timestamp), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), coalesce(funnel_actors.final_timestamp, plus(toTimeZone(funnel_actors.first_timestamp, 'UTC'), toIntervalDay(14)), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC')))), notIn(event.event, ['paid', 'user signed up']), equals(event.event, 'negatively_related'), ifNull(equals(funnel_actors.steps, 2), 0)) GROUP BY actor_id ORDER BY actor_id ASC) AS source ON equals(groups.key, source.actor_id) ORDER BY source.actor_id ASC @@ -2601,8 +2601,8 @@ uuid_1 AS uuid_1, `$session_id_1` AS `$session_id_1`, `$window_id_1` AS `$window_id_1`, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, tuple(latest_0, uuid_0, `$session_id_0`, `$window_id_0`) AS step_0_matching_event, tuple(latest_1, uuid_1, `$session_id_1`, `$window_id_1`) AS step_1_matching_event, if(isNull(latest_0), tuple(NULL, NULL, NULL, NULL), if(isNull(latest_1), step_0_matching_event, step_1_matching_event)) AS final_matching_event @@ -2646,7 +2646,7 @@ and isNull(max_steps))) WHERE ifNull(in(steps, [1, 2]), 0) ORDER BY aggregation_target ASC) AS funnel_actors ON equals(funnel_actors.actor_id, event.`$group_0`) - WHERE and(equals(event.team_id, 2), greaterOrEquals(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-01 00:00:00', 6, 'UTC'))), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC'))), equals(event.team_id, 2), greater(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), funnel_actors.first_timestamp), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), coalesce(funnel_actors.final_timestamp, plus(funnel_actors.first_timestamp, toIntervalDay(14)), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC')))), notIn(event.event, ['paid', 'user signed up']), equals(event.event, 'negatively_related'), ifNull(notEquals(funnel_actors.steps, 2), 1)) + WHERE and(equals(event.team_id, 2), greaterOrEquals(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-01 00:00:00', 6, 'UTC'))), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC'))), equals(event.team_id, 2), greater(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), funnel_actors.first_timestamp), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), coalesce(funnel_actors.final_timestamp, plus(toTimeZone(funnel_actors.first_timestamp, 'UTC'), toIntervalDay(14)), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC')))), notIn(event.event, ['paid', 'user signed up']), equals(event.event, 'negatively_related'), ifNull(notEquals(funnel_actors.steps, 2), 1)) GROUP BY actor_id ORDER BY actor_id ASC) AS source ON equals(groups.key, source.actor_id) ORDER BY source.actor_id ASC @@ -2691,8 +2691,8 @@ latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, @@ -2725,7 +2725,7 @@ and isNull(max_steps))) WHERE ifNull(in(steps, [1, 2]), 0) ORDER BY aggregation_target ASC) AS funnel_actors ON equals(funnel_actors.actor_id, event.`$group_0`) - WHERE and(equals(event.team_id, 2), greaterOrEquals(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-01 00:00:00', 6, 'UTC'))), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC'))), equals(event.team_id, 2), greater(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), funnel_actors.first_timestamp), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), coalesce(funnel_actors.final_timestamp, plus(funnel_actors.first_timestamp, toIntervalDay(14)), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC')))), notIn(event.event, ['paid', 'user signed up']), notIn(event.event, [])) + WHERE and(equals(event.team_id, 2), greaterOrEquals(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-01 00:00:00', 6, 'UTC'))), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC'))), equals(event.team_id, 2), greater(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), funnel_actors.first_timestamp), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), coalesce(funnel_actors.final_timestamp, plus(toTimeZone(funnel_actors.first_timestamp, 'UTC'), toIntervalDay(14)), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC')))), notIn(event.event, ['paid', 'user signed up']), notIn(event.event, [])) GROUP BY name LIMIT 100 UNION ALL @@ -2761,8 +2761,8 @@ latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, @@ -2856,8 +2856,8 @@ uuid_1 AS uuid_1, `$session_id_1` AS `$session_id_1`, `$window_id_1` AS `$window_id_1`, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, tuple(latest_0, uuid_0, `$session_id_0`, `$window_id_0`) AS step_0_matching_event, tuple(latest_1, uuid_1, `$session_id_1`, `$window_id_1`) AS step_1_matching_event, if(isNull(latest_0), tuple(NULL, NULL, NULL, NULL), if(isNull(latest_1), step_0_matching_event, step_1_matching_event)) AS final_matching_event @@ -2901,7 +2901,7 @@ and isNull(max_steps))) WHERE ifNull(in(steps, [1, 2]), 0) ORDER BY aggregation_target ASC) AS funnel_actors ON equals(funnel_actors.actor_id, event.`$group_0`) - WHERE and(equals(event.team_id, 2), greaterOrEquals(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-01 00:00:00', 6, 'UTC'))), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC'))), equals(event.team_id, 2), greater(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), funnel_actors.first_timestamp), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), coalesce(funnel_actors.final_timestamp, plus(funnel_actors.first_timestamp, toIntervalDay(14)), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC')))), notIn(event.event, ['paid', 'user signed up']), equals(event.event, 'negatively_related'), ifNull(equals(funnel_actors.steps, 2), 0)) + WHERE and(equals(event.team_id, 2), greaterOrEquals(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-01 00:00:00', 6, 'UTC'))), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC'))), equals(event.team_id, 2), greater(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), funnel_actors.first_timestamp), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), coalesce(funnel_actors.final_timestamp, plus(toTimeZone(funnel_actors.first_timestamp, 'UTC'), toIntervalDay(14)), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC')))), notIn(event.event, ['paid', 'user signed up']), equals(event.event, 'negatively_related'), ifNull(equals(funnel_actors.steps, 2), 0)) GROUP BY actor_id ORDER BY actor_id ASC) AS source ON equals(groups.key, source.actor_id) ORDER BY source.actor_id ASC @@ -2967,8 +2967,8 @@ uuid_1 AS uuid_1, `$session_id_1` AS `$session_id_1`, `$window_id_1` AS `$window_id_1`, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, tuple(latest_0, uuid_0, `$session_id_0`, `$window_id_0`) AS step_0_matching_event, tuple(latest_1, uuid_1, `$session_id_1`, `$window_id_1`) AS step_1_matching_event, if(isNull(latest_0), tuple(NULL, NULL, NULL, NULL), if(isNull(latest_1), step_0_matching_event, step_1_matching_event)) AS final_matching_event @@ -3012,7 +3012,7 @@ and isNull(max_steps))) WHERE ifNull(in(steps, [1, 2]), 0) ORDER BY aggregation_target ASC) AS funnel_actors ON equals(funnel_actors.actor_id, event.`$group_0`) - WHERE and(equals(event.team_id, 2), greaterOrEquals(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-01 00:00:00', 6, 'UTC'))), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC'))), equals(event.team_id, 2), greater(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), funnel_actors.first_timestamp), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), coalesce(funnel_actors.final_timestamp, plus(funnel_actors.first_timestamp, toIntervalDay(14)), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC')))), notIn(event.event, ['paid', 'user signed up']), equals(event.event, 'negatively_related'), ifNull(notEquals(funnel_actors.steps, 2), 1)) + WHERE and(equals(event.team_id, 2), greaterOrEquals(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-01 00:00:00', 6, 'UTC'))), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC'))), equals(event.team_id, 2), greater(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), funnel_actors.first_timestamp), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), coalesce(funnel_actors.final_timestamp, plus(toTimeZone(funnel_actors.first_timestamp, 'UTC'), toIntervalDay(14)), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-14 23:59:59', 6, 'UTC')))), notIn(event.event, ['paid', 'user signed up']), equals(event.event, 'negatively_related'), ifNull(notEquals(funnel_actors.steps, 2), 1)) GROUP BY actor_id ORDER BY actor_id ASC) AS source ON equals(groups.key, source.actor_id) ORDER BY source.actor_id ASC @@ -3060,8 +3060,8 @@ latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, @@ -3134,8 +3134,8 @@ latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, @@ -3220,8 +3220,8 @@ uuid_1 AS uuid_1, `$session_id_1` AS `$session_id_1`, `$window_id_1` AS `$window_id_1`, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, tuple(latest_0, uuid_0, `$session_id_0`, `$window_id_0`) AS step_0_matching_event, tuple(latest_1, uuid_1, `$session_id_1`, `$window_id_1`) AS step_1_matching_event, if(isNull(latest_0), tuple(NULL, NULL, NULL, NULL), if(isNull(latest_1), step_0_matching_event, step_1_matching_event)) AS final_matching_event @@ -3338,8 +3338,8 @@ uuid_1 AS uuid_1, `$session_id_1` AS `$session_id_1`, `$window_id_1` AS `$window_id_1`, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, tuple(latest_0, uuid_0, `$session_id_0`, `$window_id_0`) AS step_0_matching_event, tuple(latest_1, uuid_1, `$session_id_1`, `$window_id_1`) AS step_1_matching_event, if(isNull(latest_0), tuple(NULL, NULL, NULL, NULL), if(isNull(latest_1), step_0_matching_event, step_1_matching_event)) AS final_matching_event @@ -3456,8 +3456,8 @@ uuid_1 AS uuid_1, `$session_id_1` AS `$session_id_1`, `$window_id_1` AS `$window_id_1`, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, tuple(latest_0, uuid_0, `$session_id_0`, `$window_id_0`) AS step_0_matching_event, tuple(latest_1, uuid_1, `$session_id_1`, `$window_id_1`) AS step_1_matching_event, if(isNull(latest_0), tuple(NULL, NULL, NULL, NULL), if(isNull(latest_1), step_0_matching_event, step_1_matching_event)) AS final_matching_event @@ -3574,8 +3574,8 @@ uuid_1 AS uuid_1, `$session_id_1` AS `$session_id_1`, `$window_id_1` AS `$window_id_1`, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, tuple(latest_0, uuid_0, `$session_id_0`, `$window_id_0`) AS step_0_matching_event, tuple(latest_1, uuid_1, `$session_id_1`, `$window_id_1`) AS step_1_matching_event, if(isNull(latest_0), tuple(NULL, NULL, NULL, NULL), if(isNull(latest_1), step_0_matching_event, step_1_matching_event)) AS final_matching_event @@ -3675,8 +3675,8 @@ latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, @@ -3749,8 +3749,8 @@ latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, @@ -3818,8 +3818,8 @@ latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, @@ -3892,8 +3892,8 @@ latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, @@ -3978,8 +3978,8 @@ uuid_1 AS uuid_1, `$session_id_1` AS `$session_id_1`, `$window_id_1` AS `$window_id_1`, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, tuple(latest_0, uuid_0, `$session_id_0`, `$window_id_0`) AS step_0_matching_event, tuple(latest_1, uuid_1, `$session_id_1`, `$window_id_1`) AS step_1_matching_event, if(isNull(latest_0), tuple(NULL, NULL, NULL, NULL), if(isNull(latest_1), step_0_matching_event, step_1_matching_event)) AS final_matching_event @@ -4096,8 +4096,8 @@ uuid_1 AS uuid_1, `$session_id_1` AS `$session_id_1`, `$window_id_1` AS `$window_id_1`, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, tuple(latest_0, uuid_0, `$session_id_0`, `$window_id_0`) AS step_0_matching_event, tuple(latest_1, uuid_1, `$session_id_1`, `$window_id_1`) AS step_1_matching_event, if(isNull(latest_0), tuple(NULL, NULL, NULL, NULL), if(isNull(latest_1), step_0_matching_event, step_1_matching_event)) AS final_matching_event @@ -4214,8 +4214,8 @@ uuid_1 AS uuid_1, `$session_id_1` AS `$session_id_1`, `$window_id_1` AS `$window_id_1`, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, tuple(latest_0, uuid_0, `$session_id_0`, `$window_id_0`) AS step_0_matching_event, tuple(latest_1, uuid_1, `$session_id_1`, `$window_id_1`) AS step_1_matching_event, if(isNull(latest_0), tuple(NULL, NULL, NULL, NULL), if(isNull(latest_1), step_0_matching_event, step_1_matching_event)) AS final_matching_event @@ -4332,8 +4332,8 @@ uuid_1 AS uuid_1, `$session_id_1` AS `$session_id_1`, `$window_id_1` AS `$window_id_1`, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, tuple(latest_0, uuid_0, `$session_id_0`, `$window_id_0`) AS step_0_matching_event, tuple(latest_1, uuid_1, `$session_id_1`, `$window_id_1`) AS step_1_matching_event, if(isNull(latest_0), tuple(NULL, NULL, NULL, NULL), if(isNull(latest_1), step_0_matching_event, step_1_matching_event)) AS final_matching_event @@ -4433,8 +4433,8 @@ latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, @@ -4507,8 +4507,8 @@ latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, @@ -4576,8 +4576,8 @@ latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, @@ -4650,8 +4650,8 @@ latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, @@ -4736,8 +4736,8 @@ uuid_1 AS uuid_1, `$session_id_1` AS `$session_id_1`, `$window_id_1` AS `$window_id_1`, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, tuple(latest_0, uuid_0, `$session_id_0`, `$window_id_0`) AS step_0_matching_event, tuple(latest_1, uuid_1, `$session_id_1`, `$window_id_1`) AS step_1_matching_event, if(isNull(latest_0), tuple(NULL, NULL, NULL, NULL), if(isNull(latest_1), step_0_matching_event, step_1_matching_event)) AS final_matching_event @@ -4854,8 +4854,8 @@ uuid_1 AS uuid_1, `$session_id_1` AS `$session_id_1`, `$window_id_1` AS `$window_id_1`, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, tuple(latest_0, uuid_0, `$session_id_0`, `$window_id_0`) AS step_0_matching_event, tuple(latest_1, uuid_1, `$session_id_1`, `$window_id_1`) AS step_1_matching_event, if(isNull(latest_0), tuple(NULL, NULL, NULL, NULL), if(isNull(latest_1), step_0_matching_event, step_1_matching_event)) AS final_matching_event @@ -4972,8 +4972,8 @@ uuid_1 AS uuid_1, `$session_id_1` AS `$session_id_1`, `$window_id_1` AS `$window_id_1`, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, tuple(latest_0, uuid_0, `$session_id_0`, `$window_id_0`) AS step_0_matching_event, tuple(latest_1, uuid_1, `$session_id_1`, `$window_id_1`) AS step_1_matching_event, if(isNull(latest_0), tuple(NULL, NULL, NULL, NULL), if(isNull(latest_1), step_0_matching_event, step_1_matching_event)) AS final_matching_event @@ -5090,8 +5090,8 @@ uuid_1 AS uuid_1, `$session_id_1` AS `$session_id_1`, `$window_id_1` AS `$window_id_1`, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, tuple(latest_0, uuid_0, `$session_id_0`, `$window_id_0`) AS step_0_matching_event, tuple(latest_1, uuid_1, `$session_id_1`, `$window_id_1`) AS step_1_matching_event, if(isNull(latest_0), tuple(NULL, NULL, NULL, NULL), if(isNull(latest_1), step_0_matching_event, step_1_matching_event)) AS final_matching_event @@ -5191,8 +5191,8 @@ latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, @@ -5265,8 +5265,8 @@ latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, @@ -5334,8 +5334,8 @@ latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, @@ -5408,8 +5408,8 @@ latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, @@ -5494,8 +5494,8 @@ uuid_1 AS uuid_1, `$session_id_1` AS `$session_id_1`, `$window_id_1` AS `$window_id_1`, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, tuple(latest_0, uuid_0, `$session_id_0`, `$window_id_0`) AS step_0_matching_event, tuple(latest_1, uuid_1, `$session_id_1`, `$window_id_1`) AS step_1_matching_event, if(isNull(latest_0), tuple(NULL, NULL, NULL, NULL), if(isNull(latest_1), step_0_matching_event, step_1_matching_event)) AS final_matching_event @@ -5612,8 +5612,8 @@ uuid_1 AS uuid_1, `$session_id_1` AS `$session_id_1`, `$window_id_1` AS `$window_id_1`, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, tuple(latest_0, uuid_0, `$session_id_0`, `$window_id_0`) AS step_0_matching_event, tuple(latest_1, uuid_1, `$session_id_1`, `$window_id_1`) AS step_1_matching_event, if(isNull(latest_0), tuple(NULL, NULL, NULL, NULL), if(isNull(latest_1), step_0_matching_event, step_1_matching_event)) AS final_matching_event @@ -5730,8 +5730,8 @@ uuid_1 AS uuid_1, `$session_id_1` AS `$session_id_1`, `$window_id_1` AS `$window_id_1`, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, tuple(latest_0, uuid_0, `$session_id_0`, `$window_id_0`) AS step_0_matching_event, tuple(latest_1, uuid_1, `$session_id_1`, `$window_id_1`) AS step_1_matching_event, if(isNull(latest_0), tuple(NULL, NULL, NULL, NULL), if(isNull(latest_1), step_0_matching_event, step_1_matching_event)) AS final_matching_event @@ -5848,8 +5848,8 @@ uuid_1 AS uuid_1, `$session_id_1` AS `$session_id_1`, `$window_id_1` AS `$window_id_1`, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, tuple(latest_0, uuid_0, `$session_id_0`, `$window_id_0`) AS step_0_matching_event, tuple(latest_1, uuid_1, `$session_id_1`, `$window_id_1`) AS step_1_matching_event, if(isNull(latest_0), tuple(NULL, NULL, NULL, NULL), if(isNull(latest_1), step_0_matching_event, step_1_matching_event)) AS final_matching_event @@ -5949,8 +5949,8 @@ latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, @@ -6023,8 +6023,8 @@ latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, @@ -6092,8 +6092,8 @@ latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, @@ -6166,8 +6166,8 @@ latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, @@ -6252,8 +6252,8 @@ uuid_1 AS uuid_1, `$session_id_1` AS `$session_id_1`, `$window_id_1` AS `$window_id_1`, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, tuple(latest_0, uuid_0, `$session_id_0`, `$window_id_0`) AS step_0_matching_event, tuple(latest_1, uuid_1, `$session_id_1`, `$window_id_1`) AS step_1_matching_event, if(isNull(latest_0), tuple(NULL, NULL, NULL, NULL), if(isNull(latest_1), step_0_matching_event, step_1_matching_event)) AS final_matching_event @@ -6370,8 +6370,8 @@ uuid_1 AS uuid_1, `$session_id_1` AS `$session_id_1`, `$window_id_1` AS `$window_id_1`, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, tuple(latest_0, uuid_0, `$session_id_0`, `$window_id_0`) AS step_0_matching_event, tuple(latest_1, uuid_1, `$session_id_1`, `$window_id_1`) AS step_1_matching_event, if(isNull(latest_0), tuple(NULL, NULL, NULL, NULL), if(isNull(latest_1), step_0_matching_event, step_1_matching_event)) AS final_matching_event @@ -6488,8 +6488,8 @@ uuid_1 AS uuid_1, `$session_id_1` AS `$session_id_1`, `$window_id_1` AS `$window_id_1`, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, tuple(latest_0, uuid_0, `$session_id_0`, `$window_id_0`) AS step_0_matching_event, tuple(latest_1, uuid_1, `$session_id_1`, `$window_id_1`) AS step_1_matching_event, if(isNull(latest_0), tuple(NULL, NULL, NULL, NULL), if(isNull(latest_1), step_0_matching_event, step_1_matching_event)) AS final_matching_event @@ -6606,8 +6606,8 @@ uuid_1 AS uuid_1, `$session_id_1` AS `$session_id_1`, `$window_id_1` AS `$window_id_1`, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, tuple(latest_0, uuid_0, `$session_id_0`, `$window_id_0`) AS step_0_matching_event, tuple(latest_1, uuid_1, `$session_id_1`, `$window_id_1`) AS step_1_matching_event, if(isNull(latest_0), tuple(NULL, NULL, NULL, NULL), if(isNull(latest_1), step_0_matching_event, step_1_matching_event)) AS final_matching_event @@ -6707,8 +6707,8 @@ latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, @@ -6781,8 +6781,8 @@ latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, diff --git a/posthog/hogql_queries/insights/funnels/test/__snapshots__/test_funnel_correlations_persons.ambr b/posthog/hogql_queries/insights/funnels/test/__snapshots__/test_funnel_correlations_persons.ambr index fe7404ea9b7a1..62715e7d96b63 100644 --- a/posthog/hogql_queries/insights/funnels/test/__snapshots__/test_funnel_correlations_persons.ambr +++ b/posthog/hogql_queries/insights/funnels/test/__snapshots__/test_funnel_correlations_persons.ambr @@ -63,8 +63,8 @@ uuid_1 AS uuid_1, `$session_id_1` AS `$session_id_1`, `$window_id_1` AS `$window_id_1`, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, tuple(latest_0, uuid_0, `$session_id_0`, `$window_id_0`) AS step_0_matching_event, tuple(latest_1, uuid_1, `$session_id_1`, `$window_id_1`) AS step_1_matching_event, if(isNull(latest_0), tuple(NULL, NULL, NULL, NULL), if(isNull(latest_1), step_0_matching_event, step_1_matching_event)) AS final_matching_event @@ -115,7 +115,7 @@ and isNull(max_steps))) WHERE ifNull(in(steps, [1, 2]), 0) ORDER BY aggregation_target ASC) AS funnel_actors ON equals(event__pdi.person_id, funnel_actors.actor_id) - WHERE and(equals(event.team_id, 2), greaterOrEquals(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2021-01-01 00:00:00', 6, 'UTC'))), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2021-01-08 23:59:59', 6, 'UTC'))), equals(event.team_id, 2), greater(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), funnel_actors.first_timestamp), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), coalesce(funnel_actors.final_timestamp, plus(funnel_actors.first_timestamp, toIntervalDay(14)), assumeNotNull(parseDateTime64BestEffortOrNull('2021-01-08 23:59:59', 6, 'UTC')))), notIn(event.event, ['$pageview', 'insight analyzed']), equals(event.event, 'insight loaded'), ifNull(equals(funnel_actors.steps, 2), 0)) + WHERE and(equals(event.team_id, 2), greaterOrEquals(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2021-01-01 00:00:00', 6, 'UTC'))), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2021-01-08 23:59:59', 6, 'UTC'))), equals(event.team_id, 2), greater(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), funnel_actors.first_timestamp), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), coalesce(funnel_actors.final_timestamp, plus(toTimeZone(funnel_actors.first_timestamp, 'UTC'), toIntervalDay(14)), assumeNotNull(parseDateTime64BestEffortOrNull('2021-01-08 23:59:59', 6, 'UTC')))), notIn(event.event, ['$pageview', 'insight analyzed']), equals(event.event, 'insight loaded'), ifNull(equals(funnel_actors.steps, 2), 0)) GROUP BY actor_id ORDER BY actor_id ASC) AS source ON equals(persons.id, source.actor_id) ORDER BY persons.id ASC @@ -213,9 +213,9 @@ uuid_2 AS uuid_2, `$session_id_2` AS `$session_id_2`, `$window_id_2` AS `$window_id_2`, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(14))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1)) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, - if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(latest_1, toIntervalDay(14))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time, + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1)) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_1, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time, tuple(latest_0, uuid_0, `$session_id_0`, `$window_id_0`) AS step_0_matching_event, tuple(latest_1, uuid_1, `$session_id_1`, `$window_id_1`) AS step_1_matching_event, tuple(latest_2, uuid_2, `$session_id_2`, `$window_id_2`) AS step_2_matching_event, @@ -321,7 +321,7 @@ and isNull(max_steps))) WHERE ifNull(in(steps, [1, 2, 3]), 0) ORDER BY aggregation_target ASC) AS funnel_actors ON equals(event__pdi.person_id, funnel_actors.actor_id) - WHERE and(equals(event.team_id, 2), greaterOrEquals(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2021-01-01 00:00:00', 6, 'UTC'))), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2021-01-08 23:59:59', 6, 'UTC'))), equals(event.team_id, 2), greater(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), funnel_actors.first_timestamp), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), coalesce(funnel_actors.final_timestamp, plus(funnel_actors.first_timestamp, toIntervalDay(14)), assumeNotNull(parseDateTime64BestEffortOrNull('2021-01-08 23:59:59', 6, 'UTC')))), notIn(event.event, ['$pageview', 'insight analyzed', 'insight updated']), equals(event.event, 'insight loaded'), ifNull(notEquals(funnel_actors.steps, 3), 1)) + WHERE and(equals(event.team_id, 2), greaterOrEquals(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2021-01-01 00:00:00', 6, 'UTC'))), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2021-01-08 23:59:59', 6, 'UTC'))), equals(event.team_id, 2), greater(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), funnel_actors.first_timestamp), less(toTimeZone(toDateTime(toTimeZone(event.timestamp, 'UTC'), 'UTC'), 'UTC'), coalesce(funnel_actors.final_timestamp, plus(toTimeZone(funnel_actors.first_timestamp, 'UTC'), toIntervalDay(14)), assumeNotNull(parseDateTime64BestEffortOrNull('2021-01-08 23:59:59', 6, 'UTC')))), notIn(event.event, ['$pageview', 'insight analyzed', 'insight updated']), equals(event.event, 'insight loaded'), ifNull(notEquals(funnel_actors.steps, 3), 1)) GROUP BY actor_id ORDER BY actor_id ASC) AS source ON equals(persons.id, source.actor_id) ORDER BY persons.id ASC @@ -401,8 +401,8 @@ uuid_1 AS uuid_1, `$session_id_1` AS `$session_id_1`, `$window_id_1` AS `$window_id_1`, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, tuple(latest_0, uuid_0, `$session_id_0`, `$window_id_0`) AS step_0_matching_event, tuple(latest_1, uuid_1, `$session_id_1`, `$window_id_1`) AS step_1_matching_event, if(isNull(latest_0), tuple(NULL, NULL, NULL, NULL), if(isNull(latest_1), step_0_matching_event, step_1_matching_event)) AS final_matching_event @@ -544,8 +544,8 @@ uuid_1 AS uuid_1, `$session_id_1` AS `$session_id_1`, `$window_id_1` AS `$window_id_1`, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, tuple(latest_0, uuid_0, `$session_id_0`, `$window_id_0`) AS step_0_matching_event, tuple(latest_1, uuid_1, `$session_id_1`, `$window_id_1`) AS step_1_matching_event, if(isNull(latest_0), tuple(NULL, NULL, NULL, NULL), if(isNull(latest_1), step_0_matching_event, step_1_matching_event)) AS final_matching_event @@ -687,8 +687,8 @@ uuid_1 AS uuid_1, `$session_id_1` AS `$session_id_1`, `$window_id_1` AS `$window_id_1`, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, tuple(latest_0, uuid_0, `$session_id_0`, `$window_id_0`) AS step_0_matching_event, tuple(latest_1, uuid_1, `$session_id_1`, `$window_id_1`) AS step_1_matching_event, if(isNull(latest_0), tuple(NULL, NULL, NULL, NULL), if(isNull(latest_1), step_0_matching_event, step_1_matching_event)) AS final_matching_event diff --git a/posthog/hogql_queries/insights/funnels/test/__snapshots__/test_funnel_persons.ambr b/posthog/hogql_queries/insights/funnels/test/__snapshots__/test_funnel_persons.ambr index a9a6fc5357f72..723165d9d8320 100644 --- a/posthog/hogql_queries/insights/funnels/test/__snapshots__/test_funnel_persons.ambr +++ b/posthog/hogql_queries/insights/funnels/test/__snapshots__/test_funnel_persons.ambr @@ -52,9 +52,9 @@ uuid_2 AS uuid_2, `$session_id_2` AS `$session_id_2`, `$window_id_2` AS `$window_id_2`, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(14))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1)) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, - if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(latest_1, toIntervalDay(14))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time, + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1)) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_1, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time, tuple(latest_0, uuid_0, `$session_id_0`, `$window_id_0`) AS step_0_matching_event, tuple(latest_1, uuid_1, `$session_id_1`, `$window_id_1`) AS step_1_matching_event, tuple(latest_2, uuid_2, `$session_id_2`, `$window_id_2`) AS step_2_matching_event, @@ -234,9 +234,9 @@ uuid_2 AS uuid_2, `$session_id_2` AS `$session_id_2`, `$window_id_2` AS `$window_id_2`, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(14))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1)) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, - if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(latest_1, toIntervalDay(14))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time, + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1)) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_1, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time, tuple(latest_0, uuid_0, `$session_id_0`, `$window_id_0`) AS step_0_matching_event, tuple(latest_1, uuid_1, `$session_id_1`, `$window_id_1`) AS step_1_matching_event, tuple(latest_2, uuid_2, `$session_id_2`, `$window_id_2`) AS step_2_matching_event, @@ -416,9 +416,9 @@ uuid_2 AS uuid_2, `$session_id_2` AS `$session_id_2`, `$window_id_2` AS `$window_id_2`, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(14))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1)) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, - if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(latest_1, toIntervalDay(14))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time, + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1)) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_1, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time, tuple(latest_0, uuid_0, `$session_id_0`, `$window_id_0`) AS step_0_matching_event, tuple(latest_1, uuid_1, `$session_id_1`, `$window_id_1`) AS step_1_matching_event, tuple(latest_2, uuid_2, `$session_id_2`, `$window_id_2`) AS step_2_matching_event, diff --git a/posthog/hogql_queries/insights/funnels/test/__snapshots__/test_funnel_strict.ambr b/posthog/hogql_queries/insights/funnels/test/__snapshots__/test_funnel_strict.ambr index 5b12c1d8d00e0..927a924d8a884 100644 --- a/posthog/hogql_queries/insights/funnels/test/__snapshots__/test_funnel_strict.ambr +++ b/posthog/hogql_queries/insights/funnels/test/__snapshots__/test_funnel_strict.ambr @@ -50,8 +50,8 @@ step_1 AS step_1, latest_1 AS latest_1, prop AS prop, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, @@ -155,8 +155,8 @@ step_1 AS step_1, latest_1 AS latest_1, prop AS prop, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, @@ -267,8 +267,8 @@ step_1 AS step_1, latest_1 AS latest_1, prop AS prop, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, @@ -381,9 +381,9 @@ step_2 AS step_2, latest_2 AS latest_2, prop AS prop, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(14))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1)) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, - if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(latest_1, toIntervalDay(14))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time, + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1)) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_1, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time, prop AS prop FROM (SELECT aggregation_target AS aggregation_target, @@ -534,9 +534,9 @@ step_2 AS step_2, latest_2 AS latest_2, prop AS prop, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(14))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1)) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, - if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(latest_1, toIntervalDay(14))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time, + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1)) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_1, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time, prop AS prop FROM (SELECT aggregation_target AS aggregation_target, @@ -688,9 +688,9 @@ step_2 AS step_2, latest_2 AS latest_2, prop AS prop, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(14))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1)) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, - if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(latest_1, toIntervalDay(14))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time, + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1)) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_1, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time, prop AS prop FROM (SELECT aggregation_target AS aggregation_target, diff --git a/posthog/hogql_queries/insights/funnels/test/__snapshots__/test_funnel_strict_persons.ambr b/posthog/hogql_queries/insights/funnels/test/__snapshots__/test_funnel_strict_persons.ambr index 0b2f21460022e..1496e07c65e02 100644 --- a/posthog/hogql_queries/insights/funnels/test/__snapshots__/test_funnel_strict_persons.ambr +++ b/posthog/hogql_queries/insights/funnels/test/__snapshots__/test_funnel_strict_persons.ambr @@ -52,9 +52,9 @@ uuid_2 AS uuid_2, `$session_id_2` AS `$session_id_2`, `$window_id_2` AS `$window_id_2`, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(14))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1)) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, - if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(latest_1, toIntervalDay(14))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time, + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1)) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_1, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time, tuple(latest_0, uuid_0, `$session_id_0`, `$window_id_0`) AS step_0_matching_event, tuple(latest_1, uuid_1, `$session_id_1`, `$window_id_1`) AS step_1_matching_event, tuple(latest_2, uuid_2, `$session_id_2`, `$window_id_2`) AS step_2_matching_event, @@ -194,9 +194,9 @@ uuid_2 AS uuid_2, `$session_id_2` AS `$session_id_2`, `$window_id_2` AS `$window_id_2`, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(14))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1)) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, - if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(latest_1, toIntervalDay(14))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time, + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1)) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_1, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time, tuple(latest_0, uuid_0, `$session_id_0`, `$window_id_0`) AS step_0_matching_event, tuple(latest_1, uuid_1, `$session_id_1`, `$window_id_1`) AS step_1_matching_event, tuple(latest_2, uuid_2, `$session_id_2`, `$window_id_2`) AS step_2_matching_event, @@ -336,9 +336,9 @@ uuid_2 AS uuid_2, `$session_id_2` AS `$session_id_2`, `$window_id_2` AS `$window_id_2`, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(14))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1)) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, - if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(latest_1, toIntervalDay(14))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time, + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1)) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_1, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time, tuple(latest_0, uuid_0, `$session_id_0`, `$window_id_0`) AS step_0_matching_event, tuple(latest_1, uuid_1, `$session_id_1`, `$window_id_1`) AS step_1_matching_event, tuple(latest_2, uuid_2, `$session_id_2`, `$window_id_2`) AS step_2_matching_event, diff --git a/posthog/hogql_queries/insights/funnels/test/__snapshots__/test_funnel_time_to_convert.ambr b/posthog/hogql_queries/insights/funnels/test/__snapshots__/test_funnel_time_to_convert.ambr index aae3049d382ec..2463fd084116f 100644 --- a/posthog/hogql_queries/insights/funnels/test/__snapshots__/test_funnel_time_to_convert.ambr +++ b/posthog/hogql_queries/insights/funnels/test/__snapshots__/test_funnel_time_to_convert.ambr @@ -35,9 +35,9 @@ latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(7))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(7))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(7))), 0)), 2, 1)) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(7))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, - if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(latest_1, toIntervalDay(7))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(7))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(7))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(7))), 0)), 2, 1)) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(7))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_1, 'UTC'), toIntervalDay(7))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, @@ -102,7 +102,7 @@ FROM (SELECT aggregation_target AS aggregation_target, steps AS steps, max(steps) OVER (PARTITION BY aggregation_target) AS max_steps, step_1_conversion_time AS step_1_conversion_time, step_2_conversion_time AS step_2_conversion_time FROM - (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(7))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(7))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(7))), 0)), 2, 1)) AS steps, if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(7))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(latest_1, toIntervalDay(7))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time + (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(7))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(7))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(7))), 0)), 2, 1)) AS steps, if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(7))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_1, 'UTC'), toIntervalDay(7))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, min(latest_2) OVER (PARTITION BY aggregation_target ORDER BY timestamp DESC ROWS BETWEEN UNBOUNDED PRECEDING AND 0 PRECEDING) AS latest_2 @@ -135,7 +135,7 @@ FROM (SELECT aggregation_target AS aggregation_target, steps AS steps, max(steps) OVER (PARTITION BY aggregation_target) AS max_steps, step_1_conversion_time AS step_1_conversion_time, step_2_conversion_time AS step_2_conversion_time FROM - (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(7))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(7))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(7))), 0)), 2, 1)) AS steps, if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(7))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(latest_1, toIntervalDay(7))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time + (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(7))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(7))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(7))), 0)), 2, 1)) AS steps, if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(7))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_1, 'UTC'), toIntervalDay(7))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, min(latest_2) OVER (PARTITION BY aggregation_target ORDER BY timestamp DESC ROWS BETWEEN UNBOUNDED PRECEDING AND 0 PRECEDING) AS latest_2 @@ -168,7 +168,7 @@ FROM (SELECT aggregation_target AS aggregation_target, steps AS steps, max(steps) OVER (PARTITION BY aggregation_target) AS max_steps, step_1_conversion_time AS step_1_conversion_time, step_2_conversion_time AS step_2_conversion_time FROM - (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(7))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(7))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(7))), 0)), 2, 1)) AS steps, if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(7))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(latest_1, toIntervalDay(7))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time + (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(7))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(7))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(7))), 0)), 2, 1)) AS steps, if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(7))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_1, 'UTC'), toIntervalDay(7))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, min(latest_2) OVER (PARTITION BY aggregation_target ORDER BY timestamp DESC ROWS BETWEEN UNBOUNDED PRECEDING AND 0 PRECEDING) AS latest_2 @@ -201,7 +201,7 @@ FROM (SELECT aggregation_target AS aggregation_target, steps AS steps, max(steps) OVER (PARTITION BY aggregation_target) AS max_steps, step_1_conversion_time AS step_1_conversion_time, step_2_conversion_time AS step_2_conversion_time FROM - (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(7))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(7))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(7))), 0)), 2, 1)) AS steps, if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(7))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(latest_1, toIntervalDay(7))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time + (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(7))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(7))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(7))), 0)), 2, 1)) AS steps, if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(7))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_1, 'UTC'), toIntervalDay(7))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, min(latest_2) OVER (PARTITION BY aggregation_target ORDER BY timestamp DESC ROWS BETWEEN UNBOUNDED PRECEDING AND 0 PRECEDING) AS latest_2 @@ -249,9 +249,9 @@ latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(7))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(7))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(7))), 0)), 2, 1)) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(7))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, - if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(latest_1, toIntervalDay(7))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(7))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(7))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(7))), 0)), 2, 1)) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(7))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_1, 'UTC'), toIntervalDay(7))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, @@ -316,7 +316,7 @@ FROM (SELECT aggregation_target AS aggregation_target, steps AS steps, max(steps) OVER (PARTITION BY aggregation_target) AS max_steps, step_1_conversion_time AS step_1_conversion_time, step_2_conversion_time AS step_2_conversion_time FROM - (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(7))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(7))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(7))), 0)), 2, 1)) AS steps, if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(7))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(latest_1, toIntervalDay(7))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time + (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(7))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(7))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(7))), 0)), 2, 1)) AS steps, if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(7))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_1, 'UTC'), toIntervalDay(7))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, min(latest_2) OVER (PARTITION BY aggregation_target ORDER BY timestamp DESC ROWS BETWEEN UNBOUNDED PRECEDING AND 0 PRECEDING) AS latest_2 @@ -349,7 +349,7 @@ FROM (SELECT aggregation_target AS aggregation_target, steps AS steps, max(steps) OVER (PARTITION BY aggregation_target) AS max_steps, step_1_conversion_time AS step_1_conversion_time, step_2_conversion_time AS step_2_conversion_time FROM - (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(7))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(7))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(7))), 0)), 2, 1)) AS steps, if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(7))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(latest_1, toIntervalDay(7))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time + (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(7))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(7))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(7))), 0)), 2, 1)) AS steps, if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(7))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_1, 'UTC'), toIntervalDay(7))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, min(latest_2) OVER (PARTITION BY aggregation_target ORDER BY timestamp DESC ROWS BETWEEN UNBOUNDED PRECEDING AND 0 PRECEDING) AS latest_2 @@ -383,7 +383,7 @@ FROM (SELECT aggregation_target AS aggregation_target, steps AS steps, max(steps) OVER (PARTITION BY aggregation_target) AS max_steps, step_1_conversion_time AS step_1_conversion_time, step_2_conversion_time AS step_2_conversion_time FROM - (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(7))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(7))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(7))), 0)), 2, 1)) AS steps, if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(7))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(latest_1, toIntervalDay(7))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time + (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(7))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(7))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(7))), 0)), 2, 1)) AS steps, if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(7))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_1, 'UTC'), toIntervalDay(7))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, min(latest_2) OVER (PARTITION BY aggregation_target ORDER BY timestamp DESC ROWS BETWEEN UNBOUNDED PRECEDING AND 0 PRECEDING) AS latest_2 @@ -450,9 +450,9 @@ latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(14))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1)) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, - if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(latest_1, toIntervalDay(14))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1)) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_1, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, @@ -498,7 +498,7 @@ FROM (SELECT aggregation_target AS aggregation_target, steps AS steps, max(steps) OVER (PARTITION BY aggregation_target) AS max_steps, step_1_conversion_time AS step_1_conversion_time, step_2_conversion_time AS step_2_conversion_time FROM - (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(14))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1)) AS steps, if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(latest_1, toIntervalDay(14))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time + (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1)) AS steps, if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_1, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, min(latest_1) OVER (PARTITION BY aggregation_target ORDER BY timestamp DESC ROWS BETWEEN 1 PRECEDING AND 1 PRECEDING) AS latest_1, step_2 AS step_2, min(latest_2) OVER (PARTITION BY aggregation_target @@ -526,7 +526,7 @@ FROM (SELECT aggregation_target AS aggregation_target, steps AS steps, max(steps) OVER (PARTITION BY aggregation_target) AS max_steps, step_1_conversion_time AS step_1_conversion_time, step_2_conversion_time AS step_2_conversion_time FROM - (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(14))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1)) AS steps, if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(latest_1, toIntervalDay(14))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time + (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1)) AS steps, if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_1, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, min(latest_1) OVER (PARTITION BY aggregation_target ORDER BY timestamp DESC ROWS BETWEEN 1 PRECEDING AND 1 PRECEDING) AS latest_1, step_2 AS step_2, min(latest_2) OVER (PARTITION BY aggregation_target @@ -554,7 +554,7 @@ FROM (SELECT aggregation_target AS aggregation_target, steps AS steps, max(steps) OVER (PARTITION BY aggregation_target) AS max_steps, step_1_conversion_time AS step_1_conversion_time, step_2_conversion_time AS step_2_conversion_time FROM - (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(14))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1)) AS steps, if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(latest_1, toIntervalDay(14))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time + (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1)) AS steps, if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_1, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, min(latest_1) OVER (PARTITION BY aggregation_target ORDER BY timestamp DESC ROWS BETWEEN 1 PRECEDING AND 1 PRECEDING) AS latest_1, step_2 AS step_2, min(latest_2) OVER (PARTITION BY aggregation_target @@ -582,7 +582,7 @@ FROM (SELECT aggregation_target AS aggregation_target, steps AS steps, max(steps) OVER (PARTITION BY aggregation_target) AS max_steps, step_1_conversion_time AS step_1_conversion_time, step_2_conversion_time AS step_2_conversion_time FROM - (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(14))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1)) AS steps, if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(latest_1, toIntervalDay(14))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time + (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1)) AS steps, if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_1, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, min(latest_1) OVER (PARTITION BY aggregation_target ORDER BY timestamp DESC ROWS BETWEEN 1 PRECEDING AND 1 PRECEDING) AS latest_1, step_2 AS step_2, min(latest_2) OVER (PARTITION BY aggregation_target @@ -625,9 +625,9 @@ latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(14))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1)) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, - if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(latest_1, toIntervalDay(14))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1)) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_1, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, @@ -673,7 +673,7 @@ FROM (SELECT aggregation_target AS aggregation_target, steps AS steps, max(steps) OVER (PARTITION BY aggregation_target) AS max_steps, step_1_conversion_time AS step_1_conversion_time, step_2_conversion_time AS step_2_conversion_time FROM - (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(14))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1)) AS steps, if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(latest_1, toIntervalDay(14))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time + (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1)) AS steps, if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_1, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, min(latest_1) OVER (PARTITION BY aggregation_target ORDER BY timestamp DESC ROWS BETWEEN 1 PRECEDING AND 1 PRECEDING) AS latest_1, step_2 AS step_2, min(latest_2) OVER (PARTITION BY aggregation_target @@ -701,7 +701,7 @@ FROM (SELECT aggregation_target AS aggregation_target, steps AS steps, max(steps) OVER (PARTITION BY aggregation_target) AS max_steps, step_1_conversion_time AS step_1_conversion_time, step_2_conversion_time AS step_2_conversion_time FROM - (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(14))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1)) AS steps, if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(latest_1, toIntervalDay(14))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time + (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1)) AS steps, if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_1, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, min(latest_1) OVER (PARTITION BY aggregation_target ORDER BY timestamp DESC ROWS BETWEEN 1 PRECEDING AND 1 PRECEDING) AS latest_1, step_2 AS step_2, min(latest_2) OVER (PARTITION BY aggregation_target @@ -730,7 +730,7 @@ FROM (SELECT aggregation_target AS aggregation_target, steps AS steps, max(steps) OVER (PARTITION BY aggregation_target) AS max_steps, step_1_conversion_time AS step_1_conversion_time, step_2_conversion_time AS step_2_conversion_time FROM - (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(14))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1)) AS steps, if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(latest_1, toIntervalDay(14))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time + (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1)) AS steps, if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_1, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, min(latest_1) OVER (PARTITION BY aggregation_target ORDER BY timestamp DESC ROWS BETWEEN 1 PRECEDING AND 1 PRECEDING) AS latest_1, step_2 AS step_2, min(latest_2) OVER (PARTITION BY aggregation_target @@ -793,10 +793,10 @@ step_2 AS step_2, latest_2 AS latest_2, arraySort([latest_0, latest_1, latest_2]) AS event_times, - arraySum([if(and(ifNull(less(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 1, 0), if(and(ifNull(less(latest_0, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(14))), 0)), 1, 0), 1]) AS steps, + arraySum([if(and(ifNull(less(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 1, 0), if(and(ifNull(less(latest_0, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 1, 0), 1]) AS steps, arraySort([latest_0, latest_1, latest_2]) AS conversion_times, - if(and(isNotNull(conversion_times[2]), ifNull(lessOrEquals(conversion_times[2], plus(conversion_times[1], toIntervalDay(14))), 0)), dateDiff('second', conversion_times[1], conversion_times[2]), NULL) AS step_1_conversion_time, - if(and(isNotNull(conversion_times[3]), ifNull(lessOrEquals(conversion_times[3], plus(conversion_times[2], toIntervalDay(14))), 0)), dateDiff('second', conversion_times[2], conversion_times[3]), NULL) AS step_2_conversion_time + if(and(isNotNull(conversion_times[2]), ifNull(lessOrEquals(conversion_times[2], plus(toTimeZone(conversion_times[1], 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', conversion_times[1], conversion_times[2]), NULL) AS step_1_conversion_time, + if(and(isNotNull(conversion_times[3]), ifNull(lessOrEquals(conversion_times[3], plus(toTimeZone(conversion_times[2], 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', conversion_times[2], conversion_times[3]), NULL) AS step_2_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, @@ -836,10 +836,10 @@ step_2 AS step_2, latest_2 AS latest_2, arraySort([latest_0, latest_1, latest_2]) AS event_times, - arraySum([if(and(ifNull(less(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 1, 0), if(and(ifNull(less(latest_0, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(14))), 0)), 1, 0), 1]) AS steps, + arraySum([if(and(ifNull(less(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 1, 0), if(and(ifNull(less(latest_0, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 1, 0), 1]) AS steps, arraySort([latest_0, latest_1, latest_2]) AS conversion_times, - if(and(isNotNull(conversion_times[2]), ifNull(lessOrEquals(conversion_times[2], plus(conversion_times[1], toIntervalDay(14))), 0)), dateDiff('second', conversion_times[1], conversion_times[2]), NULL) AS step_1_conversion_time, - if(and(isNotNull(conversion_times[3]), ifNull(lessOrEquals(conversion_times[3], plus(conversion_times[2], toIntervalDay(14))), 0)), dateDiff('second', conversion_times[2], conversion_times[3]), NULL) AS step_2_conversion_time + if(and(isNotNull(conversion_times[2]), ifNull(lessOrEquals(conversion_times[2], plus(toTimeZone(conversion_times[1], 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', conversion_times[1], conversion_times[2]), NULL) AS step_1_conversion_time, + if(and(isNotNull(conversion_times[3]), ifNull(lessOrEquals(conversion_times[3], plus(toTimeZone(conversion_times[2], 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', conversion_times[2], conversion_times[3]), NULL) AS step_2_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, @@ -879,10 +879,10 @@ step_2 AS step_2, latest_2 AS latest_2, arraySort([latest_0, latest_1, latest_2]) AS event_times, - arraySum([if(and(ifNull(less(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 1, 0), if(and(ifNull(less(latest_0, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(14))), 0)), 1, 0), 1]) AS steps, + arraySum([if(and(ifNull(less(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 1, 0), if(and(ifNull(less(latest_0, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 1, 0), 1]) AS steps, arraySort([latest_0, latest_1, latest_2]) AS conversion_times, - if(and(isNotNull(conversion_times[2]), ifNull(lessOrEquals(conversion_times[2], plus(conversion_times[1], toIntervalDay(14))), 0)), dateDiff('second', conversion_times[1], conversion_times[2]), NULL) AS step_1_conversion_time, - if(and(isNotNull(conversion_times[3]), ifNull(lessOrEquals(conversion_times[3], plus(conversion_times[2], toIntervalDay(14))), 0)), dateDiff('second', conversion_times[2], conversion_times[3]), NULL) AS step_2_conversion_time + if(and(isNotNull(conversion_times[2]), ifNull(lessOrEquals(conversion_times[2], plus(toTimeZone(conversion_times[1], 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', conversion_times[1], conversion_times[2]), NULL) AS step_1_conversion_time, + if(and(isNotNull(conversion_times[3]), ifNull(lessOrEquals(conversion_times[3], plus(toTimeZone(conversion_times[2], 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', conversion_times[2], conversion_times[3]), NULL) AS step_2_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, @@ -928,7 +928,7 @@ FROM (SELECT aggregation_target AS aggregation_target, steps AS steps, max(steps) OVER (PARTITION BY aggregation_target) AS max_steps, step_1_conversion_time AS step_1_conversion_time, step_2_conversion_time AS step_2_conversion_time FROM - (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, arraySort([latest_0, latest_1, latest_2]) AS event_times, arraySum([if(and(ifNull(less(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 1, 0), if(and(ifNull(less(latest_0, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(14))), 0)), 1, 0), 1]) AS steps, arraySort([latest_0, latest_1, latest_2]) AS conversion_times, if(and(isNotNull(conversion_times[2]), ifNull(lessOrEquals(conversion_times[2], plus(conversion_times[1], toIntervalDay(14))), 0)), dateDiff('second', conversion_times[1], conversion_times[2]), NULL) AS step_1_conversion_time, if(and(isNotNull(conversion_times[3]), ifNull(lessOrEquals(conversion_times[3], plus(conversion_times[2], toIntervalDay(14))), 0)), dateDiff('second', conversion_times[2], conversion_times[3]), NULL) AS step_2_conversion_time + (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, arraySort([latest_0, latest_1, latest_2]) AS event_times, arraySum([if(and(ifNull(less(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 1, 0), if(and(ifNull(less(latest_0, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 1, 0), 1]) AS steps, arraySort([latest_0, latest_1, latest_2]) AS conversion_times, if(and(isNotNull(conversion_times[2]), ifNull(lessOrEquals(conversion_times[2], plus(toTimeZone(conversion_times[1], 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', conversion_times[1], conversion_times[2]), NULL) AS step_1_conversion_time, if(and(isNotNull(conversion_times[3]), ifNull(lessOrEquals(conversion_times[3], plus(toTimeZone(conversion_times[2], 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', conversion_times[2], conversion_times[3]), NULL) AS step_2_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, min(latest_1) OVER (PARTITION BY aggregation_target ORDER BY timestamp DESC ROWS BETWEEN UNBOUNDED PRECEDING AND 0 PRECEDING) AS latest_1, step_2 AS step_2, min(latest_2) OVER (PARTITION BY aggregation_target @@ -944,7 +944,7 @@ HAVING ifNull(equals(argMax(person_distinct_id2.is_deleted, person_distinct_id2.version), 0), 0)) AS e__pdi ON equals(e.distinct_id, e__pdi.distinct_id) WHERE and(equals(e.team_id, 2), and(and(greaterOrEquals(toTimeZone(e.timestamp, 'UTC'), toDateTime64('2021-06-07 00:00:00.000000', 6, 'UTC')), lessOrEquals(toTimeZone(e.timestamp, 'UTC'), toDateTime64('2021-06-13 23:59:59.999999', 6, 'UTC'))), in(e.event, tuple('step one', 'step three', 'step two'))), or(ifNull(equals(step_0, 1), 0), ifNull(equals(step_1, 1), 0), ifNull(equals(step_2, 1), 0))))) WHERE ifNull(equals(step_0, 1), 0) - UNION ALL SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, arraySort([latest_0, latest_1, latest_2]) AS event_times, arraySum([if(and(ifNull(less(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 1, 0), if(and(ifNull(less(latest_0, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(14))), 0)), 1, 0), 1]) AS steps, arraySort([latest_0, latest_1, latest_2]) AS conversion_times, if(and(isNotNull(conversion_times[2]), ifNull(lessOrEquals(conversion_times[2], plus(conversion_times[1], toIntervalDay(14))), 0)), dateDiff('second', conversion_times[1], conversion_times[2]), NULL) AS step_1_conversion_time, if(and(isNotNull(conversion_times[3]), ifNull(lessOrEquals(conversion_times[3], plus(conversion_times[2], toIntervalDay(14))), 0)), dateDiff('second', conversion_times[2], conversion_times[3]), NULL) AS step_2_conversion_time + UNION ALL SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, arraySort([latest_0, latest_1, latest_2]) AS event_times, arraySum([if(and(ifNull(less(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 1, 0), if(and(ifNull(less(latest_0, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 1, 0), 1]) AS steps, arraySort([latest_0, latest_1, latest_2]) AS conversion_times, if(and(isNotNull(conversion_times[2]), ifNull(lessOrEquals(conversion_times[2], plus(toTimeZone(conversion_times[1], 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', conversion_times[1], conversion_times[2]), NULL) AS step_1_conversion_time, if(and(isNotNull(conversion_times[3]), ifNull(lessOrEquals(conversion_times[3], plus(toTimeZone(conversion_times[2], 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', conversion_times[2], conversion_times[3]), NULL) AS step_2_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, min(latest_1) OVER (PARTITION BY aggregation_target ORDER BY timestamp DESC ROWS BETWEEN UNBOUNDED PRECEDING AND 0 PRECEDING) AS latest_1, step_2 AS step_2, min(latest_2) OVER (PARTITION BY aggregation_target @@ -960,7 +960,7 @@ HAVING ifNull(equals(argMax(person_distinct_id2.is_deleted, person_distinct_id2.version), 0), 0)) AS e__pdi ON equals(e.distinct_id, e__pdi.distinct_id) WHERE and(equals(e.team_id, 2), and(and(greaterOrEquals(toTimeZone(e.timestamp, 'UTC'), toDateTime64('2021-06-07 00:00:00.000000', 6, 'UTC')), lessOrEquals(toTimeZone(e.timestamp, 'UTC'), toDateTime64('2021-06-13 23:59:59.999999', 6, 'UTC'))), in(e.event, tuple('step one', 'step three', 'step two'))), or(ifNull(equals(step_0, 1), 0), ifNull(equals(step_1, 1), 0), ifNull(equals(step_2, 1), 0))))) WHERE ifNull(equals(step_0, 1), 0) - UNION ALL SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, arraySort([latest_0, latest_1, latest_2]) AS event_times, arraySum([if(and(ifNull(less(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 1, 0), if(and(ifNull(less(latest_0, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(14))), 0)), 1, 0), 1]) AS steps, arraySort([latest_0, latest_1, latest_2]) AS conversion_times, if(and(isNotNull(conversion_times[2]), ifNull(lessOrEquals(conversion_times[2], plus(conversion_times[1], toIntervalDay(14))), 0)), dateDiff('second', conversion_times[1], conversion_times[2]), NULL) AS step_1_conversion_time, if(and(isNotNull(conversion_times[3]), ifNull(lessOrEquals(conversion_times[3], plus(conversion_times[2], toIntervalDay(14))), 0)), dateDiff('second', conversion_times[2], conversion_times[3]), NULL) AS step_2_conversion_time + UNION ALL SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, arraySort([latest_0, latest_1, latest_2]) AS event_times, arraySum([if(and(ifNull(less(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 1, 0), if(and(ifNull(less(latest_0, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 1, 0), 1]) AS steps, arraySort([latest_0, latest_1, latest_2]) AS conversion_times, if(and(isNotNull(conversion_times[2]), ifNull(lessOrEquals(conversion_times[2], plus(toTimeZone(conversion_times[1], 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', conversion_times[1], conversion_times[2]), NULL) AS step_1_conversion_time, if(and(isNotNull(conversion_times[3]), ifNull(lessOrEquals(conversion_times[3], plus(toTimeZone(conversion_times[2], 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', conversion_times[2], conversion_times[3]), NULL) AS step_2_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, min(latest_1) OVER (PARTITION BY aggregation_target ORDER BY timestamp DESC ROWS BETWEEN UNBOUNDED PRECEDING AND 0 PRECEDING) AS latest_1, step_2 AS step_2, min(latest_2) OVER (PARTITION BY aggregation_target @@ -988,7 +988,7 @@ FROM (SELECT aggregation_target AS aggregation_target, steps AS steps, max(steps) OVER (PARTITION BY aggregation_target) AS max_steps, step_1_conversion_time AS step_1_conversion_time, step_2_conversion_time AS step_2_conversion_time FROM - (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, arraySort([latest_0, latest_1, latest_2]) AS event_times, arraySum([if(and(ifNull(less(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 1, 0), if(and(ifNull(less(latest_0, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(14))), 0)), 1, 0), 1]) AS steps, arraySort([latest_0, latest_1, latest_2]) AS conversion_times, if(and(isNotNull(conversion_times[2]), ifNull(lessOrEquals(conversion_times[2], plus(conversion_times[1], toIntervalDay(14))), 0)), dateDiff('second', conversion_times[1], conversion_times[2]), NULL) AS step_1_conversion_time, if(and(isNotNull(conversion_times[3]), ifNull(lessOrEquals(conversion_times[3], plus(conversion_times[2], toIntervalDay(14))), 0)), dateDiff('second', conversion_times[2], conversion_times[3]), NULL) AS step_2_conversion_time + (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, arraySort([latest_0, latest_1, latest_2]) AS event_times, arraySum([if(and(ifNull(less(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 1, 0), if(and(ifNull(less(latest_0, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 1, 0), 1]) AS steps, arraySort([latest_0, latest_1, latest_2]) AS conversion_times, if(and(isNotNull(conversion_times[2]), ifNull(lessOrEquals(conversion_times[2], plus(toTimeZone(conversion_times[1], 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', conversion_times[1], conversion_times[2]), NULL) AS step_1_conversion_time, if(and(isNotNull(conversion_times[3]), ifNull(lessOrEquals(conversion_times[3], plus(toTimeZone(conversion_times[2], 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', conversion_times[2], conversion_times[3]), NULL) AS step_2_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, min(latest_1) OVER (PARTITION BY aggregation_target ORDER BY timestamp DESC ROWS BETWEEN UNBOUNDED PRECEDING AND 0 PRECEDING) AS latest_1, step_2 AS step_2, min(latest_2) OVER (PARTITION BY aggregation_target @@ -1004,7 +1004,7 @@ HAVING ifNull(equals(argMax(person_distinct_id2.is_deleted, person_distinct_id2.version), 0), 0)) AS e__pdi ON equals(e.distinct_id, e__pdi.distinct_id) WHERE and(equals(e.team_id, 2), and(and(greaterOrEquals(toTimeZone(e.timestamp, 'UTC'), toDateTime64('2021-06-07 00:00:00.000000', 6, 'UTC')), lessOrEquals(toTimeZone(e.timestamp, 'UTC'), toDateTime64('2021-06-13 23:59:59.999999', 6, 'UTC'))), in(e.event, tuple('step one', 'step three', 'step two'))), or(ifNull(equals(step_0, 1), 0), ifNull(equals(step_1, 1), 0), ifNull(equals(step_2, 1), 0))))) WHERE ifNull(equals(step_0, 1), 0) - UNION ALL SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, arraySort([latest_0, latest_1, latest_2]) AS event_times, arraySum([if(and(ifNull(less(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 1, 0), if(and(ifNull(less(latest_0, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(14))), 0)), 1, 0), 1]) AS steps, arraySort([latest_0, latest_1, latest_2]) AS conversion_times, if(and(isNotNull(conversion_times[2]), ifNull(lessOrEquals(conversion_times[2], plus(conversion_times[1], toIntervalDay(14))), 0)), dateDiff('second', conversion_times[1], conversion_times[2]), NULL) AS step_1_conversion_time, if(and(isNotNull(conversion_times[3]), ifNull(lessOrEquals(conversion_times[3], plus(conversion_times[2], toIntervalDay(14))), 0)), dateDiff('second', conversion_times[2], conversion_times[3]), NULL) AS step_2_conversion_time + UNION ALL SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, arraySort([latest_0, latest_1, latest_2]) AS event_times, arraySum([if(and(ifNull(less(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 1, 0), if(and(ifNull(less(latest_0, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 1, 0), 1]) AS steps, arraySort([latest_0, latest_1, latest_2]) AS conversion_times, if(and(isNotNull(conversion_times[2]), ifNull(lessOrEquals(conversion_times[2], plus(toTimeZone(conversion_times[1], 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', conversion_times[1], conversion_times[2]), NULL) AS step_1_conversion_time, if(and(isNotNull(conversion_times[3]), ifNull(lessOrEquals(conversion_times[3], plus(toTimeZone(conversion_times[2], 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', conversion_times[2], conversion_times[3]), NULL) AS step_2_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, min(latest_1) OVER (PARTITION BY aggregation_target ORDER BY timestamp DESC ROWS BETWEEN UNBOUNDED PRECEDING AND 0 PRECEDING) AS latest_1, step_2 AS step_2, min(latest_2) OVER (PARTITION BY aggregation_target @@ -1020,7 +1020,7 @@ HAVING ifNull(equals(argMax(person_distinct_id2.is_deleted, person_distinct_id2.version), 0), 0)) AS e__pdi ON equals(e.distinct_id, e__pdi.distinct_id) WHERE and(equals(e.team_id, 2), and(and(greaterOrEquals(toTimeZone(e.timestamp, 'UTC'), toDateTime64('2021-06-07 00:00:00.000000', 6, 'UTC')), lessOrEquals(toTimeZone(e.timestamp, 'UTC'), toDateTime64('2021-06-13 23:59:59.999999', 6, 'UTC'))), in(e.event, tuple('step one', 'step three', 'step two'))), or(ifNull(equals(step_0, 1), 0), ifNull(equals(step_1, 1), 0), ifNull(equals(step_2, 1), 0))))) WHERE ifNull(equals(step_0, 1), 0) - UNION ALL SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, arraySort([latest_0, latest_1, latest_2]) AS event_times, arraySum([if(and(ifNull(less(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 1, 0), if(and(ifNull(less(latest_0, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(14))), 0)), 1, 0), 1]) AS steps, arraySort([latest_0, latest_1, latest_2]) AS conversion_times, if(and(isNotNull(conversion_times[2]), ifNull(lessOrEquals(conversion_times[2], plus(conversion_times[1], toIntervalDay(14))), 0)), dateDiff('second', conversion_times[1], conversion_times[2]), NULL) AS step_1_conversion_time, if(and(isNotNull(conversion_times[3]), ifNull(lessOrEquals(conversion_times[3], plus(conversion_times[2], toIntervalDay(14))), 0)), dateDiff('second', conversion_times[2], conversion_times[3]), NULL) AS step_2_conversion_time + UNION ALL SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, arraySort([latest_0, latest_1, latest_2]) AS event_times, arraySum([if(and(ifNull(less(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 1, 0), if(and(ifNull(less(latest_0, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 1, 0), 1]) AS steps, arraySort([latest_0, latest_1, latest_2]) AS conversion_times, if(and(isNotNull(conversion_times[2]), ifNull(lessOrEquals(conversion_times[2], plus(toTimeZone(conversion_times[1], 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', conversion_times[1], conversion_times[2]), NULL) AS step_1_conversion_time, if(and(isNotNull(conversion_times[3]), ifNull(lessOrEquals(conversion_times[3], plus(toTimeZone(conversion_times[2], 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', conversion_times[2], conversion_times[3]), NULL) AS step_2_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, min(latest_1) OVER (PARTITION BY aggregation_target ORDER BY timestamp DESC ROWS BETWEEN UNBOUNDED PRECEDING AND 0 PRECEDING) AS latest_1, step_2 AS step_2, min(latest_2) OVER (PARTITION BY aggregation_target @@ -1048,7 +1048,7 @@ FROM (SELECT aggregation_target AS aggregation_target, steps AS steps, max(steps) OVER (PARTITION BY aggregation_target) AS max_steps, step_1_conversion_time AS step_1_conversion_time, step_2_conversion_time AS step_2_conversion_time FROM - (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, arraySort([latest_0, latest_1, latest_2]) AS event_times, arraySum([if(and(ifNull(less(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 1, 0), if(and(ifNull(less(latest_0, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(14))), 0)), 1, 0), 1]) AS steps, arraySort([latest_0, latest_1, latest_2]) AS conversion_times, if(and(isNotNull(conversion_times[2]), ifNull(lessOrEquals(conversion_times[2], plus(conversion_times[1], toIntervalDay(14))), 0)), dateDiff('second', conversion_times[1], conversion_times[2]), NULL) AS step_1_conversion_time, if(and(isNotNull(conversion_times[3]), ifNull(lessOrEquals(conversion_times[3], plus(conversion_times[2], toIntervalDay(14))), 0)), dateDiff('second', conversion_times[2], conversion_times[3]), NULL) AS step_2_conversion_time + (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, arraySort([latest_0, latest_1, latest_2]) AS event_times, arraySum([if(and(ifNull(less(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 1, 0), if(and(ifNull(less(latest_0, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 1, 0), 1]) AS steps, arraySort([latest_0, latest_1, latest_2]) AS conversion_times, if(and(isNotNull(conversion_times[2]), ifNull(lessOrEquals(conversion_times[2], plus(toTimeZone(conversion_times[1], 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', conversion_times[1], conversion_times[2]), NULL) AS step_1_conversion_time, if(and(isNotNull(conversion_times[3]), ifNull(lessOrEquals(conversion_times[3], plus(toTimeZone(conversion_times[2], 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', conversion_times[2], conversion_times[3]), NULL) AS step_2_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, min(latest_1) OVER (PARTITION BY aggregation_target ORDER BY timestamp DESC ROWS BETWEEN UNBOUNDED PRECEDING AND 0 PRECEDING) AS latest_1, step_2 AS step_2, min(latest_2) OVER (PARTITION BY aggregation_target @@ -1064,7 +1064,7 @@ HAVING ifNull(equals(argMax(person_distinct_id2.is_deleted, person_distinct_id2.version), 0), 0)) AS e__pdi ON equals(e.distinct_id, e__pdi.distinct_id) WHERE and(equals(e.team_id, 2), and(and(greaterOrEquals(toTimeZone(e.timestamp, 'UTC'), toDateTime64('2021-06-07 00:00:00.000000', 6, 'UTC')), lessOrEquals(toTimeZone(e.timestamp, 'UTC'), toDateTime64('2021-06-13 23:59:59.999999', 6, 'UTC'))), in(e.event, tuple('step one', 'step three', 'step two'))), or(ifNull(equals(step_0, 1), 0), ifNull(equals(step_1, 1), 0), ifNull(equals(step_2, 1), 0))))) WHERE ifNull(equals(step_0, 1), 0) - UNION ALL SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, arraySort([latest_0, latest_1, latest_2]) AS event_times, arraySum([if(and(ifNull(less(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 1, 0), if(and(ifNull(less(latest_0, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(14))), 0)), 1, 0), 1]) AS steps, arraySort([latest_0, latest_1, latest_2]) AS conversion_times, if(and(isNotNull(conversion_times[2]), ifNull(lessOrEquals(conversion_times[2], plus(conversion_times[1], toIntervalDay(14))), 0)), dateDiff('second', conversion_times[1], conversion_times[2]), NULL) AS step_1_conversion_time, if(and(isNotNull(conversion_times[3]), ifNull(lessOrEquals(conversion_times[3], plus(conversion_times[2], toIntervalDay(14))), 0)), dateDiff('second', conversion_times[2], conversion_times[3]), NULL) AS step_2_conversion_time + UNION ALL SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, arraySort([latest_0, latest_1, latest_2]) AS event_times, arraySum([if(and(ifNull(less(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 1, 0), if(and(ifNull(less(latest_0, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 1, 0), 1]) AS steps, arraySort([latest_0, latest_1, latest_2]) AS conversion_times, if(and(isNotNull(conversion_times[2]), ifNull(lessOrEquals(conversion_times[2], plus(toTimeZone(conversion_times[1], 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', conversion_times[1], conversion_times[2]), NULL) AS step_1_conversion_time, if(and(isNotNull(conversion_times[3]), ifNull(lessOrEquals(conversion_times[3], plus(toTimeZone(conversion_times[2], 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', conversion_times[2], conversion_times[3]), NULL) AS step_2_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, min(latest_1) OVER (PARTITION BY aggregation_target ORDER BY timestamp DESC ROWS BETWEEN UNBOUNDED PRECEDING AND 0 PRECEDING) AS latest_1, step_2 AS step_2, min(latest_2) OVER (PARTITION BY aggregation_target @@ -1080,7 +1080,7 @@ HAVING ifNull(equals(argMax(person_distinct_id2.is_deleted, person_distinct_id2.version), 0), 0)) AS e__pdi ON equals(e.distinct_id, e__pdi.distinct_id) WHERE and(equals(e.team_id, 2), and(and(greaterOrEquals(toTimeZone(e.timestamp, 'UTC'), toDateTime64('2021-06-07 00:00:00.000000', 6, 'UTC')), lessOrEquals(toTimeZone(e.timestamp, 'UTC'), toDateTime64('2021-06-13 23:59:59.999999', 6, 'UTC'))), in(e.event, tuple('step one', 'step three', 'step two'))), or(ifNull(equals(step_0, 1), 0), ifNull(equals(step_1, 1), 0), ifNull(equals(step_2, 1), 0))))) WHERE ifNull(equals(step_0, 1), 0) - UNION ALL SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, arraySort([latest_0, latest_1, latest_2]) AS event_times, arraySum([if(and(ifNull(less(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 1, 0), if(and(ifNull(less(latest_0, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(14))), 0)), 1, 0), 1]) AS steps, arraySort([latest_0, latest_1, latest_2]) AS conversion_times, if(and(isNotNull(conversion_times[2]), ifNull(lessOrEquals(conversion_times[2], plus(conversion_times[1], toIntervalDay(14))), 0)), dateDiff('second', conversion_times[1], conversion_times[2]), NULL) AS step_1_conversion_time, if(and(isNotNull(conversion_times[3]), ifNull(lessOrEquals(conversion_times[3], plus(conversion_times[2], toIntervalDay(14))), 0)), dateDiff('second', conversion_times[2], conversion_times[3]), NULL) AS step_2_conversion_time + UNION ALL SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, arraySort([latest_0, latest_1, latest_2]) AS event_times, arraySum([if(and(ifNull(less(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 1, 0), if(and(ifNull(less(latest_0, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 1, 0), 1]) AS steps, arraySort([latest_0, latest_1, latest_2]) AS conversion_times, if(and(isNotNull(conversion_times[2]), ifNull(lessOrEquals(conversion_times[2], plus(toTimeZone(conversion_times[1], 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', conversion_times[1], conversion_times[2]), NULL) AS step_1_conversion_time, if(and(isNotNull(conversion_times[3]), ifNull(lessOrEquals(conversion_times[3], plus(toTimeZone(conversion_times[2], 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', conversion_times[2], conversion_times[3]), NULL) AS step_2_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, min(latest_1) OVER (PARTITION BY aggregation_target ORDER BY timestamp DESC ROWS BETWEEN UNBOUNDED PRECEDING AND 0 PRECEDING) AS latest_1, step_2 AS step_2, min(latest_2) OVER (PARTITION BY aggregation_target @@ -1108,7 +1108,7 @@ FROM (SELECT aggregation_target AS aggregation_target, steps AS steps, max(steps) OVER (PARTITION BY aggregation_target) AS max_steps, step_1_conversion_time AS step_1_conversion_time, step_2_conversion_time AS step_2_conversion_time FROM - (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, arraySort([latest_0, latest_1, latest_2]) AS event_times, arraySum([if(and(ifNull(less(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 1, 0), if(and(ifNull(less(latest_0, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(14))), 0)), 1, 0), 1]) AS steps, arraySort([latest_0, latest_1, latest_2]) AS conversion_times, if(and(isNotNull(conversion_times[2]), ifNull(lessOrEquals(conversion_times[2], plus(conversion_times[1], toIntervalDay(14))), 0)), dateDiff('second', conversion_times[1], conversion_times[2]), NULL) AS step_1_conversion_time, if(and(isNotNull(conversion_times[3]), ifNull(lessOrEquals(conversion_times[3], plus(conversion_times[2], toIntervalDay(14))), 0)), dateDiff('second', conversion_times[2], conversion_times[3]), NULL) AS step_2_conversion_time + (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, arraySort([latest_0, latest_1, latest_2]) AS event_times, arraySum([if(and(ifNull(less(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 1, 0), if(and(ifNull(less(latest_0, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 1, 0), 1]) AS steps, arraySort([latest_0, latest_1, latest_2]) AS conversion_times, if(and(isNotNull(conversion_times[2]), ifNull(lessOrEquals(conversion_times[2], plus(toTimeZone(conversion_times[1], 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', conversion_times[1], conversion_times[2]), NULL) AS step_1_conversion_time, if(and(isNotNull(conversion_times[3]), ifNull(lessOrEquals(conversion_times[3], plus(toTimeZone(conversion_times[2], 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', conversion_times[2], conversion_times[3]), NULL) AS step_2_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, min(latest_1) OVER (PARTITION BY aggregation_target ORDER BY timestamp DESC ROWS BETWEEN UNBOUNDED PRECEDING AND 0 PRECEDING) AS latest_1, step_2 AS step_2, min(latest_2) OVER (PARTITION BY aggregation_target @@ -1124,7 +1124,7 @@ HAVING ifNull(equals(argMax(person_distinct_id2.is_deleted, person_distinct_id2.version), 0), 0)) AS e__pdi ON equals(e.distinct_id, e__pdi.distinct_id) WHERE and(equals(e.team_id, 2), and(and(greaterOrEquals(toTimeZone(e.timestamp, 'UTC'), toDateTime64('2021-06-07 00:00:00.000000', 6, 'UTC')), lessOrEquals(toTimeZone(e.timestamp, 'UTC'), toDateTime64('2021-06-13 23:59:59.999999', 6, 'UTC'))), in(e.event, tuple('step one', 'step three', 'step two'))), or(ifNull(equals(step_0, 1), 0), ifNull(equals(step_1, 1), 0), ifNull(equals(step_2, 1), 0))))) WHERE ifNull(equals(step_0, 1), 0) - UNION ALL SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, arraySort([latest_0, latest_1, latest_2]) AS event_times, arraySum([if(and(ifNull(less(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 1, 0), if(and(ifNull(less(latest_0, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(14))), 0)), 1, 0), 1]) AS steps, arraySort([latest_0, latest_1, latest_2]) AS conversion_times, if(and(isNotNull(conversion_times[2]), ifNull(lessOrEquals(conversion_times[2], plus(conversion_times[1], toIntervalDay(14))), 0)), dateDiff('second', conversion_times[1], conversion_times[2]), NULL) AS step_1_conversion_time, if(and(isNotNull(conversion_times[3]), ifNull(lessOrEquals(conversion_times[3], plus(conversion_times[2], toIntervalDay(14))), 0)), dateDiff('second', conversion_times[2], conversion_times[3]), NULL) AS step_2_conversion_time + UNION ALL SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, arraySort([latest_0, latest_1, latest_2]) AS event_times, arraySum([if(and(ifNull(less(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 1, 0), if(and(ifNull(less(latest_0, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 1, 0), 1]) AS steps, arraySort([latest_0, latest_1, latest_2]) AS conversion_times, if(and(isNotNull(conversion_times[2]), ifNull(lessOrEquals(conversion_times[2], plus(toTimeZone(conversion_times[1], 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', conversion_times[1], conversion_times[2]), NULL) AS step_1_conversion_time, if(and(isNotNull(conversion_times[3]), ifNull(lessOrEquals(conversion_times[3], plus(toTimeZone(conversion_times[2], 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', conversion_times[2], conversion_times[3]), NULL) AS step_2_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, min(latest_1) OVER (PARTITION BY aggregation_target ORDER BY timestamp DESC ROWS BETWEEN UNBOUNDED PRECEDING AND 0 PRECEDING) AS latest_1, step_2 AS step_2, min(latest_2) OVER (PARTITION BY aggregation_target @@ -1140,7 +1140,7 @@ HAVING ifNull(equals(argMax(person_distinct_id2.is_deleted, person_distinct_id2.version), 0), 0)) AS e__pdi ON equals(e.distinct_id, e__pdi.distinct_id) WHERE and(equals(e.team_id, 2), and(and(greaterOrEquals(toTimeZone(e.timestamp, 'UTC'), toDateTime64('2021-06-07 00:00:00.000000', 6, 'UTC')), lessOrEquals(toTimeZone(e.timestamp, 'UTC'), toDateTime64('2021-06-13 23:59:59.999999', 6, 'UTC'))), in(e.event, tuple('step one', 'step three', 'step two'))), or(ifNull(equals(step_0, 1), 0), ifNull(equals(step_1, 1), 0), ifNull(equals(step_2, 1), 0))))) WHERE ifNull(equals(step_0, 1), 0) - UNION ALL SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, arraySort([latest_0, latest_1, latest_2]) AS event_times, arraySum([if(and(ifNull(less(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 1, 0), if(and(ifNull(less(latest_0, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(14))), 0)), 1, 0), 1]) AS steps, arraySort([latest_0, latest_1, latest_2]) AS conversion_times, if(and(isNotNull(conversion_times[2]), ifNull(lessOrEquals(conversion_times[2], plus(conversion_times[1], toIntervalDay(14))), 0)), dateDiff('second', conversion_times[1], conversion_times[2]), NULL) AS step_1_conversion_time, if(and(isNotNull(conversion_times[3]), ifNull(lessOrEquals(conversion_times[3], plus(conversion_times[2], toIntervalDay(14))), 0)), dateDiff('second', conversion_times[2], conversion_times[3]), NULL) AS step_2_conversion_time + UNION ALL SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, arraySort([latest_0, latest_1, latest_2]) AS event_times, arraySum([if(and(ifNull(less(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 1, 0), if(and(ifNull(less(latest_0, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 1, 0), 1]) AS steps, arraySort([latest_0, latest_1, latest_2]) AS conversion_times, if(and(isNotNull(conversion_times[2]), ifNull(lessOrEquals(conversion_times[2], plus(toTimeZone(conversion_times[1], 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', conversion_times[1], conversion_times[2]), NULL) AS step_1_conversion_time, if(and(isNotNull(conversion_times[3]), ifNull(lessOrEquals(conversion_times[3], plus(toTimeZone(conversion_times[2], 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', conversion_times[2], conversion_times[3]), NULL) AS step_2_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, min(latest_1) OVER (PARTITION BY aggregation_target ORDER BY timestamp DESC ROWS BETWEEN UNBOUNDED PRECEDING AND 0 PRECEDING) AS latest_1, step_2 AS step_2, min(latest_2) OVER (PARTITION BY aggregation_target @@ -1184,10 +1184,10 @@ step_2 AS step_2, latest_2 AS latest_2, arraySort([latest_0, latest_1, latest_2]) AS event_times, - arraySum([if(and(ifNull(less(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 1, 0), if(and(ifNull(less(latest_0, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(14))), 0)), 1, 0), 1]) AS steps, + arraySum([if(and(ifNull(less(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 1, 0), if(and(ifNull(less(latest_0, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 1, 0), 1]) AS steps, arraySort([latest_0, latest_1, latest_2]) AS conversion_times, - if(and(isNotNull(conversion_times[2]), ifNull(lessOrEquals(conversion_times[2], plus(conversion_times[1], toIntervalDay(14))), 0)), dateDiff('second', conversion_times[1], conversion_times[2]), NULL) AS step_1_conversion_time, - if(and(isNotNull(conversion_times[3]), ifNull(lessOrEquals(conversion_times[3], plus(conversion_times[2], toIntervalDay(14))), 0)), dateDiff('second', conversion_times[2], conversion_times[3]), NULL) AS step_2_conversion_time + if(and(isNotNull(conversion_times[2]), ifNull(lessOrEquals(conversion_times[2], plus(toTimeZone(conversion_times[1], 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', conversion_times[1], conversion_times[2]), NULL) AS step_1_conversion_time, + if(and(isNotNull(conversion_times[3]), ifNull(lessOrEquals(conversion_times[3], plus(toTimeZone(conversion_times[2], 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', conversion_times[2], conversion_times[3]), NULL) AS step_2_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, @@ -1227,10 +1227,10 @@ step_2 AS step_2, latest_2 AS latest_2, arraySort([latest_0, latest_1, latest_2]) AS event_times, - arraySum([if(and(ifNull(less(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 1, 0), if(and(ifNull(less(latest_0, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(14))), 0)), 1, 0), 1]) AS steps, + arraySum([if(and(ifNull(less(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 1, 0), if(and(ifNull(less(latest_0, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 1, 0), 1]) AS steps, arraySort([latest_0, latest_1, latest_2]) AS conversion_times, - if(and(isNotNull(conversion_times[2]), ifNull(lessOrEquals(conversion_times[2], plus(conversion_times[1], toIntervalDay(14))), 0)), dateDiff('second', conversion_times[1], conversion_times[2]), NULL) AS step_1_conversion_time, - if(and(isNotNull(conversion_times[3]), ifNull(lessOrEquals(conversion_times[3], plus(conversion_times[2], toIntervalDay(14))), 0)), dateDiff('second', conversion_times[2], conversion_times[3]), NULL) AS step_2_conversion_time + if(and(isNotNull(conversion_times[2]), ifNull(lessOrEquals(conversion_times[2], plus(toTimeZone(conversion_times[1], 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', conversion_times[1], conversion_times[2]), NULL) AS step_1_conversion_time, + if(and(isNotNull(conversion_times[3]), ifNull(lessOrEquals(conversion_times[3], plus(toTimeZone(conversion_times[2], 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', conversion_times[2], conversion_times[3]), NULL) AS step_2_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, @@ -1270,10 +1270,10 @@ step_2 AS step_2, latest_2 AS latest_2, arraySort([latest_0, latest_1, latest_2]) AS event_times, - arraySum([if(and(ifNull(less(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 1, 0), if(and(ifNull(less(latest_0, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(14))), 0)), 1, 0), 1]) AS steps, + arraySum([if(and(ifNull(less(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 1, 0), if(and(ifNull(less(latest_0, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 1, 0), 1]) AS steps, arraySort([latest_0, latest_1, latest_2]) AS conversion_times, - if(and(isNotNull(conversion_times[2]), ifNull(lessOrEquals(conversion_times[2], plus(conversion_times[1], toIntervalDay(14))), 0)), dateDiff('second', conversion_times[1], conversion_times[2]), NULL) AS step_1_conversion_time, - if(and(isNotNull(conversion_times[3]), ifNull(lessOrEquals(conversion_times[3], plus(conversion_times[2], toIntervalDay(14))), 0)), dateDiff('second', conversion_times[2], conversion_times[3]), NULL) AS step_2_conversion_time + if(and(isNotNull(conversion_times[2]), ifNull(lessOrEquals(conversion_times[2], plus(toTimeZone(conversion_times[1], 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', conversion_times[1], conversion_times[2]), NULL) AS step_1_conversion_time, + if(and(isNotNull(conversion_times[3]), ifNull(lessOrEquals(conversion_times[3], plus(toTimeZone(conversion_times[2], 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', conversion_times[2], conversion_times[3]), NULL) AS step_2_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, @@ -1319,7 +1319,7 @@ FROM (SELECT aggregation_target AS aggregation_target, steps AS steps, max(steps) OVER (PARTITION BY aggregation_target) AS max_steps, step_1_conversion_time AS step_1_conversion_time, step_2_conversion_time AS step_2_conversion_time FROM - (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, arraySort([latest_0, latest_1, latest_2]) AS event_times, arraySum([if(and(ifNull(less(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 1, 0), if(and(ifNull(less(latest_0, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(14))), 0)), 1, 0), 1]) AS steps, arraySort([latest_0, latest_1, latest_2]) AS conversion_times, if(and(isNotNull(conversion_times[2]), ifNull(lessOrEquals(conversion_times[2], plus(conversion_times[1], toIntervalDay(14))), 0)), dateDiff('second', conversion_times[1], conversion_times[2]), NULL) AS step_1_conversion_time, if(and(isNotNull(conversion_times[3]), ifNull(lessOrEquals(conversion_times[3], plus(conversion_times[2], toIntervalDay(14))), 0)), dateDiff('second', conversion_times[2], conversion_times[3]), NULL) AS step_2_conversion_time + (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, arraySort([latest_0, latest_1, latest_2]) AS event_times, arraySum([if(and(ifNull(less(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 1, 0), if(and(ifNull(less(latest_0, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 1, 0), 1]) AS steps, arraySort([latest_0, latest_1, latest_2]) AS conversion_times, if(and(isNotNull(conversion_times[2]), ifNull(lessOrEquals(conversion_times[2], plus(toTimeZone(conversion_times[1], 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', conversion_times[1], conversion_times[2]), NULL) AS step_1_conversion_time, if(and(isNotNull(conversion_times[3]), ifNull(lessOrEquals(conversion_times[3], plus(toTimeZone(conversion_times[2], 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', conversion_times[2], conversion_times[3]), NULL) AS step_2_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, min(latest_1) OVER (PARTITION BY aggregation_target ORDER BY timestamp DESC ROWS BETWEEN UNBOUNDED PRECEDING AND 0 PRECEDING) AS latest_1, step_2 AS step_2, min(latest_2) OVER (PARTITION BY aggregation_target @@ -1335,7 +1335,7 @@ HAVING ifNull(equals(argMax(person_distinct_id2.is_deleted, person_distinct_id2.version), 0), 0)) AS e__pdi ON equals(e.distinct_id, e__pdi.distinct_id) WHERE and(equals(e.team_id, 2), and(and(greaterOrEquals(toTimeZone(e.timestamp, 'UTC'), toDateTime64('2021-06-07 00:00:00.000000', 6, 'UTC')), lessOrEquals(toTimeZone(e.timestamp, 'UTC'), toDateTime64('2021-06-13 23:59:59.999999', 6, 'UTC'))), in(e.event, tuple('step one', 'step three', 'step two'))), or(ifNull(equals(step_0, 1), 0), ifNull(equals(step_1, 1), 0), ifNull(equals(step_2, 1), 0))))) WHERE ifNull(equals(step_0, 1), 0) - UNION ALL SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, arraySort([latest_0, latest_1, latest_2]) AS event_times, arraySum([if(and(ifNull(less(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 1, 0), if(and(ifNull(less(latest_0, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(14))), 0)), 1, 0), 1]) AS steps, arraySort([latest_0, latest_1, latest_2]) AS conversion_times, if(and(isNotNull(conversion_times[2]), ifNull(lessOrEquals(conversion_times[2], plus(conversion_times[1], toIntervalDay(14))), 0)), dateDiff('second', conversion_times[1], conversion_times[2]), NULL) AS step_1_conversion_time, if(and(isNotNull(conversion_times[3]), ifNull(lessOrEquals(conversion_times[3], plus(conversion_times[2], toIntervalDay(14))), 0)), dateDiff('second', conversion_times[2], conversion_times[3]), NULL) AS step_2_conversion_time + UNION ALL SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, arraySort([latest_0, latest_1, latest_2]) AS event_times, arraySum([if(and(ifNull(less(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 1, 0), if(and(ifNull(less(latest_0, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 1, 0), 1]) AS steps, arraySort([latest_0, latest_1, latest_2]) AS conversion_times, if(and(isNotNull(conversion_times[2]), ifNull(lessOrEquals(conversion_times[2], plus(toTimeZone(conversion_times[1], 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', conversion_times[1], conversion_times[2]), NULL) AS step_1_conversion_time, if(and(isNotNull(conversion_times[3]), ifNull(lessOrEquals(conversion_times[3], plus(toTimeZone(conversion_times[2], 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', conversion_times[2], conversion_times[3]), NULL) AS step_2_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, min(latest_1) OVER (PARTITION BY aggregation_target ORDER BY timestamp DESC ROWS BETWEEN UNBOUNDED PRECEDING AND 0 PRECEDING) AS latest_1, step_2 AS step_2, min(latest_2) OVER (PARTITION BY aggregation_target @@ -1351,7 +1351,7 @@ HAVING ifNull(equals(argMax(person_distinct_id2.is_deleted, person_distinct_id2.version), 0), 0)) AS e__pdi ON equals(e.distinct_id, e__pdi.distinct_id) WHERE and(equals(e.team_id, 2), and(and(greaterOrEquals(toTimeZone(e.timestamp, 'UTC'), toDateTime64('2021-06-07 00:00:00.000000', 6, 'UTC')), lessOrEquals(toTimeZone(e.timestamp, 'UTC'), toDateTime64('2021-06-13 23:59:59.999999', 6, 'UTC'))), in(e.event, tuple('step one', 'step three', 'step two'))), or(ifNull(equals(step_0, 1), 0), ifNull(equals(step_1, 1), 0), ifNull(equals(step_2, 1), 0))))) WHERE ifNull(equals(step_0, 1), 0) - UNION ALL SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, arraySort([latest_0, latest_1, latest_2]) AS event_times, arraySum([if(and(ifNull(less(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 1, 0), if(and(ifNull(less(latest_0, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(14))), 0)), 1, 0), 1]) AS steps, arraySort([latest_0, latest_1, latest_2]) AS conversion_times, if(and(isNotNull(conversion_times[2]), ifNull(lessOrEquals(conversion_times[2], plus(conversion_times[1], toIntervalDay(14))), 0)), dateDiff('second', conversion_times[1], conversion_times[2]), NULL) AS step_1_conversion_time, if(and(isNotNull(conversion_times[3]), ifNull(lessOrEquals(conversion_times[3], plus(conversion_times[2], toIntervalDay(14))), 0)), dateDiff('second', conversion_times[2], conversion_times[3]), NULL) AS step_2_conversion_time + UNION ALL SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, arraySort([latest_0, latest_1, latest_2]) AS event_times, arraySum([if(and(ifNull(less(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 1, 0), if(and(ifNull(less(latest_0, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 1, 0), 1]) AS steps, arraySort([latest_0, latest_1, latest_2]) AS conversion_times, if(and(isNotNull(conversion_times[2]), ifNull(lessOrEquals(conversion_times[2], plus(toTimeZone(conversion_times[1], 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', conversion_times[1], conversion_times[2]), NULL) AS step_1_conversion_time, if(and(isNotNull(conversion_times[3]), ifNull(lessOrEquals(conversion_times[3], plus(toTimeZone(conversion_times[2], 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', conversion_times[2], conversion_times[3]), NULL) AS step_2_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, min(latest_1) OVER (PARTITION BY aggregation_target ORDER BY timestamp DESC ROWS BETWEEN UNBOUNDED PRECEDING AND 0 PRECEDING) AS latest_1, step_2 AS step_2, min(latest_2) OVER (PARTITION BY aggregation_target @@ -1379,7 +1379,7 @@ FROM (SELECT aggregation_target AS aggregation_target, steps AS steps, max(steps) OVER (PARTITION BY aggregation_target) AS max_steps, step_1_conversion_time AS step_1_conversion_time, step_2_conversion_time AS step_2_conversion_time FROM - (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, arraySort([latest_0, latest_1, latest_2]) AS event_times, arraySum([if(and(ifNull(less(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 1, 0), if(and(ifNull(less(latest_0, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(14))), 0)), 1, 0), 1]) AS steps, arraySort([latest_0, latest_1, latest_2]) AS conversion_times, if(and(isNotNull(conversion_times[2]), ifNull(lessOrEquals(conversion_times[2], plus(conversion_times[1], toIntervalDay(14))), 0)), dateDiff('second', conversion_times[1], conversion_times[2]), NULL) AS step_1_conversion_time, if(and(isNotNull(conversion_times[3]), ifNull(lessOrEquals(conversion_times[3], plus(conversion_times[2], toIntervalDay(14))), 0)), dateDiff('second', conversion_times[2], conversion_times[3]), NULL) AS step_2_conversion_time + (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, arraySort([latest_0, latest_1, latest_2]) AS event_times, arraySum([if(and(ifNull(less(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 1, 0), if(and(ifNull(less(latest_0, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 1, 0), 1]) AS steps, arraySort([latest_0, latest_1, latest_2]) AS conversion_times, if(and(isNotNull(conversion_times[2]), ifNull(lessOrEquals(conversion_times[2], plus(toTimeZone(conversion_times[1], 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', conversion_times[1], conversion_times[2]), NULL) AS step_1_conversion_time, if(and(isNotNull(conversion_times[3]), ifNull(lessOrEquals(conversion_times[3], plus(toTimeZone(conversion_times[2], 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', conversion_times[2], conversion_times[3]), NULL) AS step_2_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, min(latest_1) OVER (PARTITION BY aggregation_target ORDER BY timestamp DESC ROWS BETWEEN UNBOUNDED PRECEDING AND 0 PRECEDING) AS latest_1, step_2 AS step_2, min(latest_2) OVER (PARTITION BY aggregation_target @@ -1395,7 +1395,7 @@ HAVING ifNull(equals(argMax(person_distinct_id2.is_deleted, person_distinct_id2.version), 0), 0)) AS e__pdi ON equals(e.distinct_id, e__pdi.distinct_id) WHERE and(equals(e.team_id, 2), and(and(greaterOrEquals(toTimeZone(e.timestamp, 'UTC'), toDateTime64('2021-06-07 00:00:00.000000', 6, 'UTC')), lessOrEquals(toTimeZone(e.timestamp, 'UTC'), toDateTime64('2021-06-13 23:59:59.999999', 6, 'UTC'))), in(e.event, tuple('step one', 'step three', 'step two'))), or(ifNull(equals(step_0, 1), 0), ifNull(equals(step_1, 1), 0), ifNull(equals(step_2, 1), 0))))) WHERE ifNull(equals(step_0, 1), 0) - UNION ALL SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, arraySort([latest_0, latest_1, latest_2]) AS event_times, arraySum([if(and(ifNull(less(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 1, 0), if(and(ifNull(less(latest_0, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(14))), 0)), 1, 0), 1]) AS steps, arraySort([latest_0, latest_1, latest_2]) AS conversion_times, if(and(isNotNull(conversion_times[2]), ifNull(lessOrEquals(conversion_times[2], plus(conversion_times[1], toIntervalDay(14))), 0)), dateDiff('second', conversion_times[1], conversion_times[2]), NULL) AS step_1_conversion_time, if(and(isNotNull(conversion_times[3]), ifNull(lessOrEquals(conversion_times[3], plus(conversion_times[2], toIntervalDay(14))), 0)), dateDiff('second', conversion_times[2], conversion_times[3]), NULL) AS step_2_conversion_time + UNION ALL SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, arraySort([latest_0, latest_1, latest_2]) AS event_times, arraySum([if(and(ifNull(less(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 1, 0), if(and(ifNull(less(latest_0, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 1, 0), 1]) AS steps, arraySort([latest_0, latest_1, latest_2]) AS conversion_times, if(and(isNotNull(conversion_times[2]), ifNull(lessOrEquals(conversion_times[2], plus(toTimeZone(conversion_times[1], 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', conversion_times[1], conversion_times[2]), NULL) AS step_1_conversion_time, if(and(isNotNull(conversion_times[3]), ifNull(lessOrEquals(conversion_times[3], plus(toTimeZone(conversion_times[2], 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', conversion_times[2], conversion_times[3]), NULL) AS step_2_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, min(latest_1) OVER (PARTITION BY aggregation_target ORDER BY timestamp DESC ROWS BETWEEN UNBOUNDED PRECEDING AND 0 PRECEDING) AS latest_1, step_2 AS step_2, min(latest_2) OVER (PARTITION BY aggregation_target @@ -1411,7 +1411,7 @@ HAVING ifNull(equals(argMax(person_distinct_id2.is_deleted, person_distinct_id2.version), 0), 0)) AS e__pdi ON equals(e.distinct_id, e__pdi.distinct_id) WHERE and(equals(e.team_id, 2), and(and(greaterOrEquals(toTimeZone(e.timestamp, 'UTC'), toDateTime64('2021-06-07 00:00:00.000000', 6, 'UTC')), lessOrEquals(toTimeZone(e.timestamp, 'UTC'), toDateTime64('2021-06-13 23:59:59.999999', 6, 'UTC'))), in(e.event, tuple('step one', 'step three', 'step two'))), or(ifNull(equals(step_0, 1), 0), ifNull(equals(step_1, 1), 0), ifNull(equals(step_2, 1), 0))))) WHERE ifNull(equals(step_0, 1), 0) - UNION ALL SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, arraySort([latest_0, latest_1, latest_2]) AS event_times, arraySum([if(and(ifNull(less(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 1, 0), if(and(ifNull(less(latest_0, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(14))), 0)), 1, 0), 1]) AS steps, arraySort([latest_0, latest_1, latest_2]) AS conversion_times, if(and(isNotNull(conversion_times[2]), ifNull(lessOrEquals(conversion_times[2], plus(conversion_times[1], toIntervalDay(14))), 0)), dateDiff('second', conversion_times[1], conversion_times[2]), NULL) AS step_1_conversion_time, if(and(isNotNull(conversion_times[3]), ifNull(lessOrEquals(conversion_times[3], plus(conversion_times[2], toIntervalDay(14))), 0)), dateDiff('second', conversion_times[2], conversion_times[3]), NULL) AS step_2_conversion_time + UNION ALL SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, arraySort([latest_0, latest_1, latest_2]) AS event_times, arraySum([if(and(ifNull(less(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 1, 0), if(and(ifNull(less(latest_0, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 1, 0), 1]) AS steps, arraySort([latest_0, latest_1, latest_2]) AS conversion_times, if(and(isNotNull(conversion_times[2]), ifNull(lessOrEquals(conversion_times[2], plus(toTimeZone(conversion_times[1], 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', conversion_times[1], conversion_times[2]), NULL) AS step_1_conversion_time, if(and(isNotNull(conversion_times[3]), ifNull(lessOrEquals(conversion_times[3], plus(toTimeZone(conversion_times[2], 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', conversion_times[2], conversion_times[3]), NULL) AS step_2_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, min(latest_1) OVER (PARTITION BY aggregation_target ORDER BY timestamp DESC ROWS BETWEEN UNBOUNDED PRECEDING AND 0 PRECEDING) AS latest_1, step_2 AS step_2, min(latest_2) OVER (PARTITION BY aggregation_target @@ -1440,7 +1440,7 @@ FROM (SELECT aggregation_target AS aggregation_target, steps AS steps, max(steps) OVER (PARTITION BY aggregation_target) AS max_steps, step_1_conversion_time AS step_1_conversion_time, step_2_conversion_time AS step_2_conversion_time FROM - (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, arraySort([latest_0, latest_1, latest_2]) AS event_times, arraySum([if(and(ifNull(less(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 1, 0), if(and(ifNull(less(latest_0, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(14))), 0)), 1, 0), 1]) AS steps, arraySort([latest_0, latest_1, latest_2]) AS conversion_times, if(and(isNotNull(conversion_times[2]), ifNull(lessOrEquals(conversion_times[2], plus(conversion_times[1], toIntervalDay(14))), 0)), dateDiff('second', conversion_times[1], conversion_times[2]), NULL) AS step_1_conversion_time, if(and(isNotNull(conversion_times[3]), ifNull(lessOrEquals(conversion_times[3], plus(conversion_times[2], toIntervalDay(14))), 0)), dateDiff('second', conversion_times[2], conversion_times[3]), NULL) AS step_2_conversion_time + (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, arraySort([latest_0, latest_1, latest_2]) AS event_times, arraySum([if(and(ifNull(less(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 1, 0), if(and(ifNull(less(latest_0, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 1, 0), 1]) AS steps, arraySort([latest_0, latest_1, latest_2]) AS conversion_times, if(and(isNotNull(conversion_times[2]), ifNull(lessOrEquals(conversion_times[2], plus(toTimeZone(conversion_times[1], 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', conversion_times[1], conversion_times[2]), NULL) AS step_1_conversion_time, if(and(isNotNull(conversion_times[3]), ifNull(lessOrEquals(conversion_times[3], plus(toTimeZone(conversion_times[2], 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', conversion_times[2], conversion_times[3]), NULL) AS step_2_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, min(latest_1) OVER (PARTITION BY aggregation_target ORDER BY timestamp DESC ROWS BETWEEN UNBOUNDED PRECEDING AND 0 PRECEDING) AS latest_1, step_2 AS step_2, min(latest_2) OVER (PARTITION BY aggregation_target @@ -1456,7 +1456,7 @@ HAVING ifNull(equals(argMax(person_distinct_id2.is_deleted, person_distinct_id2.version), 0), 0)) AS e__pdi ON equals(e.distinct_id, e__pdi.distinct_id) WHERE and(equals(e.team_id, 2), and(and(greaterOrEquals(toTimeZone(e.timestamp, 'UTC'), toDateTime64('2021-06-07 00:00:00.000000', 6, 'UTC')), lessOrEquals(toTimeZone(e.timestamp, 'UTC'), toDateTime64('2021-06-13 23:59:59.999999', 6, 'UTC'))), in(e.event, tuple('step one', 'step three', 'step two'))), or(ifNull(equals(step_0, 1), 0), ifNull(equals(step_1, 1), 0), ifNull(equals(step_2, 1), 0))))) WHERE ifNull(equals(step_0, 1), 0) - UNION ALL SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, arraySort([latest_0, latest_1, latest_2]) AS event_times, arraySum([if(and(ifNull(less(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 1, 0), if(and(ifNull(less(latest_0, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(14))), 0)), 1, 0), 1]) AS steps, arraySort([latest_0, latest_1, latest_2]) AS conversion_times, if(and(isNotNull(conversion_times[2]), ifNull(lessOrEquals(conversion_times[2], plus(conversion_times[1], toIntervalDay(14))), 0)), dateDiff('second', conversion_times[1], conversion_times[2]), NULL) AS step_1_conversion_time, if(and(isNotNull(conversion_times[3]), ifNull(lessOrEquals(conversion_times[3], plus(conversion_times[2], toIntervalDay(14))), 0)), dateDiff('second', conversion_times[2], conversion_times[3]), NULL) AS step_2_conversion_time + UNION ALL SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, arraySort([latest_0, latest_1, latest_2]) AS event_times, arraySum([if(and(ifNull(less(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 1, 0), if(and(ifNull(less(latest_0, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 1, 0), 1]) AS steps, arraySort([latest_0, latest_1, latest_2]) AS conversion_times, if(and(isNotNull(conversion_times[2]), ifNull(lessOrEquals(conversion_times[2], plus(toTimeZone(conversion_times[1], 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', conversion_times[1], conversion_times[2]), NULL) AS step_1_conversion_time, if(and(isNotNull(conversion_times[3]), ifNull(lessOrEquals(conversion_times[3], plus(toTimeZone(conversion_times[2], 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', conversion_times[2], conversion_times[3]), NULL) AS step_2_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, min(latest_1) OVER (PARTITION BY aggregation_target ORDER BY timestamp DESC ROWS BETWEEN UNBOUNDED PRECEDING AND 0 PRECEDING) AS latest_1, step_2 AS step_2, min(latest_2) OVER (PARTITION BY aggregation_target @@ -1472,7 +1472,7 @@ HAVING ifNull(equals(argMax(person_distinct_id2.is_deleted, person_distinct_id2.version), 0), 0)) AS e__pdi ON equals(e.distinct_id, e__pdi.distinct_id) WHERE and(equals(e.team_id, 2), and(and(greaterOrEquals(toTimeZone(e.timestamp, 'UTC'), toDateTime64('2021-06-07 00:00:00.000000', 6, 'UTC')), lessOrEquals(toTimeZone(e.timestamp, 'UTC'), toDateTime64('2021-06-13 23:59:59.999999', 6, 'UTC'))), in(e.event, tuple('step one', 'step three', 'step two'))), or(ifNull(equals(step_0, 1), 0), ifNull(equals(step_1, 1), 0), ifNull(equals(step_2, 1), 0))))) WHERE ifNull(equals(step_0, 1), 0) - UNION ALL SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, arraySort([latest_0, latest_1, latest_2]) AS event_times, arraySum([if(and(ifNull(less(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 1, 0), if(and(ifNull(less(latest_0, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(14))), 0)), 1, 0), 1]) AS steps, arraySort([latest_0, latest_1, latest_2]) AS conversion_times, if(and(isNotNull(conversion_times[2]), ifNull(lessOrEquals(conversion_times[2], plus(conversion_times[1], toIntervalDay(14))), 0)), dateDiff('second', conversion_times[1], conversion_times[2]), NULL) AS step_1_conversion_time, if(and(isNotNull(conversion_times[3]), ifNull(lessOrEquals(conversion_times[3], plus(conversion_times[2], toIntervalDay(14))), 0)), dateDiff('second', conversion_times[2], conversion_times[3]), NULL) AS step_2_conversion_time + UNION ALL SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, arraySort([latest_0, latest_1, latest_2]) AS event_times, arraySum([if(and(ifNull(less(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 1, 0), if(and(ifNull(less(latest_0, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 1, 0), 1]) AS steps, arraySort([latest_0, latest_1, latest_2]) AS conversion_times, if(and(isNotNull(conversion_times[2]), ifNull(lessOrEquals(conversion_times[2], plus(toTimeZone(conversion_times[1], 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', conversion_times[1], conversion_times[2]), NULL) AS step_1_conversion_time, if(and(isNotNull(conversion_times[3]), ifNull(lessOrEquals(conversion_times[3], plus(toTimeZone(conversion_times[2], 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', conversion_times[2], conversion_times[3]), NULL) AS step_2_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, step_0 AS step_0, latest_0 AS latest_0, step_1 AS step_1, min(latest_1) OVER (PARTITION BY aggregation_target ORDER BY timestamp DESC ROWS BETWEEN UNBOUNDED PRECEDING AND 0 PRECEDING) AS latest_1, step_2 AS step_2, min(latest_2) OVER (PARTITION BY aggregation_target diff --git a/posthog/hogql_queries/insights/funnels/test/__snapshots__/test_funnel_trends.ambr b/posthog/hogql_queries/insights/funnels/test/__snapshots__/test_funnel_trends.ambr index 5fa91548e3037..c86902d5df182 100644 --- a/posthog/hogql_queries/insights/funnels/test/__snapshots__/test_funnel_trends.ambr +++ b/posthog/hogql_queries/insights/funnels/test/__snapshots__/test_funnel_trends.ambr @@ -22,9 +22,9 @@ latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(14))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1)) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, - if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(latest_1, toIntervalDay(14))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1)) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_1, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, @@ -109,9 +109,9 @@ latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(14))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1)) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, - if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(latest_1, toIntervalDay(14))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1)) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_1, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, @@ -196,9 +196,9 @@ latest_1 AS latest_1, step_2 AS step_2, latest_2 AS latest_2, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(14))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1)) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, - if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(latest_1, toIntervalDay(14))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1)) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_1, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, diff --git a/posthog/hogql_queries/insights/funnels/test/__snapshots__/test_funnel_trends_persons.ambr b/posthog/hogql_queries/insights/funnels/test/__snapshots__/test_funnel_trends_persons.ambr index 9dcb793d30329..32518bdbf9bbc 100644 --- a/posthog/hogql_queries/insights/funnels/test/__snapshots__/test_funnel_trends_persons.ambr +++ b/posthog/hogql_queries/insights/funnels/test/__snapshots__/test_funnel_trends_persons.ambr @@ -39,9 +39,9 @@ uuid_2 AS uuid_2, `$session_id_2` AS `$session_id_2`, `$window_id_2` AS `$window_id_2`, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(14))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1)) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, - if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(latest_1, toIntervalDay(14))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time, + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1)) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_1, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time, tuple(latest_0, uuid_0, `$session_id_0`, `$window_id_0`) AS step_0_matching_event, tuple(latest_1, uuid_1, `$session_id_1`, `$window_id_1`) AS step_1_matching_event, tuple(latest_2, uuid_2, `$session_id_2`, `$window_id_2`) AS step_2_matching_event, @@ -207,9 +207,9 @@ uuid_2 AS uuid_2, `$session_id_2` AS `$session_id_2`, `$window_id_2` AS `$window_id_2`, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(14))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1)) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, - if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(latest_1, toIntervalDay(14))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time, + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1)) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_1, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time, tuple(latest_0, uuid_0, `$session_id_0`, `$window_id_0`) AS step_0_matching_event, tuple(latest_1, uuid_1, `$session_id_1`, `$window_id_1`) AS step_1_matching_event, tuple(latest_2, uuid_2, `$session_id_2`, `$window_id_2`) AS step_2_matching_event, @@ -375,9 +375,9 @@ uuid_2 AS uuid_2, `$session_id_2` AS `$session_id_2`, `$window_id_2` AS `$window_id_2`, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(14))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1)) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, - if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(latest_1, toIntervalDay(14))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time, + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1)) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_1, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time, tuple(latest_0, uuid_0, `$session_id_0`, `$window_id_0`) AS step_0_matching_event, tuple(latest_1, uuid_1, `$session_id_1`, `$window_id_1`) AS step_1_matching_event, tuple(latest_2, uuid_2, `$session_id_2`, `$window_id_2`) AS step_2_matching_event, diff --git a/posthog/hogql_queries/insights/funnels/test/__snapshots__/test_funnel_unordered.ambr b/posthog/hogql_queries/insights/funnels/test/__snapshots__/test_funnel_unordered.ambr index 214583b03f081..52269964088e1 100644 --- a/posthog/hogql_queries/insights/funnels/test/__snapshots__/test_funnel_unordered.ambr +++ b/posthog/hogql_queries/insights/funnels/test/__snapshots__/test_funnel_unordered.ambr @@ -49,9 +49,9 @@ latest_1 AS latest_1, prop AS prop, arraySort([latest_0, latest_1]) AS event_times, - arraySum([if(and(ifNull(less(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 1, 0), 1]) AS steps, + arraySum([if(and(ifNull(less(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 1, 0), 1]) AS steps, arraySort([latest_0, latest_1]) AS conversion_times, - if(and(isNotNull(conversion_times[2]), ifNull(lessOrEquals(conversion_times[2], plus(conversion_times[1], toIntervalDay(14))), 0)), dateDiff('second', conversion_times[1], conversion_times[2]), NULL) AS step_1_conversion_time + if(and(isNotNull(conversion_times[2]), ifNull(lessOrEquals(conversion_times[2], plus(toTimeZone(conversion_times[1], 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', conversion_times[1], conversion_times[2]), NULL) AS step_1_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, @@ -101,9 +101,9 @@ latest_1 AS latest_1, prop AS prop, arraySort([latest_0, latest_1]) AS event_times, - arraySum([if(and(ifNull(less(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 1, 0), 1]) AS steps, + arraySum([if(and(ifNull(less(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 1, 0), 1]) AS steps, arraySort([latest_0, latest_1]) AS conversion_times, - if(and(isNotNull(conversion_times[2]), ifNull(lessOrEquals(conversion_times[2], plus(conversion_times[1], toIntervalDay(14))), 0)), dateDiff('second', conversion_times[1], conversion_times[2]), NULL) AS step_1_conversion_time + if(and(isNotNull(conversion_times[2]), ifNull(lessOrEquals(conversion_times[2], plus(toTimeZone(conversion_times[1], 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', conversion_times[1], conversion_times[2]), NULL) AS step_1_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, @@ -206,9 +206,9 @@ latest_1 AS latest_1, prop AS prop, arraySort([latest_0, latest_1]) AS event_times, - arraySum([if(and(ifNull(less(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 1, 0), 1]) AS steps, + arraySum([if(and(ifNull(less(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 1, 0), 1]) AS steps, arraySort([latest_0, latest_1]) AS conversion_times, - if(and(isNotNull(conversion_times[2]), ifNull(lessOrEquals(conversion_times[2], plus(conversion_times[1], toIntervalDay(14))), 0)), dateDiff('second', conversion_times[1], conversion_times[2]), NULL) AS step_1_conversion_time + if(and(isNotNull(conversion_times[2]), ifNull(lessOrEquals(conversion_times[2], plus(toTimeZone(conversion_times[1], 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', conversion_times[1], conversion_times[2]), NULL) AS step_1_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, @@ -265,9 +265,9 @@ latest_1 AS latest_1, prop AS prop, arraySort([latest_0, latest_1]) AS event_times, - arraySum([if(and(ifNull(less(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 1, 0), 1]) AS steps, + arraySum([if(and(ifNull(less(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 1, 0), 1]) AS steps, arraySort([latest_0, latest_1]) AS conversion_times, - if(and(isNotNull(conversion_times[2]), ifNull(lessOrEquals(conversion_times[2], plus(conversion_times[1], toIntervalDay(14))), 0)), dateDiff('second', conversion_times[1], conversion_times[2]), NULL) AS step_1_conversion_time + if(and(isNotNull(conversion_times[2]), ifNull(lessOrEquals(conversion_times[2], plus(toTimeZone(conversion_times[1], 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', conversion_times[1], conversion_times[2]), NULL) AS step_1_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, @@ -377,9 +377,9 @@ latest_1 AS latest_1, prop AS prop, arraySort([latest_0, latest_1]) AS event_times, - arraySum([if(and(ifNull(less(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 1, 0), 1]) AS steps, + arraySum([if(and(ifNull(less(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 1, 0), 1]) AS steps, arraySort([latest_0, latest_1]) AS conversion_times, - if(and(isNotNull(conversion_times[2]), ifNull(lessOrEquals(conversion_times[2], plus(conversion_times[1], toIntervalDay(14))), 0)), dateDiff('second', conversion_times[1], conversion_times[2]), NULL) AS step_1_conversion_time + if(and(isNotNull(conversion_times[2]), ifNull(lessOrEquals(conversion_times[2], plus(toTimeZone(conversion_times[1], 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', conversion_times[1], conversion_times[2]), NULL) AS step_1_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, @@ -429,9 +429,9 @@ latest_1 AS latest_1, prop AS prop, arraySort([latest_0, latest_1]) AS event_times, - arraySum([if(and(ifNull(less(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 1, 0), 1]) AS steps, + arraySum([if(and(ifNull(less(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 1, 0), 1]) AS steps, arraySort([latest_0, latest_1]) AS conversion_times, - if(and(isNotNull(conversion_times[2]), ifNull(lessOrEquals(conversion_times[2], plus(conversion_times[1], toIntervalDay(14))), 0)), dateDiff('second', conversion_times[1], conversion_times[2]), NULL) AS step_1_conversion_time + if(and(isNotNull(conversion_times[2]), ifNull(lessOrEquals(conversion_times[2], plus(toTimeZone(conversion_times[1], 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', conversion_times[1], conversion_times[2]), NULL) AS step_1_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, @@ -544,9 +544,9 @@ step_2 AS step_2, latest_2 AS latest_2, prop AS prop, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(14))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1)) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, - if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(latest_1, toIntervalDay(14))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time, + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1)) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_1, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time, prop AS prop FROM (SELECT aggregation_target AS aggregation_target, @@ -697,9 +697,9 @@ step_2 AS step_2, latest_2 AS latest_2, prop AS prop, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(14))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1)) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, - if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(latest_1, toIntervalDay(14))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time, + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1)) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_1, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time, prop AS prop FROM (SELECT aggregation_target AS aggregation_target, @@ -851,9 +851,9 @@ step_2 AS step_2, latest_2 AS latest_2, prop AS prop, - if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(14))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 2, 1)) AS steps, - if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, - if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(latest_1, toIntervalDay(14))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time, + if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0), ifNull(lessOrEquals(latest_1, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 3, if(and(ifNull(lessOrEquals(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 2, 1)) AS steps, + if(and(isNotNull(latest_1), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time, + if(and(isNotNull(latest_2), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_1, 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', latest_1, latest_2), NULL) AS step_2_conversion_time, prop AS prop FROM (SELECT aggregation_target AS aggregation_target, diff --git a/posthog/hogql_queries/insights/funnels/test/__snapshots__/test_funnel_unordered_persons.ambr b/posthog/hogql_queries/insights/funnels/test/__snapshots__/test_funnel_unordered_persons.ambr index 6f308a54388e3..5ced3fb2b9766 100644 --- a/posthog/hogql_queries/insights/funnels/test/__snapshots__/test_funnel_unordered_persons.ambr +++ b/posthog/hogql_queries/insights/funnels/test/__snapshots__/test_funnel_unordered_persons.ambr @@ -45,10 +45,10 @@ `$session_id_2` AS `$session_id_2`, `$window_id_2` AS `$window_id_2`, arraySort([latest_0, latest_1, latest_2]) AS event_times, - arraySum([if(and(ifNull(less(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 1, 0), if(and(ifNull(less(latest_0, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(14))), 0)), 1, 0), 1]) AS steps, + arraySum([if(and(ifNull(less(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 1, 0), if(and(ifNull(less(latest_0, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 1, 0), 1]) AS steps, arraySort([latest_0, latest_1, latest_2]) AS conversion_times, - if(and(isNotNull(conversion_times[2]), ifNull(lessOrEquals(conversion_times[2], plus(conversion_times[1], toIntervalDay(14))), 0)), dateDiff('second', conversion_times[1], conversion_times[2]), NULL) AS step_1_conversion_time, - if(and(isNotNull(conversion_times[3]), ifNull(lessOrEquals(conversion_times[3], plus(conversion_times[2], toIntervalDay(14))), 0)), dateDiff('second', conversion_times[2], conversion_times[3]), NULL) AS step_2_conversion_time + if(and(isNotNull(conversion_times[2]), ifNull(lessOrEquals(conversion_times[2], plus(toTimeZone(conversion_times[1], 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', conversion_times[1], conversion_times[2]), NULL) AS step_1_conversion_time, + if(and(isNotNull(conversion_times[3]), ifNull(lessOrEquals(conversion_times[3], plus(toTimeZone(conversion_times[2], 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', conversion_times[2], conversion_times[3]), NULL) AS step_2_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, @@ -122,10 +122,10 @@ `$session_id_2` AS `$session_id_2`, `$window_id_2` AS `$window_id_2`, arraySort([latest_0, latest_1, latest_2]) AS event_times, - arraySum([if(and(ifNull(less(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 1, 0), if(and(ifNull(less(latest_0, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(14))), 0)), 1, 0), 1]) AS steps, + arraySum([if(and(ifNull(less(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 1, 0), if(and(ifNull(less(latest_0, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 1, 0), 1]) AS steps, arraySort([latest_0, latest_1, latest_2]) AS conversion_times, - if(and(isNotNull(conversion_times[2]), ifNull(lessOrEquals(conversion_times[2], plus(conversion_times[1], toIntervalDay(14))), 0)), dateDiff('second', conversion_times[1], conversion_times[2]), NULL) AS step_1_conversion_time, - if(and(isNotNull(conversion_times[3]), ifNull(lessOrEquals(conversion_times[3], plus(conversion_times[2], toIntervalDay(14))), 0)), dateDiff('second', conversion_times[2], conversion_times[3]), NULL) AS step_2_conversion_time + if(and(isNotNull(conversion_times[2]), ifNull(lessOrEquals(conversion_times[2], plus(toTimeZone(conversion_times[1], 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', conversion_times[1], conversion_times[2]), NULL) AS step_1_conversion_time, + if(and(isNotNull(conversion_times[3]), ifNull(lessOrEquals(conversion_times[3], plus(toTimeZone(conversion_times[2], 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', conversion_times[2], conversion_times[3]), NULL) AS step_2_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, @@ -199,10 +199,10 @@ `$session_id_2` AS `$session_id_2`, `$window_id_2` AS `$window_id_2`, arraySort([latest_0, latest_1, latest_2]) AS event_times, - arraySum([if(and(ifNull(less(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14))), 0)), 1, 0), if(and(ifNull(less(latest_0, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(latest_0, toIntervalDay(14))), 0)), 1, 0), 1]) AS steps, + arraySum([if(and(ifNull(less(latest_0, latest_1), 0), ifNull(lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 1, 0), if(and(ifNull(less(latest_0, latest_2), 0), ifNull(lessOrEquals(latest_2, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14))), 0)), 1, 0), 1]) AS steps, arraySort([latest_0, latest_1, latest_2]) AS conversion_times, - if(and(isNotNull(conversion_times[2]), ifNull(lessOrEquals(conversion_times[2], plus(conversion_times[1], toIntervalDay(14))), 0)), dateDiff('second', conversion_times[1], conversion_times[2]), NULL) AS step_1_conversion_time, - if(and(isNotNull(conversion_times[3]), ifNull(lessOrEquals(conversion_times[3], plus(conversion_times[2], toIntervalDay(14))), 0)), dateDiff('second', conversion_times[2], conversion_times[3]), NULL) AS step_2_conversion_time + if(and(isNotNull(conversion_times[2]), ifNull(lessOrEquals(conversion_times[2], plus(toTimeZone(conversion_times[1], 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', conversion_times[1], conversion_times[2]), NULL) AS step_1_conversion_time, + if(and(isNotNull(conversion_times[3]), ifNull(lessOrEquals(conversion_times[3], plus(toTimeZone(conversion_times[2], 'UTC'), toIntervalDay(14))), 0)), dateDiff('second', conversion_times[2], conversion_times[3]), NULL) AS step_2_conversion_time FROM (SELECT aggregation_target AS aggregation_target, timestamp AS timestamp, diff --git a/posthog/hogql_queries/insights/funnels/test/test_funnel.py b/posthog/hogql_queries/insights/funnels/test/test_funnel.py index d132927863542..98f4d060fb905 100644 --- a/posthog/hogql_queries/insights/funnels/test/test_funnel.py +++ b/posthog/hogql_queries/insights/funnels/test/test_funnel.py @@ -3523,6 +3523,59 @@ def test_funnel_aggregation_with_groups_with_cohort_filtering(self): self.assertEqual(results[1]["name"], "paid") self.assertEqual(results[1]["count"], 1) + def test_funnel_window_ignores_dst_transition(self): + _create_person( + distinct_ids=[f"user_1"], + team=self.team, + ) + + events_by_person = { + "user_1": [ + { + "event": "$pageview", + "timestamp": datetime(2024, 3, 1, 15, 10), # 1st March 15:10 + }, + { + "event": "user signed up", + "timestamp": datetime( + 2024, 3, 15, 14, 27 + ), # 15th March 14:27 (within 14 day conversion window that ends at 15:10) + }, + ], + } + journeys_for(events_by_person, self.team) + + filters = { + "events": [ + {"id": "$pageview", "type": "events", "order": 0}, + {"id": "user signed up", "type": "events", "order": 1}, + ], + "insight": INSIGHT_FUNNELS, + "date_from": "2024-02-17", + "date_to": "2024-03-18", + } + + query = cast(FunnelsQuery, filter_to_query(filters)) + results = FunnelsQueryRunner(query=query, team=self.team).calculate().results + + self.assertEqual(results[1]["name"], "user signed up") + self.assertEqual(results[1]["count"], 1) + self.assertEqual(results[1]["average_conversion_time"], 1_207_020) + self.assertEqual(results[1]["median_conversion_time"], 1_207_020) + + # there is a PST -> PDT transition on 10th of March + self.team.timezone = "US/Pacific" + self.team.save() + + query = cast(FunnelsQuery, filter_to_query(filters)) + results = FunnelsQueryRunner(query=query, team=self.team).calculate().results + + # we still should have the user here, as the conversion window should not be affected by DST + self.assertEqual(results[1]["name"], "user signed up") + self.assertEqual(results[1]["count"], 1) + self.assertEqual(results[1]["average_conversion_time"], 1_207_020) + self.assertEqual(results[1]["median_conversion_time"], 1_207_020) + return TestGetFunnel @@ -3550,8 +3603,8 @@ def test_smoke(self): latest_0, step_1, latest_1, - if(and(less(latest_0, latest_1), lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14)))), 2, 1) AS steps, - if(and(isNotNull(latest_1), lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14)))), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time + if(and(less(latest_0, latest_1), lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14)))), 2, 1) AS steps, + if(and(isNotNull(latest_1), lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14)))), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time FROM (SELECT aggregation_target, @@ -3610,8 +3663,8 @@ def test_smoke(self): latest_0, step_1, latest_1, - if(and(less(latest_0, latest_1), lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14)))), 2, 1) AS steps, - if(and(isNotNull(latest_1), lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14)))), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time + if(and(less(latest_0, latest_1), lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14)))), 2, 1) AS steps, + if(and(isNotNull(latest_1), lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14)))), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time FROM (SELECT aggregation_target, @@ -3681,8 +3734,8 @@ def test_smoke(self): latest_0, step_1, latest_1, - if(and(less(latest_0, latest_1), lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14)))), 2, 1) AS steps, - if(and(isNotNull(latest_1), lessOrEquals(latest_1, plus(latest_0, toIntervalDay(14)))), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time + if(and(less(latest_0, latest_1), lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14)))), 2, 1) AS steps, + if(and(isNotNull(latest_1), lessOrEquals(latest_1, plus(toTimeZone(latest_0, 'UTC'), toIntervalDay(14)))), dateDiff('second', latest_0, latest_1), NULL) AS step_1_conversion_time FROM (SELECT aggregation_target, diff --git a/posthog/hogql_queries/insights/funnels/test/test_funnel_unordered.py b/posthog/hogql_queries/insights/funnels/test/test_funnel_unordered.py index 36e5d87f39e49..49e495e69222d 100644 --- a/posthog/hogql_queries/insights/funnels/test/test_funnel_unordered.py +++ b/posthog/hogql_queries/insights/funnels/test/test_funnel_unordered.py @@ -1620,3 +1620,57 @@ def test_funnel_unordered_entity_filters(self): self.assertEqual(results[0]["count"], 1) self.assertEqual(results[1]["count"], 1) + + def test_funnel_window_ignores_dst_transition(self): + _create_person( + distinct_ids=[f"user_1"], + team=self.team, + ) + + events_by_person = { + "user_1": [ + { + "event": "$pageview", + "timestamp": datetime(2024, 3, 1, 15, 10), # 1st March 15:10 + }, + { + "event": "user signed up", + "timestamp": datetime( + 2024, 3, 15, 14, 27 + ), # 15th March 14:27 (within 14 day conversion window that ends at 15:10) + }, + ], + } + journeys_for(events_by_person, self.team) + + filters = { + "events": [ + {"id": "$pageview", "type": "events", "order": 0}, + {"id": "user signed up", "type": "events", "order": 1}, + ], + "insight": INSIGHT_FUNNELS, + "funnel_order_type": "unordered", + "date_from": "2024-02-17", + "date_to": "2024-03-18", + } + + query = cast(FunnelsQuery, filter_to_query(filters)) + results = FunnelsQueryRunner(query=query, team=self.team).calculate().results + + self.assertEqual(results[1]["name"], "Completed 2 steps") + self.assertEqual(results[1]["count"], 1) + self.assertEqual(results[1]["average_conversion_time"], 1_207_020) + self.assertEqual(results[1]["median_conversion_time"], 1_207_020) + + # there is a PST -> PDT transition on 10th of March + self.team.timezone = "US/Pacific" + self.team.save() + + query = cast(FunnelsQuery, filter_to_query(filters)) + results = FunnelsQueryRunner(query=query, team=self.team).calculate().results + + # we still should have the user here, as the conversion window should not be affected by DST + self.assertEqual(results[1]["name"], "Completed 2 steps") + self.assertEqual(results[1]["count"], 1) + self.assertEqual(results[1]["average_conversion_time"], 1_207_020) + self.assertEqual(results[1]["median_conversion_time"], 1_207_020) From 590ef1cbd1ec49836c5d61efc707cbdb1a0b21b2 Mon Sep 17 00:00:00 2001 From: Bianca Yang <21014901+xrdt@users.noreply.github.com> Date: Wed, 20 Mar 2024 09:44:04 -0700 Subject: [PATCH 09/51] fix: Swap out password reset token generator (#21026) swap out token generator --- posthog/admin/admins/user_admin.py | 7 +++---- 1 file changed, 3 insertions(+), 4 deletions(-) diff --git a/posthog/admin/admins/user_admin.py b/posthog/admin/admins/user_admin.py index c1129ef334fa4..9872fad946f30 100644 --- a/posthog/admin/admins/user_admin.py +++ b/posthog/admin/admins/user_admin.py @@ -1,12 +1,11 @@ -from django.utils.html import format_html - from django.contrib.auth.admin import UserAdmin as DjangoUserAdmin from django.contrib.auth.forms import UserChangeForm as DjangoUserChangeForm -from django.contrib.auth.tokens import default_token_generator +from django.utils.html import format_html from django.utils.translation import gettext_lazy as _ from posthog.admin.inlines.organization_member_inline import OrganizationMemberInline from posthog.admin.inlines.totp_device_inline import TOTPDeviceInline +from posthog.api.authentication import password_reset_token_generator from posthog.models import User @@ -18,7 +17,7 @@ def __init__(self, *args, **kwargs): # we have a link to the password reset page which the _user_ can use themselves. # This way if some user needs to reset their password and there's a problem with receiving the reset link email, # an admin can provide that reset link manually – much better than sending a new password in plain text. - password_reset_token = default_token_generator.make_token(self.instance) + password_reset_token = password_reset_token_generator.make_token(self.instance) self.fields["password"].help_text = ( "Raw passwords are not stored, so there is no way to see this user’s password, but you can send them " f'this password reset link ' From a22c8a6e505430abbad7e57a72b6ac84d4f47c7b Mon Sep 17 00:00:00 2001 From: Frank Hamand Date: Wed, 20 Mar 2024 17:11:39 +0000 Subject: [PATCH 10/51] fix: Revert healthcheck change (#21054) Revert healthcheck change We suspect this is causing pods to come up before they are ready to serve traffic --- unit.json | 19 ------------------- 1 file changed, 19 deletions(-) diff --git a/unit.json b/unit.json index 72e3d2f03edb6..472189f0c2880 100644 --- a/unit.json +++ b/unit.json @@ -17,14 +17,6 @@ }, "routes": { "posthog": [ - { - "match": { - "uri": ["/_health", "/_readyz", "/_livez"] - }, - "action": { - "pass": "applications/posthog-health" - } - }, { "action": { "pass": "applications/posthog" @@ -53,17 +45,6 @@ ] }, "applications": { - "posthog-health": { - "type": "python 3.10", - "processes": 1, - "working_directory": "/code", - "path": ".", - "module": "posthog.wsgi", - "user": "nobody", - "limits": { - "requests": 5000 - } - }, "posthog": { "type": "python 3.10", "processes": 4, From 921ee5a7253aa16ed5a4daea7f57773b0fbc100a Mon Sep 17 00:00:00 2001 From: Zach Waterfield Date: Wed, 20 Mar 2024 12:54:05 -0600 Subject: [PATCH 11/51] feat: add reverse proxy step to quick start steps + more quick start events (#20939) * Add reverse proxy to the quick start list * Add sidebar task skipped event * Add sidebar open/close events * Update quick start proxy copy * Move the sidebar closed call * Put reportActivationSideBarShown import back * Remove eventUsageLogic calls * remove eventUserLogic usage * spelling fix * Switch sidebar events * update task skipped key * Update UI snapshots for `chromium` (2) * Update UI snapshots for `chromium` (2) * rename sidebar events --------- Co-authored-by: github-actions <41898282+github-actions[bot]@users.noreply.github.com> --- .../panels/activation/SidePanelActivation.tsx | 3 +++ .../panels/activation/activationLogic.ts | 19 ++++++++++++++++--- .../sidepanel/sidePanelStateLogic.tsx | 5 ++++- frontend/src/lib/utils/eventUsageLogic.ts | 12 ------------ 4 files changed, 23 insertions(+), 16 deletions(-) diff --git a/frontend/src/layout/navigation-3000/sidepanel/panels/activation/SidePanelActivation.tsx b/frontend/src/layout/navigation-3000/sidepanel/panels/activation/SidePanelActivation.tsx index c78aa76f0faec..5aef55b51a523 100644 --- a/frontend/src/layout/navigation-3000/sidepanel/panels/activation/SidePanelActivation.tsx +++ b/frontend/src/layout/navigation-3000/sidepanel/panels/activation/SidePanelActivation.tsx @@ -97,6 +97,9 @@ const ActivationTask = ({ if (url) { params.to = url params.targetBlank = true + params.onClick = () => { + reportActivationSideBarTaskClicked(id) + } } else { params.onClick = () => { runTask(id) diff --git a/frontend/src/layout/navigation-3000/sidepanel/panels/activation/activationLogic.ts b/frontend/src/layout/navigation-3000/sidepanel/panels/activation/activationLogic.ts index 7a182c47ba2b1..e8afd00aea1ed 100644 --- a/frontend/src/layout/navigation-3000/sidepanel/panels/activation/activationLogic.ts +++ b/frontend/src/layout/navigation-3000/sidepanel/panels/activation/activationLogic.ts @@ -2,8 +2,8 @@ import { actions, connect, events, kea, listeners, path, reducers, selectors } f import { loaders } from 'kea-loaders' import { router } from 'kea-router' import api from 'lib/api' -import { eventUsageLogic } from 'lib/utils/eventUsageLogic' import { permanentlyMount } from 'lib/utils/kea-logic-builders' +import posthog from 'posthog-js' import { membersLogic } from 'scenes/organization/membersLogic' import { pluginsLogic } from 'scenes/plugins/pluginsLogic' import { savedInsightsLogic } from 'scenes/saved-insights/savedInsightsLogic' @@ -25,6 +25,7 @@ export enum ActivationTasks { SetupSessionRecordings = 'setup_session_recordings', TrackCustomEvents = 'track_custom_events', InstallFirstApp = 'install_first_app', + SetUpReverseProxy = 'set_up_reverse_proxy', } export type ActivationTaskType = { @@ -65,8 +66,6 @@ export const activationLogic = kea([ ['loadPluginsSuccess', 'loadPluginsFailure'], sidePanelStateLogic, ['openSidePanel'], - eventUsageLogic, - ['reportActivationSideBarShown'], savedInsightsLogic, ['loadInsights', 'loadInsightsSuccess', 'loadInsightsFailure'], dashboardsModel, @@ -282,6 +281,17 @@ export const activationLogic = kea([ skipped: skippedTasks.includes(ActivationTasks.InstallFirstApp), }) break + case ActivationTasks.SetUpReverseProxy: + tasks.push({ + id: ActivationTasks.SetUpReverseProxy, + name: 'Set up a reverse proxy', + description: 'Send your events from your own domain to avoid tracking blockers', + completed: false, + canSkip: true, + skipped: skippedTasks.includes(ActivationTasks.SetUpReverseProxy), + url: 'https://posthog.com/docs/advanced/proxy', + }) + break default: break } @@ -342,6 +352,9 @@ export const activationLogic = kea([ } }, skipTask: ({ id }) => { + posthog.capture('activation sidebar task skipped', { + task: id, + }) if (values.currentTeam?.id) { actions.addSkippedTask(values.currentTeam.id, id) } diff --git a/frontend/src/layout/navigation-3000/sidepanel/sidePanelStateLogic.tsx b/frontend/src/layout/navigation-3000/sidepanel/sidePanelStateLogic.tsx index 6d1360cdf90ac..e4188d68842c7 100644 --- a/frontend/src/layout/navigation-3000/sidepanel/sidePanelStateLogic.tsx +++ b/frontend/src/layout/navigation-3000/sidepanel/sidePanelStateLogic.tsx @@ -1,6 +1,7 @@ import { actions, kea, listeners, path, reducers } from 'kea' import { actionToUrl, router, urlToAction } from 'kea-router' import { windowValues } from 'kea-window-values' +import posthog from 'posthog-js' import { SidePanelTab } from '~/types' @@ -55,10 +56,12 @@ export const sidePanelStateLogic = kea([ listeners(({ actions, values }) => ({ // NOTE: We explicitly reference the actions instead of connecting so that people don't accidentally // use this logic instead of sidePanelStateLogic - openSidePanel: () => { + openSidePanel: ({ tab }) => { + posthog.capture('sidebar opened', { tab }) actions.setSidePanelOpen(true) }, closeSidePanel: ({ tab }) => { + posthog.capture('sidebar closed', { tab }) if (!tab) { // If we aren't specifiying the tab we always close actions.setSidePanelOpen(false) diff --git a/frontend/src/lib/utils/eventUsageLogic.ts b/frontend/src/lib/utils/eventUsageLogic.ts index e88617ddd7bad..069d1758d0e56 100644 --- a/frontend/src/lib/utils/eventUsageLogic.ts +++ b/frontend/src/lib/utils/eventUsageLogic.ts @@ -457,11 +457,6 @@ export const eventUsageLogic = kea([ reportInstanceSettingChange: (name: string, value: string | boolean | number) => ({ name, value }), reportAxisUnitsChanged: (properties: Record) => ({ ...properties }), reportTeamSettingChange: (name: string, value: any) => ({ name, value }), - reportActivationSideBarShown: ( - activeTasksCount: number, - completedTasksCount: number, - completionPercent: number - ) => ({ activeTasksCount, completedTasksCount, completionPercent }), reportActivationSideBarTaskClicked: (key: string) => ({ key }), reportBillingUpgradeClicked: (plan: string) => ({ plan }), reportRoleCreated: (role: string) => ({ role }), @@ -1092,13 +1087,6 @@ export const eventUsageLogic = kea([ value, }) }, - reportActivationSideBarShown: ({ activeTasksCount, completedTasksCount, completionPercent }) => { - posthog.capture('activation sidebar shown', { - active_tasks_count: activeTasksCount, - completed_tasks_count: completedTasksCount, - completion_percent_count: completionPercent, - }) - }, reportActivationSideBarTaskClicked: ({ key }) => { posthog.capture('activation sidebar task clicked', { key, From 1b07dec7c6026a465d8c2e4b011f0d5e66dd5be7 Mon Sep 17 00:00:00 2001 From: Frank Hamand Date: Wed, 20 Mar 2024 20:48:55 +0000 Subject: [PATCH 12/51] fix: Switch back to direct routing instead of via route (#21058) Switch back to direct routing instead of via route We're getting segfault errors and this is one of the few potential causes --- unit.json | 9 +-------- 1 file changed, 1 insertion(+), 8 deletions(-) diff --git a/unit.json b/unit.json index 472189f0c2880..0b8de8774edf1 100644 --- a/unit.json +++ b/unit.json @@ -6,7 +6,7 @@ }, "listeners": { "*:8000": { - "pass": "routes/posthog" + "pass": "applications/posthog" }, "*:8001": { "pass": "routes/metrics" @@ -16,13 +16,6 @@ } }, "routes": { - "posthog": [ - { - "action": { - "pass": "applications/posthog" - } - } - ], "metrics": [ { "match": { From da9798527667a8fe3403573edbac4b1f2bac8313 Mon Sep 17 00:00:00 2001 From: Raquel Smith Date: Wed, 20 Mar 2024 16:05:43 -0700 Subject: [PATCH 13/51] fix: allow reads/writes to description without team collab feature (#21027) * remove check for org feature for dashboard descriptions * use normal upgrad modal for editableField paywall * Update query snapshots --------- Co-authored-by: github-actions <41898282+github-actions[bot]@users.noreply.github.com> --- ee/api/test/test_dashboard.py | 46 +--- ...ickhouse_experiment_secondary_results.ambr | 2 +- .../EditableField/EditableField.tsx | 230 +++++++++--------- .../UpgradeModal/upgradeModalLogic.ts | 6 +- frontend/src/scenes/actions/ActionEdit.tsx | 4 +- .../src/scenes/dashboard/DashboardHeader.tsx | 8 +- .../definition/DefinitionView.tsx | 4 +- .../src/scenes/insights/InsightPageHeader.tsx | 4 +- posthog/api/dashboards/dashboard.py | 10 - 9 files changed, 138 insertions(+), 176 deletions(-) diff --git a/ee/api/test/test_dashboard.py b/ee/api/test/test_dashboard.py index 39098247d411f..8c39a17135db0 100644 --- a/ee/api/test/test_dashboard.py +++ b/ee/api/test/test_dashboard.py @@ -4,10 +4,8 @@ from rest_framework import status from ee.api.test.base import APILicensedTest -from ee.api.test.fixtures.available_product_features import AVAILABLE_PRODUCT_FEATURES from ee.models.explicit_team_membership import ExplicitTeamMembership from ee.models.license import License -from posthog.constants import AvailableFeature from posthog.models import OrganizationMembership from posthog.models.dashboard import Dashboard from posthog.models.sharing_configuration import SharingConfiguration @@ -269,7 +267,12 @@ def test_sharing_edits_limited_to_collaborators(self): self.permission_denied_response("You don't have edit permissions for this dashboard."), ) - def test_cannot_edit_dashboard_description_when_collaboration_not_available(self): + def test_can_edit_dashboard_description_when_collaboration_not_available(self): + """ + Team collaboration feature is only available on some plans, but if the feature is + not available, the user should still be able to read/write for migration purposes. + The access to the feature is blocked in the UI, so this is unlikely to be truly abused. + """ self.client.logout() self.organization.available_features = [] @@ -288,44 +291,11 @@ def test_cannot_edit_dashboard_description_when_collaboration_not_available(self name="example dashboard", ) - response = self.client.patch( - f"/api/projects/{self.team.id}/dashboards/{dashboard.id}", - { - "description": "i should not be allowed to edit this", - "name": "even though I am allowed to edit this", - }, - ) - - self.assertEqual(response.status_code, status.HTTP_403_FORBIDDEN) - - dashboard.refresh_from_db() - self.assertEqual(dashboard.description, "") - self.assertEqual(dashboard.name, "example dashboard") - - def test_can_edit_dashboard_description_when_collaboration_is_available(self): - self.client.logout() - - self.organization.available_features = [AvailableFeature.TEAM_COLLABORATION] - self.organization.available_product_features = AVAILABLE_PRODUCT_FEATURES - self.organization.save() - self.team.access_control = True - self.team.save() - - user_with_collaboration = User.objects.create_and_join( - self.organization, "no-collaboration-feature@posthog.com", None - ) - self.client.force_login(user_with_collaboration) - - dashboard: Dashboard = Dashboard.objects.create( - team=self.team, - name="example dashboard", - ) - response = self.client.patch( f"/api/projects/{self.team.id}/dashboards/{dashboard.id}", { "description": "i should be allowed to edit this", - "name": "and so also to edit this", + "name": "as well as this", }, ) @@ -333,4 +303,4 @@ def test_can_edit_dashboard_description_when_collaboration_is_available(self): dashboard.refresh_from_db() self.assertEqual(dashboard.description, "i should be allowed to edit this") - self.assertEqual(dashboard.name, "and so also to edit this") + self.assertEqual(dashboard.name, "as well as this") diff --git a/ee/clickhouse/views/test/__snapshots__/test_clickhouse_experiment_secondary_results.ambr b/ee/clickhouse/views/test/__snapshots__/test_clickhouse_experiment_secondary_results.ambr index 54b67fa7d359b..3c6b8ef78c385 100644 --- a/ee/clickhouse/views/test/__snapshots__/test_clickhouse_experiment_secondary_results.ambr +++ b/ee/clickhouse/views/test/__snapshots__/test_clickhouse_experiment_secondary_results.ambr @@ -1,7 +1,7 @@ # serializer version: 1 # name: ClickhouseTestExperimentSecondaryResults.test_basic_secondary_metric_results ''' - /* user_id:108 celery:posthog.tasks.tasks.sync_insight_caching_state */ + /* user_id:107 celery:posthog.tasks.tasks.sync_insight_caching_state */ SELECT team_id, date_diff('second', max(timestamp), now()) AS age FROM events diff --git a/frontend/src/lib/components/EditableField/EditableField.tsx b/frontend/src/lib/components/EditableField/EditableField.tsx index 28cb2e4a247b7..0a83602cf5c5f 100644 --- a/frontend/src/lib/components/EditableField/EditableField.tsx +++ b/frontend/src/lib/components/EditableField/EditableField.tsx @@ -3,6 +3,7 @@ import './EditableField.scss' import { useMergeRefs } from '@floating-ui/react' import { IconPencil } from '@posthog/icons' import clsx from 'clsx' +import { useValues } from 'kea' import { useResizeObserver } from 'lib/hooks/useResizeObserver' import { IconMarkdown } from 'lib/lemon-ui/icons' import { LemonButton } from 'lib/lemon-ui/LemonButton' @@ -12,6 +13,10 @@ import { pluralize } from 'lib/utils' import React, { useEffect, useLayoutEffect, useRef, useState } from 'react' import TextareaAutosize from 'react-textarea-autosize' +import { AvailableFeature } from '~/types' + +import { upgradeModalLogic } from '../UpgradeModal/upgradeModalLogic' + export interface EditableFieldProps { /** What this field stands for. */ name: string @@ -28,7 +33,7 @@ export interface EditableFieldProps { markdown?: boolean compactButtons?: boolean | 'xsmall' // The 'xsmall' is somewhat hacky, but necessary for 3000 breadcrumbs /** Whether this field should be gated behind a "paywall". */ - paywall?: boolean + paywallFeature?: AvailableFeature /** Controlled mode. */ mode?: 'view' | 'edit' onModeToggle?: (newMode: 'view' | 'edit') => void @@ -58,7 +63,7 @@ export function EditableField({ multiline = false, markdown = false, compactButtons = false, - paywall = false, + paywallFeature, mode, onModeToggle, editingIndication = 'outlined', @@ -68,6 +73,7 @@ export function EditableField({ saveButtonText = 'Save', notice, }: EditableFieldProps): JSX.Element { + const { guardAvailableFeature } = useValues(upgradeModalLogic) const [localIsEditing, setLocalIsEditing] = useState(mode === 'edit') const [localTentativeValue, setLocalTentativeValue] = useState(value) const [isDisplayTooltipNeeded, setIsDisplayTooltipNeeded] = useState(false) @@ -125,7 +131,7 @@ export function EditableField({ onModeToggle?.('view') } - const isEditing = !paywall && (mode === 'edit' || localIsEditing) + const isEditing = mode === 'edit' || localIsEditing const handleKeyDown = (e: React.KeyboardEvent): void => { if (isEditing) { @@ -156,123 +162,117 @@ export function EditableField({ style={style} ref={containerRef} > - -
- {isEditing ? ( - <> - {multiline ? ( - { - onChange?.(e.target.value) - setLocalTentativeValue(e.target.value) - }} - onBlur={saveOnBlur ? (localTentativeValue !== value ? save : cancel) : undefined} - onKeyDown={handleKeyDown} - placeholder={placeholder} - minLength={minLength} - maxLength={maxLength} - autoFocus={autoFocus} - ref={inputRef as React.RefObject} - /> - ) : ( - { +
+ {isEditing ? ( + <> + {multiline ? ( + { + onChange?.(e.target.value) + setLocalTentativeValue(e.target.value) + }} + onBlur={saveOnBlur ? (localTentativeValue !== value ? save : cancel) : undefined} + onKeyDown={handleKeyDown} + placeholder={placeholder} + minLength={minLength} + maxLength={maxLength} + autoFocus={autoFocus} + ref={inputRef as React.RefObject} + /> + ) : ( + { + guardAvailableFeature(paywallFeature, () => { onChange?.(e.target.value) setLocalTentativeValue(e.target.value) - }} - onBlur={saveOnBlur ? (localTentativeValue !== value ? save : cancel) : undefined} - onKeyDown={handleKeyDown} - placeholder={placeholder} - minLength={minLength} - maxLength={maxLength} - autoFocus={autoFocus} - ref={inputRef as React.RefObject} - /> - )} - {(!mode || !!onModeToggle) && ( -
- {markdown && ( - - - - - - )} - - Cancel - - - {saveButtonText} - -
- )} - - ) : ( - <> - {localTentativeValue && markdown ? ( - {localTentativeValue} - ) : ( - } + /> + )} + {(!mode || !!onModeToggle) && ( +
+ {markdown && ( + + + + + + )} + + Cancel + + - - {localTentativeValue || {placeholder}} - - - )} - {(!mode || !!onModeToggle) && ( -
- } - size={compactButtons ? 'small' : undefined} - onClick={() => { + {saveButtonText} + +
+ )} + + ) : ( + <> + {localTentativeValue && markdown ? ( + {localTentativeValue} + ) : ( + + + {localTentativeValue || {placeholder}} + + + )} + {(!mode || !!onModeToggle) && ( +
+ } + size={compactButtons ? 'small' : undefined} + onClick={() => { + guardAvailableFeature(paywallFeature, () => { setLocalIsEditing(true) onModeToggle?.('edit') - }} - data-attr={`edit-prop-${name}`} - disabled={paywall} - noPadding - /> -
- )} - - )} -
- + }) + }} + data-attr={`edit-prop-${name}`} + noPadding + /> +
+ )} + + )} +
{!isEditing && notice && ( diff --git a/frontend/src/lib/components/UpgradeModal/upgradeModalLogic.ts b/frontend/src/lib/components/UpgradeModal/upgradeModalLogic.ts index 9542ac6a208dc..51c6cf6fb670c 100644 --- a/frontend/src/lib/components/UpgradeModal/upgradeModalLogic.ts +++ b/frontend/src/lib/components/UpgradeModal/upgradeModalLogic.ts @@ -9,7 +9,7 @@ import { AvailableFeature } from '~/types' import type { upgradeModalLogicType } from './upgradeModalLogicType' export type GuardAvailableFeatureFn = ( - featureKey: AvailableFeature, + featureKey?: AvailableFeature, featureAvailableCallback?: () => void, options?: { guardOnCloud?: boolean @@ -60,6 +60,10 @@ export const upgradeModalLogic = kea([ (s) => [s.preflight, s.hasAvailableFeature], (preflight, hasAvailableFeature): GuardAvailableFeatureFn => { return (featureKey, featureAvailableCallback, options): boolean => { + if (!featureKey) { + featureAvailableCallback?.() + return true + } const { guardOnCloud = true, guardOnSelfHosted = true, diff --git a/frontend/src/scenes/actions/ActionEdit.tsx b/frontend/src/scenes/actions/ActionEdit.tsx index 9da6187358372..40623d01883fc 100644 --- a/frontend/src/scenes/actions/ActionEdit.tsx +++ b/frontend/src/scenes/actions/ActionEdit.tsx @@ -15,7 +15,6 @@ import { Spinner } from 'lib/lemon-ui/Spinner/Spinner' import { compactNumber, uuid } from 'lib/utils' import { teamLogic } from 'scenes/teamLogic' import { urls } from 'scenes/urls' -import { userLogic } from 'scenes/userLogic' import { tagsModel } from '~/models/tagsModel' import { ActionStepType, AvailableFeature } from '~/types' @@ -32,7 +31,6 @@ export function ActionEdit({ action: loadedAction, id }: ActionEditLogicProps): const { action, actionLoading, actionCount, actionCountLoading } = useValues(logic) const { submitAction, deleteAction } = useActions(logic) const { currentTeam } = useValues(teamLogic) - const { hasAvailableFeature } = useValues(userLogic) const { tags } = useValues(tagsModel) const slackEnabled = currentTeam?.slack_incoming_webhook @@ -96,7 +94,7 @@ export function ActionEdit({ action: loadedAction, id }: ActionEditLogicProps): className="action-description" compactButtons maxLength={600} // No limit on backend model, but enforce shortish description - paywall={!hasAvailableFeature(AvailableFeature.INGESTION_TAXONOMY)} + paywallFeature={AvailableFeature.INGESTION_TAXONOMY} /> )} diff --git a/frontend/src/scenes/dashboard/DashboardHeader.tsx b/frontend/src/scenes/dashboard/DashboardHeader.tsx index 231b3516f4674..4c15d085d0317 100644 --- a/frontend/src/scenes/dashboard/DashboardHeader.tsx +++ b/frontend/src/scenes/dashboard/DashboardHeader.tsx @@ -308,7 +308,11 @@ export function DashboardHeader(): JSX.Element | null { multiline name="description" markdown - value={dashboard.description || ''} + value={ + (hasAvailableFeature(AvailableFeature.TEAM_COLLABORATION) && + dashboard.description) || + '' + } placeholder="Description (optional)" onSave={(value) => updateDashboard({ id: dashboard.id, description: value, allowUndo: true }) @@ -316,7 +320,7 @@ export function DashboardHeader(): JSX.Element | null { saveOnBlur={true} compactButtons mode={!canEditDashboard ? 'view' : undefined} - paywall={!hasAvailableFeature(AvailableFeature.TEAM_COLLABORATION)} + paywallFeature={AvailableFeature.TEAM_COLLABORATION} /> )} {dashboard?.tags && ( diff --git a/frontend/src/scenes/data-management/definition/DefinitionView.tsx b/frontend/src/scenes/data-management/definition/DefinitionView.tsx index 93be7c2e0910c..f307d61f7d13a 100644 --- a/frontend/src/scenes/data-management/definition/DefinitionView.tsx +++ b/frontend/src/scenes/data-management/definition/DefinitionView.tsx @@ -17,7 +17,6 @@ import { definitionLogic, DefinitionLogicProps } from 'scenes/data-management/de import { EventDefinitionProperties } from 'scenes/data-management/events/EventDefinitionProperties' import { SceneExport } from 'scenes/sceneTypes' import { urls } from 'scenes/urls' -import { userLogic } from 'scenes/userLogic' import { defaultDataTableColumns } from '~/queries/nodes/DataTable/utils' import { Query } from '~/queries/Query/Query' @@ -37,7 +36,6 @@ export function DefinitionView(props: DefinitionLogicProps = {}): JSX.Element { const { definition, definitionLoading, definitionMissing, hasTaxonomyFeatures, singular, isEvent, isProperty } = useValues(logic) const { deleteDefinition } = useActions(logic) - const { hasAvailableFeature } = useValues(userLogic) if (definitionLoading) { return @@ -146,7 +144,7 @@ export function DefinitionView(props: DefinitionLogicProps = {}): JSX.Element { className="definition-description" compactButtons maxLength={600} - paywall={!hasAvailableFeature(AvailableFeature.INGESTION_TAXONOMY)} + paywallFeature={AvailableFeature.INGESTION_TAXONOMY} /> )} {canEditInsight ? ( diff --git a/posthog/api/dashboards/dashboard.py b/posthog/api/dashboards/dashboard.py index 8524ab8618b4b..100e8745b8db1 100644 --- a/posthog/api/dashboards/dashboard.py +++ b/posthog/api/dashboards/dashboard.py @@ -7,7 +7,6 @@ from django.utils.timezone import now from rest_framework import exceptions, serializers, viewsets from rest_framework.decorators import action -from rest_framework.exceptions import PermissionDenied from rest_framework.permissions import SAFE_METHODS, BasePermission from rest_framework.request import Request from rest_framework.response import Response @@ -22,14 +21,12 @@ from posthog.api.routing import TeamAndOrgViewSetMixin from posthog.api.shared import UserBasicSerializer from posthog.api.tagged_item import TaggedItemSerializerMixin, TaggedItemViewSetMixin -from posthog.constants import AvailableFeature from posthog.event_usage import report_user_action from posthog.helpers import create_dashboard_from_template from posthog.helpers.dashboard_templates import create_from_template from posthog.models import Dashboard, DashboardTile, Insight, Text from posthog.models.dashboard_templates import DashboardTemplate from posthog.models.tagged_item import TaggedItem -from posthog.models.team.team import check_is_feature_available_for_team from posthog.models.user import User from posthog.user_permissions import UserPermissionsSerializerMixin @@ -158,13 +155,6 @@ class Meta: ] read_only_fields = ["creation_mode", "effective_restriction_level", "is_shared"] - def validate_description(self, value: str) -> str: - if value and not check_is_feature_available_for_team( - self.context["team_id"], AvailableFeature.TEAM_COLLABORATION - ): - raise PermissionDenied("You must have paid for dashboard collaboration to set the dashboard description") - return value - def validate_filters(self, value) -> Dict: if not isinstance(value, dict): raise serializers.ValidationError("Filters must be a dictionary") From cca6ccb218c66bfadc5d974842d9ed7c546aa8ec Mon Sep 17 00:00:00 2001 From: Ben White Date: Thu, 21 Mar 2024 11:04:59 +0100 Subject: [PATCH 14/51] fix: Loop requests in toolbar (#21061) --- frontend/src/toolbar/actions/ActionsListView.tsx | 6 ------ frontend/src/toolbar/actions/ActionsToolbarMenu.tsx | 7 ++++++- 2 files changed, 6 insertions(+), 7 deletions(-) diff --git a/frontend/src/toolbar/actions/ActionsListView.tsx b/frontend/src/toolbar/actions/ActionsListView.tsx index 6054c0bc65241..fb999ed600949 100644 --- a/frontend/src/toolbar/actions/ActionsListView.tsx +++ b/frontend/src/toolbar/actions/ActionsListView.tsx @@ -1,7 +1,6 @@ import { Link } from '@posthog/lemon-ui' import { useActions, useValues } from 'kea' import { Spinner } from 'lib/lemon-ui/Spinner' -import { useEffect } from 'react' import { actionsLogic } from '~/toolbar/actions/actionsLogic' import { actionsTabLogic } from '~/toolbar/actions/actionsTabLogic' @@ -13,13 +12,8 @@ interface ActionsListViewProps { export function ActionsListView({ actions }: ActionsListViewProps): JSX.Element { const { allActionsLoading, searchTerm } = useValues(actionsLogic) - const { getActions } = useActions(actionsLogic) const { selectAction } = useActions(actionsTabLogic) - useEffect(() => { - getActions() - }, []) - return (
{actions.length ? ( diff --git a/frontend/src/toolbar/actions/ActionsToolbarMenu.tsx b/frontend/src/toolbar/actions/ActionsToolbarMenu.tsx index ecbb3800c9260..87ff37b719ee8 100644 --- a/frontend/src/toolbar/actions/ActionsToolbarMenu.tsx +++ b/frontend/src/toolbar/actions/ActionsToolbarMenu.tsx @@ -5,6 +5,7 @@ import { LemonButton } from 'lib/lemon-ui/LemonButton' import { LemonInput } from 'lib/lemon-ui/LemonInput' import { Link } from 'lib/lemon-ui/Link' import { Spinner } from 'lib/lemon-ui/Spinner' +import { useEffect } from 'react' import { urls } from 'scenes/urls' import { ActionsEditingToolbarMenu } from '~/toolbar/actions/ActionsEditingToolbarMenu' @@ -16,13 +17,17 @@ import { toolbarConfigLogic } from '~/toolbar/toolbarConfigLogic' const ActionsListToolbarMenu = (): JSX.Element => { const { searchTerm } = useValues(actionsLogic) - const { setSearchTerm } = useActions(actionsLogic) + const { setSearchTerm, getActions } = useActions(actionsLogic) const { newAction } = useActions(actionsTabLogic) const { allActions, sortedActions, allActionsLoading } = useValues(actionsLogic) const { apiURL } = useValues(toolbarConfigLogic) + useEffect(() => { + getActions() + }, []) + return ( From 6741039ec10a165d59fb9810b7eb44d1805b5508 Mon Sep 17 00:00:00 2001 From: Xavier Vello Date: Thu, 21 Mar 2024 11:12:29 +0100 Subject: [PATCH 15/51] feat(blobby): run overflow detection and report result as a gauge (#21046) --- plugin-server/src/config/config.ts | 3 ++ .../services/overflow-detection.ts | 45 +++++++++++++++++++ .../session-recordings-consumer.ts | 13 ++++++ .../session-recording/types.ts | 1 + .../session-recording/utils.ts | 2 + plugin-server/src/types.ts | 4 ++ .../__snapshots__/utils.test.ts.snap | 4 ++ .../session-recording/utils.test.ts | 12 ++--- 8 files changed, 78 insertions(+), 6 deletions(-) create mode 100644 plugin-server/src/main/ingestion-queues/session-recording/services/overflow-detection.ts diff --git a/plugin-server/src/config/config.ts b/plugin-server/src/config/config.ts index 8e9b50afb9528..b5fa1ce899f63 100644 --- a/plugin-server/src/config/config.ts +++ b/plugin-server/src/config/config.ts @@ -163,6 +163,9 @@ export function getDefaultConfig(): PluginsServerConfig { SESSION_RECORDING_DEBUG_PARTITION: undefined, SESSION_RECORDING_KAFKA_DEBUG: undefined, SESSION_RECORDING_MAX_PARALLEL_FLUSHES: 10, + SESSION_RECORDING_OVERFLOW_ENABLED: false, + SESSION_RECORDING_OVERFLOW_BUCKET_REPLENISH_RATE: 1_000_000, // 1MB/second uncompressed, sustained + SESSION_RECORDING_OVERFLOW_BUCKET_CAPACITY: 100_000_000, // 100MB burst } } diff --git a/plugin-server/src/main/ingestion-queues/session-recording/services/overflow-detection.ts b/plugin-server/src/main/ingestion-queues/session-recording/services/overflow-detection.ts new file mode 100644 index 0000000000000..8b478b781bc95 --- /dev/null +++ b/plugin-server/src/main/ingestion-queues/session-recording/services/overflow-detection.ts @@ -0,0 +1,45 @@ +import LRUCache from 'lru-cache' +import { Gauge } from 'prom-client' + +import { Limiter } from '../../../../utils/token-bucket' + +export enum OverflowState { + Okay, + Triggered, // Recently triggered the overflow detection + Cooldown, // Already triggered the overflow detection earlier than cooldownSeconds +} + +export const overflowTriggeredGauge = new Gauge({ + name: 'overflow_detection_triggered_total', + help: 'Number of entities that triggered overflow detection.', +}) + +/** + * OverflowDetection handles consumer-side detection of hot partitions by + * accounting for data volumes per entity (a session_id, a distinct_id...). + * + * The first time that the observed spike crosses the thresholds set via burstCapacity + * and replenishRate, observe returns Triggered. Subsequent calls will return Cooldown + * until cooldownSeconds is reached. + */ +export class OverflowDetection { + private limiter: Limiter + private triggered: LRUCache + + constructor(burstCapacity: number, replenishRate: number, cooldownSeconds: number) { + this.limiter = new Limiter(burstCapacity, replenishRate) + this.triggered = new LRUCache({ max: 1_000_000, maxAge: cooldownSeconds * 1000 }) + } + + public observe(key: string, quantity: number, now?: number): OverflowState { + if (this.triggered.has(key)) { + return OverflowState.Cooldown + } + if (this.limiter.consume(key, quantity, now)) { + return OverflowState.Okay + } + this.triggered.set(key, true) + overflowTriggeredGauge.inc(1) + return OverflowState.Triggered + } +} diff --git a/plugin-server/src/main/ingestion-queues/session-recording/session-recordings-consumer.ts b/plugin-server/src/main/ingestion-queues/session-recording/session-recordings-consumer.ts index 30aaab4a023d5..491044652d80f 100644 --- a/plugin-server/src/main/ingestion-queues/session-recording/session-recordings-consumer.ts +++ b/plugin-server/src/main/ingestion-queues/session-recording/session-recordings-consumer.ts @@ -20,6 +20,7 @@ import { addSentryBreadcrumbsEventListeners } from '../kafka-metrics' import { eventDroppedCounter } from '../metrics' import { ConsoleLogsIngester } from './services/console-logs-ingester' import { OffsetHighWaterMarker } from './services/offset-high-water-marker' +import { OverflowDetection } from './services/overflow-detection' import { RealtimeManager } from './services/realtime-manager' import { ReplayEventsIngester } from './services/replay-events-ingester' import { BUCKETS_KB_WRITTEN, SessionManager } from './services/session-manager' @@ -128,6 +129,7 @@ export class SessionRecordingIngester { sessionHighWaterMarker: OffsetHighWaterMarker persistentHighWaterMarker: OffsetHighWaterMarker realtimeManager: RealtimeManager + overflowDetection?: OverflowDetection replayEventsIngester?: ReplayEventsIngester consoleLogsIngester?: ConsoleLogsIngester batchConsumer?: BatchConsumer @@ -160,6 +162,14 @@ export class SessionRecordingIngester { this.realtimeManager = new RealtimeManager(this.redisPool, this.config) + if (globalServerConfig.SESSION_RECORDING_OVERFLOW_ENABLED) { + this.overflowDetection = new OverflowDetection( + globalServerConfig.SESSION_RECORDING_OVERFLOW_BUCKET_CAPACITY, + globalServerConfig.SESSION_RECORDING_OVERFLOW_BUCKET_REPLENISH_RATE, + 24 * 3600 // One day + ) + } + // We create a hash of the cluster to use as a unique identifier for the high-water marks // This enables us to swap clusters without having to worry about resetting the high-water marks const kafkaClusterIdentifier = crypto.createHash('md5').update(this.config.KAFKA_HOSTS).digest('hex') @@ -275,6 +285,9 @@ export class SessionRecordingIngester { return } + // TODO: update Redis if this triggers + this.overflowDetection?.observe(key, event.metadata.rawSize, event.metadata.timestamp) + if (!this.sessions[key]) { const { partition, topic } = event.metadata diff --git a/plugin-server/src/main/ingestion-queues/session-recording/types.ts b/plugin-server/src/main/ingestion-queues/session-recording/types.ts index 254e3f0897ee7..d61dadda9279e 100644 --- a/plugin-server/src/main/ingestion-queues/session-recording/types.ts +++ b/plugin-server/src/main/ingestion-queues/session-recording/types.ts @@ -6,6 +6,7 @@ export type IncomingRecordingMessage = { metadata: { topic: string partition: number + rawSize: number lowOffset: number highOffset: number timestamp: number diff --git a/plugin-server/src/main/ingestion-queues/session-recording/utils.ts b/plugin-server/src/main/ingestion-queues/session-recording/utils.ts index 4b4345d43b48d..53ce953e5bd92 100644 --- a/plugin-server/src/main/ingestion-queues/session-recording/utils.ts +++ b/plugin-server/src/main/ingestion-queues/session-recording/utils.ts @@ -225,6 +225,7 @@ export const parseKafkaMessage = async ( metadata: { partition: message.partition, topic: message.topic, + rawSize: message.size, lowOffset: message.offset, highOffset: message.offset, timestamp: message.timestamp, @@ -267,6 +268,7 @@ export const reduceRecordingMessages = (messages: IncomingRecordingMessage[]): I existingMessage.eventsByWindowId[windowId] = events } } + existingMessage.metadata.rawSize += clonedMessage.metadata.rawSize // Update the events ranges existingMessage.metadata.lowOffset = Math.min( diff --git a/plugin-server/src/types.ts b/plugin-server/src/types.ts index b8eeb5b296a9e..114547cfe605f 100644 --- a/plugin-server/src/types.ts +++ b/plugin-server/src/types.ts @@ -230,6 +230,10 @@ export interface PluginsServerConfig { // a single partition which will output many more log messages to the console // useful when that partition is lagging unexpectedly SESSION_RECORDING_DEBUG_PARTITION: string | undefined + // overflow detection, updating Redis for capture to move the traffic away + SESSION_RECORDING_OVERFLOW_ENABLED: boolean + SESSION_RECORDING_OVERFLOW_BUCKET_CAPACITY: number + SESSION_RECORDING_OVERFLOW_BUCKET_REPLENISH_RATE: number // Dedicated infra values SESSION_RECORDING_KAFKA_HOSTS: string | undefined diff --git a/plugin-server/tests/main/ingestion-queues/session-recording/__snapshots__/utils.test.ts.snap b/plugin-server/tests/main/ingestion-queues/session-recording/__snapshots__/utils.test.ts.snap index 9962eb544bc6d..87ca515b22bd6 100644 --- a/plugin-server/tests/main/ingestion-queues/session-recording/__snapshots__/utils.test.ts.snap +++ b/plugin-server/tests/main/ingestion-queues/session-recording/__snapshots__/utils.test.ts.snap @@ -33,6 +33,7 @@ Array [ "highOffset": 3, "lowOffset": 1, "partition": 1, + "rawSize": 12, "timestamp": 1, "topic": "the_topic", }, @@ -59,6 +60,7 @@ Array [ "highOffset": 4, "lowOffset": 4, "partition": 1, + "rawSize": 30, "timestamp": 4, "topic": "the_topic", }, @@ -85,6 +87,7 @@ Array [ "highOffset": 5, "lowOffset": 5, "partition": 1, + "rawSize": 31, "timestamp": 5, "topic": "the_topic", }, @@ -130,6 +133,7 @@ Object { "highOffset": 1, "lowOffset": 1, "partition": 1, + "rawSize": 42, "timestamp": 1, "topic": "the_topic", }, diff --git a/plugin-server/tests/main/ingestion-queues/session-recording/utils.test.ts b/plugin-server/tests/main/ingestion-queues/session-recording/utils.test.ts index b8e6dc59284e7..c5a3851486d93 100644 --- a/plugin-server/tests/main/ingestion-queues/session-recording/utils.test.ts +++ b/plugin-server/tests/main/ingestion-queues/session-recording/utils.test.ts @@ -57,7 +57,7 @@ describe('session-recording utils', () => { }) ), timestamp: 1, - size: 1, + size: 42, topic: 'the_topic', offset: 1, partition: 1, @@ -257,7 +257,7 @@ describe('session-recording utils', () => { distinct_id: '1', eventsRange: { start: 1, end: 1 }, eventsByWindowId: { window_1: [{ timestamp: 1, type: 1, data: {} }] }, - metadata: { lowOffset: 1, highOffset: 1, partition: 1, timestamp: 1, topic: 'the_topic' }, + metadata: { lowOffset: 1, highOffset: 1, partition: 1, timestamp: 1, topic: 'the_topic', rawSize: 5 }, session_id: '1', team_id: 1, snapshot_source: null, @@ -266,7 +266,7 @@ describe('session-recording utils', () => { distinct_id: '1', eventsRange: { start: 2, end: 2 }, eventsByWindowId: { window_1: [{ timestamp: 2, type: 2, data: {} }] }, - metadata: { lowOffset: 2, highOffset: 2, partition: 1, timestamp: 2, topic: 'the_topic' }, + metadata: { lowOffset: 2, highOffset: 2, partition: 1, timestamp: 2, topic: 'the_topic', rawSize: 4 }, session_id: '1', team_id: 1, snapshot_source: null, @@ -276,7 +276,7 @@ describe('session-recording utils', () => { distinct_id: '1', eventsRange: { start: 3, end: 3 }, eventsByWindowId: { window_2: [{ timestamp: 3, type: 3, data: {} }] }, - metadata: { lowOffset: 3, highOffset: 3, partition: 1, timestamp: 3, topic: 'the_topic' }, + metadata: { lowOffset: 3, highOffset: 3, partition: 1, timestamp: 3, topic: 'the_topic', rawSize: 3 }, session_id: '1', team_id: 1, snapshot_source: null, @@ -286,7 +286,7 @@ describe('session-recording utils', () => { distinct_id: '1', eventsRange: { start: 4, end: 4 }, eventsByWindowId: { window_1: [{ timestamp: 4, type: 4, data: {} }] }, - metadata: { lowOffset: 4, highOffset: 4, partition: 1, timestamp: 4, topic: 'the_topic' }, + metadata: { lowOffset: 4, highOffset: 4, partition: 1, timestamp: 4, topic: 'the_topic', rawSize: 30 }, session_id: '1', team_id: 2, snapshot_source: null, @@ -296,7 +296,7 @@ describe('session-recording utils', () => { distinct_id: '1', eventsRange: { start: 5, end: 5 }, eventsByWindowId: { window_1: [{ timestamp: 5, type: 5, data: {} }] }, - metadata: { lowOffset: 5, highOffset: 5, partition: 1, timestamp: 5, topic: 'the_topic' }, + metadata: { lowOffset: 5, highOffset: 5, partition: 1, timestamp: 5, topic: 'the_topic', rawSize: 31 }, session_id: '2', team_id: 1, snapshot_source: null, From 8082d7ce0e1fd62fe300b55f9d610ca7670c9317 Mon Sep 17 00:00:00 2001 From: Julian Bez Date: Thu, 21 Mar 2024 11:28:12 +0000 Subject: [PATCH 16/51] feat(hogql): Add matched recordings to trends actors query (#21045) --- .../insights/views/BoldNumber/BoldNumber.tsx | 8 ++++++++ .../trends/persons-modal/PersonsModal.tsx | 1 + .../scenes/trends/viz/ActionsHorizontalBar.tsx | 4 ++++ .../src/scenes/trends/viz/ActionsLineGraph.tsx | 4 ++++ frontend/src/scenes/trends/viz/ActionsPie.tsx | 4 ++++ .../__snapshots__/test_dashboard.ambr | 18 ++++++++++++++++++ .../insights/trends/trends_query_builder.py | 15 ++++++++++++--- 7 files changed, 51 insertions(+), 3 deletions(-) diff --git a/frontend/src/scenes/insights/views/BoldNumber/BoldNumber.tsx b/frontend/src/scenes/insights/views/BoldNumber/BoldNumber.tsx index 3642648298642..f18fbeebfefb1 100644 --- a/frontend/src/scenes/insights/views/BoldNumber/BoldNumber.tsx +++ b/frontend/src/scenes/insights/views/BoldNumber/BoldNumber.tsx @@ -120,6 +120,10 @@ export function BoldNumber({ showPersonsModal = true }: ChartParams): JSX.Elemen kind: NodeKind.InsightActorsQuery, source: query.source, }, + additionalSelect: { + value_at_data_point: 'event_count', + matched_recordings: 'matched_recordings', + }, }) } else if (resultSeries.persons?.url) { openPersonsModal({ @@ -213,6 +217,10 @@ function BoldNumberComparison({ showPersonsModal }: Pick : null} type="secondary" + status={matchedRecordings.length > 1 ? 'alt' : undefined} size="small" > {matchedRecordings.length > 1 ? `${matchedRecordings.length} recordings` : 'View recording'} diff --git a/frontend/src/scenes/trends/viz/ActionsHorizontalBar.tsx b/frontend/src/scenes/trends/viz/ActionsHorizontalBar.tsx index 03743f0c4dd29..ded94e7815490 100644 --- a/frontend/src/scenes/trends/viz/ActionsHorizontalBar.tsx +++ b/frontend/src/scenes/trends/viz/ActionsHorizontalBar.tsx @@ -115,6 +115,10 @@ export function ActionsHorizontalBar({ showPersonsModal = true }: ChartParams): kind: NodeKind.InsightActorsQuery, source: query.source, }, + additionalSelect: { + value_at_data_point: 'event_count', + matched_recordings: 'matched_recordings', + }, }) } else if (selectedUrl) { openPersonsModal({ diff --git a/frontend/src/scenes/trends/viz/ActionsLineGraph.tsx b/frontend/src/scenes/trends/viz/ActionsLineGraph.tsx index b930608587e22..b7f3ba8a46d0f 100644 --- a/frontend/src/scenes/trends/viz/ActionsLineGraph.tsx +++ b/frontend/src/scenes/trends/viz/ActionsLineGraph.tsx @@ -152,6 +152,10 @@ export function ActionsLineGraph({ breakdown: dataset.breakdown_value, compare: dataset.compare_label, }, + additionalSelect: { + value_at_data_point: 'event_count', + matched_recordings: 'matched_recordings', + }, }) } else { const datasetUrls = urlsForDatasets( diff --git a/frontend/src/scenes/trends/viz/ActionsPie.tsx b/frontend/src/scenes/trends/viz/ActionsPie.tsx index 86804b11e487f..839e06f0d71b6 100644 --- a/frontend/src/scenes/trends/viz/ActionsPie.tsx +++ b/frontend/src/scenes/trends/viz/ActionsPie.tsx @@ -118,6 +118,10 @@ export function ActionsPie({ kind: NodeKind.InsightActorsQuery, source: query.source, }, + additionalSelect: { + value_at_data_point: 'event_count', + matched_recordings: 'matched_recordings', + }, }) } else if (selectedUrl) { openPersonsModal({ diff --git a/posthog/api/test/dashboards/__snapshots__/test_dashboard.ambr b/posthog/api/test/dashboards/__snapshots__/test_dashboard.ambr index 642602f396f8d..cccef08bc4a1f 100644 --- a/posthog/api/test/dashboards/__snapshots__/test_dashboard.ambr +++ b/posthog/api/test/dashboards/__snapshots__/test_dashboard.ambr @@ -11959,6 +11959,24 @@ 5 /* ... */) /*controller='project_dashboards-list',route='api/projects/%28%3FP%3Cparent_lookup_team_id%3E%5B%5E/.%5D%2B%29/dashboards/%3F%24'*/ ''' # --- +# name: TestDashboard.test_retrieve_dashboard_list.33 + ''' + SELECT "posthog_sharingconfiguration"."id", + "posthog_sharingconfiguration"."team_id", + "posthog_sharingconfiguration"."dashboard_id", + "posthog_sharingconfiguration"."insight_id", + "posthog_sharingconfiguration"."recording_id", + "posthog_sharingconfiguration"."created_at", + "posthog_sharingconfiguration"."enabled", + "posthog_sharingconfiguration"."access_token" + FROM "posthog_sharingconfiguration" + WHERE "posthog_sharingconfiguration"."dashboard_id" IN (1, + 2, + 3, + 4, + 5 /* ... */) /*controller='project_dashboards-list',route='api/projects/%28%3FP%3Cparent_lookup_team_id%3E%5B%5E/.%5D%2B%29/dashboards/%3F%24'*/ + ''' +# --- # name: TestDashboard.test_retrieve_dashboard_list.4 ''' SELECT "posthog_dashboardtile"."id" diff --git a/posthog/hogql_queries/insights/trends/trends_query_builder.py b/posthog/hogql_queries/insights/trends/trends_query_builder.py index ed5d867b48b75..4a2536750cb2c 100644 --- a/posthog/hogql_queries/insights/trends/trends_query_builder.py +++ b/posthog/hogql_queries/insights/trends/trends_query_builder.py @@ -74,8 +74,12 @@ def build_actors_query( return parse_select( """ - SELECT DISTINCT actor_id + SELECT + actor_id, + count() as event_count, + groupUniqArray(100)((timestamp, uuid, $session_id, $window_id)) as matching_events FROM {subquery} + GROUP BY actor_id """, placeholders={ "subquery": self._get_events_subquery( @@ -225,8 +229,13 @@ def _get_events_subquery( # TODO: Move this logic into the below branches when working on adding breakdown support for the person modal if is_actors_query: - default_query.select = [ast.Alias(alias="actor_id", expr=self._aggregation_operation.actor_id())] - default_query.distinct = True + default_query.select = [ + ast.Alias(alias="actor_id", expr=self._aggregation_operation.actor_id()), + ast.Field(chain=["e", "timestamp"]), + ast.Field(chain=["e", "uuid"]), + ast.Field(chain=["e", "$session_id"]), + ast.Field(chain=["e", "$window_id"]), + ] default_query.group_by = [] # No breakdowns and no complex series aggregation From 3f93d5fdaf6fdfa14bd17155b91ffb88853d1b1c Mon Sep 17 00:00:00 2001 From: Paul D'Ambra Date: Thu, 21 Mar 2024 12:16:07 +0000 Subject: [PATCH 17/51] chore(ci): use depot 4 cpu runner (#21066) chore: use depot 4 cpu runner --- .github/workflows/ci-backend-depot.yml | 10 +++++----- .github/workflows/ci-e2e-depot.yml | 8 ++++---- 2 files changed, 9 insertions(+), 9 deletions(-) diff --git a/.github/workflows/ci-backend-depot.yml b/.github/workflows/ci-backend-depot.yml index e555082455c9f..3cf935ced141e 100644 --- a/.github/workflows/ci-backend-depot.yml +++ b/.github/workflows/ci-backend-depot.yml @@ -39,7 +39,7 @@ jobs: # Job to decide if we should run backend ci # See https://github.com/dorny/paths-filter#conditional-execution for more details changes: - runs-on: depot-ubuntu-latest + runs-on: depot-ubuntu-latest-4 timeout-minutes: 5 if: github.repository == 'PostHog/posthog' name: Determine need to run backend checks @@ -90,7 +90,7 @@ jobs: timeout-minutes: 30 name: Python code quality checks - runs-on: depot-ubuntu-latest + runs-on: depot-ubuntu-latest-4 steps: # If this run wasn't initiated by the bot (meaning: snapshot update) and we've determined @@ -174,7 +174,7 @@ jobs: timeout-minutes: 10 name: Validate Django migrations - runs-on: depot-ubuntu-latest + runs-on: depot-ubuntu-latest-4 steps: - uses: actions/checkout@v3 @@ -237,7 +237,7 @@ jobs: timeout-minutes: 30 name: Django tests – ${{ matrix.segment }} (persons-on-events ${{ matrix.person-on-events && 'on' || 'off' }}), Py ${{ matrix.python-version }}, ${{ matrix.clickhouse-server-image }} (${{matrix.group}}/${{ matrix.concurrency }}) (depot) - runs-on: depot-ubuntu-latest + runs-on: depot-ubuntu-latest-4 strategy: fail-fast: false @@ -318,7 +318,7 @@ jobs: matrix: clickhouse-server-image: ['clickhouse/clickhouse-server:23.11.2.11-alpine'] if: needs.changes.outputs.backend == 'true' - runs-on: depot-ubuntu-latest + runs-on: depot-ubuntu-latest-4 steps: - name: 'Checkout repo' uses: actions/checkout@v3 diff --git a/.github/workflows/ci-e2e-depot.yml b/.github/workflows/ci-e2e-depot.yml index 2134d4d70f18f..4985dac9d746a 100644 --- a/.github/workflows/ci-e2e-depot.yml +++ b/.github/workflows/ci-e2e-depot.yml @@ -14,7 +14,7 @@ concurrency: jobs: changes: - runs-on: depot-ubuntu-latest + runs-on: depot-ubuntu-latest-4 timeout-minutes: 5 if: github.repository == 'PostHog/posthog' name: Determine need to run E2E checks @@ -55,7 +55,7 @@ jobs: chunks: needs: changes name: Cypress preparation - runs-on: depot-ubuntu-latest + runs-on: depot-ubuntu-latest-4 timeout-minutes: 5 outputs: chunks: ${{ steps.chunk.outputs.chunks }} @@ -70,7 +70,7 @@ jobs: container: name: Build and cache container image - runs-on: depot-ubuntu-latest + runs-on: depot-ubuntu-latest-4 timeout-minutes: 60 needs: [changes] permissions: @@ -94,7 +94,7 @@ jobs: cypress: name: Cypress E2E tests (${{ strategy.job-index }}) (depot) - runs-on: depot-ubuntu-latest + runs-on: depot-ubuntu-latest-4 timeout-minutes: 60 needs: [chunks, changes, container] permissions: From c491bf2cf5c7cc4eac862a15ab5c5b3fbf6d385f Mon Sep 17 00:00:00 2001 From: Julian Bez Date: Thu, 21 Mar 2024 12:44:12 +0000 Subject: [PATCH 18/51] fix(hogql): Optimize querying for date frame in trends actors query (#21060) --- mypy-baseline.txt | 4 +- .../insights/insight_actors_query_runner.py | 4 +- .../insights/trends/trends_query_builder.py | 60 ++++++++----------- .../insights/trends/trends_query_runner.py | 2 +- .../hogql_queries/utils/query_date_range.py | 47 +++++++++------ 5 files changed, 59 insertions(+), 58 deletions(-) diff --git a/mypy-baseline.txt b/mypy-baseline.txt index 781ad2980830b..2143c119ea5c2 100644 --- a/mypy-baseline.txt +++ b/mypy-baseline.txt @@ -377,11 +377,11 @@ posthog/hogql_queries/insights/trends/trends_query_runner.py:0: error: Signature posthog/hogql_queries/insights/trends/trends_query_runner.py:0: note: Superclass: posthog/hogql_queries/insights/trends/trends_query_runner.py:0: note: def to_actors_query(self) -> SelectQuery | SelectUnionQuery posthog/hogql_queries/insights/trends/trends_query_runner.py:0: note: Subclass: -posthog/hogql_queries/insights/trends/trends_query_runner.py:0: note: def to_actors_query(self, time_frame: str | int | None, series_index: int, breakdown_value: str | int | None = ..., compare: Compare | None = ...) -> SelectQuery | SelectUnionQuery +posthog/hogql_queries/insights/trends/trends_query_runner.py:0: note: def to_actors_query(self, time_frame: str | None, series_index: int, breakdown_value: str | int | None = ..., compare: Compare | None = ...) -> SelectQuery | SelectUnionQuery posthog/hogql_queries/insights/trends/trends_query_runner.py:0: note: Superclass: posthog/hogql_queries/insights/trends/trends_query_runner.py:0: note: def to_actors_query(self) -> SelectQuery | SelectUnionQuery posthog/hogql_queries/insights/trends/trends_query_runner.py:0: note: Subclass: -posthog/hogql_queries/insights/trends/trends_query_runner.py:0: note: def to_actors_query(self, time_frame: str | int | None, series_index: int, breakdown_value: str | int | None = ..., compare: Compare | None = ...) -> SelectQuery | SelectUnionQuery +posthog/hogql_queries/insights/trends/trends_query_runner.py:0: note: def to_actors_query(self, time_frame: str | None, series_index: int, breakdown_value: str | int | None = ..., compare: Compare | None = ...) -> SelectQuery | SelectUnionQuery posthog/hogql_queries/insights/trends/trends_query_runner.py:0: error: Statement is unreachable [unreachable] posthog/hogql_queries/insights/trends/trends_query_runner.py:0: error: Argument 1 to "_event_property" of "TrendsQueryRunner" has incompatible type "str | float | list[str | float] | None"; expected "str" [arg-type] posthog/hogql_queries/insights/retention_query_runner.py:0: error: Incompatible types in assignment (expression has type "Expr", variable has type "Call") [assignment] diff --git a/posthog/hogql_queries/insights/insight_actors_query_runner.py b/posthog/hogql_queries/insights/insight_actors_query_runner.py index 782dd5b054a0e..a0e38abae1776 100644 --- a/posthog/hogql_queries/insights/insight_actors_query_runner.py +++ b/posthog/hogql_queries/insights/insight_actors_query_runner.py @@ -1,5 +1,5 @@ from datetime import timedelta -from typing import cast +from typing import cast, Optional from posthog.hogql import ast from posthog.hogql.query import execute_hogql_query @@ -37,7 +37,7 @@ def to_query(self) -> ast.SelectQuery | ast.SelectUnionQuery: trends_runner = cast(TrendsQueryRunner, self.source_runner) query = cast(InsightActorsQuery, self.query) return trends_runner.to_actors_query( - time_frame=query.day, + time_frame=cast(Optional[str], query.day), # Other runner accept day as int, but not this one series_index=query.series or 0, breakdown_value=query.breakdown, compare=query.compare, diff --git a/posthog/hogql_queries/insights/trends/trends_query_builder.py b/posthog/hogql_queries/insights/trends/trends_query_builder.py index 4a2536750cb2c..7be735d3b0a8b 100644 --- a/posthog/hogql_queries/insights/trends/trends_query_builder.py +++ b/posthog/hogql_queries/insights/trends/trends_query_builder.py @@ -68,7 +68,7 @@ def build_query(self) -> ast.SelectQuery | ast.SelectUnionQuery: return full_query def build_actors_query( - self, time_frame: Optional[str | int] = None, breakdown_filter: Optional[str | int] = None + self, time_frame: Optional[str] = None, breakdown_filter: Optional[str | int] = None ) -> ast.SelectQuery | ast.SelectUnionQuery: breakdown = self._breakdown(is_actors_query=True, breakdown_values_override=breakdown_filter) @@ -169,7 +169,7 @@ def _get_events_subquery( is_actors_query: bool, breakdown: Breakdown, breakdown_values_override: Optional[str | int] = None, - actors_query_time_frame: Optional[str | int] = None, + actors_query_time_frame: Optional[str] = None, ) -> ast.SelectQuery: day_start = ast.Alias( alias="day_start", @@ -186,31 +186,16 @@ def _get_events_subquery( actors_query_time_frame=actors_query_time_frame, ) - default_query = cast( - ast.SelectQuery, - parse_select( - """ - SELECT - {aggregation_operation} AS total - FROM {table} AS e - WHERE {events_filter} - """ - if isinstance(self.series, DataWarehouseNode) - else """ - SELECT - {aggregation_operation} AS total - FROM {table} AS e - SAMPLE {sample} - WHERE {events_filter} - """, - placeholders={ - "table": self._table_expr, - "events_filter": events_filter, - "aggregation_operation": self._aggregation_operation.select_aggregation(), - "sample": self._sample_value(), - }, - ), + default_query = ast.SelectQuery( + select=[ast.Alias(alias="total", expr=self._aggregation_operation.select_aggregation())], + select_from=ast.JoinExpr(table=self._table_expr, alias="e"), + where=events_filter, ) + if not isinstance(self.series, DataWarehouseNode): + assert default_query.select_from is not None + default_query.select_from.sample = ast.SampleExpr( + sample_value=self._sample_value(), + ) default_query.group_by = [] @@ -463,20 +448,27 @@ def _events_filter( breakdown: Breakdown | None, ignore_breakdowns: bool = False, breakdown_values_override: Optional[str | int] = None, - actors_query_time_frame: Optional[str | int] = None, + actors_query_time_frame: Optional[str] = None, ) -> ast.Expr: series = self.series filters: List[ast.Expr] = [] # Dates if is_actors_query and actors_query_time_frame is not None: - to_start_of_time_frame = f"toStartOf{self.query_date_range.interval_name.capitalize()}" - filters.append( - ast.CompareOperation( - left=ast.Call(name=to_start_of_time_frame, args=[ast.Field(chain=["timestamp"])]), - op=ast.CompareOperationOp.Eq, - right=ast.Call(name="toDateTime", args=[ast.Constant(value=actors_query_time_frame)]), - ) + actors_from, actors_to = self.query_date_range.interval_bounds_from_str(actors_query_time_frame) + filters.extend( + [ + ast.CompareOperation( + left=ast.Field(chain=["timestamp"]), + op=ast.CompareOperationOp.GtEq, + right=ast.Constant(value=actors_from), + ), + ast.CompareOperation( + left=ast.Field(chain=["timestamp"]), + op=ast.CompareOperationOp.Lt, + right=ast.Constant(value=actors_to), + ), + ] ) elif not self._aggregation_operation.requires_query_orchestration(): filters.extend( diff --git a/posthog/hogql_queries/insights/trends/trends_query_runner.py b/posthog/hogql_queries/insights/trends/trends_query_runner.py index 29d29b55e8b0f..40f26664c2585 100644 --- a/posthog/hogql_queries/insights/trends/trends_query_runner.py +++ b/posthog/hogql_queries/insights/trends/trends_query_runner.py @@ -142,7 +142,7 @@ def to_queries(self) -> List[ast.SelectQuery | ast.SelectUnionQuery]: def to_actors_query( self, - time_frame: Optional[str | int], + time_frame: Optional[str], series_index: int, breakdown_value: Optional[str | int] = None, compare: Optional[Compare] = None, diff --git a/posthog/hogql_queries/utils/query_date_range.py b/posthog/hogql_queries/utils/query_date_range.py index f2e5cef3d82a3..5453d878b4017 100644 --- a/posthog/hogql_queries/utils/query_date_range.py +++ b/posthog/hogql_queries/utils/query_date_range.py @@ -4,6 +4,7 @@ from typing import Literal, Optional, Dict, List from zoneinfo import ZoneInfo +from dateutil.parser import parse from dateutil.relativedelta import relativedelta from posthog.hogql.errors import HogQLException @@ -116,36 +117,39 @@ def interval_type(self) -> IntervalType: def interval_name(self) -> Literal["hour", "day", "week", "month"]: return self.interval_type.name - def all_values(self) -> List[str]: - start: datetime = self.date_from() - end: datetime = self.date_to() - interval = self.interval_name - - if interval == "hour": - start = start.replace(minute=0, second=0, microsecond=0) - elif interval == "day": - start = start.replace(hour=0, minute=0, second=0, microsecond=0) - elif interval == "week": + def align_with_interval(self, start: datetime) -> datetime: + if self.interval_name == "hour": + return start.replace(minute=0, second=0, microsecond=0) + elif self.interval_name == "day": + return start.replace(hour=0, minute=0, second=0, microsecond=0) + elif self.interval_name == "week": start = start.replace(hour=0, minute=0, second=0, microsecond=0) week_start_alignment_days = start.isoweekday() % 7 if self._team.week_start_day == WeekStartDay.MONDAY: week_start_alignment_days = start.weekday() start -= timedelta(days=week_start_alignment_days) - elif interval == "month": - start = start.replace(day=1, hour=0, minute=0, second=0, microsecond=0) + return start + elif self.interval_name == "month": + return start.replace(day=1, hour=0, minute=0, second=0, microsecond=0) + + def interval_relativedelta(self) -> relativedelta: + return relativedelta( + days=1 if self.interval_name == "day" else 0, + weeks=1 if self.interval_name == "week" else 0, + months=1 if self.interval_name == "month" else 0, + hours=1 if self.interval_name == "hour" else 0, + ) + def all_values(self) -> List[str]: + start = self.align_with_interval(self.date_from()) + end: datetime = self.date_to() values: List[str] = [] while start <= end: - if interval == "hour": + if self.interval_name == "hour": values.append(start.strftime("%Y-%m-%d %H:%M:%S")) else: values.append(start.strftime("%Y-%m-%d")) - start += relativedelta( - days=1 if interval == "day" else 0, - weeks=1 if interval == "week" else 0, - months=1 if interval == "month" else 0, - hours=1 if interval == "hour" else 0, - ) + start += self.interval_relativedelta() return values def date_to_as_hogql(self) -> ast.Expr: @@ -257,6 +261,11 @@ def to_placeholders(self) -> Dict[str, ast.Expr]: else self.date_from_as_hogql(), } + def interval_bounds_from_str(self, time_frame: str) -> tuple[datetime, datetime]: + date_from = parse(time_frame, tzinfos={None: self._team.timezone_info}) + date_to = date_from + self.interval_relativedelta() + return date_from, date_to + class QueryDateRangeWithIntervals(QueryDateRange): def __init__( From 4c4a3fc02c5784d5ffcd7959eaff2d727c4037c1 Mon Sep 17 00:00:00 2001 From: Tom Owers Date: Thu, 21 Mar 2024 15:10:07 +0100 Subject: [PATCH 19/51] fix(hogql): Allow missing aggregate errors to reach the UI (#21070) Allow missing aggregate errors to reach the UI --- posthog/errors.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/posthog/errors.py b/posthog/errors.py index 39f07be762d00..afa0cdd8648e7 100644 --- a/posthog/errors.py +++ b/posthog/errors.py @@ -151,7 +151,7 @@ def look_up_error_code_meta(error: ServerException) -> ErrorCodeMeta: 60: ErrorCodeMeta("UNKNOWN_TABLE"), 61: ErrorCodeMeta("ONLY_FILTER_COLUMN_IN_BLOCK"), 62: ErrorCodeMeta("SYNTAX_ERROR"), - 63: ErrorCodeMeta("UNKNOWN_AGGREGATE_FUNCTION"), + 63: ErrorCodeMeta("UNKNOWN_AGGREGATE_FUNCTION", user_safe=True), 64: ErrorCodeMeta("CANNOT_READ_AGGREGATE_FUNCTION_FROM_TEXT"), 65: ErrorCodeMeta("CANNOT_WRITE_AGGREGATE_FUNCTION_AS_TEXT"), 66: ErrorCodeMeta("NOT_A_COLUMN"), From 8016a383ddda5e6fda866a6ca25d95d5931e411f Mon Sep 17 00:00:00 2001 From: David Newell Date: Thu, 21 Mar 2024 14:57:50 +0000 Subject: [PATCH 20/51] chore: remove unused feature flag based prompt (#21038) --- frontend/src/layout/GlobalModals.tsx | 5 - frontend/src/lib/constants.tsx | 1 - frontend/src/lib/logic/newPrompt/Prompt.tsx | 123 ------------ frontend/src/lib/logic/newPrompt/prompt.scss | 14 -- .../lib/logic/newPrompt/prompt.stories.tsx | 60 ------ .../src/lib/logic/newPrompt/promptLogic.tsx | 179 ----------------- .../team_id/insights/dataTableEvents.json | 187 ------------------ .../scenes/events/__mocks__/eventsQuery.json | 10 - 8 files changed, 579 deletions(-) delete mode 100644 frontend/src/lib/logic/newPrompt/Prompt.tsx delete mode 100644 frontend/src/lib/logic/newPrompt/prompt.scss delete mode 100644 frontend/src/lib/logic/newPrompt/prompt.stories.tsx delete mode 100644 frontend/src/lib/logic/newPrompt/promptLogic.tsx diff --git a/frontend/src/layout/GlobalModals.tsx b/frontend/src/layout/GlobalModals.tsx index 7ef5f0d546afb..1ef66f6c78899 100644 --- a/frontend/src/layout/GlobalModals.tsx +++ b/frontend/src/layout/GlobalModals.tsx @@ -1,9 +1,7 @@ import { LemonModal } from '@posthog/lemon-ui' import { actions, kea, path, reducers, useActions, useValues } from 'kea' -import { FlaggedFeature } from 'lib/components/FlaggedFeature' import { HedgehogBuddyWithLogic } from 'lib/components/HedgehogBuddy/HedgehogBuddyWithLogic' import { UpgradeModal } from 'lib/components/UpgradeModal/UpgradeModal' -import { Prompt } from 'lib/logic/newPrompt/Prompt' import { Setup2FA } from 'scenes/authentication/Setup2FA' import { CreateOrganizationModal } from 'scenes/organization/CreateOrganizationModal' import { membersLogic } from 'scenes/organization/membersLogic' @@ -72,9 +70,6 @@ export function GlobalModals(): JSX.Element { /> )} - - - ) diff --git a/frontend/src/lib/constants.tsx b/frontend/src/lib/constants.tsx index 9d667db41b2ed..53036d5c6c511 100644 --- a/frontend/src/lib/constants.tsx +++ b/frontend/src/lib/constants.tsx @@ -147,7 +147,6 @@ export const FEATURE_FLAGS = { QUERY_TIMINGS: 'query-timings', // owner: @mariusandra QUERY_ASYNC: 'query-async', // owner: @webjunkie POSTHOG_3000_NAV: 'posthog-3000-nav', // owner: @Twixes - ENABLE_PROMPTS: 'enable-prompts', // owner: @lharries HEDGEHOG_MODE: 'hedgehog-mode', // owner: @benjackwhite HEDGEHOG_MODE_DEBUG: 'hedgehog-mode-debug', // owner: @benjackwhite GENERIC_SIGNUP_BENEFITS: 'generic-signup-benefits', // experiment, owner: @raquelmsmith diff --git a/frontend/src/lib/logic/newPrompt/Prompt.tsx b/frontend/src/lib/logic/newPrompt/Prompt.tsx deleted file mode 100644 index 8392dfc95aa35..0000000000000 --- a/frontend/src/lib/logic/newPrompt/Prompt.tsx +++ /dev/null @@ -1,123 +0,0 @@ -import './prompt.scss' - -import { LemonButton, LemonModal } from '@posthog/lemon-ui' -import clsx from 'clsx' -import { useActions, useValues } from 'kea' -import { FallbackCoverImage } from 'lib/components/FallbackCoverImage/FallbackCoverImage' - -import { PromptButtonType, PromptFlag, PromptPayload } from '~/types' - -import { promptLogic } from './promptLogic' - -export function ModalPrompt({ - payload, - closePrompt, - openPromptFlag, - inline = false, -}: { - payload: PromptPayload - closePrompt: (promptFlag: PromptFlag, buttonType: PromptButtonType) => void - openPromptFlag: PromptFlag - inline?: boolean -}): JSX.Element { - return ( - closePrompt(openPromptFlag, 'secondary')} - footer={ - (payload.secondaryButtonText || payload.primaryButtonText) && ( -
- closePrompt(openPromptFlag, 'secondary')} type="secondary"> - {payload.secondaryButtonText || 'Dismiss'} - - {payload.primaryButtonText && ( - closePrompt(openPromptFlag, 'primary')} type="primary"> - {payload.primaryButtonText} - - )} -
- ) - } - inline={inline} - > -
-
-
- -
-
- {payload.title &&

{payload.title}

} - - {payload.body && ( -
- )} -
- - ) -} - -export function PopupPrompt({ - payload, - openPromptFlag, - closePrompt, - inline = false, -}: { - payload: PromptPayload - openPromptFlag: PromptFlag - closePrompt: (promptFlag: PromptFlag, buttonType: PromptButtonType) => void - inline?: boolean -}): JSX.Element { - return ( -
- {payload.image && ( - - )} -
- {payload.title &&

{payload.title}

} - {payload.body && ( -
- )} -
-
-
- {payload?.secondaryButtonText && ( - closePrompt(openPromptFlag, 'secondary')} type="secondary"> - {payload.secondaryButtonText} - - )} - {payload.primaryButtonText && ( - closePrompt(openPromptFlag, 'primary')} type="primary"> - {payload.primaryButtonText} - - )} -
-
-
- ) -} - -export function Prompt(): JSX.Element { - const { payload, openPromptFlag } = useValues(promptLogic) - const { closePrompt } = useActions(promptLogic) - - if (!payload || !openPromptFlag) { - return <> - } - - if (payload.type === 'modal') { - return - } - - return -} diff --git a/frontend/src/lib/logic/newPrompt/prompt.scss b/frontend/src/lib/logic/newPrompt/prompt.scss deleted file mode 100644 index 86a2aad37d1cc..0000000000000 --- a/frontend/src/lib/logic/newPrompt/prompt.scss +++ /dev/null @@ -1,14 +0,0 @@ -.PromptPopup { - position: fixed; - right: 10px; - bottom: 10px; - z-index: 2000; - flex-direction: column; - min-width: 300px; - min-height: 100px; - padding-top: 5px; - background: white; - border: 1px solid #f0f0f0; - border-radius: 8px; - box-shadow: -6px 0 16px -8px rgb(0 0 0 / 8%), -9px 0 28px 0 rgb(0 0 0 / 5%), -12px 0 48px 16px rgb(0 0 0 / 3%); -} diff --git a/frontend/src/lib/logic/newPrompt/prompt.stories.tsx b/frontend/src/lib/logic/newPrompt/prompt.stories.tsx deleted file mode 100644 index 58eb6c9647db9..0000000000000 --- a/frontend/src/lib/logic/newPrompt/prompt.stories.tsx +++ /dev/null @@ -1,60 +0,0 @@ -import { Meta } from '@storybook/react' -import { useActions } from 'kea' -import BlankDashboardHog from 'public/blank-dashboard-hog.png' - -import { PromptFlag, PromptPayload } from '~/types' - -import { ModalPrompt, PopupPrompt, Prompt } from './Prompt' -import { promptLogic } from './promptLogic' - -const meta: Meta = { - title: 'Components/Prompts', - component: Prompt, -} -export default meta -export function ModalPrompt_(): JSX.Element { - // Ideally we'd instead mock the feature flag and payload but I couldn't get that to work - const payload = { - title: 'New hedgehog spotted!', - body: "We have exciting news, there's a new hedge hog that has arrived!.", - image: BlankDashboardHog, - type: 'modal', - primaryButtonText: 'Join the search!', - primaryButtonURL: 'https://google.com', - } as PromptPayload - const openPromptFlag = { - flag: 'new-hedgehog', - payload: payload, - showingPrompt: true, - } as PromptFlag - const { closePrompt } = useActions(promptLogic) - - return ( -
- -
- ) -} - -export function PopupPrompt_(): JSX.Element { - const payload = { - title: 'New hedgehog spotted!', - body: "We have exciting news, there's a new hedge hog that has arrived!.", - image: BlankDashboardHog, - type: 'popup', - primaryButtonText: 'Join the search!', - primaryButtonURL: 'https://google.com', - } as PromptPayload - const openPromptFlag = { - flag: 'new-hedgehog', - payload: payload, - showingPrompt: true, - } as PromptFlag - const { closePrompt } = useActions(promptLogic) - - return ( -
- -
- ) -} diff --git a/frontend/src/lib/logic/newPrompt/promptLogic.tsx b/frontend/src/lib/logic/newPrompt/promptLogic.tsx deleted file mode 100644 index 064fcff1c78cd..0000000000000 --- a/frontend/src/lib/logic/newPrompt/promptLogic.tsx +++ /dev/null @@ -1,179 +0,0 @@ -import { actions, connect, kea, listeners, path, reducers, selectors } from 'kea' -import { router } from 'kea-router' -import posthog from 'posthog-js' - -import { PromptButtonType, PromptFlag, PromptPayload } from '~/types' - -import { featureFlagLogic } from '../featureFlagLogic' -import type { promptLogicType } from './promptLogicType' - -const PROMPT_PREFIX = 'prompt' -const LAST_SEEN = 'last-seen' -const MINIMUM_DAYS_BETWEEN_PROMPTS = 1 - -function getFeatureSessionStorageKey(featureFlagName: string): string { - return `${PROMPT_PREFIX}-${featureFlagName}` -} - -function getLastSeenSessionStorageKey(): string { - return `${PROMPT_PREFIX}-${LAST_SEEN}` -} - -function hasSeenPromptRecently(): boolean { - const lastSeenPopup = localStorage.getItem(getLastSeenSessionStorageKey()) - const lastSeenPopupDate = lastSeenPopup ? new Date(lastSeenPopup) : null - const oneDayAgo = new Date() - oneDayAgo.setDate(oneDayAgo.getDate() - MINIMUM_DAYS_BETWEEN_PROMPTS) - - let seenRecently = false - - if (lastSeenPopupDate && lastSeenPopupDate > oneDayAgo) { - seenRecently = true - } - return seenRecently -} - -function shouldShowPopup(featureFlagName: string): boolean { - // The feature flag should be disabled for the user once the prompt has been closed through the user properties - // This is a second check for shorter-term preventing of the prompt from showing - const flagShownBefore = localStorage.getItem(getFeatureSessionStorageKey(featureFlagName)) - - const seenRecently = hasSeenPromptRecently() - - return !flagShownBefore && !seenRecently -} - -function sendPopupEvent( - event: string, - promptFlag: PromptFlag, - buttonType: PromptButtonType | undefined = undefined -): void { - const properties = { - flagName: promptFlag.flag, - flagPayload: promptFlag.payload, - } - - if (buttonType) { - properties['buttonPressed'] = buttonType - } - - posthog.capture(event, properties) -} - -export const promptLogic = kea([ - path(['lib', 'logic', 'newPrompt', 'promptLogic']), - actions({ - closePrompt: (promptFlag: PromptFlag, buttonType: PromptButtonType) => ({ promptFlag, buttonType }), - setPromptFlags: (promptFlags: PromptFlag[]) => ({ promptFlags }), - searchForValidFlags: true, - setOpenPromptFlag: (promptFlag: PromptFlag) => ({ promptFlag }), - // hide the prompt without sending an event or setting the localstorage - // used for when the user navigates away from the page - hidePromptWithoutSaving: (promptFlag: PromptFlag) => ({ promptFlag }), - }), - connect({ - actions: [featureFlagLogic, ['setFeatureFlags'], router, ['locationChanged']], - }), - reducers({ - promptFlags: [ - [] as PromptFlag[], - { - setPromptFlags: (_, { promptFlags }) => promptFlags, - setOpenPromptFlag: (promptFlags, { promptFlag }) => { - return promptFlags.map((flag: PromptFlag) => { - if (flag.flag === promptFlag.flag) { - return { ...flag, showingPrompt: true } - } - return flag - }) - }, - closePrompt: (promptFlags) => { - return promptFlags.map((flag: PromptFlag) => { - return { ...flag, showingPrompt: false } - }) - }, - hidePromptWithoutSaving: (promptFlags, { promptFlag }) => { - return promptFlags.map((flag: PromptFlag) => { - if (flag.flag === promptFlag.flag) { - return { ...flag, showingPrompt: false } - } - return flag - }) - }, - }, - ], - }), - listeners(({ actions, values }) => ({ - // TODO: on url change, check if there's a prompt to show - setFeatureFlags: async ({ flags }, breakpoint) => { - await breakpoint(100) - const promptFlags: PromptFlag[] = [] - flags.forEach((flag: string) => { - if (flag.startsWith(PROMPT_PREFIX) && posthog.isFeatureEnabled(flag)) { - const payload = posthog.getFeatureFlagPayload(flag) as PromptPayload - if (!payload || !payload.type) { - // indicates that it's not a valid prompt - return - } - promptFlags.push({ - flag, - payload, - showingPrompt: false, - }) - } - }) - actions.setPromptFlags(promptFlags) - actions.searchForValidFlags() - }, - searchForValidFlags: async () => { - for (const promptFlag of values.promptFlags) { - if (!promptFlag.payload.url_match || window.location.href.match(promptFlag.payload.url_match)) { - if (shouldShowPopup(promptFlag.flag)) { - actions.setOpenPromptFlag(promptFlag) - return // only show one prompt at a time - } - } - } - }, - setOpenPromptFlag: async ({ promptFlag }, breakpoint) => { - await breakpoint(1000) - sendPopupEvent('Prompt shown', promptFlag) - }, - closePrompt: async ({ promptFlag, buttonType }) => { - if (promptFlag) { - sendPopupEvent('Prompt closed', promptFlag, buttonType) - localStorage.setItem(getFeatureSessionStorageKey(promptFlag.flag), new Date().toDateString()) - localStorage.setItem(getLastSeenSessionStorageKey(), new Date().toDateString()) - posthog.people.set({ ['$' + promptFlag.flag]: new Date().toDateString() }) - - if (promptFlag?.payload.primaryButtonURL && buttonType === 'primary') { - window.open(promptFlag.payload.primaryButtonURL, '_blank') - } - } - }, - locationChanged: async (_, breakpoint) => { - await breakpoint(100) - if (values.openPromptFlag && values.openPromptFlag.payload.url_match) { - if (!window.location.href.match(values.openPromptFlag.payload.url_match)) { - actions.hidePromptWithoutSaving(values.openPromptFlag) - } - } - - actions.searchForValidFlags() - }, - })), - selectors({ - openPromptFlag: [ - (s) => [s.promptFlags], - (promptFlags) => { - return promptFlags.find((flag: PromptFlag) => flag.showingPrompt) - }, - ], - payload: [ - (s) => [s.openPromptFlag], - (openPromptFlag: PromptFlag) => { - return openPromptFlag?.payload - }, - ], - }), -]) diff --git a/frontend/src/mocks/fixtures/api/projects/team_id/insights/dataTableEvents.json b/frontend/src/mocks/fixtures/api/projects/team_id/insights/dataTableEvents.json index 638a1618d5fb2..f186af09cdff1 100644 --- a/frontend/src/mocks/fixtures/api/projects/team_id/insights/dataTableEvents.json +++ b/frontend/src/mocks/fixtures/api/projects/team_id/insights/dataTableEvents.json @@ -96,7 +96,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -136,7 +135,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -453,7 +451,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -493,7 +490,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -683,7 +679,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -723,7 +718,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -899,7 +893,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -939,7 +932,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -1119,7 +1111,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -1159,7 +1150,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -1422,7 +1412,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -1462,7 +1451,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -1800,7 +1788,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -1840,7 +1827,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -2146,7 +2132,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -2186,7 +2171,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -2542,7 +2526,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -2582,7 +2565,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -2758,7 +2740,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -2798,7 +2779,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -2975,7 +2955,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -3015,7 +2994,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -3371,7 +3349,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -3411,7 +3388,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -3588,7 +3564,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -3628,7 +3603,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -3818,7 +3792,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -3858,7 +3831,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -4036,7 +4008,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -4076,7 +4047,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -4254,7 +4224,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -4294,7 +4263,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -4470,7 +4438,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -4510,7 +4477,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -4879,7 +4845,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -4919,7 +4884,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -5109,7 +5073,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -5149,7 +5112,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -5325,7 +5287,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -5365,7 +5326,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -5694,7 +5654,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -5734,7 +5693,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -5912,7 +5870,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -5952,7 +5909,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -6128,7 +6084,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -6168,7 +6123,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -6348,7 +6302,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -6388,7 +6341,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -6566,7 +6518,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -6606,7 +6557,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -6908,7 +6858,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -6948,7 +6897,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -7130,7 +7078,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -7170,7 +7117,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -7346,7 +7292,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -7386,7 +7331,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -7564,7 +7508,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -7604,7 +7547,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -7890,7 +7832,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -7930,7 +7871,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -8108,7 +8048,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -8148,7 +8087,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -8326,7 +8264,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -8366,7 +8303,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -8544,7 +8480,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -8584,7 +8519,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -8761,7 +8695,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -8801,7 +8734,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -8979,7 +8911,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -9019,7 +8950,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -9197,7 +9127,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -9237,7 +9166,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -9415,7 +9343,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -9455,7 +9382,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -9633,7 +9559,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -9673,7 +9598,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -9709,7 +9633,6 @@ }, "$referrer": "$direct", "$referring_domain": "$direct", - "$feature_flag": "enable-prompts", "$feature_flag_response": true, "token": "phc_IdfzBh09RdfsZyvdjYbq8ml2NR0AD0SnFqcUl4Itwwp", "$session_id": "188906a04ee2c10-0132aa872fb6f9-1c525634-384000-188906a04ef1cdc", @@ -9938,7 +9861,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -9978,7 +9900,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -10164,7 +10085,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -10204,7 +10124,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -10391,7 +10310,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -10431,7 +10349,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -10609,7 +10526,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -10649,7 +10565,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -10825,7 +10740,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -10865,7 +10779,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -11041,7 +10954,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -11081,7 +10993,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -11257,7 +11168,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -11297,7 +11207,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -11584,7 +11493,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -11624,7 +11532,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -11805,7 +11712,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -11845,7 +11751,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -12021,7 +11926,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -12061,7 +11965,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -12239,7 +12142,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -12279,7 +12181,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -12457,7 +12358,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -12497,7 +12397,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -12675,7 +12574,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -12715,7 +12613,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -12893,7 +12790,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -12933,7 +12829,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -13110,7 +13005,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -13150,7 +13044,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -13328,7 +13221,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -13368,7 +13260,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -13546,7 +13437,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -13586,7 +13476,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -13764,7 +13653,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -13804,7 +13692,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -13840,7 +13727,6 @@ }, "$referrer": "$direct", "$referring_domain": "$direct", - "$feature_flag": "enable-prompts", "$feature_flag_response": true, "token": "phc_IdfzBh09RdfsZyvdjYbq8ml2NR0AD0SnFqcUl4Itwwp", "$session_id": "1889068fbce1060-03042ca0405c1f-1c525634-384000-1889068fbcf1371", @@ -13982,7 +13868,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -14022,7 +13907,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -14287,7 +14171,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -14327,7 +14210,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -14513,7 +14395,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -14553,7 +14434,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -14740,7 +14620,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -14780,7 +14659,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -14958,7 +14836,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -14998,7 +14875,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -15174,7 +15050,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -15214,7 +15089,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -15390,7 +15264,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -15430,7 +15303,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -15606,7 +15478,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -15646,7 +15517,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -15828,7 +15698,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -15868,7 +15737,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -16151,7 +16019,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -16191,7 +16058,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -16367,7 +16233,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -16407,7 +16272,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -16588,7 +16452,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -16628,7 +16491,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -16806,7 +16668,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -16846,7 +16707,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -17024,7 +16884,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -17064,7 +16923,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -17242,7 +17100,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -17282,7 +17139,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -17459,7 +17315,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -17499,7 +17354,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -17677,7 +17531,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -17717,7 +17570,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -17895,7 +17747,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -17935,7 +17786,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -18113,7 +17963,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -18153,7 +18002,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -18189,7 +18037,6 @@ }, "$referrer": "$direct", "$referring_domain": "$direct", - "$feature_flag": "enable-prompts", "$feature_flag_response": true, "token": "phc_IdfzBh09RdfsZyvdjYbq8ml2NR0AD0SnFqcUl4Itwwp", "$session_id": "18890672ccd2bb9-07e026efe4e2a7-1c525634-384000-18890672cce22bc", @@ -18331,7 +18178,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -18371,7 +18217,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -18636,7 +18481,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -18676,7 +18520,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -18862,7 +18705,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -18902,7 +18744,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -19089,7 +18930,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -19129,7 +18969,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -19305,7 +19144,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -19345,7 +19183,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -19523,7 +19360,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -19563,7 +19399,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -19739,7 +19574,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -19779,7 +19613,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -19955,7 +19788,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -19995,7 +19827,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -20177,7 +20008,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -20217,7 +20047,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -20394,7 +20223,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -20434,7 +20262,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -20610,7 +20437,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -20650,7 +20476,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -21003,7 +20828,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -21043,7 +20867,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -21219,7 +21042,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -21259,7 +21081,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -21439,7 +21260,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -21479,7 +21299,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -21809,7 +21628,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -21849,7 +21667,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -22031,7 +21848,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -22071,7 +21887,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -22363,7 +22178,6 @@ "sampling", "recordings-v2-recorder", "posthog-3000", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -22403,7 +22217,6 @@ "$feature/sampling": true, "$feature/recordings-v2-recorder": true, "$feature/posthog-3000": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, diff --git a/frontend/src/scenes/events/__mocks__/eventsQuery.json b/frontend/src/scenes/events/__mocks__/eventsQuery.json index 2ec1ff533774c..a55c2a0d29a14 100644 --- a/frontend/src/scenes/events/__mocks__/eventsQuery.json +++ b/frontend/src/scenes/events/__mocks__/eventsQuery.json @@ -150,7 +150,6 @@ "query_running_time", "recording-debugging", "sampling", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -189,7 +188,6 @@ "$feature/recording-debugging": true, "$feature/sampling": true, "$feature/recordings-v2-recorder": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -362,7 +360,6 @@ "query_running_time", "recording-debugging", "sampling", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -401,7 +398,6 @@ "$feature/recording-debugging": true, "$feature/sampling": true, "$feature/recordings-v2-recorder": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -574,7 +570,6 @@ "query_running_time", "recording-debugging", "sampling", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -613,7 +608,6 @@ "$feature/recording-debugging": true, "$feature/sampling": true, "$feature/recordings-v2-recorder": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -786,7 +780,6 @@ "query_running_time", "recording-debugging", "sampling", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -825,7 +818,6 @@ "$feature/recording-debugging": true, "$feature/sampling": true, "$feature/recordings-v2-recorder": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, @@ -1012,7 +1004,6 @@ "query_running_time", "recording-debugging", "sampling", - "enable-prompts", "feedback-scene", "hogql", "notebooks", @@ -1051,7 +1042,6 @@ "$feature/recording-debugging": true, "$feature/sampling": true, "$feature/recordings-v2-recorder": true, - "$feature/enable-prompts": true, "$feature/feedback-scene": true, "$feature/hogql": true, "$feature/notebooks": true, From cbe486f50e71aafe2e45e54539035e92c5fda07e Mon Sep 17 00:00:00 2001 From: Tom Owers Date: Thu, 21 Mar 2024 16:18:12 +0100 Subject: [PATCH 21/51] feat(data-warehouse): Adds a Zendesk integration (#21068) * WIP * Finishing touches for zendesk * Updated mypy * Removed limit * Comment on the comments * Added migration for source type --- frontend/public/zendesk-logo.png | Bin 0 -> 7002 bytes .../data-warehouse/external/SourceModal.tsx | 8 + .../external/sourceModalLogic.tsx | 32 ++ frontend/src/types.ts | 2 +- latest_migrations.manifest | 2 +- mypy-baseline.txt | 9 +- ...98_alter_externaldatasource_source_type.py | 25 + .../data_imports/external_data_job.py | 14 + .../data_imports/pipelines/pipeline.py | 8 +- .../data_imports/pipelines/schemas.py | 4 + .../pipelines/zendesk/api_helpers.py | 103 ++++ .../pipelines/zendesk/credentials.py | 49 ++ .../data_imports/pipelines/zendesk/helpers.py | 444 ++++++++++++++++++ .../pipelines/zendesk/settings.py | 73 +++ .../pipelines/zendesk/talk_api.py | 114 +++++ posthog/warehouse/api/external_data_source.py | 29 ++ .../warehouse/models/external_data_source.py | 1 + 17 files changed, 911 insertions(+), 6 deletions(-) create mode 100644 frontend/public/zendesk-logo.png create mode 100644 posthog/migrations/0398_alter_externaldatasource_source_type.py create mode 100644 posthog/temporal/data_imports/pipelines/zendesk/api_helpers.py create mode 100644 posthog/temporal/data_imports/pipelines/zendesk/credentials.py create mode 100644 posthog/temporal/data_imports/pipelines/zendesk/helpers.py create mode 100644 posthog/temporal/data_imports/pipelines/zendesk/settings.py create mode 100644 posthog/temporal/data_imports/pipelines/zendesk/talk_api.py diff --git a/frontend/public/zendesk-logo.png b/frontend/public/zendesk-logo.png new file mode 100644 index 0000000000000000000000000000000000000000..080bd000a41e004ba81a61de7f83578d3ac7c6ef GIT binary patch literal 7002 zcmcIpbx<7Lmz}|NGPq=LhXBC`m%#}RL4&&!2sXhX_z(gFfYs9~~G_9b}Alz8rAl&er z@1a2J;mw)5>dLZ00M&W3J-FiJ$+G!%(LAs#on+STlCI$j4JrWDJ~Wj6=gLAjmVo$u3t#g+`sGa%Z<5eS|5S=ZZSWP{DRifqCW;nn`(Mw`inEI!*aT?=;FlqR@I zCf_w?R=s1BNe}|+pzDR)u3&4CGRjziVtw+~Z+4=dV22h6$+^DvJeJ1)d#Sr&b;=Z% 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'../new_table/DataWarehouseTableForm' import PostgresSchemaForm from './forms/PostgresSchemaForm' @@ -103,6 +104,13 @@ function FirstStep(): JSX.Element { ) } + if (config.name === 'Zendesk') { + return ( + + Zendesk logo + + ) + } return <> } diff --git a/frontend/src/scenes/data-warehouse/external/sourceModalLogic.tsx b/frontend/src/scenes/data-warehouse/external/sourceModalLogic.tsx index d710ed397811e..38f7c9b543938 100644 --- a/frontend/src/scenes/data-warehouse/external/sourceModalLogic.tsx +++ b/frontend/src/scenes/data-warehouse/external/sourceModalLogic.tsx @@ -119,6 +119,38 @@ export const SOURCE_DETAILS: Record = { }, ], }, + Zendesk: { + name: 'Zendesk', + caption: ( + <> + Enter your Zendesk API key to automatically pull your Zendesk support data into the PostHog Data + warehouse. + + ), + fields: [ + { + name: 'subdomain', + label: 'Zendesk Subdomain', + type: 'text', + required: true, + placeholder: '', + }, + { + name: 'api_key', + label: 'API Key', + type: 'text', + required: true, + placeholder: '', + }, + { + name: 'email_address', + label: 'Zendesk Email Address', + type: 'text', + required: true, + placeholder: '', + }, + ], + }, } export const sourceModalLogic = kea([ diff --git a/frontend/src/types.ts b/frontend/src/types.ts index 2aaaba4809a87..26c15fd69d17d 100644 --- a/frontend/src/types.ts +++ b/frontend/src/types.ts @@ -3542,7 +3542,7 @@ export interface DataWarehouseViewLink { created_at?: string | null } -export type ExternalDataSourceType = 'Stripe' | 'Hubspot' | 'Postgres' +export type ExternalDataSourceType = 'Stripe' | 'Hubspot' | 'Postgres' | 'Zendesk' export interface ExternalDataSourceCreatePayload { source_type: ExternalDataSourceType diff --git a/latest_migrations.manifest b/latest_migrations.manifest index f232dbc8c186c..f88359530eb78 100644 --- a/latest_migrations.manifest +++ b/latest_migrations.manifest @@ -5,7 +5,7 @@ contenttypes: 0002_remove_content_type_name ee: 0016_rolemembership_organization_member otp_static: 0002_throttling otp_totp: 0002_auto_20190420_0723 -posthog: 0397_projects_backfill +posthog: 0398_alter_externaldatasource_source_type sessions: 0001_initial social_django: 0010_uid_db_index two_factor: 0007_auto_20201201_1019 diff --git a/mypy-baseline.txt b/mypy-baseline.txt index 2143c119ea5c2..180d259fc3c20 100644 --- a/mypy-baseline.txt +++ b/mypy-baseline.txt @@ -1,6 +1,14 @@ posthog/temporal/common/utils.py:0: error: Argument 1 to "abstractclassmethod" has incompatible type "Callable[[HeartbeatDetails, Any], Any]"; expected "Callable[[type[Never], Any], Any]" [arg-type] posthog/temporal/common/utils.py:0: note: This is likely because "from_activity" has named arguments: "cls". Consider marking them positional-only posthog/temporal/common/utils.py:0: error: Argument 2 to "__get__" of "classmethod" has incompatible type "type[HeartbeatType]"; expected "type[Never]" [arg-type] +posthog/temporal/data_imports/pipelines/zendesk/talk_api.py:0: error: Incompatible types in assignment (expression has type "None", variable has type "str") [assignment] +posthog/temporal/data_imports/pipelines/zendesk/helpers.py:0: error: Argument 1 to "ensure_pendulum_datetime" has incompatible type "DateTime | Date | datetime | date | str | float | int | None"; expected "DateTime | Date | datetime | date | str | float | int" [arg-type] +posthog/temporal/data_imports/pipelines/zendesk/helpers.py:0: error: Argument 1 to "ensure_pendulum_datetime" has incompatible type "str | None"; expected "DateTime | Date | datetime | date | str | float | int" [arg-type] +posthog/temporal/data_imports/pipelines/zendesk/helpers.py:0: error: Argument 1 to "ensure_pendulum_datetime" has incompatible type "DateTime | Date | datetime | date | str | float | int | None"; expected "DateTime | Date | datetime | date | str | float | int" [arg-type] +posthog/temporal/data_imports/pipelines/zendesk/helpers.py:0: error: Argument 1 to "ensure_pendulum_datetime" has incompatible type "str | None"; expected "DateTime | Date | datetime | date | str | float | int" [arg-type] +posthog/temporal/data_imports/pipelines/zendesk/helpers.py:0: error: Argument 1 to "ensure_pendulum_datetime" has incompatible type "DateTime | Date | datetime | date | str | float | int | None"; expected "DateTime | Date | datetime | date | str | float | int" [arg-type] +posthog/temporal/data_imports/pipelines/zendesk/helpers.py:0: error: Item "None" of "DateTime | None" has no attribute "int_timestamp" [union-attr] +posthog/temporal/data_imports/pipelines/zendesk/helpers.py:0: error: Argument 1 to "ensure_pendulum_datetime" has incompatible type "str | None"; expected "DateTime | Date | datetime | date | str | float | int" [arg-type] posthog/hogql/database/argmax.py:0: error: Argument "chain" to "Field" has incompatible type "list[str]"; expected "list[str | int]" [arg-type] posthog/hogql/database/argmax.py:0: note: "List" is invariant -- see https://mypy.readthedocs.io/en/stable/common_issues.html#variance posthog/hogql/database/argmax.py:0: note: Consider using "Sequence" instead, which is covariant @@ -243,7 +251,6 @@ posthog/hogql/resolver.py:0: error: Argument 1 to "join" of "str" has incompatib posthog/temporal/data_imports/external_data_job.py:0: error: Argument "team_id" has incompatible type "int"; expected "str" [arg-type] posthog/temporal/data_imports/external_data_job.py:0: error: Unused "type: ignore" comment [unused-ignore] posthog/temporal/data_imports/external_data_job.py:0: error: Argument "team_id" has incompatible type "int"; expected "str" [arg-type] -posthog/temporal/data_imports/external_data_job.py:0: error: Argument 2 to "DataImportPipeline" has incompatible type "DltSource"; expected "DltResource" [arg-type] posthog/hogql/transforms/lazy_tables.py:0: error: Incompatible default for argument "context" (default has type "None", argument has type "HogQLContext") [assignment] posthog/hogql/transforms/lazy_tables.py:0: note: PEP 484 prohibits implicit Optional. Accordingly, mypy has changed its default to no_implicit_optional=True posthog/hogql/transforms/lazy_tables.py:0: note: Use https://github.com/hauntsaninja/no_implicit_optional to automatically upgrade your codebase diff --git a/posthog/migrations/0398_alter_externaldatasource_source_type.py b/posthog/migrations/0398_alter_externaldatasource_source_type.py new file mode 100644 index 0000000000000..af95cd44eef98 --- /dev/null +++ b/posthog/migrations/0398_alter_externaldatasource_source_type.py @@ -0,0 +1,25 @@ +# Generated by Django 4.1.13 on 2024-03-21 13:47 + +from django.db import migrations, models + + +class Migration(migrations.Migration): + dependencies = [ + ("posthog", "0397_projects_backfill"), + ] + + operations = [ + migrations.AlterField( + model_name="externaldatasource", + name="source_type", + field=models.CharField( + choices=[ + ("Stripe", "Stripe"), + ("Hubspot", "Hubspot"), + ("Postgres", "Postgres"), + ("Zendesk", "Zendesk"), + ], + max_length=128, + ), + ), + ] diff --git a/posthog/temporal/data_imports/external_data_job.py b/posthog/temporal/data_imports/external_data_job.py index db99eeb1de315..bf78c99e9d9e0 100644 --- a/posthog/temporal/data_imports/external_data_job.py +++ b/posthog/temporal/data_imports/external_data_job.py @@ -10,6 +10,7 @@ # TODO: remove dependency from posthog.temporal.batch_exports.base import PostHogWorkflow +from posthog.temporal.data_imports.pipelines.zendesk.credentials import ZendeskCredentialsToken from posthog.warehouse.data_load.source_templates import create_warehouse_templates_for_source from posthog.warehouse.data_load.validate_schema import validate_schema_and_update_table @@ -220,7 +221,20 @@ async def run_external_data_job(inputs: ExternalDataJobInputs) -> TSchemaTables: schema=schema, table_names=endpoints, ) + elif model.pipeline.source_type == ExternalDataSource.Type.ZENDESK: + from posthog.temporal.data_imports.pipelines.zendesk.helpers import zendesk_support + credentials = ZendeskCredentialsToken() + credentials.token = model.pipeline.job_inputs.get("zendesk_api_key") + credentials.subdomain = model.pipeline.job_inputs.get("zendesk_subdomain") + credentials.email = model.pipeline.job_inputs.get("zendesk_email_address") + + data_support = zendesk_support(credentials=credentials, endpoints=tuple(endpoints), team_id=inputs.team_id) + # Uncomment to support zendesk chat and talk + # data_chat = zendesk_chat() + # data_talk = zendesk_talk() + + source = data_support else: raise ValueError(f"Source type {model.pipeline.source_type} not supported") diff --git a/posthog/temporal/data_imports/pipelines/pipeline.py b/posthog/temporal/data_imports/pipelines/pipeline.py index 5297f2e39ac29..6a922d2d96a67 100644 --- a/posthog/temporal/data_imports/pipelines/pipeline.py +++ b/posthog/temporal/data_imports/pipelines/pipeline.py @@ -1,4 +1,5 @@ from dataclasses import dataclass +from typing import Literal from uuid import UUID import dlt @@ -9,7 +10,7 @@ import os from posthog.settings.base_variables import TEST from structlog.typing import FilteringBoundLogger -from dlt.sources import DltResource +from dlt.sources import DltSource @dataclass @@ -23,9 +24,9 @@ class PipelineInputs: class DataImportPipeline: - loader_file_format = "parquet" + loader_file_format: Literal["parquet"] = "parquet" - def __init__(self, inputs: PipelineInputs, source: DltResource, logger: FilteringBoundLogger): + def __init__(self, inputs: PipelineInputs, source: DltSource, logger: FilteringBoundLogger): self.inputs = inputs self.logger = logger self.source = source @@ -47,6 +48,7 @@ def _get_destination(self): credentials = { "aws_access_key_id": settings.AIRBYTE_BUCKET_KEY, "aws_secret_access_key": settings.AIRBYTE_BUCKET_SECRET, + "region_name": settings.AIRBYTE_BUCKET_REGION, } return dlt.destinations.filesystem( diff --git a/posthog/temporal/data_imports/pipelines/schemas.py b/posthog/temporal/data_imports/pipelines/schemas.py index 371f8087b7966..1caea1364899a 100644 --- a/posthog/temporal/data_imports/pipelines/schemas.py +++ b/posthog/temporal/data_imports/pipelines/schemas.py @@ -1,3 +1,4 @@ +from posthog.temporal.data_imports.pipelines.zendesk.settings import BASE_ENDPOINTS, SUPPORT_ENDPOINTS from posthog.warehouse.models import ExternalDataSource from posthog.temporal.data_imports.pipelines.stripe.settings import ENDPOINTS as STRIPE_ENDPOINTS from posthog.temporal.data_imports.pipelines.hubspot.settings import ENDPOINTS as HUBSPOT_ENDPOINTS @@ -5,5 +6,8 @@ PIPELINE_TYPE_SCHEMA_DEFAULT_MAPPING = { ExternalDataSource.Type.STRIPE: STRIPE_ENDPOINTS, ExternalDataSource.Type.HUBSPOT: HUBSPOT_ENDPOINTS, + ExternalDataSource.Type.ZENDESK: tuple( + list(BASE_ENDPOINTS) + [resource for resource, endpoint_url, data_key, cursor_paginated in SUPPORT_ENDPOINTS] + ), ExternalDataSource.Type.POSTGRES: (), } diff --git a/posthog/temporal/data_imports/pipelines/zendesk/api_helpers.py b/posthog/temporal/data_imports/pipelines/zendesk/api_helpers.py new file mode 100644 index 0000000000000..c6e4eb4809ee7 --- /dev/null +++ b/posthog/temporal/data_imports/pipelines/zendesk/api_helpers.py @@ -0,0 +1,103 @@ +from typing import Optional, TypedDict, Dict + +from dlt.common import pendulum +from dlt.common.time import ensure_pendulum_datetime +from dlt.common.typing import DictStrAny, DictStrStr, TDataItem + + +class TCustomFieldInfo(TypedDict): + title: str + options: DictStrStr + + +def _parse_date_or_none(value: Optional[str]) -> Optional[pendulum.DateTime]: + if not value: + return None + return ensure_pendulum_datetime(value) + + +def process_ticket( + ticket: DictStrAny, + custom_fields: Dict[str, TCustomFieldInfo], + pivot_custom_fields: bool = True, +) -> DictStrAny: + """ + Helper function that processes a ticket object and returns a dictionary of ticket data. + + Args: + ticket: The ticket dict object returned by a Zendesk API call. + custom_fields: A dictionary containing all the custom fields available for tickets. + pivot_custom_fields: A boolean indicating whether to pivot all custom fields or not. + Defaults to True. + + Returns: + DictStrAny: A dictionary containing cleaned data about a ticket. + """ + # Commented out due to how slow this processing code is, and how often it'd break the pipeline. + # to be revisited on whether we want/need this pre-processing and figure out the best way to do it. + + # pivot custom field if indicated as such + # get custom fields + # pivoted_fields = set() + # for custom_field in ticket.get("custom_fields", []): + # if pivot_custom_fields: + # cus_field_id = str(custom_field["id"]) + # field = custom_fields.get(cus_field_id, None) + # if field is None: + # logger.warning( + # "Custom field with ID %s does not exist in fields state. It may have been created after the pipeline run started.", + # cus_field_id, + # ) + # custom_field["ticket_id"] = ticket["id"] + # continue + + # pivoted_fields.add(cus_field_id) + # field_name = field["title"] + # current_value = custom_field["value"] + # options = field["options"] + # # Map dropdown values to labels + # if not current_value or not options: + # ticket[field_name] = current_value + # elif isinstance(current_value, list): # Multiple choice field has a list of values + # ticket[field_name] = [options.get(key, key) for key in current_value] + # else: + # ticket[field_name] = options.get(current_value) + # else: + # custom_field["ticket_id"] = ticket["id"] + # # delete fields that are not needed for pivoting + # if pivot_custom_fields: + # ticket["custom_fields"] = [f for f in ticket.get("custom_fields", []) if str(f["id"]) not in pivoted_fields] + # if not ticket.get("custom_fields"): + # del ticket["custom_fields"] + # del ticket["fields"] + + # modify dates to return datetime objects instead + ticket["updated_at"] = _parse_date_or_none(ticket["updated_at"]) + ticket["created_at"] = _parse_date_or_none(ticket["created_at"]) + ticket["due_at"] = _parse_date_or_none(ticket["due_at"]) + return ticket + + +def process_ticket_field(field: DictStrAny, custom_fields_state: Dict[str, TCustomFieldInfo]) -> TDataItem: + """Update custom field mapping in dlt state for the given field.""" + # grab id and update state dict + # if the id is new, add a new key to indicate that this is the initial value for title + # New dropdown options are added to existing field but existing options are not changed + return_dict = field.copy() + field_id = str(field["id"]) + + options = field.get("custom_field_options", []) + new_options = {o["value"]: o["name"] for o in options} + existing_field = custom_fields_state.get(field_id) + if existing_field: + existing_options = existing_field["options"] + if return_options := return_dict.get("custom_field_options"): + for item in return_options: + item["name"] = existing_options.get(item["value"], item["name"]) + for key, value in new_options.items(): + if key not in existing_options: + existing_options[key] = value + else: + custom_fields_state[field_id] = dict(title=field["title"], options=new_options) + return_dict["initial_title"] = field["title"] + return return_dict diff --git a/posthog/temporal/data_imports/pipelines/zendesk/credentials.py b/posthog/temporal/data_imports/pipelines/zendesk/credentials.py new file mode 100644 index 0000000000000..1f8110ae9b911 --- /dev/null +++ b/posthog/temporal/data_imports/pipelines/zendesk/credentials.py @@ -0,0 +1,49 @@ +""" +This module handles how credentials are read in dlt sources +""" +from typing import ClassVar, List, Union +from dlt.common.configuration import configspec +from dlt.common.configuration.specs import CredentialsConfiguration +from dlt.common.typing import TSecretValue + + +@configspec +class ZendeskCredentialsBase(CredentialsConfiguration): + """ + The Base version of all the ZendeskCredential classes. + """ + + subdomain: str + __config_gen_annotations__: ClassVar[List[str]] = [] + + +@configspec +class ZendeskCredentialsEmailPass(ZendeskCredentialsBase): + """ + This class is used to store credentials for Email + Password Authentication + """ + + email: str + password: TSecretValue + + +@configspec +class ZendeskCredentialsOAuth(ZendeskCredentialsBase): + """ + This class is used to store credentials for OAuth Token Authentication + """ + + oauth_token: TSecretValue + + +@configspec +class ZendeskCredentialsToken(ZendeskCredentialsBase): + """ + This class is used to store credentials for Token Authentication + """ + + email: str + token: TSecretValue + + +TZendeskCredentials = Union[ZendeskCredentialsEmailPass, ZendeskCredentialsToken, ZendeskCredentialsOAuth] diff --git a/posthog/temporal/data_imports/pipelines/zendesk/helpers.py b/posthog/temporal/data_imports/pipelines/zendesk/helpers.py new file mode 100644 index 0000000000000..a3e0328c8ab28 --- /dev/null +++ b/posthog/temporal/data_imports/pipelines/zendesk/helpers.py @@ -0,0 +1,444 @@ +from typing import Iterator, List, Optional, Iterable, Tuple +from itertools import chain + +import dlt +from dlt.common import pendulum +from dlt.common.time import ensure_pendulum_datetime +from dlt.common.typing import TDataItem, TAnyDateTime, TDataItems +from dlt.sources import DltResource + +from .api_helpers import process_ticket, process_ticket_field +from .talk_api import PaginationType, ZendeskAPIClient +from .credentials import TZendeskCredentials, ZendeskCredentialsOAuth + +from .settings import ( + DEFAULT_START_DATE, + CUSTOM_FIELDS_STATE_KEY, + SUPPORT_ENDPOINTS, + TALK_ENDPOINTS, + INCREMENTAL_TALK_ENDPOINTS, + SUPPORT_EXTRA_ENDPOINTS, +) + + +@dlt.source(max_table_nesting=0) +def zendesk_talk( + credentials: TZendeskCredentials = dlt.secrets.value, + start_date: Optional[TAnyDateTime] = DEFAULT_START_DATE, + end_date: Optional[TAnyDateTime] = None, +) -> Iterable[DltResource]: + """ + Retrieves data from Zendesk Talk for phone calls and voicemails. + + `start_date` argument can be used on its own or together with `end_date`. When both are provided + data is limited to items updated in that time range. + The range is "half-open", meaning elements equal and higher than `start_date` and elements lower than `end_date` are included. + All resources opt-in to use Airflow scheduler if run as Airflow task + + Args: + credentials: The credentials for authentication. Defaults to the value in the `dlt.secrets` object. + start_date: The start time of the range for which to load. Defaults to January 1st 2000. + end_date: The end time of the range for which to load data. + If end time is not provided, the incremental loading will be enabled and after initial run, only new data will be retrieved + Yields: + DltResource: Data resources from Zendesk Talk. + """ + + # use the credentials to authenticate with the ZendeskClient + zendesk_client = ZendeskAPIClient(credentials) + start_date_obj = ensure_pendulum_datetime(start_date) + end_date_obj = ensure_pendulum_datetime(end_date) if end_date else None + + # regular endpoints + for key, talk_endpoint, item_name, cursor_paginated in TALK_ENDPOINTS: + yield dlt.resource( + talk_resource( + zendesk_client, + key, + item_name or talk_endpoint, + PaginationType.CURSOR if cursor_paginated else PaginationType.OFFSET, + ), + name=key, + write_disposition="replace", + ) + + # adding incremental endpoints + for key, talk_incremental_endpoint in INCREMENTAL_TALK_ENDPOINTS.items(): + yield dlt.resource( + talk_incremental_resource, + name=f"{key}_incremental", + primary_key="id", + write_disposition="merge", + )( + zendesk_client=zendesk_client, + talk_endpoint_name=key, + talk_endpoint=talk_incremental_endpoint, + updated_at=dlt.sources.incremental[str]( + "updated_at", + initial_value=start_date_obj.isoformat(), + end_value=end_date_obj.isoformat() if end_date_obj else None, + allow_external_schedulers=True, + ), + ) + + +def talk_resource( + zendesk_client: ZendeskAPIClient, + talk_endpoint_name: str, + talk_endpoint: str, + pagination_type: PaginationType, +) -> Iterator[TDataItem]: + """ + Loads data from a Zendesk Talk endpoint. + + Args: + zendesk_client: An instance of ZendeskAPIClient for making API calls to Zendesk Talk. + talk_endpoint_name: The name of the talk_endpoint. + talk_endpoint: The actual URL ending of the endpoint. + pagination: Type of pagination type used by endpoint + + Yields: + TDataItem: Dictionary containing the data from the endpoint. + """ + # send query and process it + yield from zendesk_client.get_pages(talk_endpoint, talk_endpoint_name, pagination_type) + + +def talk_incremental_resource( + zendesk_client: ZendeskAPIClient, + talk_endpoint_name: str, + talk_endpoint: str, + updated_at: dlt.sources.incremental[str], +) -> Iterator[TDataItem]: + """ + Loads data from a Zendesk Talk endpoint with incremental loading. + + Args: + zendesk_client: An instance of ZendeskAPIClient for making API calls to Zendesk Talk. + talk_endpoint_name: The name of the talk_endpoint. + talk_endpoint: The actual URL ending of the endpoint. + updated_at: Source for the last updated timestamp. + + Yields: + TDataItem: Dictionary containing the data from the endpoint. + """ + # send the request and process it + for page in zendesk_client.get_pages( + talk_endpoint, + talk_endpoint_name, + PaginationType.START_TIME, + params={"start_time": ensure_pendulum_datetime(updated_at.last_value).int_timestamp}, + ): + yield page + if updated_at.end_out_of_range: + return + + +@dlt.source(max_table_nesting=0) +def zendesk_chat( + credentials: ZendeskCredentialsOAuth = dlt.secrets.value, + start_date: Optional[TAnyDateTime] = DEFAULT_START_DATE, + end_date: Optional[TAnyDateTime] = None, +) -> Iterable[DltResource]: + """ + Retrieves data from Zendesk Chat for chat interactions. + + `start_date` argument can be used on its own or together with `end_date`. When both are provided + data is limited to items updated in that time range. + The range is "half-open", meaning elements equal and higher than `start_date` and elements lower than `end_date` are included. + All resources opt-in to use Airflow scheduler if run as Airflow task + + Args: + credentials: The credentials for authentication. Defaults to the value in the `dlt.secrets` object. + start_date: The start time of the range for which to load. Defaults to January 1st 2000. + end_date: The end time of the range for which to load data. + If end time is not provided, the incremental loading will be enabled and after initial run, only new data will be retrieved + + Yields: + DltResource: Data resources from Zendesk Chat. + """ + + # Authenticate + zendesk_client = ZendeskAPIClient(credentials, url_prefix="https://www.zopim.com") + start_date_obj = ensure_pendulum_datetime(start_date) + end_date_obj = ensure_pendulum_datetime(end_date) if end_date else None + + yield dlt.resource(chats_table_resource, name="chats", write_disposition="merge")( + zendesk_client, + dlt.sources.incremental[str]( + "update_timestamp|updated_timestamp", + initial_value=start_date_obj.isoformat(), + end_value=end_date_obj.isoformat() if end_date_obj else None, + allow_external_schedulers=True, + ), + ) + + +def chats_table_resource( + zendesk_client: ZendeskAPIClient, + update_timestamp: dlt.sources.incremental[str], +) -> Iterator[TDataItems]: + """ + Resource for Chats + + Args: + zendesk_client: The Zendesk API client instance, used to make calls to Zendesk API. + update_timestamp: Incremental source specifying the timestamp for incremental loading. + + Yields: + dict: A dictionary representing each row of data. + """ + chat_pages = zendesk_client.get_pages( + "/api/v2/incremental/chats", + "chats", + PaginationType.START_TIME, + params={ + "start_time": ensure_pendulum_datetime(update_timestamp.last_value).int_timestamp, + "fields": "chats(*)", + }, + ) + for page in chat_pages: + yield page + + if update_timestamp.end_out_of_range: + return + + +@dlt.source(max_table_nesting=0) +def zendesk_support( + team_id: int, + credentials: TZendeskCredentials = dlt.secrets.value, + endpoints: Tuple[str, ...] = (), + pivot_ticket_fields: bool = True, + start_date: Optional[TAnyDateTime] = DEFAULT_START_DATE, + end_date: Optional[TAnyDateTime] = None, +) -> Iterable[DltResource]: + """ + Retrieves data from Zendesk Support for tickets, users, brands, organizations, and groups. + + `start_date` argument can be used on its own or together with `end_date`. When both are provided + data is limited to items updated in that time range. + The range is "half-open", meaning elements equal and higher than `start_date` and elements lower than `end_date` are included. + All resources opt-in to use Airflow scheduler if run as Airflow task + + Args: + credentials: The credentials for authentication. Defaults to the value in the `dlt.secrets` object. + load_all: Whether to load extra resources for the API. Defaults to True. + pivot_ticket_fields: Whether to pivot the custom fields in tickets. Defaults to True. + start_date: The start time of the range for which to load. Defaults to January 1st 2000. + end_date: The end time of the range for which to load data. + If end time is not provided, the incremental loading will be enabled and after initial run, only new data will be retrieved + + Returns: + Sequence[DltResource]: Multiple dlt resources. + """ + + start_date_obj = ensure_pendulum_datetime(start_date) + end_date_obj = ensure_pendulum_datetime(end_date) if end_date else None + + start_date_ts = start_date_obj.int_timestamp + start_date_iso_str = start_date_obj.isoformat() + end_date_ts: Optional[int] = None + end_date_iso_str: Optional[str] = None + if end_date_obj: + end_date_ts = end_date_obj.int_timestamp + end_date_iso_str = end_date_obj.isoformat() + + @dlt.resource(name="ticket_events", primary_key="id", write_disposition="append") + def ticket_events( + zendesk_client: ZendeskAPIClient, + timestamp: dlt.sources.incremental[int] = dlt.sources.incremental( # noqa: B008 + "timestamp", + initial_value=start_date_ts, + end_value=end_date_ts, + allow_external_schedulers=True, + ), + ) -> Iterator[TDataItem]: + # URL For ticket events + # 'https://d3v-dlthub.zendesk.com/api/v2/incremental/ticket_events.json?start_time=946684800' + event_pages = zendesk_client.get_pages( + "/api/v2/incremental/ticket_events.json", + "ticket_events", + PaginationType.STREAM, + params={"start_time": timestamp.last_value}, + ) + for page in event_pages: + yield page + if timestamp.end_out_of_range: + return + + @dlt.resource( + name="tickets", + primary_key="id", + write_disposition="merge", + columns={ + "tags": {"data_type": "complex"}, + "custom_fields": {"data_type": "complex"}, + }, + ) + def ticket_table( + zendesk_client: ZendeskAPIClient, + pivot_fields: bool = True, + updated_at: dlt.sources.incremental[pendulum.DateTime] = dlt.sources.incremental( # noqa: B008 + "updated_at", + initial_value=start_date_obj, + end_value=end_date_obj, + allow_external_schedulers=True, + ), + ) -> Iterator[TDataItem]: + """ + Resource for tickets table. Uses DLT state to handle column renaming of custom fields to prevent changing the names of said columns. + This resource uses pagination, loading and side loading to make API calls more efficient. + + Args: + zendesk_client: The Zendesk API client instance, used to make calls to Zendesk API. + pivot_fields: Indicates whether to pivot the custom fields in tickets. Defaults to True. + per_page: The number of Ticket objects to load per page. Defaults to 1000. + updated_at: Incremental source for the 'updated_at' column. + Defaults to dlt.sources.incremental("updated_at", initial_value=start_date). + + Yields: + TDataItem: Dictionary containing the ticket data. + """ + # grab the custom fields from dlt state if any + if pivot_fields: + load_ticket_fields_state(zendesk_client) + fields_dict = dlt.current.source_state().setdefault(CUSTOM_FIELDS_STATE_KEY, {}) + # include_objects = ["users", "groups", "organisation", "brands"] + ticket_pages = zendesk_client.get_pages( + "/api/v2/incremental/tickets", + "tickets", + PaginationType.STREAM, + params={"start_time": updated_at.last_value.int_timestamp}, + ) + for page in ticket_pages: + yield [process_ticket(ticket, fields_dict, pivot_custom_fields=pivot_fields) for ticket in page] + + # stop loading when using end_value and end is reached + if updated_at.end_out_of_range: + return + + @dlt.resource(name="ticket_metric_events", primary_key="id", write_disposition="append") + def ticket_metric_table( + zendesk_client: ZendeskAPIClient, + time: dlt.sources.incremental[str] = dlt.sources.incremental( # noqa: B008 + "time", + initial_value=start_date_iso_str, + end_value=end_date_iso_str, + allow_external_schedulers=True, + ), + ) -> Iterator[TDataItem]: + """ + Resource for ticket metric events table. Returns all the ticket metric events from the starting date, + with the default starting date being January 1st of the current year. + + Args: + zendesk_client: The Zendesk API client instance, used to make calls to Zendesk API. + time: Incremental source for the 'time' column, + indicating the starting date for retrieving ticket metric events. + Defaults to dlt.sources.incremental("time", initial_value=start_date_iso_str). + + Yields: + TDataItem: Dictionary containing the ticket metric event data. + """ + # "https://example.zendesk.com/api/v2/incremental/ticket_metric_events?start_time=1332034771" + metric_event_pages = zendesk_client.get_pages( + "/api/v2/incremental/ticket_metric_events", + "ticket_metric_events", + PaginationType.CURSOR, + params={ + "start_time": ensure_pendulum_datetime(time.last_value).int_timestamp, + }, + ) + for page in metric_event_pages: + yield page + + if time.end_out_of_range: + return + + def ticket_fields_table(zendesk_client: ZendeskAPIClient) -> Iterator[TDataItem]: + """ + Loads ticket fields data from Zendesk API. + + Args: + zendesk_client: The Zendesk API client instance, used to make calls to Zendesk API. + + Yields: + TDataItem: Dictionary containing the ticket fields data. + """ + # get dlt state + ticket_custom_fields = dlt.current.source_state().setdefault(CUSTOM_FIELDS_STATE_KEY, {}) + # get all custom fields and update state if needed, otherwise just load dicts into tables + all_fields = list( + chain.from_iterable( + zendesk_client.get_pages("/api/v2/ticket_fields.json", "ticket_fields", PaginationType.OFFSET) + ) + ) + # all_fields = zendesk_client.ticket_fields() + for field in all_fields: + yield process_ticket_field(field, ticket_custom_fields) + + def load_ticket_fields_state( + zendesk_client: ZendeskAPIClient, + ) -> None: + for _ in ticket_fields_table(zendesk_client): + pass + + ticket_fields_resource = dlt.resource(name="ticket_fields", write_disposition="replace")(ticket_fields_table) + + # Authenticate + zendesk_client = ZendeskAPIClient(credentials) + + all_endpoints = SUPPORT_ENDPOINTS + SUPPORT_EXTRA_ENDPOINTS + resource_list: List[DltResource] = [] + + for endpoint in endpoints: + # loading base tables + if endpoint == "ticket_fields": + resource_list.append(ticket_fields_resource(zendesk_client=zendesk_client)) + elif endpoint == "ticket_events": + resource_list.append(ticket_events(zendesk_client=zendesk_client)) + elif endpoint == "tickets": + resource_list.append(ticket_table(zendesk_client=zendesk_client, pivot_fields=pivot_ticket_fields)) + elif endpoint == "ticket_metric_events": + resource_list.append(ticket_metric_table(zendesk_client=zendesk_client)) + else: + # other tables to be loaded + for resource, endpoint_url, data_key, cursor_paginated in all_endpoints: + if endpoint == resource: + resource_list.append( + dlt.resource( + basic_resource(zendesk_client, endpoint_url, data_key or resource, cursor_paginated), + name=resource, + write_disposition="replace", + ) + ) + break + + return resource_list + + +def basic_resource( + zendesk_client: ZendeskAPIClient, + endpoint_url: str, + data_key: str, + cursor_paginated: bool, +) -> Iterator[TDataItem]: + """ + Basic loader for most endpoints offered by Zenpy. Supports pagination. Expects to be called as a DLT Resource. + + Args: + zendesk_client: The Zendesk API client instance, used to make calls to Zendesk API. + resource: The Zenpy endpoint to retrieve data from, usually directly linked to a Zendesk API endpoint. + cursor_paginated: Tells to use CURSOR pagination or OFFSET/no pagination + + Yields: + TDataItem: Dictionary containing the resource data. + """ + + pages = zendesk_client.get_pages( + endpoint_url, + data_key, + PaginationType.CURSOR if cursor_paginated else PaginationType.OFFSET, + ) + yield from pages diff --git a/posthog/temporal/data_imports/pipelines/zendesk/settings.py b/posthog/temporal/data_imports/pipelines/zendesk/settings.py new file mode 100644 index 0000000000000..aa44df7c20297 --- /dev/null +++ b/posthog/temporal/data_imports/pipelines/zendesk/settings.py @@ -0,0 +1,73 @@ +"""Zendesk source settings and constants""" + +from dlt.common import pendulum + +DEFAULT_START_DATE = pendulum.datetime(year=2000, month=1, day=1) +PAGE_SIZE = 100 +INCREMENTAL_PAGE_SIZE = 1000 + + +CUSTOM_FIELDS_STATE_KEY = "ticket_custom_fields_v2" + +# Resources that will always get pulled +BASE_ENDPOINTS = ["ticket_fields", "ticket_events", "tickets", "ticket_metric_events"] + +# Tuples of (Resource name, endpoint URL, data_key, supports pagination) +# data_key is the key which data list is nested under in responses +# if the data key is None it is assumed to be the same as the resource name +# The last element of the tuple says if endpoint supports cursor pagination +SUPPORT_ENDPOINTS = [ + ("users", "/api/v2/users.json", "users", True), + ("sla_policies", "/api/v2/slas/policies.json", None, False), + ("groups", "/api/v2/groups.json", None, True), + ("organizations", "/api/v2/organizations.json", None, True), + ("brands", "/api/v2/brands.json", None, True), +] + +SUPPORT_EXTRA_ENDPOINTS = [ + ("activities", "/api/v2/activities.json", None, True), + ("automations", "/api/v2/automations.json", None, True), + ("custom_agent_roles", "/api/v2/custom_roles.json", "custom_roles", False), + ("dynamic_content", "/api/v2/dynamic_content/items.json", "items", True), + ("group_memberships", "/api/v2/group_memberships.json", None, True), + ("job_status", "/api/v2/job_statuses.json", "job_statuses", True), + ("macros", "/api/v2/macros.json", None, True), + ("organization_fields", "/api/v2/organization_fields.json", None, True), + ("organization_memberships", "/api/v2/organization_memberships.json", None, True), + ("recipient_addresses", "/api/v2/recipient_addresses.json", None, True), + ("requests", "/api/v2/requests.json", None, True), + ("satisfaction_ratings", "/api/v2/satisfaction_ratings.json", None, True), + ("sharing_agreements", "/api/v2/sharing_agreements.json", None, False), + ("skips", "/api/v2/skips.json", None, True), + ("suspended_tickets", "/api/v2/suspended_tickets.json", None, True), + ("targets", "/api/v2/targets.json", None, False), + ("ticket_forms", "/api/v2/ticket_forms.json", None, False), + ("ticket_metrics", "/api/v2/ticket_metrics.json", None, True), + ("triggers", "/api/v2/triggers.json", None, True), + ("user_fields", "/api/v2/user_fields.json", None, True), + ("views", "/api/v2/views.json", None, True), + ("tags", "/api/v2/tags.json", None, True), +] + +TALK_ENDPOINTS = [ + ("calls", "/api/v2/channels/voice/calls", None, False), + ("addresses", "/api/v2/channels/voice/addresses", None, False), + ("greeting_categories", "/api/v2/channels/voice/greeting_categories", None, False), + ("greetings", "/api/v2/channels/voice/greetings", None, False), + ("ivrs", "/api/v2/channels/voice/ivr", None, False), + ("phone_numbers", "/api/v2/channels/voice/phone_numbers", None, False), + ("settings", "/api/v2/channels/voice/settings", None, False), + ("lines", "/api/v2/channels/voice/lines", None, False), + ("agents_activity", "/api/v2/channels/voice/stats/agents_activity", None, False), + ( + "current_queue_activity", + "/api/v2/channels/voice/stats/current_queue_activity", + None, + False, + ), +] + +INCREMENTAL_TALK_ENDPOINTS = { + "calls": "/api/v2/channels/voice/stats/incremental/calls.json", + "legs": "/api/v2/channels/voice/stats/incremental/legs.json", +} diff --git a/posthog/temporal/data_imports/pipelines/zendesk/talk_api.py b/posthog/temporal/data_imports/pipelines/zendesk/talk_api.py new file mode 100644 index 0000000000000..5db9a28eafc74 --- /dev/null +++ b/posthog/temporal/data_imports/pipelines/zendesk/talk_api.py @@ -0,0 +1,114 @@ +from enum import Enum +from typing import Dict, Iterator, Optional, Tuple, Any +from dlt.common.typing import DictStrStr, TDataItems, TSecretValue +from dlt.sources.helpers.requests import client + +from . import settings +from .credentials import ( + ZendeskCredentialsEmailPass, + ZendeskCredentialsOAuth, + ZendeskCredentialsToken, + TZendeskCredentials, +) + + +class PaginationType(Enum): + OFFSET = 0 + CURSOR = 1 + STREAM = 2 + START_TIME = 3 + + +class ZendeskAPIClient: + """ + API client used to make requests to Zendesk talk, support and chat API + """ + + subdomain: str = "" + url: str = "" + headers: Optional[DictStrStr] + auth: Optional[Tuple[str, TSecretValue]] + + def __init__(self, credentials: TZendeskCredentials, url_prefix: Optional[str] = None) -> None: + """ + Initializer for the API client which is then used to make API calls to the ZendeskAPI + + Args: + credentials: ZendeskCredentials object which contains the necessary credentials to authenticate to ZendeskAPI + """ + # oauth token is the preferred way to authenticate, followed by api token and then email + password combo + # fill headers and auth for every possibility of credentials given, raise error if credentials are of incorrect type + if isinstance(credentials, ZendeskCredentialsOAuth): + self.headers = {"Authorization": f"Bearer {credentials.oauth_token}"} + self.auth = None + elif isinstance(credentials, ZendeskCredentialsToken): + self.headers = None + self.auth = (f"{credentials.email}/token", credentials.token) + elif isinstance(credentials, ZendeskCredentialsEmailPass): + self.auth = (credentials.email, credentials.password) + self.headers = None + else: + raise TypeError( + "Wrong credentials type provided to ZendeskAPIClient. The credentials need to be of type: ZendeskCredentialsOAuth, ZendeskCredentialsToken or ZendeskCredentialsEmailPass" + ) + + # If url_prefix is set it overrides the default API URL (e.g. chat api uses zopim.com domain) + if url_prefix: + self.url = url_prefix + else: + self.subdomain = credentials.subdomain + self.url = f"https://{self.subdomain}.zendesk.com" + + def get_pages( + self, + endpoint: str, + data_point_name: str, + pagination: PaginationType, + params: Optional[Dict[str, Any]] = None, + ) -> Iterator[TDataItems]: + """ + Makes a request to a paginated endpoint and returns a generator of data items per page. + + Args: + endpoint: The url to the endpoint, e.g. /api/v2/calls + data_point_name: The key which data items are nested under in the response object (e.g. calls) + params: Optional dict of query params to include in the request + pagination: Type of pagination type used by endpoint + + Returns: + Generator of pages, each page is a list of dict data items + """ + + # update the page size to enable cursor pagination + params = params or {} + if pagination == PaginationType.CURSOR: + params["page[size]"] = settings.PAGE_SIZE + elif pagination == PaginationType.STREAM: + params["per_page"] = settings.INCREMENTAL_PAGE_SIZE + elif pagination == PaginationType.START_TIME: + params["limit"] = settings.INCREMENTAL_PAGE_SIZE + + # make request and keep looping until there is no next page + get_url = f"{self.url}{endpoint}" + while get_url: + response = client.get(get_url, headers=self.headers, auth=self.auth, params=params) + response.raise_for_status() + response_json = response.json() + result = response_json[data_point_name] + yield result + + get_url = None + if pagination == PaginationType.CURSOR: + if response_json["meta"]["has_more"]: + get_url = response_json["links"]["next"] + elif pagination == PaginationType.OFFSET: + get_url = response_json.get("next_page", None) + elif pagination == PaginationType.STREAM: + # See https://developer.zendesk.com/api-reference/ticketing/ticket-management/incremental_exports/#json-format + if not response_json["end_of_stream"]: + get_url = response_json["next_page"] + elif pagination == PaginationType.START_TIME: + if response_json["count"] > 0: + get_url = response_json["next_page"] + + params = {} diff --git a/posthog/warehouse/api/external_data_source.py b/posthog/warehouse/api/external_data_source.py index 1586f1051379e..6eb06abcad70f 100644 --- a/posthog/warehouse/api/external_data_source.py +++ b/posthog/warehouse/api/external_data_source.py @@ -136,6 +136,8 @@ def create(self, request: Request, *args: Any, **kwargs: Any) -> Response: new_source_model = self._handle_stripe_source(request, *args, **kwargs) elif source_type == ExternalDataSource.Type.HUBSPOT: new_source_model = self._handle_hubspot_source(request, *args, **kwargs) + elif source_type == ExternalDataSource.Type.ZENDESK: + new_source_model = self._handle_zendesk_source(request, *args, **kwargs) elif source_type == ExternalDataSource.Type.POSTGRES: try: new_source_model, table_names = self._handle_postgres_source(request, *args, **kwargs) @@ -190,6 +192,33 @@ def _handle_stripe_source(self, request: Request, *args: Any, **kwargs: Any) -> return new_source_model + def _handle_zendesk_source(self, request: Request, *args: Any, **kwargs: Any) -> ExternalDataSource: + payload = request.data["payload"] + api_key = payload.get("api_key") + subdomain = payload.get("subdomain") + email_address = payload.get("email_address") + prefix = request.data.get("prefix", None) + source_type = request.data["source_type"] + + # TODO: remove dummy vars + new_source_model = ExternalDataSource.objects.create( + source_id=str(uuid.uuid4()), + connection_id=str(uuid.uuid4()), + destination_id=str(uuid.uuid4()), + team=self.team, + status="Running", + source_type=source_type, + job_inputs={ + "zendesk_login_method": "api_key", # We should support the Zendesk OAuth flow in the future, and so with this we can do backwards compatibility + "zendesk_api_key": api_key, + "zendesk_subdomain": subdomain, + "zendesk_email_address": email_address, + }, + prefix=prefix, + ) + + return new_source_model + def _handle_hubspot_source(self, request: Request, *args: Any, **kwargs: Any) -> ExternalDataSource: payload = request.data["payload"] code = payload.get("code") diff --git a/posthog/warehouse/models/external_data_source.py b/posthog/warehouse/models/external_data_source.py index df668c5abfc54..0a044c0b06315 100644 --- a/posthog/warehouse/models/external_data_source.py +++ b/posthog/warehouse/models/external_data_source.py @@ -12,6 +12,7 @@ class Type(models.TextChoices): STRIPE = "Stripe", "Stripe" HUBSPOT = "Hubspot", "Hubspot" POSTGRES = "Postgres", "Postgres" + ZENDESK = "Zendesk", "Zendesk" class Status(models.TextChoices): RUNNING = "Running", "Running" From ab7c09910b60b697106e9b4eab647f89747c57e1 Mon Sep 17 00:00:00 2001 From: Paul D'Ambra Date: Thu, 21 Mar 2024 15:30:11 +0000 Subject: [PATCH 22/51] fix: nobody sees these buttons (#21072) --- .../player/inspector/PlayerInspectorControls.tsx | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/frontend/src/scenes/session-recordings/player/inspector/PlayerInspectorControls.tsx b/frontend/src/scenes/session-recordings/player/inspector/PlayerInspectorControls.tsx index 93b272ede828b..bf3fd911e604d 100644 --- a/frontend/src/scenes/session-recordings/player/inspector/PlayerInspectorControls.tsx +++ b/frontend/src/scenes/session-recordings/player/inspector/PlayerInspectorControls.tsx @@ -174,6 +174,7 @@ export function PlayerInspectorControls({ onClose }: { onClose: () => void }): J
setTimestampMode(timestampMode === 'absolute' ? 'relative' : 'absolute')} tooltipPlacement="left" @@ -191,14 +192,15 @@ export function PlayerInspectorControls({ onClose }: { onClose: () => void }): J { - // If the user has syncScrolling on but it is paused due to interacting with the Inspector, we want to resume it + // If the user has syncScrolling on, but it is paused due to interacting with the Inspector, we want to resume it if (syncScroll && syncScrollingPaused) { setSyncScrollPaused(false) } else { - // Otherwise we are just toggling the settting + // Otherwise we are just toggling the setting setSyncScroll(!syncScroll) } }} From ed01ee36219f723dbbfd45a106f2b774a7d89256 Mon Sep 17 00:00:00 2001 From: Xavier Vello Date: Thu, 21 Mar 2024 17:50:07 +0100 Subject: [PATCH 23/51] chore(blobby): raise overflow threshold (#21079) --- plugin-server/src/config/config.ts | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/plugin-server/src/config/config.ts b/plugin-server/src/config/config.ts index b5fa1ce899f63..dcaebe4c1097a 100644 --- a/plugin-server/src/config/config.ts +++ b/plugin-server/src/config/config.ts @@ -164,7 +164,7 @@ export function getDefaultConfig(): PluginsServerConfig { SESSION_RECORDING_KAFKA_DEBUG: undefined, SESSION_RECORDING_MAX_PARALLEL_FLUSHES: 10, SESSION_RECORDING_OVERFLOW_ENABLED: false, - SESSION_RECORDING_OVERFLOW_BUCKET_REPLENISH_RATE: 1_000_000, // 1MB/second uncompressed, sustained + SESSION_RECORDING_OVERFLOW_BUCKET_REPLENISH_RATE: 2_000_000, // 2MB/second uncompressed, sustained SESSION_RECORDING_OVERFLOW_BUCKET_CAPACITY: 100_000_000, // 100MB burst } } From 21922ff9e3e38560046f31f30811bfad06ddd005 Mon Sep 17 00:00:00 2001 From: David Newell Date: Thu, 21 Mar 2024 16:59:21 +0000 Subject: [PATCH 24/51] feat: create playlists from errors (#21037) --- ee/session_recordings/ai/error_clustering.py | 6 +-- .../errors/SessionRecordingErrors.tsx | 45 +++++++++++++------ .../errors/sessionRecordingErrorsLogic.ts | 20 ++++++++- frontend/src/types.ts | 3 +- 4 files changed, 55 insertions(+), 19 deletions(-) diff --git a/ee/session_recordings/ai/error_clustering.py b/ee/session_recordings/ai/error_clustering.py index 03ea4f62d2789..edc06ff471355 100644 --- a/ee/session_recordings/ai/error_clustering.py +++ b/ee/session_recordings/ai/error_clustering.py @@ -76,12 +76,12 @@ def construct_response(df: pd.DataFrame, team: Team, user: User): clusters = [] for cluster, rows in df.groupby("cluster"): session_ids = rows["session_id"].unique() - sample = rows.sample(n=1)[["session_id", "input"]].rename(columns={"input": "error"}).to_dict("records") + sample = rows.sample(n=1)[["session_id", "input"]].rename(columns={"input": "error"}).to_dict("records")[0] clusters.append( { "cluster": cluster, - "sample": sample, - "session_ids": session_ids, + "sample": sample.get("error"), + "session_ids": np.random.choice(session_ids, size=DBSCAN_MIN_SAMPLES - 1), "occurrences": rows.size, "unique_sessions": len(session_ids), "viewed": len(np.intersect1d(session_ids, viewed_session_ids, assume_unique=True)), diff --git a/frontend/src/scenes/session-recordings/errors/SessionRecordingErrors.tsx b/frontend/src/scenes/session-recordings/errors/SessionRecordingErrors.tsx index 56eac1213d91a..4b2dd2d1abed3 100644 --- a/frontend/src/scenes/session-recordings/errors/SessionRecordingErrors.tsx +++ b/frontend/src/scenes/session-recordings/errors/SessionRecordingErrors.tsx @@ -14,7 +14,7 @@ const MAX_TITLE_LENGTH = 75 export function SessionRecordingErrors(): JSX.Element { const { openSessionPlayer } = useActions(sessionPlayerModalLogic) const { errors, errorsLoading } = useValues(sessionRecordingErrorsLogic) - const { loadErrorClusters } = useActions(sessionRecordingErrorsLogic) + const { loadErrorClusters, createPlaylist } = useActions(sessionRecordingErrorsLogic) if (errorsLoading) { return @@ -36,7 +36,7 @@ export function SessionRecordingErrors(): JSX.Element { title: 'Error', dataIndex: 'cluster', render: (_, cluster) => { - const displayTitle = parseTitle(cluster.sample.error) + const displayTitle = parseTitle(cluster.sample) return (
{displayTitle} @@ -68,23 +68,40 @@ export function SessionRecordingErrors(): JSX.Element { title: 'Actions', render: function Render(_, cluster) { return ( - { - e.preventDefault() - openSessionPlayer({ id: cluster.sample.session_id }) - }} - className="p-2 whitespace-nowrap" - type="primary" - > - Watch example - +
+ { + e.preventDefault() + openSessionPlayer({ id: cluster.session_ids[0] }) + }} + className="whitespace-nowrap" + type="primary" + > + Watch example + + { + createPlaylist( + `Examples of '${parseTitle(cluster.sample)}'`, + cluster.session_ids + ) + }} + className="whitespace-nowrap" + type="secondary" + tooltip="Create a playlist of recordings containing this issue" + > + Create playlist + +
) }, }, ]} dataSource={errors} - expandable={{ expandedRowRender: (cluster) => }} + expandable={{ + expandedRowRender: (cluster) => , + }} /> diff --git a/frontend/src/scenes/session-recordings/errors/sessionRecordingErrorsLogic.ts b/frontend/src/scenes/session-recordings/errors/sessionRecordingErrorsLogic.ts index 45b887fd33cbb..49de62c7bf5c4 100644 --- a/frontend/src/scenes/session-recordings/errors/sessionRecordingErrorsLogic.ts +++ b/frontend/src/scenes/session-recordings/errors/sessionRecordingErrorsLogic.ts @@ -1,13 +1,19 @@ -import { afterMount, kea, path } from 'kea' +import { actions, afterMount, kea, listeners, path } from 'kea' import { loaders } from 'kea-loaders' +import { router } from 'kea-router' import api from 'lib/api' +import { urls } from 'scenes/urls' import { ErrorClusterResponse } from '~/types' +import { createPlaylist } from '../playlist/playlistUtils' import type { sessionRecordingErrorsLogicType } from './sessionRecordingErrorsLogicType' export const sessionRecordingErrorsLogic = kea([ path(['scenes', 'session-recordings', 'detail', 'sessionRecordingErrorsLogic']), + actions({ + createPlaylist: (name: string, sessionIds: string[]) => ({ name, sessionIds }), + }), loaders(() => ({ errors: [ null as ErrorClusterResponse, @@ -19,7 +25,19 @@ export const sessionRecordingErrorsLogic = kea( }, ], })), + listeners(() => ({ + createPlaylist: async ({ name, sessionIds }) => { + const playlist = await createPlaylist({ name: name }) + if (playlist) { + const samples = sessionIds.slice(0, 10) + await Promise.all( + samples.map((sessionId) => api.recordings.addRecordingToPlaylist(playlist.short_id, sessionId)) + ) + router.actions.push(urls.replayPlaylist(playlist.short_id)) + } + }, + })), afterMount(({ actions }) => { actions.loadErrorClusters(false) }), diff --git a/frontend/src/types.ts b/frontend/src/types.ts index 26c15fd69d17d..a7f65e84c5473 100644 --- a/frontend/src/types.ts +++ b/frontend/src/types.ts @@ -903,8 +903,9 @@ export interface SessionRecordingsResponse { export type ErrorCluster = { cluster: number - sample: { session_id: string; error: string } + sample: string occurrences: number + session_ids: string[] unique_sessions: number viewed: number } From 08acfba72ee852c6ac5af957223447ccf6457de0 Mon Sep 17 00:00:00 2001 From: Marius Andra Date: Thu, 21 Mar 2024 18:09:22 +0100 Subject: [PATCH 25/51] fix(insights): more trends hogql fixes (#21001) --- .../trends/test/test_trends_query_runner.py | 45 +++++++++++++++ .../insights/trends/trends_query_runner.py | 56 +++++++++++-------- 2 files changed, 77 insertions(+), 24 deletions(-) diff --git a/posthog/hogql_queries/insights/trends/test/test_trends_query_runner.py b/posthog/hogql_queries/insights/trends/test/test_trends_query_runner.py index 104e232a01406..09a7389e74c7b 100644 --- a/posthog/hogql_queries/insights/trends/test/test_trends_query_runner.py +++ b/posthog/hogql_queries/insights/trends/test/test_trends_query_runner.py @@ -364,6 +364,19 @@ def test_trends_query_formula(self): self.assertEqual("Formula (A+B)", response.results[0]["label"]) self.assertEqual([1, 0, 2, 4, 4, 0, 2, 1, 1, 0, 1], response.results[0]["data"]) + def test_trends_query_formula_breakdown_no_data(self): + self._create_test_events() + + response = self._run_trends_query( + self.default_date_from, + self.default_date_to, + IntervalType.day, + [EventsNode(event="$pageviewxxx"), EventsNode(event="$pageleavexxx")], + TrendsFilter(formula="A+B"), + BreakdownFilter(breakdown_type=BreakdownType.person, breakdown="$browser"), + ) + self.assertEqual([], response.results) + def test_trends_query_formula_aggregate(self): self._create_test_events() @@ -1114,6 +1127,38 @@ def test_breakdown_values_limit(self): ) self.assertEqual(len(response.results), 11) + def test_breakdown_values_unknown_property(self): + # same as above test, just without creating the property definition + for value in list(range(30)): + _create_event( + team=self.team, + event="$pageview", + distinct_id=f"person_{value}", + timestamp="2020-01-11T12:00:00Z", + properties={"breakdown_value": f"{value}"}, + ) + + response = self._run_trends_query( + "2020-01-09", + "2020-01-20", + IntervalType.day, + [EventsNode(event="$pageview")], + TrendsFilter(display=ChartDisplayType.ActionsLineGraph), + BreakdownFilter(breakdown="breakdown_value", breakdown_type=BreakdownType.event), + ) + + self.assertEqual(len(response.results), 26) + + response = self._run_trends_query( + "2020-01-09", + "2020-01-20", + IntervalType.day, + [EventsNode(event="$pageview")], + TrendsFilter(display=ChartDisplayType.ActionsLineGraph), + BreakdownFilter(breakdown="breakdown_value", breakdown_type=BreakdownType.event, breakdown_limit=10), + ) + self.assertEqual(len(response.results), 11) + def test_breakdown_values_world_map_limit(self): PropertyDefinition.objects.create(team=self.team, name="breakdown_value", property_type="String") diff --git a/posthog/hogql_queries/insights/trends/trends_query_runner.py b/posthog/hogql_queries/insights/trends/trends_query_runner.py index 40f26664c2585..b698e095e8b09 100644 --- a/posthog/hogql_queries/insights/trends/trends_query_runner.py +++ b/posthog/hogql_queries/insights/trends/trends_query_runner.py @@ -666,25 +666,27 @@ def apply_formula(self, formula: str, results: List[Dict[str, Any]]) -> List[Dic res.append(new_result) return res - if self._trends_display.should_aggregate_values(): - series_data = list(map(lambda s: [s["aggregated_value"]], results)) - new_series_data = FormulaAST(series_data).call(formula) - - new_result = results[0] - new_result["aggregated_value"] = float(sum(new_series_data)) - new_result["data"] = None - new_result["count"] = 0 - new_result["label"] = f"Formula ({formula})" - else: - series_data = list(map(lambda s: s["data"], results)) - new_series_data = FormulaAST(series_data).call(formula) + if len(results) > 0: + if self._trends_display.should_aggregate_values(): + series_data = list(map(lambda s: [s["aggregated_value"]], results)) + new_series_data = FormulaAST(series_data).call(formula) + + new_result = results[0] + new_result["aggregated_value"] = float(sum(new_series_data)) + new_result["data"] = None + new_result["count"] = 0 + new_result["label"] = f"Formula ({formula})" + else: + series_data = list(map(lambda s: s["data"], results)) + new_series_data = FormulaAST(series_data).call(formula) - new_result = results[0] - new_result["data"] = new_series_data - new_result["count"] = float(sum(new_series_data)) - new_result["label"] = f"Formula ({formula})" + new_result = results[0] + new_result["data"] = new_series_data + new_result["count"] = float(sum(new_series_data)) + new_result["label"] = f"Formula ({formula})" - return [new_result] + return [new_result] + return [] def _is_breakdown_field_boolean(self): if not self.query.breakdownFilter or not self.query.breakdownFilter.breakdown_type: @@ -741,13 +743,19 @@ def _event_property( field: str, field_type: PropertyDefinition.Type, group_type_index: Optional[int], - ): - return PropertyDefinition.objects.get( - name=field, - team=self.team, - type=field_type, - group_type_index=group_type_index if field_type == PropertyDefinition.Type.GROUP else None, - ).property_type + ) -> str: + try: + return ( + PropertyDefinition.objects.get( + name=field, + team=self.team, + type=field_type, + group_type_index=group_type_index if field_type == PropertyDefinition.Type.GROUP else None, + ).property_type + or "String" + ) + except PropertyDefinition.DoesNotExist: + return "String" # TODO: Move this to posthog/hogql_queries/legacy_compatibility/query_to_filter.py def _query_to_filter(self) -> Dict[str, Any]: From f5e4b17201afea02baddeb5a02f7d1f489747884 Mon Sep 17 00:00:00 2001 From: Michael Matloka Date: Thu, 21 Mar 2024 19:20:42 +0100 Subject: [PATCH 26/51] fix(insights): Make HogQL queries `limit_context`-aware (#21022) * fix(insights): Make HogQL queries `limit_context`-aware * Add some tests * Update `execute_hogql_query` shape * Fix minor issues * Update mypy-baseline.txt --- mypy-baseline.txt | 1 - posthog/hogql/query.py | 1 + .../funnel_correlation_query_runner.py | 1 + .../insights/funnels/funnels_query_runner.py | 1 + .../insights/insight_actors_query_runner.py | 1 + .../insights/lifecycle_query_runner.py | 1 + posthog/hogql_queries/insights/paginators.py | 3 ++- .../insights/paths_query_runner.py | 1 + .../insights/retention_query_runner.py | 1 + .../insights/stickiness_query_runner.py | 1 + .../insights/test/test_paginators.py | 6 +++-- .../test/test_retention_query_runner.py | 16 ++++++++++-- .../test/test_stickiness_query_runner.py | 14 ++++++++++- .../trends/test/test_trends_query_runner.py | 25 ++++++++++++++++--- .../insights/trends/trends_query_runner.py | 1 + .../sessions_timeline_query_runner.py | 1 + .../web_analytics/test/test_web_overview.py | 23 +++++++++++++++-- .../hogql_queries/web_analytics/top_clicks.py | 1 + .../web_analytics_query_runner.py | 1 + .../web_analytics/web_overview.py | 1 + 20 files changed, 89 insertions(+), 12 deletions(-) diff --git a/mypy-baseline.txt b/mypy-baseline.txt index 180d259fc3c20..f0a464d26c546 100644 --- a/mypy-baseline.txt +++ b/mypy-baseline.txt @@ -549,7 +549,6 @@ posthog/hogql_queries/insights/trends/test/test_aggregation_operations.py:0: err posthog/hogql_queries/insights/trends/test/test_aggregation_operations.py:0: error: Item "SelectQuery" of "SelectQuery | SelectUnionQuery | Field | Any | None" has no attribute "chain" [union-attr] posthog/hogql_queries/insights/trends/test/test_aggregation_operations.py:0: error: Item "SelectUnionQuery" of "SelectQuery | SelectUnionQuery | Field | Any | None" has no attribute "chain" [union-attr] posthog/hogql_queries/insights/trends/test/test_aggregation_operations.py:0: error: Item "None" of "SelectQuery | SelectUnionQuery | Field | Any | None" has no attribute "chain" [union-attr] -posthog/hogql_queries/insights/test/test_paginators.py:0: error: Argument 2 to "execute_hogql_query" of "HogQLHasMorePaginator" has incompatible type "SelectQuery | SelectUnionQuery"; expected "SelectQuery" [arg-type] posthog/hogql_queries/insights/test/test_paginators.py:0: error: Value of type "object" is not indexable [index] posthog/hogql_queries/insights/test/test_paginators.py:0: error: Value of type "object" is not indexable [index] posthog/hogql_queries/insights/test/test_paginators.py:0: error: Value of type "object" is not indexable [index] diff --git a/posthog/hogql/query.py b/posthog/hogql/query.py index e7bc3f7984205..69b5656020904 100644 --- a/posthog/hogql/query.py +++ b/posthog/hogql/query.py @@ -28,6 +28,7 @@ def execute_hogql_query( query: Union[str, ast.SelectQuery, ast.SelectUnionQuery], team: Team, + *, query_type: str = "hogql_query", filters: Optional[HogQLFilters] = None, placeholders: Optional[Dict[str, ast.Expr]] = None, diff --git a/posthog/hogql_queries/insights/funnels/funnel_correlation_query_runner.py b/posthog/hogql_queries/insights/funnels/funnel_correlation_query_runner.py index 2fef78a372324..bcb362ff3d4f9 100644 --- a/posthog/hogql_queries/insights/funnels/funnel_correlation_query_runner.py +++ b/posthog/hogql_queries/insights/funnels/funnel_correlation_query_runner.py @@ -236,6 +236,7 @@ def _calculate(self) -> tuple[List[EventOddsRatio], bool, str, HogQLQueryRespons team=self.team, timings=self.timings, modifiers=self.modifiers, + limit_context=self.limit_context, ) assert response.results diff --git a/posthog/hogql_queries/insights/funnels/funnels_query_runner.py b/posthog/hogql_queries/insights/funnels/funnels_query_runner.py index 38e04603f2725..b1ca8dfd6dd54 100644 --- a/posthog/hogql_queries/insights/funnels/funnels_query_runner.py +++ b/posthog/hogql_queries/insights/funnels/funnels_query_runner.py @@ -92,6 +92,7 @@ def calculate(self): team=self.team, timings=self.timings, modifiers=self.modifiers, + limit_context=self.limit_context, ) results = self.funnel_class._format_results(response.results) diff --git a/posthog/hogql_queries/insights/insight_actors_query_runner.py b/posthog/hogql_queries/insights/insight_actors_query_runner.py index a0e38abae1776..d58f36cb6f7ee 100644 --- a/posthog/hogql_queries/insights/insight_actors_query_runner.py +++ b/posthog/hogql_queries/insights/insight_actors_query_runner.py @@ -102,6 +102,7 @@ def calculate(self) -> HogQLQueryResponse: team=self.team, timings=self.timings, modifiers=self.modifiers, + limit_context=self.limit_context, ) def _is_stale(self, cached_result_package): diff --git a/posthog/hogql_queries/insights/lifecycle_query_runner.py b/posthog/hogql_queries/insights/lifecycle_query_runner.py index 24bbe36f1c6bf..62968f5349e0e 100644 --- a/posthog/hogql_queries/insights/lifecycle_query_runner.py +++ b/posthog/hogql_queries/insights/lifecycle_query_runner.py @@ -157,6 +157,7 @@ def calculate(self) -> LifecycleQueryResponse: team=self.team, timings=self.timings, modifiers=self.modifiers, + limit_context=self.limit_context, ) # TODO: can we move the data conversion part into the query as well? It would make it easier to swap diff --git a/posthog/hogql_queries/insights/paginators.py b/posthog/hogql_queries/insights/paginators.py index 6dbdb1543b929..0dfda79ced617 100644 --- a/posthog/hogql_queries/insights/paginators.py +++ b/posthog/hogql_queries/insights/paginators.py @@ -54,8 +54,9 @@ def trim_results(self) -> list[Any]: def execute_hogql_query( self, - query_type: str, query: ast.SelectQuery, + *, + query_type: str, **kwargs, ) -> HogQLQueryResponse: self.response = cast( diff --git a/posthog/hogql_queries/insights/paths_query_runner.py b/posthog/hogql_queries/insights/paths_query_runner.py index c10a5a2320207..c454feb8e56ac 100644 --- a/posthog/hogql_queries/insights/paths_query_runner.py +++ b/posthog/hogql_queries/insights/paths_query_runner.py @@ -725,6 +725,7 @@ def calculate(self) -> PathsQueryResponse: team=self.team, timings=self.timings, modifiers=self.modifiers, + limit_context=self.limit_context, ) response.results = self.validate_results(response.results) diff --git a/posthog/hogql_queries/insights/retention_query_runner.py b/posthog/hogql_queries/insights/retention_query_runner.py index 221cb976757d2..3ac2c5b4b5462 100644 --- a/posthog/hogql_queries/insights/retention_query_runner.py +++ b/posthog/hogql_queries/insights/retention_query_runner.py @@ -313,6 +313,7 @@ def calculate(self) -> RetentionQueryResponse: team=self.team, timings=self.timings, modifiers=self.modifiers, + limit_context=self.limit_context, ) result_dict = { diff --git a/posthog/hogql_queries/insights/stickiness_query_runner.py b/posthog/hogql_queries/insights/stickiness_query_runner.py index d0b4b65c67f9b..184e3c0af02df 100644 --- a/posthog/hogql_queries/insights/stickiness_query_runner.py +++ b/posthog/hogql_queries/insights/stickiness_query_runner.py @@ -212,6 +212,7 @@ def calculate(self): team=self.team, timings=self.timings, modifiers=self.modifiers, + limit_context=self.limit_context, ) if response.timings is not None: diff --git a/posthog/hogql_queries/insights/test/test_paginators.py b/posthog/hogql_queries/insights/test/test_paginators.py index ac83efb45b353..6698115c46535 100644 --- a/posthog/hogql_queries/insights/test/test_paginators.py +++ b/posthog/hogql_queries/insights/test/test_paginators.py @@ -1,3 +1,5 @@ +from typing import cast +from posthog.hogql.ast import SelectQuery from posthog.hogql.constants import ( LimitContext, get_default_limit_for_context, @@ -136,8 +138,8 @@ def test_response_params_consistency(self): """Test consistency of response_params method.""" paginator = HogQLHasMorePaginator(limit=5, offset=10) paginator.response = paginator.execute_hogql_query( - "test_query", - parse_select("SELECT * FROM persons"), + cast(SelectQuery, parse_select("SELECT * FROM persons")), + query_type="test_query", team=self.team, ) params = paginator.response_params() diff --git a/posthog/hogql_queries/insights/test/test_retention_query_runner.py b/posthog/hogql_queries/insights/test/test_retention_query_runner.py index 30edb32102f76..04c108dd779f1 100644 --- a/posthog/hogql_queries/insights/test/test_retention_query_runner.py +++ b/posthog/hogql_queries/insights/test/test_retention_query_runner.py @@ -1,3 +1,5 @@ +from typing import Optional +from unittest.mock import MagicMock, patch import uuid from datetime import datetime @@ -6,11 +8,14 @@ from django.test import override_settings from rest_framework import status +from posthog.clickhouse.client.execute import sync_execute from posthog.constants import ( RETENTION_FIRST_TIME, TREND_FILTER_TYPE_ACTIONS, TREND_FILTER_TYPE_EVENTS, ) +from posthog.hogql.constants import LimitContext +from posthog.hogql.query import INCREASED_MAX_EXECUTION_TIME from posthog.hogql_queries.insights.retention_query_runner import RetentionQueryRunner from posthog.hogql_queries.actors_query_runner import ActorsQueryRunner from posthog.models import Action, ActionStep @@ -1685,10 +1690,10 @@ def test_day_interval_sampled(self): class TestClickhouseRetentionGroupAggregation(ClickhouseTestMixin, APIBaseTest): - def run_query(self, query): + def run_query(self, query, *, limit_context: Optional[LimitContext] = None): if not query.get("retentionFilter"): query["retentionFilter"] = {} - runner = RetentionQueryRunner(team=self.team, query=query) + runner = RetentionQueryRunner(team=self.team, query=query, limit_context=limit_context) return runner.calculate().model_dump()["results"] def run_actors_query(self, interval, query, select=None, actor="person"): @@ -1920,3 +1925,10 @@ def test_groups_aggregating_person_on_events(self): [1], ], ) + + @patch("posthog.hogql.query.sync_execute", wraps=sync_execute) + def test_limit_is_context_aware(self, mock_sync_execute: MagicMock): + self.run_query(query={}, limit_context=LimitContext.QUERY_ASYNC) + + mock_sync_execute.assert_called_once() + self.assertIn(f" max_execution_time={INCREASED_MAX_EXECUTION_TIME},", mock_sync_execute.call_args[0][0]) diff --git a/posthog/hogql_queries/insights/test/test_stickiness_query_runner.py b/posthog/hogql_queries/insights/test/test_stickiness_query_runner.py index 3de1fb6ce865e..6e25827e6ecba 100644 --- a/posthog/hogql_queries/insights/test/test_stickiness_query_runner.py +++ b/posthog/hogql_queries/insights/test/test_stickiness_query_runner.py @@ -1,8 +1,12 @@ from dataclasses import dataclass from typing import Dict, List, Optional, Union +from unittest.mock import MagicMock, patch from django.test import override_settings from freezegun import freeze_time +from posthog.clickhouse.client.execute import sync_execute +from posthog.hogql.constants import LimitContext +from posthog.hogql.query import INCREASED_MAX_EXECUTION_TIME from posthog.hogql_queries.insights.stickiness_query_runner import StickinessQueryRunner from posthog.models.action.action import Action from posthog.models.action_step import ActionStep @@ -197,6 +201,7 @@ def _run_query( properties: Optional[StickinessProperties] = None, filters: Optional[StickinessFilter] = None, filter_test_accounts: Optional[bool] = False, + limit_context: Optional[LimitContext] = None, ): query_series: List[EventsNode | ActionsNode] = [EventsNode(event="$pageview")] if series is None else series query_date_from = date_from or self.default_date_from @@ -211,7 +216,7 @@ def _run_query( stickinessFilter=filters, filterTestAccounts=filter_test_accounts, ) - return StickinessQueryRunner(team=self.team, query=query).calculate() + return StickinessQueryRunner(team=self.team, query=query, limit_context=limit_context).calculate() def test_stickiness_runs(self): self._create_test_events() @@ -580,3 +585,10 @@ def test_hogql_aggregations(self): 1, 0, ] + + @patch("posthog.hogql.query.sync_execute", wraps=sync_execute) + def test_limit_is_context_aware(self, mock_sync_execute: MagicMock): + self._run_query(limit_context=LimitContext.QUERY_ASYNC) + + mock_sync_execute.assert_called_once() + self.assertIn(f" max_execution_time={INCREASED_MAX_EXECUTION_TIME},", mock_sync_execute.call_args[0][0]) diff --git a/posthog/hogql_queries/insights/trends/test/test_trends_query_runner.py b/posthog/hogql_queries/insights/trends/test/test_trends_query_runner.py index 09a7389e74c7b..433df7c7df23b 100644 --- a/posthog/hogql_queries/insights/trends/test/test_trends_query_runner.py +++ b/posthog/hogql_queries/insights/trends/test/test_trends_query_runner.py @@ -1,11 +1,13 @@ from dataclasses import dataclass from typing import Dict, List, Optional -from unittest.mock import patch +from unittest.mock import MagicMock, patch from django.test import override_settings from freezegun import freeze_time +from posthog.clickhouse.client.execute import sync_execute from posthog.hogql import ast -from posthog.hogql.constants import MAX_SELECT_RETURNED_ROWS +from posthog.hogql.constants import MAX_SELECT_RETURNED_ROWS, LimitContext from posthog.hogql.modifiers import create_default_modifiers_for_team +from posthog.hogql.query import INCREASED_MAX_EXECUTION_TIME from posthog.hogql_queries.insights.trends.trends_query_runner import TrendsQueryRunner from posthog.models.cohort.cohort import Cohort from posthog.models.property_definition import PropertyDefinition @@ -175,6 +177,7 @@ def _create_query_runner( breakdown: Optional[BreakdownFilter] = None, filter_test_accounts: Optional[bool] = None, hogql_modifiers: Optional[HogQLQueryModifiers] = None, + limit_context: Optional[LimitContext] = None, ) -> TrendsQueryRunner: query_series: List[EventsNode | ActionsNode] = [EventsNode(event="$pageview")] if series is None else series query = TrendsQuery( @@ -185,7 +188,7 @@ def _create_query_runner( breakdownFilter=breakdown, filterTestAccounts=filter_test_accounts, ) - return TrendsQueryRunner(team=self.team, query=query, modifiers=hogql_modifiers) + return TrendsQueryRunner(team=self.team, query=query, modifiers=hogql_modifiers, limit_context=limit_context) def _run_trends_query( self, @@ -195,8 +198,10 @@ def _run_trends_query( series: Optional[List[EventsNode | ActionsNode]], trends_filters: Optional[TrendsFilter] = None, breakdown: Optional[BreakdownFilter] = None, + *, filter_test_accounts: Optional[bool] = None, hogql_modifiers: Optional[HogQLQueryModifiers] = None, + limit_context: Optional[LimitContext] = None, ): return self._create_query_runner( date_from=date_from, @@ -207,6 +212,7 @@ def _run_trends_query( breakdown=breakdown, filter_test_accounts=filter_test_accounts, hogql_modifiers=hogql_modifiers, + limit_context=limit_context, ).calculate() def test_trends_query_label(self): @@ -1694,3 +1700,16 @@ def test_to_actors_query_options_breakdowns_hogql(self): BreakdownItem(label="Safari", value="Safari"), BreakdownItem(label="Edge", value="Edge"), ] + + @patch("posthog.hogql.query.sync_execute", wraps=sync_execute) + def test_limit_is_context_aware(self, mock_sync_execute: MagicMock): + self._run_trends_query( + "2020-01-09", + "2020-01-20", + IntervalType.day, + [EventsNode(event="$pageview")], + limit_context=LimitContext.QUERY_ASYNC, + ) + + mock_sync_execute.assert_called_once() + self.assertIn(f" max_execution_time={INCREASED_MAX_EXECUTION_TIME},", mock_sync_execute.call_args[0][0]) diff --git a/posthog/hogql_queries/insights/trends/trends_query_runner.py b/posthog/hogql_queries/insights/trends/trends_query_runner.py index b698e095e8b09..d66110298ffab 100644 --- a/posthog/hogql_queries/insights/trends/trends_query_runner.py +++ b/posthog/hogql_queries/insights/trends/trends_query_runner.py @@ -292,6 +292,7 @@ def run(index: int, query: ast.SelectQuery | ast.SelectUnionQuery, is_parallel: team=self.team, timings=self.timings, modifiers=self.modifiers, + limit_context=self.limit_context, ) timings_matrix[index] = response.timings diff --git a/posthog/hogql_queries/sessions_timeline_query_runner.py b/posthog/hogql_queries/sessions_timeline_query_runner.py index d920ec7cf94fd..cda9433d63efa 100644 --- a/posthog/hogql_queries/sessions_timeline_query_runner.py +++ b/posthog/hogql_queries/sessions_timeline_query_runner.py @@ -135,6 +135,7 @@ def calculate(self) -> SessionsTimelineQueryResponse: query_type="SessionsTimelineQuery", timings=self.timings, modifiers=self.modifiers, + limit_context=self.limit_context, ) assert query_result.results is not None timeline_entries_map: Dict[str, TimelineEntry] = {} diff --git a/posthog/hogql_queries/web_analytics/test/test_web_overview.py b/posthog/hogql_queries/web_analytics/test/test_web_overview.py index 63a26ffea9233..dcafe660fc72d 100644 --- a/posthog/hogql_queries/web_analytics/test/test_web_overview.py +++ b/posthog/hogql_queries/web_analytics/test/test_web_overview.py @@ -1,6 +1,11 @@ +from typing import Optional +from unittest.mock import MagicMock, patch from freezegun import freeze_time from parameterized import parameterized +from posthog.clickhouse.client.execute import sync_execute +from posthog.hogql.constants import LimitContext +from posthog.hogql.query import INCREASED_MAX_EXECUTION_TIME from posthog.hogql_queries.web_analytics.web_overview import WebOverviewQueryRunner from posthog.schema import WebOverviewQuery, DateRange from posthog.test.base import ( @@ -36,14 +41,21 @@ def _create_events(self, data, event="$pageview"): ) return person_result - def _run_web_overview_query(self, date_from, date_to, use_sessions_table=False, compare=True): + def _run_web_overview_query( + self, + date_from: str, + date_to: str, + use_sessions_table: bool = False, + compare: bool = True, + limit_context: Optional[LimitContext] = None, + ): query = WebOverviewQuery( dateRange=DateRange(date_from=date_from, date_to=date_to), properties=[], compare=compare, useSessionsTable=use_sessions_table, ) - runner = WebOverviewQueryRunner(team=self.team, query=query) + runner = WebOverviewQueryRunner(team=self.team, query=query, limit_context=limit_context) return runner.calculate() @parameterized.expand([(True,), (False,)]) @@ -185,3 +197,10 @@ def test_correctly_counts_pageviews_in_long_running_session(self, use_sessions_t sessions = results[2] self.assertEqual(1, sessions.value) + + @patch("posthog.hogql.query.sync_execute", wraps=sync_execute) + def test_limit_is_context_aware(self, mock_sync_execute: MagicMock): + self._run_web_overview_query("2023-12-01", "2023-12-03", limit_context=LimitContext.QUERY_ASYNC) + + mock_sync_execute.assert_called_once() + self.assertIn(f" max_execution_time={INCREASED_MAX_EXECUTION_TIME},", mock_sync_execute.call_args[0][0]) diff --git a/posthog/hogql_queries/web_analytics/top_clicks.py b/posthog/hogql_queries/web_analytics/top_clicks.py index 3218e68975f7a..192d7b279b704 100644 --- a/posthog/hogql_queries/web_analytics/top_clicks.py +++ b/posthog/hogql_queries/web_analytics/top_clicks.py @@ -51,6 +51,7 @@ def calculate(self): team=self.team, timings=self.timings, modifiers=self.modifiers, + limit_context=self.limit_context, ) return WebTopClicksQueryResponse( diff --git a/posthog/hogql_queries/web_analytics/web_analytics_query_runner.py b/posthog/hogql_queries/web_analytics/web_analytics_query_runner.py index da4f98edcbf32..12ef703271c51 100644 --- a/posthog/hogql_queries/web_analytics/web_analytics_query_runner.py +++ b/posthog/hogql_queries/web_analytics/web_analytics_query_runner.py @@ -211,6 +211,7 @@ def _get_or_calculate_sample_ratio(self) -> SamplingRate: query=event_count, team=self.team, timings=self.timings, + limit_context=self.limit_context, ) if not response.results or not response.results[0] or not response.results[0][0]: diff --git a/posthog/hogql_queries/web_analytics/web_overview.py b/posthog/hogql_queries/web_analytics/web_overview.py index 38388315c8f0b..2da015a60ac4e 100644 --- a/posthog/hogql_queries/web_analytics/web_overview.py +++ b/posthog/hogql_queries/web_analytics/web_overview.py @@ -285,6 +285,7 @@ def calculate(self): team=self.team, timings=self.timings, modifiers=self.modifiers, + limit_context=self.limit_context, ) assert response.results From 7ac5d2b7c4f7b9ccb8d051e9deeecba2d20be042 Mon Sep 17 00:00:00 2001 From: Brett Hoerner Date: Thu, 21 Mar 2024 12:41:23 -0600 Subject: [PATCH 27/51] chore(batch-exports): remove log about empty heartbeat (#21075) cleanup(batch-exports): remove log about empty heartbeat --- posthog/temporal/common/utils.py | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/posthog/temporal/common/utils.py b/posthog/temporal/common/utils.py index 1b61a356dc898..022c8270d7748 100644 --- a/posthog/temporal/common/utils.py +++ b/posthog/temporal/common/utils.py @@ -119,10 +119,9 @@ async def should_resume_from_activity_heartbeat( heartbeat_details = heartbeat_type.from_activity(activity) except EmptyHeartbeatError: - # We don't log this as a warning/error because it's the expected exception when heartbeat is empty. + # We don't log this as it's the expected exception when heartbeat is empty. heartbeat_details = None received = False - logger.debug("Did not receive details from previous activity execution") except NotEnoughHeartbeatValuesError: heartbeat_details = None From 888f2eee7b0b5ab2d8ef424b24e3c00ed850b914 Mon Sep 17 00:00:00 2001 From: Eric Duong Date: Thu, 21 Mar 2024 15:12:05 -0400 Subject: [PATCH 28/51] fix(data-warehouse): make sure taxonomic filter and popup are populated when selected a data warehouse filter (#21021) * add fix * use props correctly * Update UI snapshots for `chromium` (1) * check null * Update UI snapshots for `chromium` (1) --------- Co-authored-by: github-actions <41898282+github-actions[bot]@users.noreply.github.com> --- .../DefinitionPopover/DefinitionPopoverContents.tsx | 9 +++++++++ .../src/lib/components/TaxonomicFilter/InfiniteList.tsx | 1 - .../lib/components/TaxonomicFilter/TaxonomicFilter.tsx | 2 ++ .../components/TaxonomicFilter/taxonomicFilterLogic.tsx | 3 ++- frontend/src/lib/components/TaxonomicFilter/types.ts | 2 ++ .../lib/components/TaxonomicPopover/TaxonomicPopover.tsx | 4 ++++ .../ActionFilter/ActionFilterRow/ActionFilterRow.tsx | 1 + 7 files changed, 20 insertions(+), 2 deletions(-) diff --git a/frontend/src/lib/components/DefinitionPopover/DefinitionPopoverContents.tsx b/frontend/src/lib/components/DefinitionPopover/DefinitionPopoverContents.tsx index 1c9e4928ecb22..8be1a72543f44 100644 --- a/frontend/src/lib/components/DefinitionPopover/DefinitionPopoverContents.tsx +++ b/frontend/src/lib/components/DefinitionPopover/DefinitionPopoverContents.tsx @@ -111,8 +111,16 @@ function DefinitionView({ group }: { group: TaxonomicFilterGroup }): JSX.Element } = useValues(definitionPopoverLogic) const { setLocalDefinition } = useActions(definitionPopoverLogic) + const { selectedItemMeta } = useValues(taxonomicFilterLogic) const { selectItem } = useActions(taxonomicFilterLogic) + // Use effect here to make definition view stateful. TaxonomicFilterLogic won't mount within definitionPopoverLogic + useEffect(() => { + if (selectedItemMeta && definition.name == selectedItemMeta.id) { + setLocalDefinition(selectedItemMeta) + } + }, [definition]) + if (!definition) { return <> } @@ -280,6 +288,7 @@ function DefinitionView({ group }: { group: TaxonomicFilterGroup }): JSX.Element value: column.key, })) const itemValue = localDefinition ? group?.getValue?.(localDefinition) : null + return (
diff --git a/frontend/src/lib/components/TaxonomicFilter/InfiniteList.tsx b/frontend/src/lib/components/TaxonomicFilter/InfiniteList.tsx index eca954d86f94f..8e0237d36f252 100644 --- a/frontend/src/lib/components/TaxonomicFilter/InfiniteList.tsx +++ b/frontend/src/lib/components/TaxonomicFilter/InfiniteList.tsx @@ -173,7 +173,6 @@ export function InfiniteList({ popupAnchorElement }: InfiniteListProps): JSX.Ele const { mouseInteractionsEnabled, activeTab, searchQuery, value, groupType, eventNames } = useValues(taxonomicFilterLogic) const { selectItem } = useActions(taxonomicFilterLogic) - const { isLoading, results, diff --git a/frontend/src/lib/components/TaxonomicFilter/TaxonomicFilter.tsx b/frontend/src/lib/components/TaxonomicFilter/TaxonomicFilter.tsx index bd2f56b8dcfc9..52e99e1e432e6 100644 --- a/frontend/src/lib/components/TaxonomicFilter/TaxonomicFilter.tsx +++ b/frontend/src/lib/components/TaxonomicFilter/TaxonomicFilter.tsx @@ -21,6 +21,7 @@ export function TaxonomicFilter({ taxonomicFilterLogicKey: taxonomicFilterLogicKeyInput, groupType, value, + filter, onChange, onClose, taxonomicGroupTypes, @@ -48,6 +49,7 @@ export function TaxonomicFilter({ taxonomicFilterLogicKey, groupType, value, + filter, onChange, taxonomicGroupTypes, optionsFromProp, diff --git a/frontend/src/lib/components/TaxonomicFilter/taxonomicFilterLogic.tsx b/frontend/src/lib/components/TaxonomicFilter/taxonomicFilterLogic.tsx index 9809e801308f6..b5904b8957056 100644 --- a/frontend/src/lib/components/TaxonomicFilter/taxonomicFilterLogic.tsx +++ b/frontend/src/lib/components/TaxonomicFilter/taxonomicFilterLogic.tsx @@ -141,6 +141,7 @@ export const taxonomicFilterLogic = kea([ ], })), selectors({ + selectedItemMeta: [() => [(_, props) => props.filter], (filter) => filter], taxonomicFilterLogicKey: [ (_, p) => [p.taxonomicFilterLogicKey], (taxonomicFilterLogicKey) => taxonomicFilterLogicKey, @@ -218,7 +219,7 @@ export const taxonomicFilterLogic = kea([ logic: dataWarehouseSceneLogic, value: 'externalTables', getName: (table: DataWarehouseTableType) => table.name, - getValue: (table: DataWarehouseTableType) => table.id, + getValue: (table: DataWarehouseTableType) => table.name, getPopoverHeader: () => 'Data Warehouse Table', getIcon: () => , }, diff --git a/frontend/src/lib/components/TaxonomicFilter/types.ts b/frontend/src/lib/components/TaxonomicFilter/types.ts index cde2e9d678ded..a3edff51c16f0 100644 --- a/frontend/src/lib/components/TaxonomicFilter/types.ts +++ b/frontend/src/lib/components/TaxonomicFilter/types.ts @@ -1,6 +1,7 @@ import Fuse from 'fuse.js' import { BuiltLogic, LogicWrapper } from 'kea' import { DataWarehouseTableType } from 'scenes/data-warehouse/types' +import { LocalFilter } from 'scenes/insights/filters/ActionFilter/entityFilterLogic' import { AnyDataNode, DatabaseSchemaQueryResponseField } from '~/queries/schema' import { @@ -22,6 +23,7 @@ export interface TaxonomicFilterProps { value?: TaxonomicFilterValue onChange?: (group: TaxonomicFilterGroup, value: TaxonomicFilterValue, item: any) => void onClose?: () => void + filter?: LocalFilter taxonomicGroupTypes: TaxonomicFilterGroupType[] taxonomicFilterLogicKey?: string optionsFromProp?: Partial> diff --git a/frontend/src/lib/components/TaxonomicPopover/TaxonomicPopover.tsx b/frontend/src/lib/components/TaxonomicPopover/TaxonomicPopover.tsx index 4fe515646323c..b0e6cfc85a508 100644 --- a/frontend/src/lib/components/TaxonomicPopover/TaxonomicPopover.tsx +++ b/frontend/src/lib/components/TaxonomicPopover/TaxonomicPopover.tsx @@ -4,6 +4,7 @@ import { TaxonomicFilterGroupType, TaxonomicFilterValue } from 'lib/components/T import { LemonButton, LemonButtonProps } from 'lib/lemon-ui/LemonButton' import { LemonDropdown } from 'lib/lemon-ui/LemonDropdown' import { useEffect, useState } from 'react' +import { LocalFilter } from 'scenes/insights/filters/ActionFilter/entityFilterLogic' import { AnyDataNode, DatabaseSchemaQueryResponseField } from '~/queries/schema' @@ -13,6 +14,7 @@ export interface TaxonomicPopoverProps void + filter?: LocalFilter groupTypes?: TaxonomicFilterGroupType[] renderValue?: (value: ValueType) => JSX.Element | null eventNames?: string[] @@ -41,6 +43,7 @@ export function TaxonomicStringPopover(props: TaxonomicPopoverProps): JS export function TaxonomicPopover({ groupType, value, + filter, onChange, renderValue, groupTypes, @@ -81,6 +84,7 @@ export function TaxonomicPopover { onChange?.(payload as ValueType, type, item) setVisible(false) diff --git a/frontend/src/scenes/insights/filters/ActionFilter/ActionFilterRow/ActionFilterRow.tsx b/frontend/src/scenes/insights/filters/ActionFilter/ActionFilterRow/ActionFilterRow.tsx index 3f6d31c9489b2..bca5a483baf48 100644 --- a/frontend/src/scenes/insights/filters/ActionFilter/ActionFilterRow/ActionFilterRow.tsx +++ b/frontend/src/scenes/insights/filters/ActionFilter/ActionFilterRow/ActionFilterRow.tsx @@ -228,6 +228,7 @@ export function ActionFilterRow({ fullWidth groupType={filter.type as TaxonomicFilterGroupType} value={getValue(value, filter)} + filter={filter} onChange={(changedValue, taxonomicGroupType, item) => { const groupType = taxonomicFilterGroupTypeToEntityType(taxonomicGroupType) if (groupType === EntityTypes.DATA_WAREHOUSE) { From d35f67ec53d369df51597acea9cecb67b223ded0 Mon Sep 17 00:00:00 2001 From: Tiina Turban Date: Thu, 21 Mar 2024 21:52:15 +0100 Subject: [PATCH 29/51] fix: batch export PG form checkbox initial edit state (#21088) --- .../batch_exports/BatchExportEditForm.tsx | 26 +++++++++++-------- 1 file changed, 15 insertions(+), 11 deletions(-) diff --git a/frontend/src/scenes/batch_exports/BatchExportEditForm.tsx b/frontend/src/scenes/batch_exports/BatchExportEditForm.tsx index 7fbbc8cc29d69..b015659cfaef1 100644 --- a/frontend/src/scenes/batch_exports/BatchExportEditForm.tsx +++ b/frontend/src/scenes/batch_exports/BatchExportEditForm.tsx @@ -375,17 +375,21 @@ export function BatchExportsEditFields({ - - Does your Postgres instance have a self-signed SSL certificate? - - - - - } - /> + {({ value, onChange }) => ( + + Does your Postgres instance have a self-signed SSL certificate? + + + + + } + checked={!!value} + onChange={onChange} + /> + )} From fa5a1d61029bea66f91f237a47ce9f72808eed1b Mon Sep 17 00:00:00 2001 From: Marius Andra Date: Thu, 21 Mar 2024 23:55:28 +0100 Subject: [PATCH 30/51] feat(insights): string breakdowns (#21023) --- frontend/src/queries/query.ts | 8 +- .../views/InsightsTable/InsightsTable.tsx | 3 +- mypy-baseline.txt | 14 +- package.json | 1 + pnpm-lock.yaml | 8 + .../insights/trends/breakdown.py | 115 +++----- .../insights/trends/breakdown_values.py | 23 +- .../test/__snapshots__/test_trends.ambr | 260 +++++++++--------- .../test_trends_data_warehouse_query.ambr | 16 +- .../insights/trends/test/test_trends.py | 4 +- .../trends/test/test_trends_query_runner.py | 19 +- .../insights/trends/trends_query_builder.py | 10 +- .../insights/trends/trends_query_runner.py | 28 +- 13 files changed, 234 insertions(+), 275 deletions(-) diff --git a/frontend/src/queries/query.ts b/frontend/src/queries/query.ts index 78778cec4322a..f866b2f336d31 100644 --- a/frontend/src/queries/query.ts +++ b/frontend/src/queries/query.ts @@ -220,7 +220,13 @@ export async function query( (hogQLInsightsFunnelsFlagEnabled && isFunnelsQuery(queryNode)) ) { if (hogQLInsightsLiveCompareEnabled) { - const legacyFunction = legacyUrl ? fetchLegacyUrl : fetchLegacyInsights + const legacyFunction = (): any => { + try { + return legacyUrl ? fetchLegacyUrl : fetchLegacyInsights + } catch (e) { + console.error('Error fetching legacy insights', e) + } + } let legacyResponse: any ;[response, legacyResponse] = await Promise.all([ executeQuery(queryNode, methodOptions, refresh, queryId), diff --git a/frontend/src/scenes/insights/views/InsightsTable/InsightsTable.tsx b/frontend/src/scenes/insights/views/InsightsTable/InsightsTable.tsx index d426ca87f525c..c6d037c3d1792 100644 --- a/frontend/src/scenes/insights/views/InsightsTable/InsightsTable.tsx +++ b/frontend/src/scenes/insights/views/InsightsTable/InsightsTable.tsx @@ -3,6 +3,7 @@ import './InsightsTable.scss' import { useActions, useValues } from 'kea' import { getSeriesColor } from 'lib/colors' import { LemonTable, LemonTableColumn } from 'lib/lemon-ui/LemonTable' +import { compare as compareFn } from 'natural-orderby' import { insightLogic } from 'scenes/insights/insightLogic' import { insightSceneLogic } from 'scenes/insights/insightSceneLogic' import { isTrendsFilter } from 'scenes/insights/sharedUtils' @@ -157,7 +158,7 @@ export function InsightsTable({ } const labelA = formatItemBreakdownLabel(a) const labelB = formatItemBreakdownLabel(b) - return labelA.localeCompare(labelB) + return compareFn()(labelA, labelB) }, }) if (isTrends && display === ChartDisplayType.WorldMap) { diff --git a/mypy-baseline.txt b/mypy-baseline.txt index f0a464d26c546..9d5fe48cb5777 100644 --- a/mypy-baseline.txt +++ b/mypy-baseline.txt @@ -346,20 +346,12 @@ posthog/hogql_queries/sessions_timeline_query_runner.py:0: error: Statement is u posthog/hogql_queries/insights/trends/breakdown.py:0: error: Item "None" of "BreakdownFilter | None" has no attribute "breakdown_type" [union-attr] posthog/hogql_queries/insights/trends/breakdown.py:0: error: Item "None" of "BreakdownFilter | None" has no attribute "breakdown_histogram_bin_count" [union-attr] posthog/hogql_queries/insights/trends/breakdown.py:0: error: Item "None" of "BreakdownFilter | None" has no attribute "breakdown_type" [union-attr] -posthog/hogql_queries/insights/trends/breakdown.py:0: error: Item "None" of "BreakdownFilter | None" has no attribute "breakdown" [union-attr] -posthog/hogql_queries/insights/trends/breakdown.py:0: error: Argument 1 to "parse_expr" has incompatible type "str | float | list[str | float] | Any | None"; expected "str" [arg-type] -posthog/hogql_queries/insights/trends/breakdown.py:0: error: Item "None" of "BreakdownFilter | None" has no attribute "breakdown_type" [union-attr] -posthog/hogql_queries/insights/trends/breakdown.py:0: error: Item "None" of "BreakdownFilter | None" has no attribute "breakdown_type" [union-attr] -posthog/hogql_queries/insights/trends/breakdown.py:0: error: Item "None" of "BreakdownFilter | None" has no attribute "breakdown" [union-attr] -posthog/hogql_queries/insights/trends/breakdown.py:0: error: Argument 1 to "parse_expr" has incompatible type "str | float | list[str | float] | Any | None"; expected "str" [arg-type] -posthog/hogql_queries/insights/trends/breakdown.py:0: error: Statement is unreachable [unreachable] posthog/hogql_queries/insights/trends/breakdown.py:0: error: Argument "exprs" to "Or" has incompatible type "list[CompareOperation]"; expected "list[Expr]" [arg-type] posthog/hogql_queries/insights/trends/breakdown.py:0: note: "List" is invariant -- see https://mypy.readthedocs.io/en/stable/common_issues.html#variance posthog/hogql_queries/insights/trends/breakdown.py:0: note: Consider using "Sequence" instead, which is covariant -posthog/hogql_queries/insights/trends/breakdown.py:0: error: Incompatible types in assignment (expression has type "float", variable has type "int") [assignment] -posthog/hogql_queries/insights/trends/breakdown.py:0: error: Incompatible types in assignment (expression has type "float", variable has type "int") [assignment] -posthog/hogql_queries/insights/trends/breakdown.py:0: error: Incompatible types in assignment (expression has type "str", variable has type "int") [assignment] -posthog/hogql_queries/insights/trends/breakdown.py:0: error: Incompatible types in assignment (expression has type "str", variable has type "int") [assignment] +posthog/hogql_queries/insights/trends/breakdown.py:0: error: Item "None" of "BreakdownFilter | None" has no attribute "breakdown_type" [union-attr] +posthog/hogql_queries/insights/trends/breakdown.py:0: error: Item "None" of "BreakdownFilter | None" has no attribute "breakdown" [union-attr] +posthog/hogql_queries/insights/trends/breakdown.py:0: error: Argument 1 to "parse_expr" has incompatible type "str | float | list[str | float] | Any | None"; expected "str" [arg-type] posthog/hogql_queries/insights/trends/breakdown.py:0: error: Item "None" of "BreakdownFilter | None" has no attribute "breakdown_type" [union-attr] posthog/hogql_queries/insights/trends/breakdown.py:0: error: Item "None" of "BreakdownFilter | None" has no attribute "breakdown" [union-attr] posthog/hogql_queries/insights/trends/breakdown.py:0: error: Argument "breakdown_field" to "get_properties_chain" has incompatible type "str | float | list[str | float] | Any | None"; expected "str" [arg-type] diff --git a/package.json b/package.json index 770be74997198..79946a087fbf4 100644 --- a/package.json +++ b/package.json @@ -140,6 +140,7 @@ "maplibre-gl": "^3.5.1", "md5": "^2.3.0", "monaco-editor": "^0.39.0", + "natural-orderby": "^3.0.2", "papaparse": "^5.4.1", "pmtiles": "^2.11.0", "postcss": "^8.4.31", diff --git a/pnpm-lock.yaml b/pnpm-lock.yaml index 5f157ec8b039e..7fc1d7cbd22a4 100644 --- a/pnpm-lock.yaml +++ b/pnpm-lock.yaml @@ -238,6 +238,9 @@ dependencies: monaco-editor: specifier: ^0.39.0 version: 0.39.0 + natural-orderby: + specifier: ^3.0.2 + version: 3.0.2 papaparse: specifier: ^5.4.1 version: 5.4.1 @@ -15917,6 +15920,11 @@ packages: resolution: {integrity: sha512-OWND8ei3VtNC9h7V60qff3SVobHr996CTwgxubgyQYEpg290h9J0buyECNNJexkFm5sOajh5G116RYA1c8ZMSw==} dev: true + /natural-orderby@3.0.2: + resolution: {integrity: sha512-x7ZdOwBxZCEm9MM7+eQCjkrNLrW3rkBKNHVr78zbtqnMGVNlnDi6C/eUEYgxHNrcbu0ymvjzcwIL/6H1iHri9g==} + engines: {node: '>=18'} + dev: false + /needle@3.3.1: resolution: {integrity: sha512-6k0YULvhpw+RoLNiQCRKOl09Rv1dPLr8hHnVjHqdolKwDrdNyk+Hmrthi4lIGPPz3r39dLx0hsF5s40sZ3Us4Q==} engines: {node: '>= 4.4.x'} diff --git a/posthog/hogql_queries/insights/trends/breakdown.py b/posthog/hogql_queries/insights/trends/breakdown.py index 45a3a8421e8d8..bde2cd807b6a7 100644 --- a/posthog/hogql_queries/insights/trends/breakdown.py +++ b/posthog/hogql_queries/insights/trends/breakdown.py @@ -3,9 +3,7 @@ from posthog.hogql.parser import parse_expr from posthog.hogql.timings import HogQLTimings from posthog.hogql_queries.insights.trends.breakdown_values import ( - BREAKDOWN_NULL_NUMERIC_LABEL, BREAKDOWN_NULL_STRING_LABEL, - BREAKDOWN_OTHER_NUMERIC_LABEL, BREAKDOWN_OTHER_STRING_LABEL, BreakdownValues, ) @@ -19,6 +17,10 @@ from posthog.schema import ActionsNode, EventsNode, DataWarehouseNode, HogQLQueryModifiers, InCohortVia, TrendsQuery +def hogql_to_string(expr: ast.Expr) -> ast.Call: + return ast.Call(name="toString", args=[expr]) + + class Breakdown: query: TrendsQuery team: Team @@ -27,7 +29,7 @@ class Breakdown: timings: HogQLTimings modifiers: HogQLQueryModifiers events_filter: ast.Expr - breakdown_values_override: Optional[List[str | int | float]] + breakdown_values_override: Optional[List[str]] def __init__( self, @@ -38,7 +40,7 @@ def __init__( timings: HogQLTimings, modifiers: HogQLQueryModifiers, events_filter: ast.Expr, - breakdown_values_override: Optional[List[str | int | float]] = None, + breakdown_values_override: Optional[List[str]] = None, ): self.team = team self.query = query @@ -70,19 +72,15 @@ def placeholders(self) -> Dict[str, ast.Expr]: return {"cross_join_breakdown_values": ast.Alias(alias="breakdown_value", expr=values)} - def column_expr(self) -> ast.Expr: + def column_expr(self) -> ast.Alias: if self.is_histogram_breakdown: return ast.Alias(alias="breakdown_value", expr=self._get_breakdown_histogram_multi_if()) - elif self.query.breakdownFilter.breakdown_type == "hogql": - return ast.Alias( - alias="breakdown_value", - expr=parse_expr(self.query.breakdownFilter.breakdown), - ) - elif self.query.breakdownFilter.breakdown_type == "cohort": + + if self.query.breakdownFilter.breakdown_type == "cohort": if self.modifiers.inCohortVia == InCohortVia.leftjoin_conjoined: return ast.Alias( alias="breakdown_value", - expr=ast.Field(chain=["__in_cohort", "cohort_id"]), + expr=hogql_to_string(ast.Field(chain=["__in_cohort", "cohort_id"])), ) cohort_breakdown = ( @@ -90,19 +88,9 @@ def column_expr(self) -> ast.Expr: ) return ast.Alias( alias="breakdown_value", - expr=ast.Constant(value=cohort_breakdown), - ) - - if self.query.breakdownFilter.breakdown_type == "hogql": - return ast.Alias( - alias="breakdown_value", - expr=parse_expr(self.query.breakdownFilter.breakdown), + expr=hogql_to_string(ast.Constant(value=cohort_breakdown)), ) - # If there's no breakdown values - if len(self._breakdown_values) == 1 and self._breakdown_values[0] is None: - return ast.Alias(alias="breakdown_value", expr=ast.Field(chain=self._properties_chain)) - return ast.Alias(alias="breakdown_value", expr=self._get_breakdown_transform_func) def events_where_filter(self) -> ast.Expr | None: @@ -148,15 +136,14 @@ def events_where_filter(self) -> ast.Expr | None: else: left = ast.Field(chain=self._properties_chain) + if not self.is_histogram_breakdown: + left = hogql_to_string(left) + compare_ops = [] for _value in self._breakdown_values: - value: Optional[str | int | float] = _value + value: Optional[str] = str(_value) # non-cohorts are always strings # If the value is one of the "other" values, then use the `transform()` func - if ( - value == BREAKDOWN_OTHER_STRING_LABEL - or value == BREAKDOWN_OTHER_NUMERIC_LABEL - or value == float(BREAKDOWN_OTHER_NUMERIC_LABEL) - ): + if value == BREAKDOWN_OTHER_STRING_LABEL: transform_func = self._get_breakdown_transform_func compare_ops.append( ast.CompareOperation( @@ -164,11 +151,7 @@ def events_where_filter(self) -> ast.Expr | None: ) ) else: - if ( - value == BREAKDOWN_NULL_STRING_LABEL - or value == BREAKDOWN_NULL_NUMERIC_LABEL - or value == float(BREAKDOWN_NULL_NUMERIC_LABEL) - ): + if value == BREAKDOWN_NULL_STRING_LABEL: value = None compare_ops.append( @@ -184,30 +167,25 @@ def events_where_filter(self) -> ast.Expr | None: @cached_property def _get_breakdown_transform_func(self) -> ast.Call: - values = self._breakdown_values - all_values_are_ints_or_none = all(isinstance(value, int) or value is None for value in values) - all_values_are_floats_or_none = all(isinstance(value, float) or value is None for value in values) - - if all_values_are_ints_or_none: - breakdown_other_value = BREAKDOWN_OTHER_NUMERIC_LABEL - breakdown_null_value = BREAKDOWN_NULL_NUMERIC_LABEL - elif all_values_are_floats_or_none: - breakdown_other_value = float(BREAKDOWN_OTHER_NUMERIC_LABEL) - breakdown_null_value = float(BREAKDOWN_NULL_NUMERIC_LABEL) - else: - breakdown_other_value = BREAKDOWN_OTHER_STRING_LABEL - breakdown_null_value = BREAKDOWN_NULL_STRING_LABEL + if self.query.breakdownFilter.breakdown_type == "hogql": + return self._get_breakdown_values_transform(parse_expr(self.query.breakdownFilter.breakdown)) + return self._get_breakdown_values_transform(ast.Field(chain=self._properties_chain)) + def _get_breakdown_values_transform(self, node: ast.Expr) -> ast.Call: + breakdown_values = self._breakdown_values_ast return ast.Call( name="transform", args=[ ast.Call( name="ifNull", - args=[ast.Field(chain=self._properties_chain), ast.Constant(value=breakdown_null_value)], + args=[ + hogql_to_string(node), + ast.Constant(value=BREAKDOWN_NULL_STRING_LABEL), + ], ), - self._breakdown_values_ast, - self._breakdown_values_ast, - ast.Constant(value=breakdown_other_value), + breakdown_values, + breakdown_values, + ast.Constant(value=BREAKDOWN_OTHER_STRING_LABEL), ], ) @@ -220,15 +198,21 @@ def _breakdown_buckets_ast(self) -> ast.Array: return ast.Array(exprs=list(map(lambda v: ast.Constant(value=v), values))) - @cached_property + @property def _breakdown_values_ast(self) -> ast.Array: - return ast.Array(exprs=[ast.Constant(value=v) for v in self._breakdown_values]) + exprs: list[ast.Expr] = [] + for value in self._breakdown_values: + if isinstance(value, str): + exprs.append(ast.Constant(value=value)) + else: + exprs.append(hogql_to_string(ast.Constant(value=value))) + return ast.Array(exprs=exprs) @cached_property - def _all_breakdown_values(self) -> List[str | int | float | None]: + def _all_breakdown_values(self) -> List[str | int | None]: # Used in the actors query if self.breakdown_values_override is not None: - return cast(List[str | int | float | None], self.breakdown_values_override) + return cast(List[str | int | None], self.breakdown_values_override) if self.query.breakdownFilter is None: return [] @@ -243,25 +227,12 @@ def _all_breakdown_values(self) -> List[str | int | float | None]: query_date_range=self.query_date_range, modifiers=self.modifiers, ) - return cast(List[str | int | float | None], breakdown.get_breakdown_values()) + return cast(List[str | int | None], breakdown.get_breakdown_values()) @cached_property - def _breakdown_values(self) -> List[str | int | float]: - values = self._all_breakdown_values - if len(values) == 0 or all(value is None for value in values): - return [] - - if None in values: - all_values_are_ints_or_none = all(isinstance(value, int) or value is None for value in values) - all_values_are_floats_or_none = all(isinstance(value, float) or value is None for value in values) - - if all_values_are_ints_or_none: - values = [v if v is not None else BREAKDOWN_NULL_NUMERIC_LABEL for v in values] - elif all_values_are_floats_or_none: - values = [v if v is not None else float(BREAKDOWN_NULL_NUMERIC_LABEL) for v in values] - else: - values = [v if v is not None else BREAKDOWN_NULL_STRING_LABEL for v in values] - return cast(List[str | int | float], values) + def _breakdown_values(self) -> List[str | int]: + values = [BREAKDOWN_NULL_STRING_LABEL if v is None else v for v in self._all_breakdown_values] + return cast(List[str | int], values) @cached_property def has_breakdown_values(self) -> bool: diff --git a/posthog/hogql_queries/insights/trends/breakdown_values.py b/posthog/hogql_queries/insights/trends/breakdown_values.py index 7b1522d5f25c5..d9ab11891f210 100644 --- a/posthog/hogql_queries/insights/trends/breakdown_values.py +++ b/posthog/hogql_queries/insights/trends/breakdown_values.py @@ -97,6 +97,9 @@ def get_breakdown_values(self) -> List[str | int]: ), ) + if not self.histogram_bin_count: + select_field.expr = ast.Call(name="toString", args=[select_field.expr]) + if self.chart_display_type == ChartDisplayType.WorldMap: breakdown_limit = BREAKDOWN_VALUES_LIMIT_FOR_COUNTRIES else: @@ -211,23 +214,9 @@ def get_breakdown_values(self) -> List[str | int]: # Add "other" value if "other" is not hidden and we're not bucketing numeric values if self.hide_other_aggregation is not True and self.histogram_bin_count is None: - all_values_are_ints_or_none = all(isinstance(value, int) or value is None for value in values) - all_values_are_floats_or_none = all(isinstance(value, float) or value is None for value in values) - all_values_are_string_or_none = all(isinstance(value, str) or value is None for value in values) - - if all_values_are_string_or_none: - values = [BREAKDOWN_NULL_STRING_LABEL if value in (None, "") else value for value in values] - if needs_other: - values.insert(0, BREAKDOWN_OTHER_STRING_LABEL) - elif all_values_are_ints_or_none or all_values_are_floats_or_none: - if all_values_are_ints_or_none: - values = [BREAKDOWN_NULL_NUMERIC_LABEL if value is None else value for value in values] - if needs_other: - values.insert(0, BREAKDOWN_OTHER_NUMERIC_LABEL) - else: - values = [float(BREAKDOWN_NULL_NUMERIC_LABEL) if value is None else value for value in values] - if needs_other: - values.insert(0, float(BREAKDOWN_OTHER_NUMERIC_LABEL)) + values = [BREAKDOWN_NULL_STRING_LABEL if value in (None, "") else value for value in values] + if needs_other: + values = [BREAKDOWN_OTHER_STRING_LABEL] + values if len(values) == 0: values.insert(0, None) diff --git a/posthog/hogql_queries/insights/trends/test/__snapshots__/test_trends.ambr b/posthog/hogql_queries/insights/trends/test/__snapshots__/test_trends.ambr index f6eb3748afb2b..e2ec22fb9fb1c 100644 --- a/posthog/hogql_queries/insights/trends/test/__snapshots__/test_trends.ambr +++ b/posthog/hogql_queries/insights/trends/test/__snapshots__/test_trends.ambr @@ -187,7 +187,7 @@ # --- # name: TestTrends.test_breakdown_by_group_props_person_on_events ''' - SELECT e__group_0.properties___industry AS value, + SELECT toString(e__group_0.properties___industry) AS value, count(e.uuid) AS count FROM events AS e LEFT JOIN @@ -210,7 +210,7 @@ ''' SELECT groupArray(day_start) AS date, groupArray(count) AS total, - ifNull(toString(breakdown_value), '') AS breakdown_value + ifNull(toString(breakdown_value), '$$_posthog_breakdown_null_$$') AS breakdown_value FROM (SELECT sum(total) AS count, day_start AS day_start, @@ -231,7 +231,7 @@ ORDER BY sec.breakdown_value ASC, day_start ASC UNION ALL SELECT count(e.uuid) AS total, toStartOfDay(toTimeZone(e.timestamp, 'UTC')) AS day_start, - transform(ifNull(e__group_0.properties___industry, '$$_posthog_breakdown_null_$$'), ['finance', 'technology'], ['finance', 'technology'], '$$_posthog_breakdown_other_$$') AS breakdown_value + transform(ifNull(toString(e__group_0.properties___industry), '$$_posthog_breakdown_null_$$'), ['finance', 'technology'], ['finance', 'technology'], '$$_posthog_breakdown_other_$$') AS breakdown_value FROM events AS e SAMPLE 1 LEFT JOIN (SELECT argMax(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(groups.group_properties, 'industry'), ''), 'null'), '^"|"$', ''), groups._timestamp) AS properties___industry, @@ -241,7 +241,7 @@ WHERE and(equals(groups.team_id, 2), ifNull(equals(index, 0), 0)) GROUP BY groups.group_type_index, groups.group_key) AS e__group_0 ON equals(e.`$group_0`, e__group_0.key) - WHERE and(equals(e.team_id, 2), greaterOrEquals(toTimeZone(e.timestamp, 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-01 00:00:00', 6, 'UTC')))), lessOrEquals(toTimeZone(e.timestamp, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-12 23:59:59', 6, 'UTC'))), equals(e.event, 'sign up'), or(ifNull(equals(e__group_0.properties___industry, 'finance'), 0), ifNull(equals(e__group_0.properties___industry, 'technology'), 0))) + WHERE and(equals(e.team_id, 2), greaterOrEquals(toTimeZone(e.timestamp, 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-01 00:00:00', 6, 'UTC')))), lessOrEquals(toTimeZone(e.timestamp, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-12 23:59:59', 6, 'UTC'))), equals(e.event, 'sign up'), or(ifNull(equals(toString(e__group_0.properties___industry), 'finance'), 0), ifNull(equals(toString(e__group_0.properties___industry), 'technology'), 0))) GROUP BY day_start, breakdown_value) GROUP BY day_start, @@ -287,7 +287,7 @@ # --- # name: TestTrends.test_breakdown_by_group_props_with_person_filter_person_on_events ''' - SELECT e__group_0.properties___industry AS value, + SELECT toString(e__group_0.properties___industry) AS value, count(e.uuid) AS count FROM events AS e LEFT JOIN @@ -310,7 +310,7 @@ ''' SELECT groupArray(day_start) AS date, groupArray(count) AS total, - ifNull(toString(breakdown_value), '') AS breakdown_value + ifNull(toString(breakdown_value), '$$_posthog_breakdown_null_$$') AS breakdown_value FROM (SELECT sum(total) AS count, day_start AS day_start, @@ -331,7 +331,7 @@ ORDER BY sec.breakdown_value ASC, day_start ASC UNION ALL SELECT count(e.uuid) AS total, toStartOfDay(toTimeZone(e.timestamp, 'UTC')) AS day_start, - transform(ifNull(e__group_0.properties___industry, '$$_posthog_breakdown_null_$$'), ['finance'], ['finance'], '$$_posthog_breakdown_other_$$') AS breakdown_value + transform(ifNull(toString(e__group_0.properties___industry), '$$_posthog_breakdown_null_$$'), ['finance'], ['finance'], '$$_posthog_breakdown_other_$$') AS breakdown_value FROM events AS e SAMPLE 1 LEFT JOIN (SELECT argMax(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(groups.group_properties, 'industry'), ''), 'null'), '^"|"$', ''), groups._timestamp) AS properties___industry, @@ -341,7 +341,7 @@ WHERE and(equals(groups.team_id, 2), ifNull(equals(index, 0), 0)) GROUP BY groups.group_type_index, groups.group_key) AS e__group_0 ON equals(e.`$group_0`, e__group_0.key) - WHERE and(equals(e.team_id, 2), greaterOrEquals(toTimeZone(e.timestamp, 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-01 00:00:00', 6, 'UTC')))), lessOrEquals(toTimeZone(e.timestamp, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-12 23:59:59', 6, 'UTC'))), equals(e.event, 'sign up'), ifNull(equals(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.person_properties, 'key'), ''), 'null'), '^"|"$', ''), 'value'), 0), ifNull(equals(e__group_0.properties___industry, 'finance'), 0)) + WHERE and(equals(e.team_id, 2), greaterOrEquals(toTimeZone(e.timestamp, 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-01 00:00:00', 6, 'UTC')))), lessOrEquals(toTimeZone(e.timestamp, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-12 23:59:59', 6, 'UTC'))), equals(e.event, 'sign up'), ifNull(equals(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.person_properties, 'key'), ''), 'null'), '^"|"$', ''), 'value'), 0), ifNull(equals(toString(e__group_0.properties___industry), 'finance'), 0)) GROUP BY day_start, breakdown_value) GROUP BY day_start, @@ -356,7 +356,7 @@ # --- # name: TestTrends.test_breakdown_filtering_with_properties_in_new_format ''' - SELECT replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$current_url'), ''), 'null'), '^"|"$', '') AS value, + SELECT toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$current_url'), ''), 'null'), '^"|"$', '')) AS value, count(e.uuid) AS count FROM events AS e WHERE and(equals(e.team_id, 2), and(greaterOrEquals(toTimeZone(e.timestamp, 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2019-12-22 00:00:00', 6, 'UTC')))), lessOrEquals(toTimeZone(e.timestamp, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-05 23:59:59', 6, 'UTC')))), and(greaterOrEquals(toTimeZone(e.timestamp, 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2019-12-22 00:00:00', 6, 'UTC')))), lessOrEquals(toTimeZone(e.timestamp, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-05 23:59:59', 6, 'UTC'))), equals(e.event, 'sign up'), or(ifNull(equals(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$browser'), ''), 'null'), '^"|"$', ''), 'Firefox'), 0), ifNull(equals(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$os'), ''), 'null'), '^"|"$', ''), 'Windows'), 0)), ifNull(equals(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$os'), ''), 'null'), '^"|"$', ''), 'Mac'), 0))) @@ -371,7 +371,7 @@ ''' SELECT groupArray(day_start) AS date, groupArray(count) AS total, - ifNull(toString(breakdown_value), '') AS breakdown_value + ifNull(toString(breakdown_value), '$$_posthog_breakdown_null_$$') AS breakdown_value FROM (SELECT sum(total) AS count, day_start AS day_start, @@ -392,9 +392,9 @@ ORDER BY sec.breakdown_value ASC, day_start ASC UNION ALL SELECT count(e.uuid) AS total, toStartOfDay(toTimeZone(e.timestamp, 'UTC')) AS day_start, - transform(ifNull(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$current_url'), ''), 'null'), '^"|"$', ''), '$$_posthog_breakdown_null_$$'), ['second url'], ['second url'], '$$_posthog_breakdown_other_$$') AS breakdown_value + transform(ifNull(toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$current_url'), ''), 'null'), '^"|"$', '')), '$$_posthog_breakdown_null_$$'), ['second url'], ['second url'], '$$_posthog_breakdown_other_$$') AS breakdown_value FROM events AS e SAMPLE 1 - WHERE and(equals(e.team_id, 2), greaterOrEquals(toTimeZone(e.timestamp, 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2019-12-22 00:00:00', 6, 'UTC')))), lessOrEquals(toTimeZone(e.timestamp, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-05 23:59:59', 6, 'UTC'))), equals(e.event, 'sign up'), or(ifNull(equals(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$browser'), ''), 'null'), '^"|"$', ''), 'Firefox'), 0), ifNull(equals(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$os'), ''), 'null'), '^"|"$', ''), 'Windows'), 0)), ifNull(equals(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$os'), ''), 'null'), '^"|"$', ''), 'Mac'), 0), ifNull(equals(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$current_url'), ''), 'null'), '^"|"$', ''), 'second url'), 0)) + WHERE and(equals(e.team_id, 2), greaterOrEquals(toTimeZone(e.timestamp, 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2019-12-22 00:00:00', 6, 'UTC')))), lessOrEquals(toTimeZone(e.timestamp, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-05 23:59:59', 6, 'UTC'))), equals(e.event, 'sign up'), or(ifNull(equals(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$browser'), ''), 'null'), '^"|"$', ''), 'Firefox'), 0), ifNull(equals(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$os'), ''), 'null'), '^"|"$', ''), 'Windows'), 0)), ifNull(equals(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$os'), ''), 'null'), '^"|"$', ''), 'Mac'), 0), ifNull(equals(toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$current_url'), ''), 'null'), '^"|"$', '')), 'second url'), 0)) GROUP BY day_start, breakdown_value) GROUP BY day_start, @@ -409,7 +409,7 @@ # --- # name: TestTrends.test_breakdown_filtering_with_properties_in_new_format.2 ''' - SELECT replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$current_url'), ''), 'null'), '^"|"$', '') AS value, + SELECT toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$current_url'), ''), 'null'), '^"|"$', '')) AS value, count(e.uuid) AS count FROM events AS e WHERE and(equals(e.team_id, 2), and(greaterOrEquals(toTimeZone(e.timestamp, 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2019-12-22 00:00:00', 6, 'UTC')))), lessOrEquals(toTimeZone(e.timestamp, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-05 23:59:59', 6, 'UTC')))), and(greaterOrEquals(toTimeZone(e.timestamp, 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2019-12-22 00:00:00', 6, 'UTC')))), lessOrEquals(toTimeZone(e.timestamp, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-05 23:59:59', 6, 'UTC'))), equals(e.event, 'sign up'), and(ifNull(equals(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$browser'), ''), 'null'), '^"|"$', ''), 'Firefox'), 0), ifNull(equals(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$os'), ''), 'null'), '^"|"$', ''), 'Windows'), 0)), ifNull(equals(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$os'), ''), 'null'), '^"|"$', ''), 'Mac'), 0))) @@ -423,24 +423,38 @@ # name: TestTrends.test_breakdown_filtering_with_properties_in_new_format.3 ''' SELECT groupArray(day_start) AS date, - groupArray(count) AS total + groupArray(count) AS total, + ifNull(toString(breakdown_value), '$$_posthog_breakdown_null_$$') AS breakdown_value FROM (SELECT sum(total) AS count, - day_start AS day_start + day_start AS day_start, + breakdown_value AS breakdown_value FROM (SELECT 0 AS total, - minus(toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-05 23:59:59', 6, 'UTC'))), toIntervalDay(numbers.number)) AS day_start - FROM numbers(coalesce(dateDiff('day', assumeNotNull(parseDateTime64BestEffortOrNull('2019-12-22 00:00:00', 6, 'UTC')), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-05 23:59:59', 6, 'UTC'))), 0)) AS numbers - UNION ALL SELECT 0 AS total, - toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2019-12-22 00:00:00', 6, 'UTC'))) AS day_start + ticks.day_start AS day_start, + sec.breakdown_value AS breakdown_value + FROM + (SELECT minus(toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-05 23:59:59', 6, 'UTC'))), toIntervalDay(numbers.number)) AS day_start + FROM numbers(coalesce(dateDiff('day', assumeNotNull(parseDateTime64BestEffortOrNull('2019-12-22 00:00:00', 6, 'UTC')), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-05 23:59:59', 6, 'UTC'))), 0)) AS numbers + UNION ALL SELECT toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2019-12-22 00:00:00', 6, 'UTC'))) AS day_start) AS ticks + CROSS JOIN + (SELECT breakdown_value + FROM + (SELECT ['$$_posthog_breakdown_null_$$'] AS breakdown_value) ARRAY + JOIN breakdown_value AS breakdown_value) AS sec + ORDER BY sec.breakdown_value ASC, day_start ASC UNION ALL SELECT count(e.uuid) AS total, - toStartOfDay(toTimeZone(e.timestamp, 'UTC')) AS day_start + toStartOfDay(toTimeZone(e.timestamp, 'UTC')) AS day_start, + transform(ifNull(toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$current_url'), ''), 'null'), '^"|"$', '')), '$$_posthog_breakdown_null_$$'), ['$$_posthog_breakdown_null_$$'], ['$$_posthog_breakdown_null_$$'], '$$_posthog_breakdown_other_$$') AS breakdown_value FROM events AS e SAMPLE 1 - WHERE and(equals(e.team_id, 2), greaterOrEquals(toTimeZone(e.timestamp, 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2019-12-22 00:00:00', 6, 'UTC')))), lessOrEquals(toTimeZone(e.timestamp, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-05 23:59:59', 6, 'UTC'))), equals(e.event, 'sign up'), and(ifNull(equals(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$browser'), ''), 'null'), '^"|"$', ''), 'Firefox'), 0), ifNull(equals(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$os'), ''), 'null'), '^"|"$', ''), 'Windows'), 0)), ifNull(equals(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$os'), ''), 'null'), '^"|"$', ''), 'Mac'), 0)) - GROUP BY day_start) - GROUP BY day_start - ORDER BY day_start ASC) - ORDER BY sum(count) DESC + WHERE and(equals(e.team_id, 2), greaterOrEquals(toTimeZone(e.timestamp, 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2019-12-22 00:00:00', 6, 'UTC')))), lessOrEquals(toTimeZone(e.timestamp, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-05 23:59:59', 6, 'UTC'))), equals(e.event, 'sign up'), and(ifNull(equals(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$browser'), ''), 'null'), '^"|"$', ''), 'Firefox'), 0), ifNull(equals(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$os'), ''), 'null'), '^"|"$', ''), 'Windows'), 0)), ifNull(equals(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$os'), ''), 'null'), '^"|"$', ''), 'Mac'), 0), isNull(toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$current_url'), ''), 'null'), '^"|"$', '')))) + GROUP BY day_start, + breakdown_value) + GROUP BY day_start, + breakdown_value + ORDER BY day_start ASC, breakdown_value ASC) + GROUP BY breakdown_value + ORDER BY sum(count) DESC, breakdown_value ASC LIMIT 10000 SETTINGS readonly=2, max_execution_time=60, allow_experimental_object_type=1 @@ -448,7 +462,7 @@ # --- # name: TestTrends.test_breakdown_weekly_active_users_aggregated ''' - SELECT replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, 'key'), ''), 'null'), '^"|"$', '') AS value, + SELECT toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, 'key'), ''), 'null'), '^"|"$', '')) AS value, count(DISTINCT e__pdi.person_id) AS count FROM events AS e INNER JOIN @@ -480,7 +494,7 @@ CROSS JOIN (SELECT toTimeZone(e.timestamp, 'UTC') AS timestamp, e__pdi.person_id AS actor_id, - transform(ifNull(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, 'key'), ''), 'null'), '^"|"$', ''), '$$_posthog_breakdown_null_$$'), ['val', 'bor'], ['val', 'bor'], '$$_posthog_breakdown_other_$$') AS breakdown_value + transform(ifNull(toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, 'key'), ''), 'null'), '^"|"$', '')), '$$_posthog_breakdown_null_$$'), ['val', 'bor'], ['val', 'bor'], '$$_posthog_breakdown_other_$$') AS breakdown_value FROM events AS e SAMPLE 1 INNER JOIN (SELECT argMax(person_distinct_id2.person_id, person_distinct_id2.version) AS person_id, @@ -489,7 +503,7 @@ WHERE equals(person_distinct_id2.team_id, 2) GROUP BY person_distinct_id2.distinct_id HAVING ifNull(equals(argMax(person_distinct_id2.is_deleted, person_distinct_id2.version), 0), 0)) AS e__pdi ON equals(e.distinct_id, e__pdi.distinct_id) - WHERE and(equals(e.team_id, 2), and(equals(e.event, '$pageview'), or(ifNull(equals(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, 'key'), ''), 'null'), '^"|"$', ''), 'val'), 0), ifNull(equals(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, 'key'), ''), 'null'), '^"|"$', ''), 'bor'), 0))), ifNull(greaterOrEquals(timestamp, minus(assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-11 00:00:00', 6, 'UTC')), toIntervalDay(7))), 0), ifNull(lessOrEquals(timestamp, assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-11 23:59:59', 6, 'UTC'))), 0)) + WHERE and(equals(e.team_id, 2), and(equals(e.event, '$pageview'), or(ifNull(equals(toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, 'key'), ''), 'null'), '^"|"$', '')), 'val'), 0), ifNull(equals(toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, 'key'), ''), 'null'), '^"|"$', '')), 'bor'), 0))), ifNull(greaterOrEquals(timestamp, minus(assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-11 00:00:00', 6, 'UTC')), toIntervalDay(7))), 0), ifNull(lessOrEquals(timestamp, assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-11 23:59:59', 6, 'UTC'))), 0)) GROUP BY timestamp, actor_id, breakdown_value) AS e WHERE and(ifNull(lessOrEquals(e.timestamp, plus(d.timestamp, toIntervalDay(1))), 0), ifNull(greater(e.timestamp, minus(d.timestamp, toIntervalDay(6))), 0)) @@ -506,7 +520,7 @@ # --- # name: TestTrends.test_breakdown_weekly_active_users_aggregated_materialized ''' - SELECT nullIf(nullIf(e.mat_key, ''), 'null') AS value, + SELECT toString(nullIf(nullIf(e.mat_key, ''), 'null')) AS value, count(DISTINCT e__pdi.person_id) AS count FROM events AS e INNER JOIN @@ -538,7 +552,7 @@ CROSS JOIN (SELECT toTimeZone(e.timestamp, 'UTC') AS timestamp, e__pdi.person_id AS actor_id, - transform(ifNull(nullIf(nullIf(e.mat_key, ''), 'null'), '$$_posthog_breakdown_null_$$'), ['val', 'bor'], ['val', 'bor'], '$$_posthog_breakdown_other_$$') AS breakdown_value + transform(ifNull(toString(nullIf(nullIf(e.mat_key, ''), 'null')), '$$_posthog_breakdown_null_$$'), ['val', 'bor'], ['val', 'bor'], '$$_posthog_breakdown_other_$$') AS breakdown_value FROM events AS e SAMPLE 1 INNER JOIN (SELECT argMax(person_distinct_id2.person_id, person_distinct_id2.version) AS person_id, @@ -547,7 +561,7 @@ WHERE equals(person_distinct_id2.team_id, 2) GROUP BY person_distinct_id2.distinct_id HAVING ifNull(equals(argMax(person_distinct_id2.is_deleted, person_distinct_id2.version), 0), 0)) AS e__pdi ON equals(e.distinct_id, e__pdi.distinct_id) - WHERE and(equals(e.team_id, 2), and(equals(e.event, '$pageview'), or(ifNull(equals(nullIf(nullIf(e.mat_key, ''), 'null'), 'val'), 0), ifNull(equals(nullIf(nullIf(e.mat_key, ''), 'null'), 'bor'), 0))), ifNull(greaterOrEquals(timestamp, minus(assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-11 00:00:00', 6, 'UTC')), toIntervalDay(7))), 0), ifNull(lessOrEquals(timestamp, assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-11 23:59:59', 6, 'UTC'))), 0)) + WHERE and(equals(e.team_id, 2), and(equals(e.event, '$pageview'), or(ifNull(equals(toString(nullIf(nullIf(e.mat_key, ''), 'null')), 'val'), 0), ifNull(equals(toString(nullIf(nullIf(e.mat_key, ''), 'null')), 'bor'), 0))), ifNull(greaterOrEquals(timestamp, minus(assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-11 00:00:00', 6, 'UTC')), toIntervalDay(7))), 0), ifNull(lessOrEquals(timestamp, assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-11 23:59:59', 6, 'UTC'))), 0)) GROUP BY timestamp, actor_id, breakdown_value) AS e WHERE and(ifNull(lessOrEquals(e.timestamp, plus(d.timestamp, toIntervalDay(1))), 0), ifNull(greater(e.timestamp, minus(d.timestamp, toIntervalDay(6))), 0)) @@ -584,7 +598,7 @@ # --- # name: TestTrends.test_breakdown_weekly_active_users_daily_based_on_action.2 ''' - SELECT replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, 'key'), ''), 'null'), '^"|"$', '') AS value, + SELECT toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, 'key'), ''), 'null'), '^"|"$', '')) AS value, count(DISTINCT e__pdi.person_id) AS count FROM events AS e INNER JOIN @@ -622,7 +636,7 @@ ''' SELECT groupArray(day_start) AS date, groupArray(count) AS total, - ifNull(toString(breakdown_value), '') AS breakdown_value + ifNull(toString(breakdown_value), '$$_posthog_breakdown_null_$$') AS breakdown_value FROM (SELECT sum(total) AS count, day_start AS day_start, @@ -654,7 +668,7 @@ CROSS JOIN (SELECT toTimeZone(e.timestamp, 'UTC') AS timestamp, e__pdi.person_id AS actor_id, - transform(ifNull(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, 'key'), ''), 'null'), '^"|"$', ''), '$$_posthog_breakdown_null_$$'), ['val'], ['val'], '$$_posthog_breakdown_other_$$') AS breakdown_value + transform(ifNull(toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, 'key'), ''), 'null'), '^"|"$', '')), '$$_posthog_breakdown_null_$$'), ['val'], ['val'], '$$_posthog_breakdown_other_$$') AS breakdown_value FROM events AS e SAMPLE 1 INNER JOIN (SELECT argMax(person_distinct_id2.person_id, person_distinct_id2.version) AS person_id, @@ -679,7 +693,7 @@ FROM cohortpeople WHERE and(equals(cohortpeople.team_id, 2), equals(cohortpeople.cohort_id, 2)) GROUP BY cohortpeople.person_id, cohortpeople.cohort_id, cohortpeople.version - HAVING ifNull(greater(sum(cohortpeople.sign), 0), 0))), 0))), ifNull(equals(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, 'key'), ''), 'null'), '^"|"$', ''), 'val'), 0)), ifNull(greaterOrEquals(timestamp, minus(assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-01 00:00:00', 6, 'UTC')), toIntervalDay(7))), 0), ifNull(lessOrEquals(timestamp, assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-12 23:59:59', 6, 'UTC'))), 0)) + HAVING ifNull(greater(sum(cohortpeople.sign), 0), 0))), 0))), ifNull(equals(toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, 'key'), ''), 'null'), '^"|"$', '')), 'val'), 0)), ifNull(greaterOrEquals(timestamp, minus(assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-01 00:00:00', 6, 'UTC')), toIntervalDay(7))), 0), ifNull(lessOrEquals(timestamp, assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-12 23:59:59', 6, 'UTC'))), 0)) GROUP BY timestamp, actor_id, breakdown_value) AS e WHERE and(ifNull(lessOrEquals(e.timestamp, plus(d.timestamp, toIntervalDay(1))), 0), ifNull(greater(e.timestamp, minus(d.timestamp, toIntervalDay(6))), 0)) @@ -699,7 +713,7 @@ # --- # name: TestTrends.test_breakdown_with_filter_groups_person_on_events ''' - SELECT replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, 'key'), ''), 'null'), '^"|"$', '') AS value, + SELECT toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, 'key'), ''), 'null'), '^"|"$', '')) AS value, count(e.uuid) AS count FROM events AS e LEFT JOIN @@ -722,7 +736,7 @@ ''' SELECT groupArray(day_start) AS date, groupArray(count) AS total, - ifNull(toString(breakdown_value), '') AS breakdown_value + ifNull(toString(breakdown_value), '$$_posthog_breakdown_null_$$') AS breakdown_value FROM (SELECT sum(total) AS count, day_start AS day_start, @@ -743,7 +757,7 @@ ORDER BY sec.breakdown_value ASC, day_start ASC UNION ALL SELECT count(e.uuid) AS total, toStartOfDay(toTimeZone(e.timestamp, 'UTC')) AS day_start, - transform(ifNull(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, 'key'), ''), 'null'), '^"|"$', ''), '$$_posthog_breakdown_null_$$'), ['uh', 'oh'], ['uh', 'oh'], '$$_posthog_breakdown_other_$$') AS breakdown_value + transform(ifNull(toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, 'key'), ''), 'null'), '^"|"$', '')), '$$_posthog_breakdown_null_$$'), ['uh', 'oh'], ['uh', 'oh'], '$$_posthog_breakdown_other_$$') AS breakdown_value FROM events AS e SAMPLE 1 LEFT JOIN (SELECT argMax(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(groups.group_properties, 'industry'), ''), 'null'), '^"|"$', ''), groups._timestamp) AS properties___industry, @@ -753,7 +767,7 @@ WHERE and(equals(groups.team_id, 2), ifNull(equals(index, 0), 0)) GROUP BY groups.group_type_index, groups.group_key) AS e__group_0 ON equals(e.`$group_0`, e__group_0.key) - WHERE and(equals(e.team_id, 2), greaterOrEquals(toTimeZone(e.timestamp, 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-01 00:00:00', 6, 'UTC')))), lessOrEquals(toTimeZone(e.timestamp, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-12 23:59:59', 6, 'UTC'))), equals(e.event, 'sign up'), ifNull(equals(e__group_0.properties___industry, 'finance'), 0), or(ifNull(equals(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, 'key'), ''), 'null'), '^"|"$', ''), 'uh'), 0), ifNull(equals(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, 'key'), ''), 'null'), '^"|"$', ''), 'oh'), 0))) + WHERE and(equals(e.team_id, 2), greaterOrEquals(toTimeZone(e.timestamp, 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-01 00:00:00', 6, 'UTC')))), lessOrEquals(toTimeZone(e.timestamp, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-12 23:59:59', 6, 'UTC'))), equals(e.event, 'sign up'), ifNull(equals(e__group_0.properties___industry, 'finance'), 0), or(ifNull(equals(toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, 'key'), ''), 'null'), '^"|"$', '')), 'uh'), 0), ifNull(equals(toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, 'key'), ''), 'null'), '^"|"$', '')), 'oh'), 0))) GROUP BY day_start, breakdown_value) GROUP BY day_start, @@ -782,7 +796,7 @@ # --- # name: TestTrends.test_breakdown_with_filter_groups_person_on_events_v2.1 ''' - SELECT replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, 'key'), ''), 'null'), '^"|"$', '') AS value, + SELECT toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, 'key'), ''), 'null'), '^"|"$', '')) AS value, count(e.uuid) AS count FROM events AS e LEFT JOIN @@ -805,7 +819,7 @@ ''' SELECT groupArray(day_start) AS date, groupArray(count) AS total, - ifNull(toString(breakdown_value), '') AS breakdown_value + ifNull(toString(breakdown_value), '$$_posthog_breakdown_null_$$') AS breakdown_value FROM (SELECT sum(total) AS count, day_start AS day_start, @@ -826,7 +840,7 @@ ORDER BY sec.breakdown_value ASC, day_start ASC UNION ALL SELECT count(DISTINCT ifNull(nullIf(e__override.override_person_id, '00000000-0000-0000-0000-000000000000'), e.person_id)) AS total, toStartOfDay(toTimeZone(e.timestamp, 'UTC')) AS day_start, - transform(ifNull(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, 'key'), ''), 'null'), '^"|"$', ''), '$$_posthog_breakdown_null_$$'), ['uh', 'oh'], ['uh', 'oh'], '$$_posthog_breakdown_other_$$') AS breakdown_value + transform(ifNull(toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, 'key'), ''), 'null'), '^"|"$', '')), '$$_posthog_breakdown_null_$$'), ['uh', 'oh'], ['uh', 'oh'], '$$_posthog_breakdown_other_$$') AS breakdown_value FROM events AS e SAMPLE 1 LEFT OUTER JOIN (SELECT argMax(person_overrides.override_person_id, person_overrides.version) AS override_person_id, @@ -842,7 +856,7 @@ WHERE and(equals(groups.team_id, 2), ifNull(equals(index, 0), 0)) GROUP BY groups.group_type_index, groups.group_key) AS e__group_0 ON equals(e.`$group_0`, e__group_0.key) - WHERE and(equals(e.team_id, 2), greaterOrEquals(toTimeZone(e.timestamp, 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-01 00:00:00', 6, 'UTC')))), lessOrEquals(toTimeZone(e.timestamp, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-12 23:59:59', 6, 'UTC'))), equals(e.event, 'sign up'), ifNull(equals(e__group_0.properties___industry, 'finance'), 0), or(ifNull(equals(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, 'key'), ''), 'null'), '^"|"$', ''), 'uh'), 0), ifNull(equals(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, 'key'), ''), 'null'), '^"|"$', ''), 'oh'), 0))) + WHERE and(equals(e.team_id, 2), greaterOrEquals(toTimeZone(e.timestamp, 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-01 00:00:00', 6, 'UTC')))), lessOrEquals(toTimeZone(e.timestamp, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-12 23:59:59', 6, 'UTC'))), equals(e.event, 'sign up'), ifNull(equals(e__group_0.properties___industry, 'finance'), 0), or(ifNull(equals(toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, 'key'), ''), 'null'), '^"|"$', '')), 'uh'), 0), ifNull(equals(toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, 'key'), ''), 'null'), '^"|"$', '')), 'oh'), 0))) GROUP BY day_start, breakdown_value) GROUP BY day_start, @@ -857,7 +871,7 @@ # --- # name: TestTrends.test_dau_with_breakdown_filtering_with_sampling ''' - SELECT replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', '') AS value, + SELECT toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', '')) AS value, count(e.uuid) AS count FROM events AS e WHERE and(equals(e.team_id, 2), and(greaterOrEquals(toTimeZone(e.timestamp, 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2019-12-28 00:00:00', 6, 'UTC')))), lessOrEquals(toTimeZone(e.timestamp, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-04 23:59:59', 6, 'UTC')))), and(greaterOrEquals(toTimeZone(e.timestamp, 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2019-12-28 00:00:00', 6, 'UTC')))), lessOrEquals(toTimeZone(e.timestamp, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-04 23:59:59', 6, 'UTC'))), equals(e.event, 'sign up'))) @@ -872,7 +886,7 @@ ''' SELECT groupArray(day_start) AS date, groupArray(count) AS total, - ifNull(toString(breakdown_value), '') AS breakdown_value + ifNull(toString(breakdown_value), '$$_posthog_breakdown_null_$$') AS breakdown_value FROM (SELECT sum(total) AS count, day_start AS day_start, @@ -893,7 +907,7 @@ ORDER BY sec.breakdown_value ASC, day_start ASC UNION ALL SELECT count(DISTINCT e__pdi.person_id) AS total, toStartOfDay(toTimeZone(e.timestamp, 'UTC')) AS day_start, - transform(ifNull(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', ''), '$$_posthog_breakdown_null_$$'), ['other_value', '$$_posthog_breakdown_null_$$', 'value'], ['other_value', '$$_posthog_breakdown_null_$$', 'value'], '$$_posthog_breakdown_other_$$') AS breakdown_value + transform(ifNull(toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', '')), '$$_posthog_breakdown_null_$$'), ['other_value', '$$_posthog_breakdown_null_$$', 'value'], ['other_value', '$$_posthog_breakdown_null_$$', 'value'], '$$_posthog_breakdown_other_$$') AS breakdown_value FROM events AS e SAMPLE 1.0 INNER JOIN (SELECT argMax(person_distinct_id2.person_id, person_distinct_id2.version) AS person_id, @@ -902,7 +916,7 @@ WHERE equals(person_distinct_id2.team_id, 2) GROUP BY person_distinct_id2.distinct_id HAVING ifNull(equals(argMax(person_distinct_id2.is_deleted, person_distinct_id2.version), 0), 0)) AS e__pdi ON equals(e.distinct_id, e__pdi.distinct_id) - WHERE and(equals(e.team_id, 2), greaterOrEquals(toTimeZone(e.timestamp, 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2019-12-28 00:00:00', 6, 'UTC')))), lessOrEquals(toTimeZone(e.timestamp, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-04 23:59:59', 6, 'UTC'))), equals(e.event, 'sign up'), or(ifNull(equals(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', ''), 'other_value'), 0), isNull(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', '')), ifNull(equals(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', ''), 'value'), 0))) + WHERE and(equals(e.team_id, 2), greaterOrEquals(toTimeZone(e.timestamp, 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2019-12-28 00:00:00', 6, 'UTC')))), lessOrEquals(toTimeZone(e.timestamp, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-04 23:59:59', 6, 'UTC'))), equals(e.event, 'sign up'), or(ifNull(equals(toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', '')), 'other_value'), 0), isNull(toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', ''))), ifNull(equals(toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', '')), 'value'), 0))) GROUP BY day_start, breakdown_value) GROUP BY day_start, @@ -917,7 +931,7 @@ # --- # name: TestTrends.test_dau_with_breakdown_filtering_with_sampling.2 ''' - SELECT replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', '') AS value, + SELECT toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', '')) AS value, count(e.uuid) AS count FROM events AS e WHERE and(equals(e.team_id, 2), and(greaterOrEquals(toTimeZone(e.timestamp, 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2019-12-28 00:00:00', 6, 'UTC')))), lessOrEquals(toTimeZone(e.timestamp, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-04 23:59:59', 6, 'UTC')))), and(greaterOrEquals(toTimeZone(e.timestamp, 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2019-12-28 00:00:00', 6, 'UTC')))), lessOrEquals(toTimeZone(e.timestamp, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-04 23:59:59', 6, 'UTC'))), equals(e.event, 'sign up'))) @@ -932,7 +946,7 @@ ''' SELECT groupArray(day_start) AS date, groupArray(count) AS total, - ifNull(toString(breakdown_value), '') AS breakdown_value + ifNull(toString(breakdown_value), '$$_posthog_breakdown_null_$$') AS breakdown_value FROM (SELECT sum(total) AS count, day_start AS day_start, @@ -953,7 +967,7 @@ ORDER BY sec.breakdown_value ASC, day_start ASC UNION ALL SELECT count(DISTINCT e__pdi.person_id) AS total, toStartOfDay(toTimeZone(e.timestamp, 'UTC')) AS day_start, - transform(ifNull(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', ''), '$$_posthog_breakdown_null_$$'), ['other_value', '$$_posthog_breakdown_null_$$', 'value'], ['other_value', '$$_posthog_breakdown_null_$$', 'value'], '$$_posthog_breakdown_other_$$') AS breakdown_value + transform(ifNull(toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', '')), '$$_posthog_breakdown_null_$$'), ['other_value', '$$_posthog_breakdown_null_$$', 'value'], ['other_value', '$$_posthog_breakdown_null_$$', 'value'], '$$_posthog_breakdown_other_$$') AS breakdown_value FROM events AS e SAMPLE 1.0 INNER JOIN (SELECT argMax(person_distinct_id2.person_id, person_distinct_id2.version) AS person_id, @@ -962,7 +976,7 @@ WHERE equals(person_distinct_id2.team_id, 2) GROUP BY person_distinct_id2.distinct_id HAVING ifNull(equals(argMax(person_distinct_id2.is_deleted, person_distinct_id2.version), 0), 0)) AS e__pdi ON equals(e.distinct_id, e__pdi.distinct_id) - WHERE and(equals(e.team_id, 2), greaterOrEquals(toTimeZone(e.timestamp, 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2019-12-28 00:00:00', 6, 'UTC')))), lessOrEquals(toTimeZone(e.timestamp, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-04 23:59:59', 6, 'UTC'))), equals(e.event, 'sign up'), or(ifNull(equals(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', ''), 'other_value'), 0), isNull(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', '')), ifNull(equals(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', ''), 'value'), 0))) + WHERE and(equals(e.team_id, 2), greaterOrEquals(toTimeZone(e.timestamp, 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2019-12-28 00:00:00', 6, 'UTC')))), lessOrEquals(toTimeZone(e.timestamp, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-04 23:59:59', 6, 'UTC'))), equals(e.event, 'sign up'), or(ifNull(equals(toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', '')), 'other_value'), 0), isNull(toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', ''))), ifNull(equals(toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', '')), 'value'), 0))) GROUP BY day_start, breakdown_value) GROUP BY day_start, @@ -1242,7 +1256,7 @@ # --- # name: TestTrends.test_mau_with_breakdown_filtering_and_prop_filter ''' - SELECT e__pdi__person.`properties___$some_prop` AS value, + SELECT toString(e__pdi__person.`properties___$some_prop`) AS value, count(DISTINCT e__pdi.person_id) AS count FROM events AS e INNER JOIN @@ -1276,7 +1290,7 @@ ''' SELECT groupArray(day_start) AS date, groupArray(count) AS total, - ifNull(toString(breakdown_value), '') AS breakdown_value + ifNull(toString(breakdown_value), '$$_posthog_breakdown_null_$$') AS breakdown_value FROM (SELECT sum(total) AS count, day_start AS day_start, @@ -1308,7 +1322,7 @@ CROSS JOIN (SELECT toTimeZone(e.timestamp, 'UTC') AS timestamp, e__pdi.person_id AS actor_id, - transform(ifNull(e__pdi__person.`properties___$some_prop`, '$$_posthog_breakdown_null_$$'), ['some_val2', 'some_val'], ['some_val2', 'some_val'], '$$_posthog_breakdown_other_$$') AS breakdown_value + transform(ifNull(toString(e__pdi__person.`properties___$some_prop`), '$$_posthog_breakdown_null_$$'), ['some_val2', 'some_val'], ['some_val2', 'some_val'], '$$_posthog_breakdown_other_$$') AS breakdown_value FROM events AS e SAMPLE 1 INNER JOIN (SELECT argMax(person_distinct_id2.person_id, person_distinct_id2.version) AS person_id, @@ -1329,7 +1343,7 @@ WHERE equals(person.team_id, 2) GROUP BY person.id HAVING ifNull(equals(argMax(person.is_deleted, person.version), 0), 0))), 0)) SETTINGS optimize_aggregation_in_order=1) AS e__pdi__person ON equals(e__pdi.e__pdi___person_id, e__pdi__person.id) - WHERE and(equals(e.team_id, 2), and(equals(e.event, 'sign up'), ifNull(equals(e__pdi__person.properties___filter_prop, 'filter_val'), 0), or(ifNull(equals(e__pdi__person.`properties___$some_prop`, 'some_val2'), 0), ifNull(equals(e__pdi__person.`properties___$some_prop`, 'some_val'), 0))), ifNull(greaterOrEquals(timestamp, minus(assumeNotNull(parseDateTime64BestEffortOrNull('2019-12-28 00:00:00', 6, 'UTC')), toIntervalDay(30))), 0), ifNull(lessOrEquals(timestamp, assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-04 23:59:59', 6, 'UTC'))), 0)) + WHERE and(equals(e.team_id, 2), and(equals(e.event, 'sign up'), ifNull(equals(e__pdi__person.properties___filter_prop, 'filter_val'), 0), or(ifNull(equals(toString(e__pdi__person.`properties___$some_prop`), 'some_val2'), 0), ifNull(equals(toString(e__pdi__person.`properties___$some_prop`), 'some_val'), 0))), ifNull(greaterOrEquals(timestamp, minus(assumeNotNull(parseDateTime64BestEffortOrNull('2019-12-28 00:00:00', 6, 'UTC')), toIntervalDay(30))), 0), ifNull(lessOrEquals(timestamp, assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-04 23:59:59', 6, 'UTC'))), 0)) GROUP BY timestamp, actor_id, breakdown_value) AS e WHERE and(ifNull(lessOrEquals(e.timestamp, plus(d.timestamp, toIntervalDay(1))), 0), ifNull(greater(e.timestamp, minus(d.timestamp, toIntervalDay(29))), 0)) @@ -1349,7 +1363,7 @@ # --- # name: TestTrends.test_mau_with_breakdown_filtering_and_prop_filter_poe_v2 ''' - SELECT replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.person_properties, '$some_prop'), ''), 'null'), '^"|"$', '') AS value, + SELECT toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.person_properties, '$some_prop'), ''), 'null'), '^"|"$', '')) AS value, count(DISTINCT ifNull(nullIf(e__override.override_person_id, '00000000-0000-0000-0000-000000000000'), e.person_id)) AS count FROM events AS e LEFT OUTER JOIN @@ -1370,7 +1384,7 @@ ''' SELECT groupArray(day_start) AS date, groupArray(count) AS total, - ifNull(toString(breakdown_value), '') AS breakdown_value + ifNull(toString(breakdown_value), '$$_posthog_breakdown_null_$$') AS breakdown_value FROM (SELECT sum(total) AS count, day_start AS day_start, @@ -1402,7 +1416,7 @@ CROSS JOIN (SELECT toTimeZone(e.timestamp, 'UTC') AS timestamp, ifNull(nullIf(e__override.override_person_id, '00000000-0000-0000-0000-000000000000'), e.person_id) AS actor_id, - transform(ifNull(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.person_properties, '$some_prop'), ''), 'null'), '^"|"$', ''), '$$_posthog_breakdown_null_$$'), ['some_val2', 'some_val'], ['some_val2', 'some_val'], '$$_posthog_breakdown_other_$$') AS breakdown_value + transform(ifNull(toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.person_properties, '$some_prop'), ''), 'null'), '^"|"$', '')), '$$_posthog_breakdown_null_$$'), ['some_val2', 'some_val'], ['some_val2', 'some_val'], '$$_posthog_breakdown_other_$$') AS breakdown_value FROM events AS e SAMPLE 1 LEFT OUTER JOIN (SELECT argMax(person_overrides.override_person_id, person_overrides.version) AS override_person_id, @@ -1410,7 +1424,7 @@ FROM person_overrides WHERE equals(person_overrides.team_id, 2) GROUP BY person_overrides.old_person_id) AS e__override ON equals(e.person_id, e__override.old_person_id) - WHERE and(equals(e.team_id, 2), and(equals(e.event, 'sign up'), ifNull(equals(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.person_properties, 'filter_prop'), ''), 'null'), '^"|"$', ''), 'filter_val'), 0), or(ifNull(equals(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.person_properties, '$some_prop'), ''), 'null'), '^"|"$', ''), 'some_val2'), 0), ifNull(equals(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.person_properties, '$some_prop'), ''), 'null'), '^"|"$', ''), 'some_val'), 0))), ifNull(greaterOrEquals(timestamp, minus(assumeNotNull(parseDateTime64BestEffortOrNull('2019-12-28 00:00:00', 6, 'UTC')), toIntervalDay(30))), 0), ifNull(lessOrEquals(timestamp, assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-04 23:59:59', 6, 'UTC'))), 0)) + WHERE and(equals(e.team_id, 2), and(equals(e.event, 'sign up'), ifNull(equals(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.person_properties, 'filter_prop'), ''), 'null'), '^"|"$', ''), 'filter_val'), 0), or(ifNull(equals(toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.person_properties, '$some_prop'), ''), 'null'), '^"|"$', '')), 'some_val2'), 0), ifNull(equals(toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.person_properties, '$some_prop'), ''), 'null'), '^"|"$', '')), 'some_val'), 0))), ifNull(greaterOrEquals(timestamp, minus(assumeNotNull(parseDateTime64BestEffortOrNull('2019-12-28 00:00:00', 6, 'UTC')), toIntervalDay(30))), 0), ifNull(lessOrEquals(timestamp, assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-04 23:59:59', 6, 'UTC'))), 0)) GROUP BY timestamp, actor_id, breakdown_value) AS e WHERE and(ifNull(lessOrEquals(e.timestamp, plus(d.timestamp, toIntervalDay(1))), 0), ifNull(greater(e.timestamp, minus(d.timestamp, toIntervalDay(29))), 0)) @@ -1476,7 +1490,7 @@ # --- # name: TestTrends.test_person_filtering_in_cohort_in_action.2 ''' - SELECT replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', '') AS value, + SELECT toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', '')) AS value, count(e.uuid) AS count FROM events AS e INNER JOIN @@ -1503,7 +1517,7 @@ ''' SELECT groupArray(day_start) AS date, groupArray(count) AS total, - ifNull(toString(breakdown_value), '') AS breakdown_value + ifNull(toString(breakdown_value), '$$_posthog_breakdown_null_$$') AS breakdown_value FROM (SELECT sum(total) AS count, day_start AS day_start, @@ -1524,7 +1538,7 @@ ORDER BY sec.breakdown_value ASC, day_start ASC UNION ALL SELECT count(e.uuid) AS total, toStartOfDay(toTimeZone(e.timestamp, 'UTC')) AS day_start, - transform(ifNull(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', ''), '$$_posthog_breakdown_null_$$'), ['$$_posthog_breakdown_null_$$', 'value', 'other_value'], ['$$_posthog_breakdown_null_$$', 'value', 'other_value'], '$$_posthog_breakdown_other_$$') AS breakdown_value + transform(ifNull(toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', '')), '$$_posthog_breakdown_null_$$'), ['$$_posthog_breakdown_null_$$', 'value', 'other_value'], ['$$_posthog_breakdown_null_$$', 'value', 'other_value'], '$$_posthog_breakdown_other_$$') AS breakdown_value FROM events AS e SAMPLE 1 INNER JOIN (SELECT argMax(person_distinct_id2.person_id, person_distinct_id2.version) AS person_id, @@ -1538,7 +1552,7 @@ FROM cohortpeople WHERE and(equals(cohortpeople.team_id, 2), equals(cohortpeople.cohort_id, 2)) GROUP BY cohortpeople.person_id, cohortpeople.cohort_id, cohortpeople.version - HAVING ifNull(greater(sum(cohortpeople.sign), 0), 0))), 0)), or(isNull(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', '')), ifNull(equals(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', ''), 'value'), 0), ifNull(equals(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', ''), 'other_value'), 0))) + HAVING ifNull(greater(sum(cohortpeople.sign), 0), 0))), 0)), or(isNull(toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', ''))), ifNull(equals(toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', '')), 'value'), 0), ifNull(equals(toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', '')), 'other_value'), 0))) GROUP BY day_start, breakdown_value) GROUP BY day_start, @@ -1573,7 +1587,7 @@ # --- # name: TestTrends.test_person_filtering_in_cohort_in_action_poe_v2.2 ''' - SELECT replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', '') AS value, + SELECT toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', '')) AS value, count(e.uuid) AS count FROM events AS e LEFT OUTER JOIN @@ -1599,7 +1613,7 @@ ''' SELECT groupArray(day_start) AS date, groupArray(count) AS total, - ifNull(toString(breakdown_value), '') AS breakdown_value + ifNull(toString(breakdown_value), '$$_posthog_breakdown_null_$$') AS breakdown_value FROM (SELECT sum(total) AS count, day_start AS day_start, @@ -1620,7 +1634,7 @@ ORDER BY sec.breakdown_value ASC, day_start ASC UNION ALL SELECT count(e.uuid) AS total, toStartOfDay(toTimeZone(e.timestamp, 'UTC')) AS day_start, - transform(ifNull(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', ''), '$$_posthog_breakdown_null_$$'), ['$$_posthog_breakdown_null_$$', 'value', 'other_value'], ['$$_posthog_breakdown_null_$$', 'value', 'other_value'], '$$_posthog_breakdown_other_$$') AS breakdown_value + transform(ifNull(toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', '')), '$$_posthog_breakdown_null_$$'), ['$$_posthog_breakdown_null_$$', 'value', 'other_value'], ['$$_posthog_breakdown_null_$$', 'value', 'other_value'], '$$_posthog_breakdown_other_$$') AS breakdown_value FROM events AS e SAMPLE 1 LEFT OUTER JOIN (SELECT argMax(person_overrides.override_person_id, person_overrides.version) AS override_person_id, @@ -1633,7 +1647,7 @@ FROM cohortpeople WHERE and(equals(cohortpeople.team_id, 2), equals(cohortpeople.cohort_id, 2)) GROUP BY cohortpeople.person_id, cohortpeople.cohort_id, cohortpeople.version - HAVING ifNull(greater(sum(cohortpeople.sign), 0), 0))), 0)), or(isNull(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', '')), ifNull(equals(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', ''), 'value'), 0), ifNull(equals(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', ''), 'other_value'), 0))) + HAVING ifNull(greater(sum(cohortpeople.sign), 0), 0))), 0)), or(isNull(toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', ''))), ifNull(equals(toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', '')), 'value'), 0), ifNull(equals(toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', '')), 'other_value'), 0))) GROUP BY day_start, breakdown_value) GROUP BY day_start, @@ -2217,7 +2231,7 @@ # --- # name: TestTrends.test_timezones_daily.4 ''' - SELECT replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$os'), ''), 'null'), '^"|"$', '') AS value, + SELECT toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$os'), ''), 'null'), '^"|"$', '')) AS value, count(e.uuid) AS count FROM events AS e WHERE and(equals(e.team_id, 2), and(greaterOrEquals(toTimeZone(e.timestamp, 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2019-12-29 00:00:00', 6, 'UTC')))), lessOrEquals(toTimeZone(e.timestamp, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-05 23:59:59', 6, 'UTC')))), and(greaterOrEquals(toTimeZone(e.timestamp, 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2019-12-29 00:00:00', 6, 'UTC')))), lessOrEquals(toTimeZone(e.timestamp, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-05 23:59:59', 6, 'UTC'))), equals(e.event, 'sign up'))) @@ -2232,7 +2246,7 @@ ''' SELECT groupArray(day_start) AS date, groupArray(count) AS total, - ifNull(toString(breakdown_value), '') AS breakdown_value + ifNull(toString(breakdown_value), '$$_posthog_breakdown_null_$$') AS breakdown_value FROM (SELECT sum(total) AS count, day_start AS day_start, @@ -2253,7 +2267,7 @@ ORDER BY sec.breakdown_value ASC, day_start ASC UNION ALL SELECT count(DISTINCT e__pdi.person_id) AS total, toStartOfDay(toTimeZone(e.timestamp, 'UTC')) AS day_start, - transform(ifNull(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$os'), ''), 'null'), '^"|"$', ''), '$$_posthog_breakdown_null_$$'), ['Mac'], ['Mac'], '$$_posthog_breakdown_other_$$') AS breakdown_value + transform(ifNull(toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$os'), ''), 'null'), '^"|"$', '')), '$$_posthog_breakdown_null_$$'), ['Mac'], ['Mac'], '$$_posthog_breakdown_other_$$') AS breakdown_value FROM events AS e SAMPLE 1 INNER JOIN (SELECT argMax(person_distinct_id2.person_id, person_distinct_id2.version) AS person_id, @@ -2262,7 +2276,7 @@ WHERE equals(person_distinct_id2.team_id, 2) GROUP BY person_distinct_id2.distinct_id HAVING ifNull(equals(argMax(person_distinct_id2.is_deleted, person_distinct_id2.version), 0), 0)) AS e__pdi ON equals(e.distinct_id, e__pdi.distinct_id) - WHERE and(equals(e.team_id, 2), greaterOrEquals(toTimeZone(e.timestamp, 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2019-12-29 00:00:00', 6, 'UTC')))), lessOrEquals(toTimeZone(e.timestamp, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-05 23:59:59', 6, 'UTC'))), equals(e.event, 'sign up'), ifNull(equals(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$os'), ''), 'null'), '^"|"$', ''), 'Mac'), 0)) + WHERE and(equals(e.team_id, 2), greaterOrEquals(toTimeZone(e.timestamp, 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2019-12-29 00:00:00', 6, 'UTC')))), lessOrEquals(toTimeZone(e.timestamp, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-05 23:59:59', 6, 'UTC'))), equals(e.event, 'sign up'), ifNull(equals(toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$os'), ''), 'null'), '^"|"$', '')), 'Mac'), 0)) GROUP BY day_start, breakdown_value) GROUP BY day_start, @@ -2408,7 +2422,7 @@ # --- # name: TestTrends.test_timezones_daily_minus_utc.4 ''' - SELECT replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$os'), ''), 'null'), '^"|"$', '') AS value, + SELECT toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$os'), ''), 'null'), '^"|"$', '')) AS value, count(e.uuid) AS count FROM events AS e WHERE and(equals(e.team_id, 2), and(greaterOrEquals(toTimeZone(e.timestamp, 'America/Phoenix'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2019-12-29 00:00:00', 6, 'America/Phoenix')))), lessOrEquals(toTimeZone(e.timestamp, 'America/Phoenix'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-05 23:59:59', 6, 'America/Phoenix')))), and(greaterOrEquals(toTimeZone(e.timestamp, 'America/Phoenix'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2019-12-29 00:00:00', 6, 'America/Phoenix')))), lessOrEquals(toTimeZone(e.timestamp, 'America/Phoenix'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-05 23:59:59', 6, 'America/Phoenix'))), equals(e.event, 'sign up'))) @@ -2423,7 +2437,7 @@ ''' SELECT groupArray(day_start) AS date, groupArray(count) AS total, - ifNull(toString(breakdown_value), '') AS breakdown_value + ifNull(toString(breakdown_value), '$$_posthog_breakdown_null_$$') AS breakdown_value FROM (SELECT sum(total) AS count, day_start AS day_start, @@ -2444,7 +2458,7 @@ ORDER BY sec.breakdown_value ASC, day_start ASC UNION ALL SELECT count(DISTINCT e__pdi.person_id) AS total, toStartOfDay(toTimeZone(e.timestamp, 'America/Phoenix')) AS day_start, - transform(ifNull(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$os'), ''), 'null'), '^"|"$', ''), '$$_posthog_breakdown_null_$$'), ['Mac'], ['Mac'], '$$_posthog_breakdown_other_$$') AS breakdown_value + transform(ifNull(toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$os'), ''), 'null'), '^"|"$', '')), '$$_posthog_breakdown_null_$$'), ['Mac'], ['Mac'], '$$_posthog_breakdown_other_$$') AS breakdown_value FROM events AS e SAMPLE 1 INNER JOIN (SELECT argMax(person_distinct_id2.person_id, person_distinct_id2.version) AS person_id, @@ -2453,7 +2467,7 @@ WHERE equals(person_distinct_id2.team_id, 2) GROUP BY person_distinct_id2.distinct_id HAVING ifNull(equals(argMax(person_distinct_id2.is_deleted, person_distinct_id2.version), 0), 0)) AS e__pdi ON equals(e.distinct_id, e__pdi.distinct_id) - WHERE and(equals(e.team_id, 2), greaterOrEquals(toTimeZone(e.timestamp, 'America/Phoenix'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2019-12-29 00:00:00', 6, 'America/Phoenix')))), lessOrEquals(toTimeZone(e.timestamp, 'America/Phoenix'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-05 23:59:59', 6, 'America/Phoenix'))), equals(e.event, 'sign up'), ifNull(equals(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$os'), ''), 'null'), '^"|"$', ''), 'Mac'), 0)) + WHERE and(equals(e.team_id, 2), greaterOrEquals(toTimeZone(e.timestamp, 'America/Phoenix'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2019-12-29 00:00:00', 6, 'America/Phoenix')))), lessOrEquals(toTimeZone(e.timestamp, 'America/Phoenix'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-05 23:59:59', 6, 'America/Phoenix'))), equals(e.event, 'sign up'), ifNull(equals(toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$os'), ''), 'null'), '^"|"$', '')), 'Mac'), 0)) GROUP BY day_start, breakdown_value) GROUP BY day_start, @@ -2599,7 +2613,7 @@ # --- # name: TestTrends.test_timezones_daily_plus_utc.4 ''' - SELECT replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$os'), ''), 'null'), '^"|"$', '') AS value, + SELECT toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$os'), ''), 'null'), '^"|"$', '')) AS value, count(e.uuid) AS count FROM events AS e WHERE and(equals(e.team_id, 2), and(greaterOrEquals(toTimeZone(e.timestamp, 'Asia/Tokyo'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2019-12-29 00:00:00', 6, 'Asia/Tokyo')))), lessOrEquals(toTimeZone(e.timestamp, 'Asia/Tokyo'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-05 23:59:59', 6, 'Asia/Tokyo')))), and(greaterOrEquals(toTimeZone(e.timestamp, 'Asia/Tokyo'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2019-12-29 00:00:00', 6, 'Asia/Tokyo')))), lessOrEquals(toTimeZone(e.timestamp, 'Asia/Tokyo'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-05 23:59:59', 6, 'Asia/Tokyo'))), equals(e.event, 'sign up'))) @@ -2614,7 +2628,7 @@ ''' SELECT groupArray(day_start) AS date, groupArray(count) AS total, - ifNull(toString(breakdown_value), '') AS breakdown_value + ifNull(toString(breakdown_value), '$$_posthog_breakdown_null_$$') AS breakdown_value FROM (SELECT sum(total) AS count, day_start AS day_start, @@ -2635,7 +2649,7 @@ ORDER BY sec.breakdown_value ASC, day_start ASC UNION ALL SELECT count(DISTINCT e__pdi.person_id) AS total, toStartOfDay(toTimeZone(e.timestamp, 'Asia/Tokyo')) AS day_start, - transform(ifNull(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$os'), ''), 'null'), '^"|"$', ''), '$$_posthog_breakdown_null_$$'), ['Mac'], ['Mac'], '$$_posthog_breakdown_other_$$') AS breakdown_value + transform(ifNull(toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$os'), ''), 'null'), '^"|"$', '')), '$$_posthog_breakdown_null_$$'), ['Mac'], ['Mac'], '$$_posthog_breakdown_other_$$') AS breakdown_value FROM events AS e SAMPLE 1 INNER JOIN (SELECT argMax(person_distinct_id2.person_id, person_distinct_id2.version) AS person_id, @@ -2644,7 +2658,7 @@ WHERE equals(person_distinct_id2.team_id, 2) GROUP BY person_distinct_id2.distinct_id HAVING ifNull(equals(argMax(person_distinct_id2.is_deleted, person_distinct_id2.version), 0), 0)) AS e__pdi ON equals(e.distinct_id, e__pdi.distinct_id) - WHERE and(equals(e.team_id, 2), greaterOrEquals(toTimeZone(e.timestamp, 'Asia/Tokyo'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2019-12-29 00:00:00', 6, 'Asia/Tokyo')))), lessOrEquals(toTimeZone(e.timestamp, 'Asia/Tokyo'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-05 23:59:59', 6, 'Asia/Tokyo'))), equals(e.event, 'sign up'), ifNull(equals(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$os'), ''), 'null'), '^"|"$', ''), 'Mac'), 0)) + WHERE and(equals(e.team_id, 2), greaterOrEquals(toTimeZone(e.timestamp, 'Asia/Tokyo'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2019-12-29 00:00:00', 6, 'Asia/Tokyo')))), lessOrEquals(toTimeZone(e.timestamp, 'Asia/Tokyo'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-05 23:59:59', 6, 'Asia/Tokyo'))), equals(e.event, 'sign up'), ifNull(equals(toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$os'), ''), 'null'), '^"|"$', '')), 'Mac'), 0)) GROUP BY day_start, breakdown_value) GROUP BY day_start, @@ -2992,7 +3006,7 @@ # --- # name: TestTrends.test_trend_breakdown_user_props_with_filter_with_partial_property_pushdowns ''' - SELECT e__pdi__person.properties___email AS value, + SELECT toString(e__pdi__person.properties___email) AS value, count(e.uuid) AS count FROM events AS e INNER JOIN @@ -3027,7 +3041,7 @@ ''' SELECT groupArray(day_start) AS date, groupArray(count) AS total, - ifNull(toString(breakdown_value), '') AS breakdown_value + ifNull(toString(breakdown_value), '$$_posthog_breakdown_null_$$') AS breakdown_value FROM (SELECT sum(total) AS count, day_start AS day_start, @@ -3048,7 +3062,7 @@ ORDER BY sec.breakdown_value ASC, day_start ASC UNION ALL SELECT count(e.uuid) AS total, toStartOfDay(toTimeZone(e.timestamp, 'UTC')) AS day_start, - transform(ifNull(e__pdi__person.properties___email, '$$_posthog_breakdown_null_$$'), ['test2@posthog.com', 'test@gmail.com', 'test5@posthog.com', 'test4@posthog.com', 'test3@posthog.com'], ['test2@posthog.com', 'test@gmail.com', 'test5@posthog.com', 'test4@posthog.com', 'test3@posthog.com'], '$$_posthog_breakdown_other_$$') AS breakdown_value + transform(ifNull(toString(e__pdi__person.properties___email), '$$_posthog_breakdown_null_$$'), ['test2@posthog.com', 'test@gmail.com', 'test5@posthog.com', 'test4@posthog.com', 'test3@posthog.com'], ['test2@posthog.com', 'test@gmail.com', 'test5@posthog.com', 'test4@posthog.com', 'test3@posthog.com'], '$$_posthog_breakdown_other_$$') AS breakdown_value FROM events AS e SAMPLE 1 INNER JOIN (SELECT argMax(person_distinct_id2.person_id, person_distinct_id2.version) AS e__pdi___person_id, @@ -3070,7 +3084,7 @@ WHERE equals(person.team_id, 2) GROUP BY person.id HAVING ifNull(equals(argMax(person.is_deleted, person.version), 0), 0))), 0)) SETTINGS optimize_aggregation_in_order=1) AS e__pdi__person ON equals(e__pdi.e__pdi___person_id, e__pdi__person.id) - WHERE and(equals(e.team_id, 2), greaterOrEquals(toTimeZone(e.timestamp, 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-01 00:00:00', 6, 'UTC')))), lessOrEquals(toTimeZone(e.timestamp, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-07-01 23:59:59', 6, 'UTC'))), equals(e.event, 'sign up'), and(or(ifNull(notILike(e__pdi__person.properties___email, '%@posthog.com%'), 1), ifNull(equals(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, 'key'), ''), 'null'), '^"|"$', ''), 'val'), 0)), or(ifNull(equals(e__pdi__person.`properties___$os`, 'android'), 0), ifNull(equals(e__pdi__person.`properties___$browser`, 'safari'), 0))), or(ifNull(equals(e__pdi__person.properties___email, 'test2@posthog.com'), 0), ifNull(equals(e__pdi__person.properties___email, 'test@gmail.com'), 0), ifNull(equals(e__pdi__person.properties___email, 'test5@posthog.com'), 0), ifNull(equals(e__pdi__person.properties___email, 'test4@posthog.com'), 0), ifNull(equals(e__pdi__person.properties___email, 'test3@posthog.com'), 0))) + WHERE and(equals(e.team_id, 2), greaterOrEquals(toTimeZone(e.timestamp, 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-01 00:00:00', 6, 'UTC')))), lessOrEquals(toTimeZone(e.timestamp, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-07-01 23:59:59', 6, 'UTC'))), equals(e.event, 'sign up'), and(or(ifNull(notILike(e__pdi__person.properties___email, '%@posthog.com%'), 1), ifNull(equals(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, 'key'), ''), 'null'), '^"|"$', ''), 'val'), 0)), or(ifNull(equals(e__pdi__person.`properties___$os`, 'android'), 0), ifNull(equals(e__pdi__person.`properties___$browser`, 'safari'), 0))), or(ifNull(equals(toString(e__pdi__person.properties___email), 'test2@posthog.com'), 0), ifNull(equals(toString(e__pdi__person.properties___email), 'test@gmail.com'), 0), ifNull(equals(toString(e__pdi__person.properties___email), 'test5@posthog.com'), 0), ifNull(equals(toString(e__pdi__person.properties___email), 'test4@posthog.com'), 0), ifNull(equals(toString(e__pdi__person.properties___email), 'test3@posthog.com'), 0))) GROUP BY day_start, breakdown_value) GROUP BY day_start, @@ -3085,7 +3099,7 @@ # --- # name: TestTrends.test_trend_breakdown_user_props_with_filter_with_partial_property_pushdowns.2 ''' - SELECT e__pdi__person.properties___email AS value, + SELECT toString(e__pdi__person.properties___email) AS value, count(e.uuid) AS count FROM events AS e INNER JOIN @@ -3120,7 +3134,7 @@ ''' SELECT groupArray(day_start) AS date, groupArray(count) AS total, - ifNull(toString(breakdown_value), '') AS breakdown_value + ifNull(toString(breakdown_value), '$$_posthog_breakdown_null_$$') AS breakdown_value FROM (SELECT sum(total) AS count, day_start AS day_start, @@ -3141,7 +3155,7 @@ ORDER BY sec.breakdown_value ASC, day_start ASC UNION ALL SELECT count(e.uuid) AS total, toStartOfDay(toTimeZone(e.timestamp, 'UTC')) AS day_start, - transform(ifNull(e__pdi__person.properties___email, '$$_posthog_breakdown_null_$$'), ['test2@posthog.com'], ['test2@posthog.com'], '$$_posthog_breakdown_other_$$') AS breakdown_value + transform(ifNull(toString(e__pdi__person.properties___email), '$$_posthog_breakdown_null_$$'), ['test2@posthog.com'], ['test2@posthog.com'], '$$_posthog_breakdown_other_$$') AS breakdown_value FROM events AS e SAMPLE 1 INNER JOIN (SELECT argMax(person_distinct_id2.person_id, person_distinct_id2.version) AS e__pdi___person_id, @@ -3163,7 +3177,7 @@ WHERE equals(person.team_id, 2) GROUP BY person.id HAVING ifNull(equals(argMax(person.is_deleted, person.version), 0), 0))), 0)) SETTINGS optimize_aggregation_in_order=1) AS e__pdi__person ON equals(e__pdi.e__pdi___person_id, e__pdi__person.id) - WHERE and(equals(e.team_id, 2), greaterOrEquals(toTimeZone(e.timestamp, 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-01 00:00:00', 6, 'UTC')))), lessOrEquals(toTimeZone(e.timestamp, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-07-01 23:59:59', 6, 'UTC'))), equals(e.event, 'sign up'), and(ifNull(equals(e__pdi__person.`properties___$os`, 'android'), 0), ifNull(equals(e__pdi__person.`properties___$browser`, 'chrome'), 0)), and(ifNull(equals(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, 'key'), ''), 'null'), '^"|"$', ''), 'val'), 0), ifNull(ilike(e__pdi__person.properties___email, '%@posthog.com%'), 0)), ifNull(equals(e__pdi__person.properties___email, 'test2@posthog.com'), 0)) + WHERE and(equals(e.team_id, 2), greaterOrEquals(toTimeZone(e.timestamp, 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-01 00:00:00', 6, 'UTC')))), lessOrEquals(toTimeZone(e.timestamp, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-07-01 23:59:59', 6, 'UTC'))), equals(e.event, 'sign up'), and(ifNull(equals(e__pdi__person.`properties___$os`, 'android'), 0), ifNull(equals(e__pdi__person.`properties___$browser`, 'chrome'), 0)), and(ifNull(equals(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, 'key'), ''), 'null'), '^"|"$', ''), 'val'), 0), ifNull(ilike(e__pdi__person.properties___email, '%@posthog.com%'), 0)), ifNull(equals(toString(e__pdi__person.properties___email), 'test2@posthog.com'), 0)) GROUP BY day_start, breakdown_value) GROUP BY day_start, @@ -3248,7 +3262,7 @@ # --- # name: TestTrends.test_trends_aggregate_by_distinct_id.2 ''' - SELECT e__pdi__person.`properties___$some_prop` AS value, + SELECT toString(e__pdi__person.`properties___$some_prop`) AS value, count(e.uuid) AS count FROM events AS e INNER JOIN @@ -3281,7 +3295,7 @@ ''' SELECT groupArray(day_start) AS date, groupArray(count) AS total, - ifNull(toString(breakdown_value), '') AS breakdown_value + ifNull(toString(breakdown_value), '$$_posthog_breakdown_null_$$') AS breakdown_value FROM (SELECT sum(total) AS count, day_start AS day_start, @@ -3302,7 +3316,7 @@ ORDER BY sec.breakdown_value ASC, day_start ASC UNION ALL SELECT count(DISTINCT e.distinct_id) AS total, toStartOfDay(toTimeZone(e.timestamp, 'UTC')) AS day_start, - transform(ifNull(e__pdi__person.`properties___$some_prop`, '$$_posthog_breakdown_null_$$'), ['some_val', '$$_posthog_breakdown_null_$$'], ['some_val', '$$_posthog_breakdown_null_$$'], '$$_posthog_breakdown_other_$$') AS breakdown_value + transform(ifNull(toString(e__pdi__person.`properties___$some_prop`), '$$_posthog_breakdown_null_$$'), ['some_val', '$$_posthog_breakdown_null_$$'], ['some_val', '$$_posthog_breakdown_null_$$'], '$$_posthog_breakdown_other_$$') AS breakdown_value FROM events AS e SAMPLE 1 INNER JOIN (SELECT argMax(person_distinct_id2.person_id, person_distinct_id2.version) AS e__pdi___person_id, @@ -3322,7 +3336,7 @@ WHERE equals(person.team_id, 2) GROUP BY person.id HAVING ifNull(equals(argMax(person.is_deleted, person.version), 0), 0))), 0)) SETTINGS optimize_aggregation_in_order=1) AS e__pdi__person ON equals(e__pdi.e__pdi___person_id, e__pdi__person.id) - WHERE and(equals(e.team_id, 2), greaterOrEquals(toTimeZone(e.timestamp, 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2019-12-24 00:00:00', 6, 'UTC')))), lessOrEquals(toTimeZone(e.timestamp, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2019-12-31 23:59:59', 6, 'UTC'))), equals(e.event, 'sign up'), or(ifNull(equals(e__pdi__person.`properties___$some_prop`, 'some_val'), 0), isNull(e__pdi__person.`properties___$some_prop`))) + WHERE and(equals(e.team_id, 2), greaterOrEquals(toTimeZone(e.timestamp, 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2019-12-24 00:00:00', 6, 'UTC')))), lessOrEquals(toTimeZone(e.timestamp, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2019-12-31 23:59:59', 6, 'UTC'))), equals(e.event, 'sign up'), or(ifNull(equals(toString(e__pdi__person.`properties___$some_prop`), 'some_val'), 0), isNull(toString(e__pdi__person.`properties___$some_prop`)))) GROUP BY day_start, breakdown_value) GROUP BY day_start, @@ -3415,7 +3429,7 @@ # --- # name: TestTrends.test_trends_aggregate_by_distinct_id.6 ''' - SELECT replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_prop'), ''), 'null'), '^"|"$', '') AS value, + SELECT toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_prop'), ''), 'null'), '^"|"$', '')) AS value, count(e.uuid) AS count FROM events AS e WHERE and(equals(e.team_id, 2), and(greaterOrEquals(toTimeZone(e.timestamp, 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2019-12-24 00:00:00', 6, 'UTC')))), lessOrEquals(toTimeZone(e.timestamp, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2019-12-31 23:59:59', 6, 'UTC')))), and(greaterOrEquals(toTimeZone(e.timestamp, 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2019-12-24 00:00:00', 6, 'UTC')))), lessOrEquals(toTimeZone(e.timestamp, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2019-12-31 23:59:59', 6, 'UTC'))), equals(e.event, 'sign up'))) @@ -3430,7 +3444,7 @@ ''' SELECT groupArray(day_start) AS date, groupArray(count) AS total, - ifNull(toString(breakdown_value), '') AS breakdown_value + ifNull(toString(breakdown_value), '$$_posthog_breakdown_null_$$') AS breakdown_value FROM (SELECT sum(total) AS count, day_start AS day_start, @@ -3451,9 +3465,9 @@ ORDER BY sec.breakdown_value ASC, day_start ASC UNION ALL SELECT count(DISTINCT e.distinct_id) AS total, toStartOfDay(toTimeZone(e.timestamp, 'UTC')) AS day_start, - transform(ifNull(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_prop'), ''), 'null'), '^"|"$', ''), '$$_posthog_breakdown_null_$$'), ['$$_posthog_breakdown_null_$$'], ['$$_posthog_breakdown_null_$$'], '$$_posthog_breakdown_other_$$') AS breakdown_value + transform(ifNull(toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_prop'), ''), 'null'), '^"|"$', '')), '$$_posthog_breakdown_null_$$'), ['$$_posthog_breakdown_null_$$'], ['$$_posthog_breakdown_null_$$'], '$$_posthog_breakdown_other_$$') AS breakdown_value FROM events AS e SAMPLE 1 - WHERE and(equals(e.team_id, 2), greaterOrEquals(toTimeZone(e.timestamp, 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2019-12-24 00:00:00', 6, 'UTC')))), lessOrEquals(toTimeZone(e.timestamp, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2019-12-31 23:59:59', 6, 'UTC'))), equals(e.event, 'sign up'), isNull(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_prop'), ''), 'null'), '^"|"$', ''))) + WHERE and(equals(e.team_id, 2), greaterOrEquals(toTimeZone(e.timestamp, 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2019-12-24 00:00:00', 6, 'UTC')))), lessOrEquals(toTimeZone(e.timestamp, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2019-12-31 23:59:59', 6, 'UTC'))), equals(e.event, 'sign up'), isNull(toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_prop'), ''), 'null'), '^"|"$', '')))) GROUP BY day_start, breakdown_value) GROUP BY day_start, @@ -3520,7 +3534,7 @@ # --- # name: TestTrends.test_trends_breakdown_cumulative ''' - SELECT replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', '') AS value, + SELECT toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', '')) AS value, count(e.uuid) AS count FROM events AS e WHERE and(equals(e.team_id, 2), and(greaterOrEquals(toTimeZone(e.timestamp, 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2019-12-28 00:00:00', 6, 'UTC')))), lessOrEquals(toTimeZone(e.timestamp, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-04 23:59:59', 6, 'UTC')))), and(greaterOrEquals(toTimeZone(e.timestamp, 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2019-12-28 00:00:00', 6, 'UTC')))), lessOrEquals(toTimeZone(e.timestamp, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-04 23:59:59', 6, 'UTC'))), equals(e.event, 'sign up'))) @@ -3535,7 +3549,7 @@ ''' SELECT groupArray(day_start) AS date, groupArray(count) AS total, - ifNull(toString(breakdown_value), '') AS breakdown_value + ifNull(toString(breakdown_value), '$$_posthog_breakdown_null_$$') AS breakdown_value FROM (SELECT day_start AS day_start, sum(count) OVER (PARTITION BY breakdown_value @@ -3561,7 +3575,7 @@ ORDER BY sec.breakdown_value ASC, day_start ASC UNION ALL SELECT count(DISTINCT e__pdi.person_id) AS total, min(toStartOfDay(toTimeZone(e.timestamp, 'UTC'))) AS day_start, - transform(ifNull(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', ''), '$$_posthog_breakdown_null_$$'), ['$$_posthog_breakdown_null_$$', 'value', 'other_value'], ['$$_posthog_breakdown_null_$$', 'value', 'other_value'], '$$_posthog_breakdown_other_$$') AS breakdown_value + transform(ifNull(toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', '')), '$$_posthog_breakdown_null_$$'), ['$$_posthog_breakdown_null_$$', 'value', 'other_value'], ['$$_posthog_breakdown_null_$$', 'value', 'other_value'], '$$_posthog_breakdown_other_$$') AS breakdown_value FROM events AS e SAMPLE 1 INNER JOIN (SELECT argMax(person_distinct_id2.person_id, person_distinct_id2.version) AS person_id, @@ -3570,7 +3584,7 @@ WHERE equals(person_distinct_id2.team_id, 2) GROUP BY person_distinct_id2.distinct_id HAVING ifNull(equals(argMax(person_distinct_id2.is_deleted, person_distinct_id2.version), 0), 0)) AS e__pdi ON equals(e.distinct_id, e__pdi.distinct_id) - WHERE and(equals(e.team_id, 2), greaterOrEquals(toTimeZone(e.timestamp, 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2019-12-28 00:00:00', 6, 'UTC')))), lessOrEquals(toTimeZone(e.timestamp, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-04 23:59:59', 6, 'UTC'))), equals(e.event, 'sign up'), or(isNull(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', '')), ifNull(equals(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', ''), 'value'), 0), ifNull(equals(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', ''), 'other_value'), 0))) + WHERE and(equals(e.team_id, 2), greaterOrEquals(toTimeZone(e.timestamp, 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2019-12-28 00:00:00', 6, 'UTC')))), lessOrEquals(toTimeZone(e.timestamp, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-04 23:59:59', 6, 'UTC'))), equals(e.event, 'sign up'), or(isNull(toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', ''))), ifNull(equals(toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', '')), 'value'), 0), ifNull(equals(toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', '')), 'other_value'), 0))) GROUP BY e__pdi.person_id, breakdown_value) GROUP BY day_start, @@ -3585,7 +3599,7 @@ # --- # name: TestTrends.test_trends_breakdown_cumulative_poe_v2 ''' - SELECT replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', '') AS value, + SELECT toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', '')) AS value, count(e.uuid) AS count FROM events AS e WHERE and(equals(e.team_id, 2), and(greaterOrEquals(toTimeZone(e.timestamp, 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2019-12-28 00:00:00', 6, 'UTC')))), lessOrEquals(toTimeZone(e.timestamp, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-04 23:59:59', 6, 'UTC')))), and(greaterOrEquals(toTimeZone(e.timestamp, 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2019-12-28 00:00:00', 6, 'UTC')))), lessOrEquals(toTimeZone(e.timestamp, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-04 23:59:59', 6, 'UTC'))), equals(e.event, 'sign up'))) @@ -3600,7 +3614,7 @@ ''' SELECT groupArray(day_start) AS date, groupArray(count) AS total, - ifNull(toString(breakdown_value), '') AS breakdown_value + ifNull(toString(breakdown_value), '$$_posthog_breakdown_null_$$') AS breakdown_value FROM (SELECT day_start AS day_start, sum(count) OVER (PARTITION BY breakdown_value @@ -3626,7 +3640,7 @@ ORDER BY sec.breakdown_value ASC, day_start ASC UNION ALL SELECT count(DISTINCT ifNull(nullIf(e__override.override_person_id, '00000000-0000-0000-0000-000000000000'), e.person_id)) AS total, min(toStartOfDay(toTimeZone(e.timestamp, 'UTC'))) AS day_start, - transform(ifNull(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', ''), '$$_posthog_breakdown_null_$$'), ['$$_posthog_breakdown_null_$$', 'value', 'other_value'], ['$$_posthog_breakdown_null_$$', 'value', 'other_value'], '$$_posthog_breakdown_other_$$') AS breakdown_value + transform(ifNull(toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', '')), '$$_posthog_breakdown_null_$$'), ['$$_posthog_breakdown_null_$$', 'value', 'other_value'], ['$$_posthog_breakdown_null_$$', 'value', 'other_value'], '$$_posthog_breakdown_other_$$') AS breakdown_value FROM events AS e SAMPLE 1 LEFT OUTER JOIN (SELECT argMax(person_overrides.override_person_id, person_overrides.version) AS override_person_id, @@ -3634,7 +3648,7 @@ FROM person_overrides WHERE equals(person_overrides.team_id, 2) GROUP BY person_overrides.old_person_id) AS e__override ON equals(e.person_id, e__override.old_person_id) - WHERE and(equals(e.team_id, 2), greaterOrEquals(toTimeZone(e.timestamp, 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2019-12-28 00:00:00', 6, 'UTC')))), lessOrEquals(toTimeZone(e.timestamp, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-04 23:59:59', 6, 'UTC'))), equals(e.event, 'sign up'), or(isNull(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', '')), ifNull(equals(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', ''), 'value'), 0), ifNull(equals(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', ''), 'other_value'), 0))) + WHERE and(equals(e.team_id, 2), greaterOrEquals(toTimeZone(e.timestamp, 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2019-12-28 00:00:00', 6, 'UTC')))), lessOrEquals(toTimeZone(e.timestamp, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-04 23:59:59', 6, 'UTC'))), equals(e.event, 'sign up'), or(isNull(toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', ''))), ifNull(equals(toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', '')), 'value'), 0), ifNull(equals(toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', '')), 'other_value'), 0))) GROUP BY ifNull(nullIf(e__override.override_person_id, '00000000-0000-0000-0000-000000000000'), e.person_id), breakdown_value) GROUP BY day_start, @@ -3649,7 +3663,7 @@ # --- # name: TestTrends.test_trends_breakdown_with_session_property_single_aggregate_math_and_breakdown ''' - SELECT replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', '') AS value, + SELECT toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', '')) AS value, max(e__session.duration) AS count FROM events AS e INNER JOIN @@ -3672,7 +3686,7 @@ breakdown_value AS breakdown_value FROM (SELECT any(e__session.duration) AS session_duration, - transform(ifNull(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', ''), '$$_posthog_breakdown_null_$$'), ['value2', 'value1', '$$_posthog_breakdown_null_$$'], ['value2', 'value1', '$$_posthog_breakdown_null_$$'], '$$_posthog_breakdown_other_$$') AS breakdown_value + transform(ifNull(toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', '')), '$$_posthog_breakdown_null_$$'), ['value2', 'value1', '$$_posthog_breakdown_null_$$'], ['value2', 'value1', '$$_posthog_breakdown_null_$$'], '$$_posthog_breakdown_other_$$') AS breakdown_value FROM events AS e SAMPLE 1 INNER JOIN (SELECT events.`$session_id` AS id, @@ -3680,7 +3694,7 @@ FROM events WHERE and(equals(events.team_id, 2), greaterOrEquals(toTimeZone(events.timestamp, 'UTC'), toStartOfWeek(assumeNotNull(parseDateTime64BestEffortOrNull('2019-12-28 00:00:00', 6, 'UTC')), 0)), lessOrEquals(toTimeZone(events.timestamp, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-04 23:59:59', 6, 'UTC'))), ifNull(notEquals(id, ''), 1)) GROUP BY id) AS e__session ON equals(e.`$session_id`, e__session.id) - WHERE and(equals(e.team_id, 2), greaterOrEquals(toTimeZone(e.timestamp, 'UTC'), toStartOfWeek(assumeNotNull(parseDateTime64BestEffortOrNull('2019-12-28 00:00:00', 6, 'UTC')), 0)), lessOrEquals(toTimeZone(e.timestamp, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-04 23:59:59', 6, 'UTC'))), equals(e.event, 'sign up'), or(ifNull(equals(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', ''), 'value2'), 0), ifNull(equals(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', ''), 'value1'), 0), isNull(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', '')))) + WHERE and(equals(e.team_id, 2), greaterOrEquals(toTimeZone(e.timestamp, 'UTC'), toStartOfWeek(assumeNotNull(parseDateTime64BestEffortOrNull('2019-12-28 00:00:00', 6, 'UTC')), 0)), lessOrEquals(toTimeZone(e.timestamp, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-04 23:59:59', 6, 'UTC'))), equals(e.event, 'sign up'), or(ifNull(equals(toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', '')), 'value2'), 0), ifNull(equals(toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', '')), 'value1'), 0), isNull(toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', ''))))) GROUP BY e__session.id, breakdown_value) GROUP BY breakdown_value @@ -3691,7 +3705,7 @@ # --- # name: TestTrends.test_trends_breakdown_with_session_property_single_aggregate_math_and_breakdown.2 ''' - SELECT replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', '') AS value, + SELECT toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', '')) AS value, max(e__session.duration) AS count FROM events AS e INNER JOIN @@ -3714,7 +3728,7 @@ breakdown_value AS breakdown_value FROM (SELECT any(e__session.duration) AS session_duration, - transform(ifNull(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', ''), '$$_posthog_breakdown_null_$$'), ['value2', 'value1', '$$_posthog_breakdown_null_$$'], ['value2', 'value1', '$$_posthog_breakdown_null_$$'], '$$_posthog_breakdown_other_$$') AS breakdown_value + transform(ifNull(toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', '')), '$$_posthog_breakdown_null_$$'), ['value2', 'value1', '$$_posthog_breakdown_null_$$'], ['value2', 'value1', '$$_posthog_breakdown_null_$$'], '$$_posthog_breakdown_other_$$') AS breakdown_value FROM events AS e SAMPLE 1 INNER JOIN (SELECT events.`$session_id` AS id, @@ -3722,7 +3736,7 @@ FROM events WHERE and(equals(events.team_id, 2), greaterOrEquals(toTimeZone(events.timestamp, 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2019-12-28 00:00:00', 6, 'UTC')))), lessOrEquals(toTimeZone(events.timestamp, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-04 23:59:59', 6, 'UTC'))), ifNull(notEquals(id, ''), 1)) GROUP BY id) AS e__session ON equals(e.`$session_id`, e__session.id) - WHERE and(equals(e.team_id, 2), greaterOrEquals(toTimeZone(e.timestamp, 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2019-12-28 00:00:00', 6, 'UTC')))), lessOrEquals(toTimeZone(e.timestamp, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-04 23:59:59', 6, 'UTC'))), equals(e.event, 'sign up'), or(ifNull(equals(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', ''), 'value2'), 0), ifNull(equals(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', ''), 'value1'), 0), isNull(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', '')))) + WHERE and(equals(e.team_id, 2), greaterOrEquals(toTimeZone(e.timestamp, 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2019-12-28 00:00:00', 6, 'UTC')))), lessOrEquals(toTimeZone(e.timestamp, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-04 23:59:59', 6, 'UTC'))), equals(e.event, 'sign up'), or(ifNull(equals(toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', '')), 'value2'), 0), ifNull(equals(toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', '')), 'value1'), 0), isNull(toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', ''))))) GROUP BY e__session.id, breakdown_value) GROUP BY breakdown_value @@ -3854,7 +3868,7 @@ # --- # name: TestTrends.test_trends_count_per_user_average_aggregated_with_event_property_breakdown_with_sampling ''' - SELECT replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, 'color'), ''), 'null'), '^"|"$', '') AS value, + SELECT toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, 'color'), ''), 'null'), '^"|"$', '')) AS value, count(e.uuid) AS count FROM events AS e WHERE and(equals(e.team_id, 2), and(greaterOrEquals(toTimeZone(e.timestamp, 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-01 00:00:00', 6, 'UTC')))), lessOrEquals(toTimeZone(e.timestamp, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-07 23:59:59', 6, 'UTC')))), equals(e.event, 'viewed video')) @@ -3874,7 +3888,7 @@ breakdown_value AS breakdown_value FROM (SELECT count(e.uuid) AS total, - transform(ifNull(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, 'color'), ''), 'null'), '^"|"$', ''), '$$_posthog_breakdown_null_$$'), ['red', 'blue', '$$_posthog_breakdown_null_$$'], ['red', 'blue', '$$_posthog_breakdown_null_$$'], '$$_posthog_breakdown_other_$$') AS breakdown_value + transform(ifNull(toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, 'color'), ''), 'null'), '^"|"$', '')), '$$_posthog_breakdown_null_$$'), ['red', 'blue', '$$_posthog_breakdown_null_$$'], ['red', 'blue', '$$_posthog_breakdown_null_$$'], '$$_posthog_breakdown_other_$$') AS breakdown_value FROM events AS e SAMPLE 1.0 INNER JOIN (SELECT argMax(person_distinct_id2.person_id, person_distinct_id2.version) AS person_id, @@ -3883,7 +3897,7 @@ WHERE equals(person_distinct_id2.team_id, 2) GROUP BY person_distinct_id2.distinct_id HAVING ifNull(equals(argMax(person_distinct_id2.is_deleted, person_distinct_id2.version), 0), 0)) AS e__pdi ON equals(e.distinct_id, e__pdi.distinct_id) - WHERE and(equals(e.team_id, 2), and(equals(e.event, 'viewed video'), or(ifNull(equals(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, 'color'), ''), 'null'), '^"|"$', ''), 'red'), 0), ifNull(equals(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, 'color'), ''), 'null'), '^"|"$', ''), 'blue'), 0), isNull(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, 'color'), ''), 'null'), '^"|"$', '')))), greaterOrEquals(toTimeZone(e.timestamp, 'UTC'), minus(assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-01 00:00:00', 6, 'UTC')), toIntervalDay(0))), lessOrEquals(toTimeZone(e.timestamp, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-07 23:59:59', 6, 'UTC')))) + WHERE and(equals(e.team_id, 2), and(equals(e.event, 'viewed video'), or(ifNull(equals(toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, 'color'), ''), 'null'), '^"|"$', '')), 'red'), 0), ifNull(equals(toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, 'color'), ''), 'null'), '^"|"$', '')), 'blue'), 0), isNull(toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, 'color'), ''), 'null'), '^"|"$', ''))))), greaterOrEquals(toTimeZone(e.timestamp, 'UTC'), minus(assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-01 00:00:00', 6, 'UTC')), toIntervalDay(0))), lessOrEquals(toTimeZone(e.timestamp, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-07 23:59:59', 6, 'UTC')))) GROUP BY e__pdi.person_id, breakdown_value) GROUP BY breakdown_value) @@ -4098,7 +4112,7 @@ # --- # name: TestTrends.test_trends_person_breakdown_with_session_property_single_aggregate_math_and_breakdown ''' - SELECT e__pdi__person.`properties___$some_prop` AS value, + SELECT toString(e__pdi__person.`properties___$some_prop`) AS value, max(e__session.duration) AS count FROM events AS e INNER JOIN @@ -4139,7 +4153,7 @@ breakdown_value AS breakdown_value FROM (SELECT any(e__session.duration) AS session_duration, - transform(ifNull(e__pdi__person.`properties___$some_prop`, '$$_posthog_breakdown_null_$$'), ['some_val', 'another_val'], ['some_val', 'another_val'], '$$_posthog_breakdown_other_$$') AS breakdown_value + transform(ifNull(toString(e__pdi__person.`properties___$some_prop`), '$$_posthog_breakdown_null_$$'), ['some_val', 'another_val'], ['some_val', 'another_val'], '$$_posthog_breakdown_other_$$') AS breakdown_value FROM events AS e SAMPLE 1 INNER JOIN (SELECT events.`$session_id` AS id, @@ -4165,7 +4179,7 @@ WHERE equals(person.team_id, 2) GROUP BY person.id HAVING ifNull(equals(argMax(person.is_deleted, person.version), 0), 0))), 0)) SETTINGS optimize_aggregation_in_order=1) AS e__pdi__person ON equals(e__pdi.e__pdi___person_id, e__pdi__person.id) - WHERE and(equals(e.team_id, 2), greaterOrEquals(toTimeZone(e.timestamp, 'UTC'), toStartOfWeek(assumeNotNull(parseDateTime64BestEffortOrNull('2019-12-28 00:00:00', 6, 'UTC')), 0)), lessOrEquals(toTimeZone(e.timestamp, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-04 23:59:59', 6, 'UTC'))), equals(e.event, 'sign up'), or(ifNull(equals(e__pdi__person.`properties___$some_prop`, 'some_val'), 0), ifNull(equals(e__pdi__person.`properties___$some_prop`, 'another_val'), 0))) + WHERE and(equals(e.team_id, 2), greaterOrEquals(toTimeZone(e.timestamp, 'UTC'), toStartOfWeek(assumeNotNull(parseDateTime64BestEffortOrNull('2019-12-28 00:00:00', 6, 'UTC')), 0)), lessOrEquals(toTimeZone(e.timestamp, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-04 23:59:59', 6, 'UTC'))), equals(e.event, 'sign up'), or(ifNull(equals(toString(e__pdi__person.`properties___$some_prop`), 'some_val'), 0), ifNull(equals(toString(e__pdi__person.`properties___$some_prop`), 'another_val'), 0))) GROUP BY e__session.id, breakdown_value) GROUP BY breakdown_value @@ -4316,7 +4330,7 @@ # --- # name: TestTrends.test_trends_with_session_property_total_volume_math_with_breakdowns ''' - SELECT replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', '') AS value, + SELECT toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', '')) AS value, max(e__session.duration) AS count FROM events AS e INNER JOIN @@ -4337,7 +4351,7 @@ ''' SELECT groupArray(day_start) AS date, groupArray(count) AS total, - ifNull(toString(breakdown_value), '') AS breakdown_value + ifNull(toString(breakdown_value), '$$_posthog_breakdown_null_$$') AS breakdown_value FROM (SELECT sum(total) AS count, day_start AS day_start, @@ -4361,7 +4375,7 @@ breakdown_value AS breakdown_value FROM (SELECT any(e__session.duration) AS session_duration, - transform(ifNull(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', ''), '$$_posthog_breakdown_null_$$'), ['value2', 'value1'], ['value2', 'value1'], '$$_posthog_breakdown_other_$$') AS breakdown_value, + transform(ifNull(toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', '')), '$$_posthog_breakdown_null_$$'), ['value2', 'value1'], ['value2', 'value1'], '$$_posthog_breakdown_other_$$') AS breakdown_value, toStartOfWeek(toTimeZone(e.timestamp, 'UTC'), 0) AS day_start FROM events AS e SAMPLE 1 INNER JOIN @@ -4370,7 +4384,7 @@ FROM events WHERE and(equals(events.team_id, 2), greaterOrEquals(toTimeZone(events.timestamp, 'UTC'), toStartOfWeek(assumeNotNull(parseDateTime64BestEffortOrNull('2019-12-28 00:00:00', 6, 'UTC')), 0)), lessOrEquals(toTimeZone(events.timestamp, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-04 23:59:59', 6, 'UTC'))), ifNull(notEquals(id, ''), 1)) GROUP BY id) AS e__session ON equals(e.`$session_id`, e__session.id) - WHERE and(equals(e.team_id, 2), greaterOrEquals(toTimeZone(e.timestamp, 'UTC'), toStartOfWeek(assumeNotNull(parseDateTime64BestEffortOrNull('2019-12-28 00:00:00', 6, 'UTC')), 0)), lessOrEquals(toTimeZone(e.timestamp, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-04 23:59:59', 6, 'UTC'))), equals(e.event, 'sign up'), or(ifNull(equals(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', ''), 'value2'), 0), ifNull(equals(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', ''), 'value1'), 0))) + WHERE and(equals(e.team_id, 2), greaterOrEquals(toTimeZone(e.timestamp, 'UTC'), toStartOfWeek(assumeNotNull(parseDateTime64BestEffortOrNull('2019-12-28 00:00:00', 6, 'UTC')), 0)), lessOrEquals(toTimeZone(e.timestamp, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-04 23:59:59', 6, 'UTC'))), equals(e.event, 'sign up'), or(ifNull(equals(toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', '')), 'value2'), 0), ifNull(equals(toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', '')), 'value1'), 0))) GROUP BY day_start, e__session.id, breakdown_value, @@ -4389,7 +4403,7 @@ # --- # name: TestTrends.test_trends_with_session_property_total_volume_math_with_breakdowns.2 ''' - SELECT replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', '') AS value, + SELECT toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', '')) AS value, max(e__session.duration) AS count FROM events AS e INNER JOIN @@ -4410,7 +4424,7 @@ ''' SELECT groupArray(day_start) AS date, groupArray(count) AS total, - ifNull(toString(breakdown_value), '') AS breakdown_value + ifNull(toString(breakdown_value), '$$_posthog_breakdown_null_$$') AS breakdown_value FROM (SELECT sum(total) AS count, day_start AS day_start, @@ -4434,7 +4448,7 @@ breakdown_value AS breakdown_value FROM (SELECT any(e__session.duration) AS session_duration, - transform(ifNull(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', ''), '$$_posthog_breakdown_null_$$'), ['value2', 'value1'], ['value2', 'value1'], '$$_posthog_breakdown_other_$$') AS breakdown_value, + transform(ifNull(toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', '')), '$$_posthog_breakdown_null_$$'), ['value2', 'value1'], ['value2', 'value1'], '$$_posthog_breakdown_other_$$') AS breakdown_value, toStartOfDay(toTimeZone(e.timestamp, 'UTC')) AS day_start FROM events AS e SAMPLE 1 INNER JOIN @@ -4443,7 +4457,7 @@ FROM events WHERE and(equals(events.team_id, 2), greaterOrEquals(toTimeZone(events.timestamp, 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2019-12-28 00:00:00', 6, 'UTC')))), lessOrEquals(toTimeZone(events.timestamp, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-04 23:59:59', 6, 'UTC'))), ifNull(notEquals(id, ''), 1)) GROUP BY id) AS e__session ON equals(e.`$session_id`, e__session.id) - WHERE and(equals(e.team_id, 2), greaterOrEquals(toTimeZone(e.timestamp, 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2019-12-28 00:00:00', 6, 'UTC')))), lessOrEquals(toTimeZone(e.timestamp, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-04 23:59:59', 6, 'UTC'))), equals(e.event, 'sign up'), or(ifNull(equals(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', ''), 'value2'), 0), ifNull(equals(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', ''), 'value1'), 0))) + WHERE and(equals(e.team_id, 2), greaterOrEquals(toTimeZone(e.timestamp, 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2019-12-28 00:00:00', 6, 'UTC')))), lessOrEquals(toTimeZone(e.timestamp, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2020-01-04 23:59:59', 6, 'UTC'))), equals(e.event, 'sign up'), or(ifNull(equals(toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', '')), 'value2'), 0), ifNull(equals(toString(replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(e.properties, '$some_property'), ''), 'null'), '^"|"$', '')), 'value1'), 0))) GROUP BY day_start, e__session.id, breakdown_value, diff --git a/posthog/hogql_queries/insights/trends/test/__snapshots__/test_trends_data_warehouse_query.ambr b/posthog/hogql_queries/insights/trends/test/__snapshots__/test_trends_data_warehouse_query.ambr index db9e8e1d45000..1e3bc1b5cbad6 100644 --- a/posthog/hogql_queries/insights/trends/test/__snapshots__/test_trends_data_warehouse_query.ambr +++ b/posthog/hogql_queries/insights/trends/test/__snapshots__/test_trends_data_warehouse_query.ambr @@ -1,7 +1,7 @@ # serializer version: 1 # name: TestTrendsDataWarehouseQuery.test_trends_breakdown ''' - SELECT e.prop_1 AS value, + SELECT toString(e.prop_1) AS value, count(e.id) AS count FROM s3('http://host.docker.internal:19000/posthog/test_storage_bucket-posthog.hogql.datawarehouse.trendquery/*.parquet', 'object_storage_root_user', 'object_storage_root_password', 'Parquet', 'id String, prop_1 String, prop_2 String, created DateTime64(3, \'UTC\')') AS e WHERE and(and(ifNull(greaterOrEquals(toTimeZone(e.created, 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2023-01-01 00:00:00', 6, 'UTC')))), 0), ifNull(lessOrEquals(toTimeZone(e.created, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2023-01-07 23:59:59', 6, 'UTC'))), 0)), and(ifNull(greaterOrEquals(toDateTime(toTimeZone(e.created, 'UTC'), 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2023-01-01 00:00:00', 6, 'UTC')))), 0), ifNull(lessOrEquals(toDateTime(toTimeZone(e.created, 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2023-01-07 23:59:59', 6, 'UTC'))), 0))) @@ -16,7 +16,7 @@ ''' SELECT groupArray(day_start) AS date, groupArray(count) AS total, - ifNull(toString(breakdown_value), '') AS breakdown_value + ifNull(toString(breakdown_value), '$$_posthog_breakdown_null_$$') AS breakdown_value FROM (SELECT sum(total) AS count, day_start AS day_start, @@ -37,9 +37,9 @@ ORDER BY sec.breakdown_value ASC, day_start ASC UNION ALL SELECT count(e.id) AS total, toStartOfDay(toDateTime(toTimeZone(e.created, 'UTC'), 'UTC')) AS day_start, - transform(ifNull(e.prop_1, '$$_posthog_breakdown_null_$$'), ['d', 'c', 'b', 'a'], ['d', 'c', 'b', 'a'], '$$_posthog_breakdown_other_$$') AS breakdown_value + transform(ifNull(toString(e.prop_1), '$$_posthog_breakdown_null_$$'), ['d', 'c', 'b', 'a'], ['d', 'c', 'b', 'a'], '$$_posthog_breakdown_other_$$') AS breakdown_value FROM s3('http://host.docker.internal:19000/posthog/test_storage_bucket-posthog.hogql.datawarehouse.trendquery/*.parquet', 'object_storage_root_user', 'object_storage_root_password', 'Parquet', 'id String, prop_1 String, prop_2 String, created DateTime64(3, \'UTC\')') AS e - WHERE and(ifNull(greaterOrEquals(toDateTime(toTimeZone(e.created, 'UTC'), 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2023-01-01 00:00:00', 6, 'UTC')))), 0), ifNull(lessOrEquals(toDateTime(toTimeZone(e.created, 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2023-01-07 23:59:59', 6, 'UTC'))), 0), or(equals(e.prop_1, 'd'), equals(e.prop_1, 'c'), equals(e.prop_1, 'b'), equals(e.prop_1, 'a'))) + WHERE and(ifNull(greaterOrEquals(toDateTime(toTimeZone(e.created, 'UTC'), 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2023-01-01 00:00:00', 6, 'UTC')))), 0), ifNull(lessOrEquals(toDateTime(toTimeZone(e.created, 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2023-01-07 23:59:59', 6, 'UTC'))), 0), or(ifNull(equals(toString(e.prop_1), 'd'), 0), ifNull(equals(toString(e.prop_1), 'c'), 0), ifNull(equals(toString(e.prop_1), 'b'), 0), ifNull(equals(toString(e.prop_1), 'a'), 0))) GROUP BY day_start, breakdown_value) GROUP BY day_start, @@ -54,7 +54,7 @@ # --- # name: TestTrendsDataWarehouseQuery.test_trends_breakdown_with_property ''' - SELECT e.prop_1 AS value, + SELECT toString(e.prop_1) AS value, count(e.id) AS count FROM s3('http://host.docker.internal:19000/posthog/test_storage_bucket-posthog.hogql.datawarehouse.trendquery/*.parquet', 'object_storage_root_user', 'object_storage_root_password', 'Parquet', 'id String, prop_1 String, prop_2 String, created DateTime64(3, \'UTC\')') AS e WHERE and(and(ifNull(greaterOrEquals(toTimeZone(e.created, 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2023-01-01 00:00:00', 6, 'UTC')))), 0), ifNull(lessOrEquals(toTimeZone(e.created, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2023-01-07 23:59:59', 6, 'UTC'))), 0)), and(ifNull(greaterOrEquals(toDateTime(toTimeZone(e.created, 'UTC'), 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2023-01-01 00:00:00', 6, 'UTC')))), 0), ifNull(lessOrEquals(toDateTime(toTimeZone(e.created, 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2023-01-07 23:59:59', 6, 'UTC'))), 0), equals(e.prop_1, 'a'))) @@ -69,7 +69,7 @@ ''' SELECT groupArray(day_start) AS date, groupArray(count) AS total, - ifNull(toString(breakdown_value), '') AS breakdown_value + ifNull(toString(breakdown_value), '$$_posthog_breakdown_null_$$') AS breakdown_value FROM (SELECT sum(total) AS count, day_start AS day_start, @@ -90,9 +90,9 @@ ORDER BY sec.breakdown_value ASC, day_start ASC UNION ALL SELECT count(e.id) AS total, toStartOfDay(toDateTime(toTimeZone(e.created, 'UTC'), 'UTC')) AS day_start, - transform(ifNull(e.prop_1, '$$_posthog_breakdown_null_$$'), ['a'], ['a'], '$$_posthog_breakdown_other_$$') AS breakdown_value + transform(ifNull(toString(e.prop_1), '$$_posthog_breakdown_null_$$'), ['a'], ['a'], '$$_posthog_breakdown_other_$$') AS breakdown_value FROM s3('http://host.docker.internal:19000/posthog/test_storage_bucket-posthog.hogql.datawarehouse.trendquery/*.parquet', 'object_storage_root_user', 'object_storage_root_password', 'Parquet', 'id String, prop_1 String, prop_2 String, created DateTime64(3, \'UTC\')') AS e - WHERE and(ifNull(greaterOrEquals(toDateTime(toTimeZone(e.created, 'UTC'), 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2023-01-01 00:00:00', 6, 'UTC')))), 0), ifNull(lessOrEquals(toDateTime(toTimeZone(e.created, 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2023-01-07 23:59:59', 6, 'UTC'))), 0), equals(e.prop_1, 'a'), equals(e.prop_1, 'a')) + WHERE and(ifNull(greaterOrEquals(toDateTime(toTimeZone(e.created, 'UTC'), 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2023-01-01 00:00:00', 6, 'UTC')))), 0), ifNull(lessOrEquals(toDateTime(toTimeZone(e.created, 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2023-01-07 23:59:59', 6, 'UTC'))), 0), equals(e.prop_1, 'a'), ifNull(equals(toString(e.prop_1), 'a'), 0)) GROUP BY day_start, breakdown_value) GROUP BY day_start, diff --git a/posthog/hogql_queries/insights/trends/test/test_trends.py b/posthog/hogql_queries/insights/trends/test/test_trends.py index 1ac54e16de629..9e885fbadcc1d 100644 --- a/posthog/hogql_queries/insights/trends/test/test_trends.py +++ b/posthog/hogql_queries/insights/trends/test/test_trends.py @@ -5180,7 +5180,9 @@ def test_breakdown_filtering_with_properties_in_new_format(self): ) response = sorted(response, key=lambda x: x["label"]) - self.assertEqual(len(response), 0) + self.assertEqual(len(response), 1) + self.assertEqual(response[0]["label"], "$$_posthog_breakdown_null_$$") + self.assertEqual(response[0]["count"], 0) @also_test_with_person_on_events_v2 @snapshot_clickhouse_queries diff --git a/posthog/hogql_queries/insights/trends/test/test_trends_query_runner.py b/posthog/hogql_queries/insights/trends/test/test_trends_query_runner.py index 433df7c7df23b..8d14950ec23b2 100644 --- a/posthog/hogql_queries/insights/trends/test/test_trends_query_runner.py +++ b/posthog/hogql_queries/insights/trends/test/test_trends_query_runner.py @@ -381,7 +381,7 @@ def test_trends_query_formula_breakdown_no_data(self): TrendsFilter(formula="A+B"), BreakdownFilter(breakdown_type=BreakdownType.person, breakdown="$browser"), ) - self.assertEqual([], response.results) + self.assertEqual([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], response.results[0]["data"]) def test_trends_query_formula_aggregate(self): self._create_test_events() @@ -714,16 +714,7 @@ def test_trends_breakdowns_multiple_hogql(self): breakdown_labels = [result["breakdown_value"] for result in response.results] assert len(response.results) == 8 - assert breakdown_labels == [ - "Chrome", - "Firefox", - "Edge", - "Safari", - "Chrome", - "Edge", - "Firefox", - "Safari", - ] + assert breakdown_labels == ["Chrome", "Firefox", "Edge", "Safari", "Chrome", "Edge", "Firefox", "Safari"] assert response.results[0]["label"] == f"$pageview - Chrome" assert response.results[1]["label"] == f"$pageview - Firefox" assert response.results[2]["label"] == f"$pageview - Edge" @@ -823,6 +814,7 @@ def test_trends_breakdown_and_aggregation_query_orchestration(self): 10, 0, ] + assert response.results[1]["data"] == [ 20, 0, @@ -1606,9 +1598,8 @@ def test_to_actors_query_options_breakdowns_boolean(self): assert response.series == [InsightActorsQuerySeries(label="$pageview", value=0)] assert response.breakdown == [ - # BreakdownItem(label="Other", value="$$_posthog_breakdown_other_$$"), # TODO: Add when "Other" works - BreakdownItem(label="true", value=1), - BreakdownItem(label="false", value=0), + BreakdownItem(label="true", value="true"), + BreakdownItem(label="false", value="false"), ] def test_to_actors_query_options_breakdowns_histogram(self): diff --git a/posthog/hogql_queries/insights/trends/trends_query_builder.py b/posthog/hogql_queries/insights/trends/trends_query_builder.py index 7be735d3b0a8b..a911e4bf8302a 100644 --- a/posthog/hogql_queries/insights/trends/trends_query_builder.py +++ b/posthog/hogql_queries/insights/trends/trends_query_builder.py @@ -14,6 +14,7 @@ from posthog.models.action.action import Action from posthog.models.filters.mixins.utils import cached_property from posthog.models.team.team import Team +from posthog.queries.trends.breakdown import BREAKDOWN_NULL_STRING_LABEL from posthog.schema import ( ActionsNode, DataWarehouseNode, @@ -68,7 +69,7 @@ def build_query(self) -> ast.SelectQuery | ast.SelectUnionQuery: return full_query def build_actors_query( - self, time_frame: Optional[str] = None, breakdown_filter: Optional[str | int] = None + self, time_frame: Optional[str] = None, breakdown_filter: Optional[str] = None ) -> ast.SelectQuery | ast.SelectUnionQuery: breakdown = self._breakdown(is_actors_query=True, breakdown_values_override=breakdown_filter) @@ -292,7 +293,8 @@ def _get_events_subquery( # Just breakdowns elif breakdown.enabled: if not is_actors_query: - default_query.select.append(breakdown.column_expr()) + breakdown_expr = breakdown.column_expr() + default_query.select.append(breakdown_expr) default_query.group_by.append(ast.Field(chain=["breakdown_value"])) # Just session duration math property elif self._aggregation_operation.aggregating_on_session_duration(): @@ -369,7 +371,7 @@ def _outer_select_query(self, breakdown: Breakdown, inner_query: ast.SelectQuery name="ifNull", args=[ ast.Call(name="toString", args=[ast.Field(chain=["breakdown_value"])]), - ast.Constant(value=""), + ast.Constant(value=BREAKDOWN_NULL_STRING_LABEL), ], ), ) @@ -565,7 +567,7 @@ def session_duration_math_property_wrapper(self, default_query: ast.SelectQuery) query.group_by = [] return query - def _breakdown(self, is_actors_query: bool, breakdown_values_override: Optional[str | int] = None): + def _breakdown(self, is_actors_query: bool, breakdown_values_override: Optional[str] = None): return Breakdown( team=self.team, query=self.query, diff --git a/posthog/hogql_queries/insights/trends/trends_query_runner.py b/posthog/hogql_queries/insights/trends/trends_query_runner.py index d66110298ffab..d61720740f52b 100644 --- a/posthog/hogql_queries/insights/trends/trends_query_runner.py +++ b/posthog/hogql_queries/insights/trends/trends_query_runner.py @@ -23,9 +23,7 @@ from posthog.hogql.query import execute_hogql_query from posthog.hogql.timings import HogQLTimings from posthog.hogql_queries.insights.trends.breakdown_values import ( - BREAKDOWN_NULL_NUMERIC_LABEL, BREAKDOWN_NULL_STRING_LABEL, - BREAKDOWN_OTHER_NUMERIC_LABEL, BREAKDOWN_OTHER_STRING_LABEL, ) from posthog.hogql_queries.insights.trends.display import TrendsDisplay @@ -175,7 +173,7 @@ def to_actors_query( modifiers=self.modifiers, ) - query = query_builder.build_actors_query(time_frame=time_frame, breakdown_filter=breakdown_value) + query = query_builder.build_actors_query(time_frame=time_frame, breakdown_filter=str(breakdown_value)) return query @@ -240,14 +238,10 @@ def to_actors_query_options(self) -> InsightActorsQueryOptionsResponse: cohort_name = "all users" if str(value) == "0" else Cohort.objects.get(pk=value).name label = cohort_name value = value - elif value == BREAKDOWN_OTHER_STRING_LABEL or value == BREAKDOWN_OTHER_NUMERIC_LABEL: - # label = "Other" - # value = BREAKDOWN_OTHER_STRING_LABEL - continue # TODO: Add support for "other" breakdowns - elif value == BREAKDOWN_NULL_STRING_LABEL or value == BREAKDOWN_NULL_NUMERIC_LABEL: - # label = "Null" - # value = BREAKDOWN_NULL_STRING_LABEL - continue # TODO: Add support for "null" breakdowns + elif value == BREAKDOWN_OTHER_STRING_LABEL: + label = "Other (Groups all remaining values)" + elif value == BREAKDOWN_NULL_STRING_LABEL: + label = "None (No value)" elif is_boolean_breakdown: label = self._convert_boolean(value) else: @@ -501,18 +495,6 @@ def get_value(name: str, val: Any): series_object["breakdown_value"] = remapped_label - # If the breakdown value is the numeric "other", then set it to the string version - if ( - remapped_label == BREAKDOWN_OTHER_NUMERIC_LABEL - or remapped_label == str(BREAKDOWN_OTHER_NUMERIC_LABEL) - or remapped_label == float(BREAKDOWN_OTHER_NUMERIC_LABEL) - ): - series_object["breakdown_value"] = BREAKDOWN_OTHER_STRING_LABEL - if real_series_count > 1 or self._is_breakdown_field_boolean(): - series_object["label"] = "{} - {}".format(series_label or "All events", "Other") - else: - series_object["label"] = "Other" - res.append(series_object) return res From 6eea1a6554b090925f1117e2adee053bc7a37146 Mon Sep 17 00:00:00 2001 From: Paul D'Ambra Date: Thu, 21 Mar 2024 23:15:17 +0000 Subject: [PATCH 31/51] chore: only run depot runner comparison when labelled (#21092) * chore: only run depot runner comparison when labelled * fix --- .github/workflows/ci-backend-depot.yml | 10 +--------- .github/workflows/ci-e2e-depot.yml | 2 +- 2 files changed, 2 insertions(+), 10 deletions(-) diff --git a/.github/workflows/ci-backend-depot.yml b/.github/workflows/ci-backend-depot.yml index 3cf935ced141e..928886d44cf52 100644 --- a/.github/workflows/ci-backend-depot.yml +++ b/.github/workflows/ci-backend-depot.yml @@ -5,15 +5,7 @@ name: Backend CI (depot) on: - push: - branches: - - master pull_request: - workflow_dispatch: - inputs: - clickhouseServerVersion: - description: ClickHouse server version. Leave blank for default - type: string concurrency: group: ${{ github.workflow }}-${{ github.head_ref || github.run_id }} @@ -41,7 +33,7 @@ jobs: changes: runs-on: depot-ubuntu-latest-4 timeout-minutes: 5 - if: github.repository == 'PostHog/posthog' + if: ${{ contains(github.event.pull_request.labels.*.name, 'test-depot') }} name: Determine need to run backend checks # Set job outputs to values from filter step outputs: diff --git a/.github/workflows/ci-e2e-depot.yml b/.github/workflows/ci-e2e-depot.yml index 4985dac9d746a..697d42e97f945 100644 --- a/.github/workflows/ci-e2e-depot.yml +++ b/.github/workflows/ci-e2e-depot.yml @@ -16,7 +16,7 @@ jobs: changes: runs-on: depot-ubuntu-latest-4 timeout-minutes: 5 - if: github.repository == 'PostHog/posthog' + if: ${{ contains(github.event.pull_request.labels.*.name, 'test-depot') }} name: Determine need to run E2E checks # Set job outputs to values from filter step outputs: From f43d7a9c7a0089e84ce6670c763358b8723172f1 Mon Sep 17 00:00:00 2001 From: Robbie Date: Fri, 22 Mar 2024 08:15:50 +0000 Subject: [PATCH 32/51] feat(web-analytics): HogQL sessions where extractor (#20986) * Add logic to extract a raw_sessions where clause from a query on the sessions table * Add failing test - need to figure out types * Replace sessions with raw_sessions * Use existing Visitor class hierarchy rather than creating a new one * Clear types * Add working test * Formatting * Fix typing * Better fix typing * Fix tests * Add a big comment * Increase comment * Add types to Visitor * Handles aliases better * Add test for joining events and sessions * Fix typing * More robust way of looking up tables * Add a test to make sure that collapsing ands works --- posthog/hogql/ast.py | 12 + posthog/hogql/base.py | 2 +- posthog/hogql/database/__init__.py | 0 posthog/hogql/database/models.py | 7 +- posthog/hogql/database/schema/__init__.py | 0 .../hogql/database/schema/cohort_people.py | 3 +- posthog/hogql/database/schema/groups.py | 3 +- posthog/hogql/database/schema/log_entries.py | 5 +- .../database/schema/person_distinct_ids.py | 3 +- posthog/hogql/database/schema/persons.py | 4 +- posthog/hogql/database/schema/persons_pdi.py | 3 +- .../database/schema/session_replay_events.py | 3 +- posthog/hogql/database/schema/sessions.py | 15 +- .../hogql/database/schema/util/__init__.py | 0 .../util/session_where_clause_extractor.py | 398 ++++++++++++++++++ .../test_session_where_clause_extractor.py | 284 +++++++++++++ posthog/hogql/test/test_bytecode.py | 2 +- posthog/hogql/test/test_visitor.py | 2 +- posthog/hogql/transforms/lazy_tables.py | 2 +- posthog/hogql/visitor.py | 13 +- 20 files changed, 730 insertions(+), 31 deletions(-) create mode 100644 posthog/hogql/database/__init__.py create mode 100644 posthog/hogql/database/schema/__init__.py create mode 100644 posthog/hogql/database/schema/util/__init__.py create mode 100644 posthog/hogql/database/schema/util/session_where_clause_extractor.py create mode 100644 posthog/hogql/database/schema/util/test/test_session_where_clause_extractor.py diff --git a/posthog/hogql/ast.py b/posthog/hogql/ast.py index a459514f2524f..806226b8f1b9e 100644 --- a/posthog/hogql/ast.py +++ b/posthog/hogql/ast.py @@ -46,8 +46,17 @@ def resolve_constant_type(self, context: HogQLContext): def resolve_database_field(self, context: HogQLContext): if isinstance(self.type, FieldType): return self.type.resolve_database_field(context) + if isinstance(self.type, PropertyType): + return self.type.field_type.resolve_database_field(context) raise NotImplementedException("FieldAliasType.resolve_database_field not implemented") + def resolve_table_type(self, context: HogQLContext): + if isinstance(self.type, FieldType): + return self.type.table_type + if isinstance(self.type, PropertyType): + return self.type.field_type.table_type + raise NotImplementedException("FieldAliasType.resolve_table_type not implemented") + @dataclass(kw_only=True) class BaseTableType(Type): @@ -339,6 +348,9 @@ def get_child(self, name: str | int, context: HogQLContext) -> Type: f'Can not access property "{name}" on field "{self.name}" of type: {type(database_field).__name__}' ) + def resolve_table_type(self, context: HogQLContext): + return self.table_type + @dataclass(kw_only=True) class PropertyType(Type): diff --git a/posthog/hogql/base.py b/posthog/hogql/base.py index fbdafffb2d08c..e8a74025b78be 100644 --- a/posthog/hogql/base.py +++ b/posthog/hogql/base.py @@ -32,7 +32,7 @@ def accept(self, visitor): return visit(self) if hasattr(visitor, "visit_unknown"): return visitor.visit_unknown(self) - raise NotImplementedException(f"Visitor has no method {method_name}") + raise NotImplementedException(f"{visitor.__class__.__name__} has no method {method_name}") @dataclass(kw_only=True) diff --git a/posthog/hogql/database/__init__.py b/posthog/hogql/database/__init__.py new file mode 100644 index 0000000000000..e69de29bb2d1d diff --git a/posthog/hogql/database/models.py b/posthog/hogql/database/models.py index 95a00595c6472..d2da7868a7f9c 100644 --- a/posthog/hogql/database/models.py +++ b/posthog/hogql/database/models.py @@ -3,7 +3,6 @@ from posthog.hogql.base import Expr from posthog.hogql.errors import HogQLException, NotImplementedException -from posthog.schema import HogQLQueryModifiers if TYPE_CHECKING: from posthog.hogql.context import HogQLContext @@ -126,12 +125,14 @@ def resolve_table(self, context: "HogQLContext") -> Table: class LazyTable(Table): """ - A table that is replaced with a subquery returned from `lazy_select(requested_fields: Dict[name, chain], modifiers: HogQLQueryModifiers)` + A table that is replaced with a subquery returned from `lazy_select(requested_fields: Dict[name, chain], modifiers: HogQLQueryModifiers, node: SelectQuery)` """ model_config = ConfigDict(extra="forbid") - def lazy_select(self, requested_fields: Dict[str, List[str | int]], modifiers: HogQLQueryModifiers) -> Any: + def lazy_select( + self, requested_fields: Dict[str, List[str | int]], context: "HogQLContext", node: "SelectQuery" + ) -> Any: raise NotImplementedException("LazyTable.lazy_select not overridden") diff --git a/posthog/hogql/database/schema/__init__.py b/posthog/hogql/database/schema/__init__.py new file mode 100644 index 0000000000000..e69de29bb2d1d diff --git a/posthog/hogql/database/schema/cohort_people.py b/posthog/hogql/database/schema/cohort_people.py index 72080419b7355..11723f0194619 100644 --- a/posthog/hogql/database/schema/cohort_people.py +++ b/posthog/hogql/database/schema/cohort_people.py @@ -9,7 +9,6 @@ FieldOrTable, ) from posthog.hogql.database.schema.persons import join_with_persons_table -from posthog.schema import HogQLQueryModifiers COHORT_PEOPLE_FIELDS = { "person_id": StringDatabaseField(name="person_id"), @@ -67,7 +66,7 @@ def to_printed_hogql(self): class CohortPeople(LazyTable): fields: Dict[str, FieldOrTable] = COHORT_PEOPLE_FIELDS - def lazy_select(self, requested_fields: Dict[str, List[str | int]], modifiers: HogQLQueryModifiers): + def lazy_select(self, requested_fields: Dict[str, List[str | int]], context, node): return select_from_cohort_people_table(requested_fields) def to_printed_clickhouse(self, context): diff --git a/posthog/hogql/database/schema/groups.py b/posthog/hogql/database/schema/groups.py index bb237d68e8070..3b9de7f08befc 100644 --- a/posthog/hogql/database/schema/groups.py +++ b/posthog/hogql/database/schema/groups.py @@ -13,7 +13,6 @@ FieldOrTable, ) from posthog.hogql.errors import HogQLException -from posthog.schema import HogQLQueryModifiers GROUPS_TABLE_FIELDS = { "index": IntegerDatabaseField(name="group_type_index"), @@ -83,7 +82,7 @@ def to_printed_hogql(self): class GroupsTable(LazyTable): fields: Dict[str, FieldOrTable] = GROUPS_TABLE_FIELDS - def lazy_select(self, requested_fields: Dict[str, List[str | int]], modifiers: HogQLQueryModifiers): + def lazy_select(self, requested_fields: Dict[str, List[str | int]], context, node): return select_from_groups_table(requested_fields) def to_printed_clickhouse(self, context): diff --git a/posthog/hogql/database/schema/log_entries.py b/posthog/hogql/database/schema/log_entries.py index c14e90e26da50..9f5dc816ac4b0 100644 --- a/posthog/hogql/database/schema/log_entries.py +++ b/posthog/hogql/database/schema/log_entries.py @@ -9,7 +9,6 @@ LazyTable, FieldOrTable, ) -from posthog.schema import HogQLQueryModifiers LOG_ENTRIES_FIELDS: Dict[str, FieldOrTable] = { "team_id": IntegerDatabaseField(name="team_id"), @@ -35,7 +34,7 @@ def to_printed_hogql(self): class ReplayConsoleLogsLogEntriesTable(LazyTable): fields: Dict[str, FieldOrTable] = LOG_ENTRIES_FIELDS - def lazy_select(self, requested_fields: Dict[str, List[str | int]], modifiers: HogQLQueryModifiers): + def lazy_select(self, requested_fields: Dict[str, List[str | int]], context, node): fields: List[ast.Expr] = [ast.Field(chain=["log_entries"] + chain) for name, chain in requested_fields.items()] return ast.SelectQuery( @@ -58,7 +57,7 @@ def to_printed_hogql(self): class BatchExportLogEntriesTable(LazyTable): fields: Dict[str, FieldOrTable] = LOG_ENTRIES_FIELDS - def lazy_select(self, requested_fields: Dict[str, List[str | int]], modifiers: HogQLQueryModifiers): + def lazy_select(self, requested_fields: Dict[str, List[str | int]], context, node): fields: List[ast.Expr] = [ast.Field(chain=["log_entries"] + chain) for name, chain in requested_fields.items()] return ast.SelectQuery( diff --git a/posthog/hogql/database/schema/person_distinct_ids.py b/posthog/hogql/database/schema/person_distinct_ids.py index 02144b35fc3d8..3304eccda862e 100644 --- a/posthog/hogql/database/schema/person_distinct_ids.py +++ b/posthog/hogql/database/schema/person_distinct_ids.py @@ -14,7 +14,6 @@ ) from posthog.hogql.database.schema.persons import join_with_persons_table from posthog.hogql.errors import HogQLException -from posthog.schema import HogQLQueryModifiers PERSON_DISTINCT_IDS_FIELDS = { "team_id": IntegerDatabaseField(name="team_id"), @@ -82,7 +81,7 @@ def to_printed_hogql(self): class PersonDistinctIdsTable(LazyTable): fields: Dict[str, FieldOrTable] = PERSON_DISTINCT_IDS_FIELDS - def lazy_select(self, requested_fields: Dict[str, List[str | int]], modifiers: HogQLQueryModifiers): + def lazy_select(self, requested_fields: Dict[str, List[str | int]], context, node): return select_from_person_distinct_ids_table(requested_fields) def to_printed_clickhouse(self, context): diff --git a/posthog/hogql/database/schema/persons.py b/posthog/hogql/database/schema/persons.py index a248da56b7307..c7abdd89e14c6 100644 --- a/posthog/hogql/database/schema/persons.py +++ b/posthog/hogql/database/schema/persons.py @@ -123,8 +123,8 @@ def to_printed_hogql(self): class PersonsTable(LazyTable): fields: Dict[str, FieldOrTable] = PERSONS_FIELDS - def lazy_select(self, requested_fields: Dict[str, List[str | int]], modifiers: HogQLQueryModifiers): - return select_from_persons_table(requested_fields, modifiers) + def lazy_select(self, requested_fields: Dict[str, List[str | int]], context, node): + return select_from_persons_table(requested_fields, context.modifiers) def to_printed_clickhouse(self, context): return "person" diff --git a/posthog/hogql/database/schema/persons_pdi.py b/posthog/hogql/database/schema/persons_pdi.py index 9f476f407b4d2..195643b90c08c 100644 --- a/posthog/hogql/database/schema/persons_pdi.py +++ b/posthog/hogql/database/schema/persons_pdi.py @@ -10,7 +10,6 @@ FieldOrTable, ) from posthog.hogql.errors import HogQLException -from posthog.schema import HogQLQueryModifiers # :NOTE: We already have person_distinct_ids.py, which most tables link to. This persons_pdi.py is a hack to @@ -63,7 +62,7 @@ class PersonsPDITable(LazyTable): "person_id": StringDatabaseField(name="person_id"), } - def lazy_select(self, requested_fields: Dict[str, List[str | int]], modifiers: HogQLQueryModifiers): + def lazy_select(self, requested_fields: Dict[str, List[str | int]], context, node): return persons_pdi_select(requested_fields) def to_printed_clickhouse(self, context): diff --git a/posthog/hogql/database/schema/session_replay_events.py b/posthog/hogql/database/schema/session_replay_events.py index c9d564c7d4588..baaecef89e049 100644 --- a/posthog/hogql/database/schema/session_replay_events.py +++ b/posthog/hogql/database/schema/session_replay_events.py @@ -15,7 +15,6 @@ PersonDistinctIdsTable, join_with_person_distinct_ids_table, ) -from posthog.schema import HogQLQueryModifiers RAW_ONLY_FIELDS = ["min_first_timestamp", "max_last_timestamp"] @@ -115,7 +114,7 @@ class SessionReplayEventsTable(LazyTable): "first_url": StringDatabaseField(name="first_url"), } - def lazy_select(self, requested_fields: Dict[str, List[str | int]], modifiers: HogQLQueryModifiers): + def lazy_select(self, requested_fields: Dict[str, List[str | int]], context, node): return select_from_session_replay_events_table(requested_fields) def to_printed_clickhouse(self, context): diff --git a/posthog/hogql/database/schema/sessions.py b/posthog/hogql/database/schema/sessions.py index 2a4865798eeb8..770daceaa23c5 100644 --- a/posthog/hogql/database/schema/sessions.py +++ b/posthog/hogql/database/schema/sessions.py @@ -1,5 +1,7 @@ from typing import Dict, List, cast +from posthog.hogql import ast +from posthog.hogql.context import HogQLContext from posthog.hogql.database.models import ( StringDatabaseField, DateTimeDatabaseField, @@ -11,7 +13,7 @@ LazyTable, ) from posthog.hogql.database.schema.channel_type import create_channel_type_expr -from posthog.schema import HogQLQueryModifiers +from posthog.hogql.database.schema.util.session_where_clause_extractor import SessionMinTimestampWhereClauseExtractor SESSIONS_COMMON_FIELDS: Dict[str, FieldOrTable] = { @@ -62,7 +64,9 @@ def avoid_asterisk_fields(self) -> List[str]: ] -def select_from_sessions_table(requested_fields: Dict[str, List[str | int]]): +def select_from_sessions_table( + requested_fields: Dict[str, List[str | int]], node: ast.SelectQuery, context: HogQLContext +): from posthog.hogql import ast table_name = "raw_sessions" @@ -134,10 +138,13 @@ def select_from_sessions_table(requested_fields: Dict[str, List[str | int]]): ) group_by_fields.append(ast.Field(chain=cast(list[str | int], [table_name]) + chain)) + where = SessionMinTimestampWhereClauseExtractor(context).get_inner_where(node) + return ast.SelectQuery( select=select_fields, select_from=ast.JoinExpr(table=ast.Field(chain=[table_name])), group_by=group_by_fields, + where=where, ) @@ -148,8 +155,8 @@ class SessionsTable(LazyTable): "channel_type": StringDatabaseField(name="channel_type"), } - def lazy_select(self, requested_fields: Dict[str, List[str | int]], modifiers: HogQLQueryModifiers): - return select_from_sessions_table(requested_fields) + def lazy_select(self, requested_fields: Dict[str, List[str | int]], context, node: ast.SelectQuery): + return select_from_sessions_table(requested_fields, node, context) def to_printed_clickhouse(self, context): return "sessions" diff --git a/posthog/hogql/database/schema/util/__init__.py b/posthog/hogql/database/schema/util/__init__.py new file mode 100644 index 0000000000000..e69de29bb2d1d diff --git a/posthog/hogql/database/schema/util/session_where_clause_extractor.py b/posthog/hogql/database/schema/util/session_where_clause_extractor.py new file mode 100644 index 0000000000000..83933bdde8b85 --- /dev/null +++ b/posthog/hogql/database/schema/util/session_where_clause_extractor.py @@ -0,0 +1,398 @@ +from dataclasses import dataclass +from typing import Optional + +from posthog.hogql import ast +from posthog.hogql.ast import CompareOperationOp, ArithmeticOperationOp +from posthog.hogql.context import HogQLContext +from posthog.hogql.database.models import DatabaseField + +from posthog.hogql.visitor import clone_expr, CloningVisitor, Visitor + +SESSION_BUFFER_DAYS = 3 + + +@dataclass +class SessionMinTimestampWhereClauseExtractor(CloningVisitor): + """This class extracts the Where clause from the lazy sessions table, to the clickhouse sessions table. + + The sessions table in Clickhouse is an AggregatingMergeTree, and will have one row per session per day. This means that + when we want to query sessions, we need to pre-group these rows, so that we only have one row per session. + + We hide this detail using a lazy table, but to make querying the underlying Clickhouse table faster, we can inline the + min_timestamp where conditions from the select on the outer lazy table to the select on the inner real table. + + This class is called on the select query of the lazy table, and will return the where clause that should be applied to + the inner table. + + As a query can be unreasonably complex, we only handle simple cases, but this class is designed to fail-safe. If it + can't reason about a particular expression, it will just return a constant True, i.e. fetch more rows than necessary. + + This means that we can incrementally add support for more complex queries, without breaking existing queries, by + handling more cases. + + Some examples of failing-safe: + + `SELECT * FROM sessions where min_timestamp > '2022-01-01' AND f(session_id)` + only the` min_timestamp > '2022-01-01'` part is relevant, so we can ignore the `f(session_id)` part, and it is safe + to replace it with a constant True, which collapses the AND to just the `min_timestamp > '2022-01-01'` part. + + `SELECT * FROM sessions where min_timestamp > '2022-01-01' OR f(session_id)` + only the` min_timestamp > '2022-01-01'` part is relevant, and turning the `f(session_id)` part into a constant True + would collapse the OR to True. In this case we return None as no pre-filtering is possible. + + All min_timestamp comparisons are given a buffer of SESSION_BUFFER_DAYS each side, to ensure that we collect all the + relevant rows for each session. + """ + + context: HogQLContext + clear_types: bool = False + clear_locations: bool = False + + def get_inner_where(self, parsed_query: ast.SelectQuery) -> Optional[ast.Expr]: + if not parsed_query.where: + return None + + # visit the where clause + where = self.visit(parsed_query.where) + + if isinstance(where, ast.Constant): + return None + + return clone_expr(where, clear_types=True, clear_locations=True) + + def visit_compare_operation(self, node: ast.CompareOperation) -> ast.Expr: + is_left_constant = is_time_or_interval_constant(node.left) + is_right_constant = is_time_or_interval_constant(node.right) + is_left_timestamp_field = is_simple_timestamp_field_expression(node.left, self.context) + is_right_timestamp_field = is_simple_timestamp_field_expression(node.right, self.context) + + if is_left_constant and is_right_constant: + # just ignore this comparison + return ast.Constant(value=True) + + # handle the left side being a min_timestamp expression and the right being constant + if is_left_timestamp_field and is_right_constant: + if node.op == CompareOperationOp.Eq: + return ast.And( + exprs=[ + ast.CompareOperation( + op=ast.CompareOperationOp.LtEq, + left=ast.ArithmeticOperation( + op=ast.ArithmeticOperationOp.Sub, + left=rewrite_timestamp_field(node.left, self.context), + right=ast.Call(name="toIntervalDay", args=[ast.Constant(value=SESSION_BUFFER_DAYS)]), + ), + right=node.right, + ), + ast.CompareOperation( + op=ast.CompareOperationOp.GtEq, + left=ast.ArithmeticOperation( + op=ast.ArithmeticOperationOp.Add, + left=rewrite_timestamp_field(node.left, self.context), + right=ast.Call(name="toIntervalDay", args=[ast.Constant(value=SESSION_BUFFER_DAYS)]), + ), + right=node.right, + ), + ] + ) + elif node.op == CompareOperationOp.Gt or node.op == CompareOperationOp.GtEq: + return ast.CompareOperation( + op=ast.CompareOperationOp.GtEq, + left=ast.ArithmeticOperation( + op=ast.ArithmeticOperationOp.Add, + left=rewrite_timestamp_field(node.left, self.context), + right=ast.Call(name="toIntervalDay", args=[ast.Constant(value=SESSION_BUFFER_DAYS)]), + ), + right=node.right, + ) + elif node.op == CompareOperationOp.Lt or node.op == CompareOperationOp.LtEq: + return ast.CompareOperation( + op=ast.CompareOperationOp.LtEq, + left=ast.ArithmeticOperation( + op=ast.ArithmeticOperationOp.Sub, + left=rewrite_timestamp_field(node.left, self.context), + right=ast.Call(name="toIntervalDay", args=[ast.Constant(value=SESSION_BUFFER_DAYS)]), + ), + right=node.right, + ) + elif is_right_timestamp_field and is_left_constant: + # let's not duplicate the logic above, instead just flip and it and recurse + if node.op in [ + CompareOperationOp.Eq, + CompareOperationOp.Lt, + CompareOperationOp.LtEq, + CompareOperationOp.Gt, + CompareOperationOp.GtEq, + ]: + return self.visit( + ast.CompareOperation( + op=CompareOperationOp.Eq + if node.op == CompareOperationOp.Eq + else CompareOperationOp.Lt + if node.op == CompareOperationOp.Gt + else CompareOperationOp.LtEq + if node.op == CompareOperationOp.GtEq + else CompareOperationOp.Gt + if node.op == CompareOperationOp.Lt + else CompareOperationOp.GtEq, + left=node.right, + right=node.left, + ) + ) + + return ast.Constant(value=True) + + def visit_arithmetic_operation(self, node: ast.ArithmeticOperation) -> ast.Expr: + # don't even try to handle complex logic + return ast.Constant(value=True) + + def visit_not(self, node: ast.Not) -> ast.Expr: + return ast.Constant(value=True) + + def visit_call(self, node: ast.Call) -> ast.Expr: + if node.name == "and": + return self.visit_and(ast.And(exprs=node.args)) + elif node.name == "or": + return self.visit_or(ast.Or(exprs=node.args)) + return ast.Constant(value=True) + + def visit_field(self, node: ast.Field) -> ast.Expr: + return ast.Constant(value=True) + + def visit_constant(self, node: ast.Constant) -> ast.Expr: + return ast.Constant(value=True) + + def visit_placeholder(self, node: ast.Placeholder) -> ast.Expr: + raise Exception() # this should never happen, as placeholders should be resolved before this runs + + def visit_and(self, node: ast.And) -> ast.Expr: + exprs = [self.visit(expr) for expr in node.exprs] + + flattened = [] + for expr in exprs: + if isinstance(expr, ast.And): + flattened.extend(expr.exprs) + else: + flattened.append(expr) + + if any(isinstance(expr, ast.Constant) and expr.value is False for expr in flattened): + return ast.Constant(value=False) + + filtered = [expr for expr in flattened if not isinstance(expr, ast.Constant) or expr.value is not True] + if len(filtered) == 0: + return ast.Constant(value=True) + elif len(filtered) == 1: + return filtered[0] + else: + return ast.And(exprs=filtered) + + def visit_or(self, node: ast.Or) -> ast.Expr: + exprs = [self.visit(expr) for expr in node.exprs] + + flattened = [] + for expr in exprs: + if isinstance(expr, ast.Or): + flattened.extend(expr.exprs) + else: + flattened.append(expr) + + if any(isinstance(expr, ast.Constant) and expr.value is True for expr in flattened): + return ast.Constant(value=True) + + filtered = [expr for expr in flattened if not isinstance(expr, ast.Constant) or expr.value is not False] + if len(filtered) == 0: + return ast.Constant(value=False) + elif len(filtered) == 1: + return filtered[0] + else: + return ast.Or(exprs=filtered) + + def visit_alias(self, node: ast.Alias) -> ast.Expr: + return self.visit(node.expr) + + +def is_time_or_interval_constant(expr: ast.Expr) -> bool: + return IsTimeOrIntervalConstantVisitor().visit(expr) + + +class IsTimeOrIntervalConstantVisitor(Visitor[bool]): + def visit_constant(self, node: ast.Constant) -> bool: + return True + + def visit_compare_operation(self, node: ast.CompareOperation) -> bool: + return self.visit(node.left) and self.visit(node.right) + + def visit_arithmetic_operation(self, node: ast.ArithmeticOperation) -> bool: + return self.visit(node.left) and self.visit(node.right) + + def visit_call(self, node: ast.Call) -> bool: + # some functions just return a constant + if node.name in ["today", "now"]: + return True + # some functions return a constant if the first argument is a constant + if node.name in [ + "parseDateTime64BestEffortOrNull", + "toDateTime", + "toTimeZone", + "assumeNotNull", + "toIntervalYear", + "toIntervalMonth", + "toIntervalWeek", + "toIntervalDay", + "toIntervalHour", + "toIntervalMinute", + "toIntervalSecond", + "toStartOfDay", + "toStartOfWeek", + "toStartOfMonth", + "toStartOfQuarter", + "toStartOfYear", + ]: + return self.visit(node.args[0]) + + if node.name in ["minus", "add"]: + return all(self.visit(arg) for arg in node.args) + + # otherwise we don't know, so return False + return False + + def visit_field(self, node: ast.Field) -> bool: + return False + + def visit_and(self, node: ast.And) -> bool: + return False + + def visit_or(self, node: ast.Or) -> bool: + return False + + def visit_not(self, node: ast.Not) -> bool: + return False + + def visit_placeholder(self, node: ast.Placeholder) -> bool: + raise Exception() + + def visit_alias(self, node: ast.Alias) -> bool: + return self.visit(node.expr) + + +def is_simple_timestamp_field_expression(expr: ast.Expr, context: HogQLContext) -> bool: + return IsSimpleTimestampFieldExpressionVisitor(context).visit(expr) + + +@dataclass +class IsSimpleTimestampFieldExpressionVisitor(Visitor[bool]): + context: HogQLContext + + def visit_constant(self, node: ast.Constant) -> bool: + return False + + def visit_field(self, node: ast.Field) -> bool: + if node.type and isinstance(node.type, ast.FieldType): + resolved_field = node.type.resolve_database_field(self.context) + if resolved_field and isinstance(resolved_field, DatabaseField) and resolved_field: + return resolved_field.name in ["min_timestamp", "timestamp"] + # no type information, so just use the name of the field + return node.chain[-1] in ["min_timestamp", "timestamp"] + + def visit_arithmetic_operation(self, node: ast.ArithmeticOperation) -> bool: + # only allow the min_timestamp field to be used on one side of the arithmetic operation + return ( + self.visit(node.left) + and is_time_or_interval_constant(node.right) + or (self.visit(node.right) and is_time_or_interval_constant(node.left)) + ) + + def visit_call(self, node: ast.Call) -> bool: + # some functions count as a timestamp field expression if their first argument is + if node.name in [ + "parseDateTime64BestEffortOrNull", + "toDateTime", + "toTimeZone", + "assumeNotNull", + "toStartOfDay", + "toStartOfWeek", + "toStartOfMonth", + "toStartOfQuarter", + "toStartOfYear", + ]: + return self.visit(node.args[0]) + + if node.name in ["minus", "add"]: + return self.visit_arithmetic_operation( + ast.ArithmeticOperation( + op=ArithmeticOperationOp.Sub if node.name == "minus" else ArithmeticOperationOp.Add, + left=node.args[0], + right=node.args[1], + ) + ) + + # otherwise we don't know, so return False + return False + + def visit_compare_operation(self, node: ast.CompareOperation) -> bool: + return False + + def visit_and(self, node: ast.And) -> bool: + return False + + def visit_or(self, node: ast.Or) -> bool: + return False + + def visit_not(self, node: ast.Not) -> bool: + return False + + def visit_placeholder(self, node: ast.Placeholder) -> bool: + raise Exception() + + def visit_alias(self, node: ast.Alias) -> bool: + from posthog.hogql.database.schema.events import EventsTable + from posthog.hogql.database.schema.sessions import SessionsTable + + if node.type and isinstance(node.type, ast.FieldAliasType): + resolved_field = node.type.resolve_database_field(self.context) + table_type = node.type.resolve_table_type(self.context) + if not table_type: + return False + return ( + isinstance(table_type, ast.TableType) + and isinstance(table_type.table, EventsTable) + and resolved_field.name == "timestamp" + ) or ( + isinstance(table_type, ast.LazyTableType) + and isinstance(table_type.table, SessionsTable) + and resolved_field.name == "min_timestamp" + ) + + return self.visit(node.expr) + + +def rewrite_timestamp_field(expr: ast.Expr, context: HogQLContext) -> ast.Expr: + return RewriteTimestampFieldVisitor(context).visit(expr) + + +class RewriteTimestampFieldVisitor(CloningVisitor): + context: HogQLContext + + def __init__(self, context: HogQLContext, *args, **kwargs): + super().__init__(*args, **kwargs) + self.context = context + + def visit_field(self, node: ast.Field) -> ast.Field: + from posthog.hogql.database.schema.events import EventsTable + from posthog.hogql.database.schema.sessions import SessionsTable + + if node.type and isinstance(node.type, ast.FieldType): + resolved_field = node.type.resolve_database_field(self.context) + table = node.type.resolve_table_type(self.context).table + if resolved_field and isinstance(resolved_field, DatabaseField): + if (isinstance(table, EventsTable) and resolved_field.name == "timestamp") or ( + isinstance(table, SessionsTable) and resolved_field.name == "min_timestamp" + ): + return ast.Field(chain=["raw_sessions", "min_timestamp"]) + # no type information, so just use the name of the field + if node.chain[-1] in ["min_timestamp", "timestamp"]: + return ast.Field(chain=["raw_sessions", "min_timestamp"]) + return node + + def visit_alias(self, node: ast.Alias) -> ast.Expr: + return self.visit(node.expr) diff --git a/posthog/hogql/database/schema/util/test/test_session_where_clause_extractor.py b/posthog/hogql/database/schema/util/test/test_session_where_clause_extractor.py new file mode 100644 index 0000000000000..bc5324e739ad9 --- /dev/null +++ b/posthog/hogql/database/schema/util/test/test_session_where_clause_extractor.py @@ -0,0 +1,284 @@ +from typing import Union, Optional, Dict + +from posthog.hogql import ast +from posthog.hogql.context import HogQLContext +from posthog.hogql.database.schema.util.session_where_clause_extractor import SessionMinTimestampWhereClauseExtractor +from posthog.hogql.modifiers import create_default_modifiers_for_team +from posthog.hogql.parser import parse_select, parse_expr +from posthog.hogql.printer import prepare_ast_for_printing, print_prepared_ast +from posthog.hogql.visitor import clone_expr +from posthog.test.base import ClickhouseTestMixin, APIBaseTest + + +def f(s: Union[str, ast.Expr, None], placeholders: Optional[dict[str, ast.Expr]] = None) -> Union[ast.Expr, None]: + if s is None: + return None + if isinstance(s, str): + expr = parse_expr(s, placeholders=placeholders) + else: + expr = s + return clone_expr(expr, clear_types=True, clear_locations=True) + + +def parse( + s: str, + placeholders: Optional[Dict[str, ast.Expr]] = None, +) -> ast.SelectQuery: + parsed = parse_select(s, placeholders=placeholders) + assert isinstance(parsed, ast.SelectQuery) + return parsed + + +class TestSessionTimestampInliner(ClickhouseTestMixin, APIBaseTest): + @property + def inliner(self): + team = self.team + modifiers = create_default_modifiers_for_team(team) + context = HogQLContext( + team_id=team.pk, + team=team, + enable_select_queries=True, + modifiers=modifiers, + ) + return SessionMinTimestampWhereClauseExtractor(context) + + def test_handles_select_with_no_where_claus(self): + inner_where = self.inliner.get_inner_where(parse("SELECT * FROM sessions")) + assert inner_where is None + + def test_handles_select_with_eq(self): + actual = f(self.inliner.get_inner_where(parse("SELECT * FROM sessions WHERE min_timestamp = '2021-01-01'"))) + expected = f( + "((raw_sessions.min_timestamp - toIntervalDay(3)) <= '2021-01-01') AND ((raw_sessions.min_timestamp + toIntervalDay(3)) >= '2021-01-01')" + ) + assert expected == actual + + def test_handles_select_with_eq_flipped(self): + actual = f(self.inliner.get_inner_where(parse("SELECT * FROM sessions WHERE '2021-01-01' = min_timestamp"))) + expected = f( + "((raw_sessions.min_timestamp - toIntervalDay(3)) <= '2021-01-01') AND ((raw_sessions.min_timestamp + toIntervalDay(3)) >= '2021-01-01')" + ) + assert expected == actual + + def test_handles_select_with_simple_gt(self): + actual = f(self.inliner.get_inner_where(parse("SELECT * FROM sessions WHERE min_timestamp > '2021-01-01'"))) + expected = f("((raw_sessions.min_timestamp + toIntervalDay(3)) >= '2021-01-01')") + assert expected == actual + + def test_handles_select_with_simple_gte(self): + actual = f(self.inliner.get_inner_where(parse("SELECT * FROM sessions WHERE min_timestamp >= '2021-01-01'"))) + expected = f("((raw_sessions.min_timestamp + toIntervalDay(3)) >= '2021-01-01')") + assert expected == actual + + def test_handles_select_with_simple_lt(self): + actual = f(self.inliner.get_inner_where(parse("SELECT * FROM sessions WHERE min_timestamp < '2021-01-01'"))) + expected = f("((raw_sessions.min_timestamp - toIntervalDay(3)) <= '2021-01-01')") + assert expected == actual + + def test_handles_select_with_simple_lte(self): + actual = f(self.inliner.get_inner_where(parse("SELECT * FROM sessions WHERE min_timestamp <= '2021-01-01'"))) + expected = f("((raw_sessions.min_timestamp - toIntervalDay(3)) <= '2021-01-01')") + assert expected == actual + + def test_select_with_placeholder(self): + actual = f( + self.inliner.get_inner_where( + parse( + "SELECT * FROM sessions WHERE min_timestamp > {timestamp}", + placeholders={"timestamp": ast.Constant(value="2021-01-01")}, + ) + ) + ) + expected = f("((raw_sessions.min_timestamp + toIntervalDay(3)) >= '2021-01-01')") + assert expected == actual + + def test_unrelated_equals(self): + actual = self.inliner.get_inner_where( + parse("SELECT * FROM sessions WHERE initial_utm_campaign = initial_utm_source") + ) + assert actual is None + + def test_timestamp_and(self): + actual = f( + self.inliner.get_inner_where( + parse("SELECT * FROM sessions WHERE and(min_timestamp >= '2021-01-01', min_timestamp <= '2021-01-03')") + ) + ) + expected = f( + "((raw_sessions.min_timestamp + toIntervalDay(3)) >= '2021-01-01') AND ((raw_sessions.min_timestamp - toIntervalDay(3)) <= '2021-01-03')" + ) + assert expected == actual + + def test_timestamp_or(self): + actual = f( + self.inliner.get_inner_where( + parse("SELECT * FROM sessions WHERE and(min_timestamp <= '2021-01-01', min_timestamp >= '2021-01-03')") + ) + ) + expected = f( + "((raw_sessions.min_timestamp - toIntervalDay(3)) <= '2021-01-01') AND ((raw_sessions.min_timestamp + toIntervalDay(3)) >= '2021-01-03')" + ) + assert expected == actual + + def test_unrelated_function(self): + actual = f(self.inliner.get_inner_where(parse("SELECT * FROM sessions WHERE like('a', 'b')"))) + assert actual is None + + def test_timestamp_unrelated_function(self): + actual = f( + self.inliner.get_inner_where(parse("SELECT * FROM sessions WHERE like(toString(min_timestamp), 'b')")) + ) + assert actual is None + + def test_timestamp_unrelated_function_timestamp(self): + actual = f( + self.inliner.get_inner_where(parse("SELECT * FROM sessions WHERE like(toString(min_timestamp), 'b')")) + ) + assert actual is None + + def test_ambiguous_or(self): + actual = f( + self.inliner.get_inner_where( + parse( + "SELECT * FROM sessions WHERE or(min_timestamp > '2021-01-03', like(toString(min_timestamp), 'b'))" + ) + ) + ) + assert actual is None + + def test_ambiguous_and(self): + actual = f( + self.inliner.get_inner_where( + parse( + "SELECT * FROM sessions WHERE and(min_timestamp > '2021-01-03', like(toString(min_timestamp), 'b'))" + ) + ) + ) + assert actual == f("(raw_sessions.min_timestamp + toIntervalDay(3)) >= '2021-01-03'") + + def test_join(self): + actual = f( + self.inliner.get_inner_where( + parse( + "SELECT * FROM events JOIN sessions ON events.session_id = raw_sessions.session_id WHERE min_timestamp > '2021-01-03'" + ) + ) + ) + expected = f("((raw_sessions.min_timestamp + toIntervalDay(3)) >= '2021-01-03')") + assert expected == actual + + def test_join_using_events_timestamp_filter(self): + actual = f( + self.inliner.get_inner_where( + parse( + "SELECT * FROM events JOIN sessions ON events.session_id = raw_sessions.session_id WHERE timestamp > '2021-01-03'" + ) + ) + ) + expected = f("((raw_sessions.min_timestamp + toIntervalDay(3)) >= '2021-01-03')") + assert expected == actual + + def test_minus(self): + actual = f(self.inliner.get_inner_where(parse("SELECT * FROM sessions WHERE min_timestamp >= today() - 2"))) + expected = f("((raw_sessions.min_timestamp + toIntervalDay(3)) >= (today() - 2))") + assert expected == actual + + def test_minus_function(self): + actual = f( + self.inliner.get_inner_where(parse("SELECT * FROM sessions WHERE min_timestamp >= minus(today() , 2)")) + ) + expected = f("((raw_sessions.min_timestamp + toIntervalDay(3)) >= minus(today(), 2))") + assert expected == actual + + def test_real_example(self): + actual = f( + self.inliner.get_inner_where( + parse( + "SELECT * FROM events JOIN sessions ON events.session_id = raw_sessions.session_id WHERE event = '$pageview' AND toTimeZone(timestamp, 'US/Pacific') >= toDateTime('2024-03-12 00:00:00', 'US/Pacific') AND toTimeZone(timestamp, 'US/Pacific') <= toDateTime('2024-03-19 23:59:59', 'US/Pacific')" + ) + ) + ) + expected = f( + "(toTimeZone(raw_sessions.min_timestamp, 'US/Pacific') + toIntervalDay(3)) >= toDateTime('2024-03-12 00:00:00', 'US/Pacific') AND (toTimeZone(raw_sessions.min_timestamp, 'US/Pacific') - toIntervalDay(3)) <= toDateTime('2024-03-19 23:59:59', 'US/Pacific') " + ) + assert expected == actual + + def test_collapse_and(self): + actual = f( + self.inliner.get_inner_where( + parse( + "SELECT * FROM sesions WHERE event = '$pageview' AND (TRUE AND (TRUE AND TRUE AND (timestamp >= '2024-03-12' AND TRUE)))" + ) + ) + ) + expected = f("(raw_sessions.min_timestamp + toIntervalDay(3)) >= '2024-03-12'") + assert expected == actual + + +class TestSessionsQueriesHogQLToClickhouse(ClickhouseTestMixin, APIBaseTest): + def print_query(self, query: str) -> str: + team = self.team + modifiers = create_default_modifiers_for_team(team) + context = HogQLContext( + team_id=team.pk, + team=team, + enable_select_queries=True, + modifiers=modifiers, + ) + prepared_ast = prepare_ast_for_printing(node=parse(query), context=context, dialect="clickhouse") + pretty = print_prepared_ast(prepared_ast, context=context, dialect="clickhouse", pretty=True) + return pretty + + def test_select_with_timestamp(self): + actual = self.print_query("SELECT session_id FROM sessions WHERE min_timestamp > '2021-01-01'") + expected = f"""SELECT + sessions.session_id AS session_id +FROM + (SELECT + sessions.session_id AS session_id, + min(sessions.min_timestamp) AS min_timestamp + FROM + sessions + WHERE + and(equals(sessions.team_id, {self.team.id}), ifNull(greaterOrEquals(plus(toTimeZone(sessions.min_timestamp, %(hogql_val_0)s), toIntervalDay(3)), %(hogql_val_1)s), 0)) + GROUP BY + sessions.session_id, + sessions.session_id) AS sessions +WHERE + ifNull(greater(toTimeZone(sessions.min_timestamp, %(hogql_val_2)s), %(hogql_val_3)s), 0) +LIMIT 10000""" + assert expected == actual + + def test_join_with_events(self): + actual = self.print_query( + """ +SELECT + sessions.session_id, + uniq(uuid) +FROM events +JOIN sessions +ON events.$session_id = sessions.session_id +WHERE events.timestamp > '2021-01-01' +GROUP BY sessions.session_id +""" + ) + expected = f"""SELECT + sessions.session_id AS session_id, + uniq(events.uuid) +FROM + events + JOIN (SELECT + sessions.session_id AS session_id + FROM + sessions + WHERE + and(equals(sessions.team_id, {self.team.id}), ifNull(greaterOrEquals(plus(toTimeZone(sessions.min_timestamp, %(hogql_val_0)s), toIntervalDay(3)), %(hogql_val_1)s), 0)) + GROUP BY + sessions.session_id, + sessions.session_id) AS sessions ON equals(events.`$session_id`, sessions.session_id) +WHERE + and(equals(events.team_id, {self.team.id}), greater(toTimeZone(events.timestamp, %(hogql_val_2)s), %(hogql_val_3)s)) +GROUP BY + sessions.session_id +LIMIT 10000""" + assert expected == actual diff --git a/posthog/hogql/test/test_bytecode.py b/posthog/hogql/test/test_bytecode.py index cf0b8113b574d..f7d810700e74a 100644 --- a/posthog/hogql/test/test_bytecode.py +++ b/posthog/hogql/test/test_bytecode.py @@ -130,7 +130,7 @@ def test_bytecode_create(self): def test_bytecode_create_error(self): with self.assertRaises(NotImplementedException) as e: to_bytecode("(select 1)") - self.assertEqual(str(e.exception), "Visitor has no method visit_select_query") + self.assertEqual(str(e.exception), "BytecodeBuilder has no method visit_select_query") with self.assertRaises(NotImplementedException) as e: to_bytecode("1 in cohort 2") diff --git a/posthog/hogql/test/test_visitor.py b/posthog/hogql/test/test_visitor.py index 8aa6689328fbf..a01193f788d5f 100644 --- a/posthog/hogql/test/test_visitor.py +++ b/posthog/hogql/test/test_visitor.py @@ -125,7 +125,7 @@ def visit_arithmetic_operation(self, node: ast.ArithmeticOperation): with self.assertRaises(HogQLException) as e: UnknownNotDefinedVisitor().visit(parse_expr("1 + 3 / 'asd2'")) - self.assertEqual(str(e.exception), "Visitor has no method visit_constant") + self.assertEqual(str(e.exception), "UnknownNotDefinedVisitor has no method visit_constant") def test_hogql_exception_start_end(self): class EternalVisitor(TraversingVisitor): diff --git a/posthog/hogql/transforms/lazy_tables.py b/posthog/hogql/transforms/lazy_tables.py index bdbb322d54397..df8ce6962259c 100644 --- a/posthog/hogql/transforms/lazy_tables.py +++ b/posthog/hogql/transforms/lazy_tables.py @@ -309,7 +309,7 @@ def create_override(table_name: str, field_chain: List[str | int]) -> None: # For all the collected tables, create the subqueries, and add them to the table. for table_name, table_to_add in tables_to_add.items(): - subquery = table_to_add.lazy_table.lazy_select(table_to_add.fields_accessed, self.context.modifiers) + subquery = table_to_add.lazy_table.lazy_select(table_to_add.fields_accessed, self.context, node=node) subquery = cast(ast.SelectQuery, clone_expr(subquery, clear_locations=True)) subquery = cast(ast.SelectQuery, resolve_types(subquery, self.context, self.dialect, [node.type])) old_table_type = select_type.tables[table_name] diff --git a/posthog/hogql/visitor.py b/posthog/hogql/visitor.py index c11856169297f..2bf968abf2ab0 100644 --- a/posthog/hogql/visitor.py +++ b/posthog/hogql/visitor.py @@ -1,4 +1,4 @@ -from typing import Optional +from typing import Optional, TypeVar, Generic, Any from posthog.hogql import ast from posthog.hogql.base import AST, Expr @@ -14,8 +14,11 @@ def clear_locations(expr: Expr) -> Expr: return CloningVisitor(clear_locations=True).visit(expr) -class Visitor(object): - def visit(self, node: AST): +T = TypeVar("T") + + +class Visitor(Generic[T]): + def visit(self, node: AST) -> T: if node is None: return node @@ -28,7 +31,7 @@ def visit(self, node: AST): raise e -class TraversingVisitor(Visitor): +class TraversingVisitor(Visitor[None]): """Visitor that traverses the AST tree without returning anything""" def visit_expr(self, node: Expr): @@ -258,7 +261,7 @@ def visit_hogqlx_attribute(self, node: ast.HogQLXAttribute): self.visit(node.value) -class CloningVisitor(Visitor): +class CloningVisitor(Visitor[Any]): """Visitor that traverses and clones the AST tree. Clears types.""" def __init__( From 5ae6b301208b766523dc22d33f3938f1b70eb890 Mon Sep 17 00:00:00 2001 From: Eric Duong Date: Fri, 22 Mar 2024 04:39:20 -0400 Subject: [PATCH 33/51] chore(data-warehouse): join UI cleanup (#21085) * add loading indicator * add custom settings * update sizing --- .../scenes/data-warehouse/ViewLinkModal.tsx | 34 ++++++++++++++----- 1 file changed, 25 insertions(+), 9 deletions(-) diff --git a/frontend/src/scenes/data-warehouse/ViewLinkModal.tsx b/frontend/src/scenes/data-warehouse/ViewLinkModal.tsx index 2116d2da6e74d..11f50ca4f0d27 100644 --- a/frontend/src/scenes/data-warehouse/ViewLinkModal.tsx +++ b/frontend/src/scenes/data-warehouse/ViewLinkModal.tsx @@ -1,6 +1,6 @@ import './ViewLinkModal.scss' -import { IconTrash } from '@posthog/icons' +import { IconCollapse, IconExpand, IconTrash } from '@posthog/icons' import { LemonButton, LemonDivider, @@ -35,7 +35,7 @@ export function ViewLinkModal(): JSX.Element { } isOpen={isJoinTableModalOpen} onClose={toggleJoinTableModal} - width={600} + width={700} > @@ -57,6 +57,7 @@ export function ViewLinkForm(): JSX.Element { selectedJoiningKey, sourceIsUsingHogQLExpression, joiningIsUsingHogQLExpression, + isViewLinkSubmitting, } = useValues(viewLinkLogic) const { selectJoiningTable, @@ -66,12 +67,13 @@ export function ViewLinkForm(): JSX.Element { selectSourceKey, selectJoiningKey, } = useActions(viewLinkLogic) + const [advancedSettingsExpanded, setAdvancedSettingsExpanded] = useState(false) return (
-
+
Source Table {isNewJoin ? ( @@ -86,7 +88,7 @@ export function ViewLinkForm(): JSX.Element { selectedSourceTableName ?? '' )}
-
+
Joining Table
-
-
+
+
Source Table Key <> @@ -124,7 +126,7 @@ export function ViewLinkForm(): JSX.Element {
-
+
Joining Table Key <> @@ -148,8 +150,22 @@ export function ViewLinkForm(): JSX.Element {
{sqlCodeSnippet && ( - <> +
+ setAdvancedSettingsExpanded(!advancedSettingsExpanded)} + sideIcon={advancedSettingsExpanded ? : } + > +
+

Advanced settings

+
Customize how the fields are accessed
+
+ +
+ )} + {sqlCodeSnippet && advancedSettingsExpanded && ( + <>
Field Name @@ -185,7 +201,7 @@ export function ViewLinkForm(): JSX.Element { Close - + Save
From 5f4cb5486187e4167b53b1131e2272c7fcf9aae9 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Tom=C3=A1s=20Far=C3=ADas=20Santana?= Date: Fri, 22 Mar 2024 09:58:51 +0100 Subject: [PATCH 34/51] fix: Track last updated at for batch export run (#21082) --- posthog/batch_exports/service.py | 16 +++++++++++++--- posthog/temporal/batch_exports/batch_exports.py | 4 ++-- 2 files changed, 15 insertions(+), 5 deletions(-) diff --git a/posthog/batch_exports/service.py b/posthog/batch_exports/service.py index c26be9a77ed1a..b00f0f4c98c69 100644 --- a/posthog/batch_exports/service.py +++ b/posthog/batch_exports/service.py @@ -439,8 +439,11 @@ def create_batch_export_run( return run -def update_batch_export_run_status( - run_id: UUID, status: str, latest_error: str | None, records_completed: int = 0 +def update_batch_export_run( + run_id: UUID, + status: str, + latest_error: str | None, + records_completed: int = 0, ) -> BatchExportRun: """Update the status of an BatchExportRun with given id. @@ -448,7 +451,14 @@ def update_batch_export_run_status( id: The id of the BatchExportRun to update. """ model = BatchExportRun.objects.filter(id=run_id) - updated = model.update(status=status, latest_error=latest_error, records_completed=records_completed) + update_at = dt.datetime.now() + + updated = model.update( + status=status, + latest_error=latest_error, + records_completed=records_completed, + last_updated_at=update_at, + ) if not updated: raise ValueError(f"BatchExportRun with id {run_id} not found.") diff --git a/posthog/temporal/batch_exports/batch_exports.py b/posthog/temporal/batch_exports/batch_exports.py index c776e1f245ef3..c40950c654426 100644 --- a/posthog/temporal/batch_exports/batch_exports.py +++ b/posthog/temporal/batch_exports/batch_exports.py @@ -22,7 +22,7 @@ create_batch_export_backfill, create_batch_export_run, update_batch_export_backfill_status, - update_batch_export_run_status, + update_batch_export_run, ) from posthog.temporal.batch_exports.metrics import ( get_export_finished_metric, @@ -542,7 +542,7 @@ async def update_export_run_status(inputs: UpdateBatchExportRunStatusInputs) -> """Activity that updates the status of an BatchExportRun.""" logger = await bind_temporal_worker_logger(team_id=inputs.team_id) - batch_export_run = await sync_to_async(update_batch_export_run_status)( + batch_export_run = await sync_to_async(update_batch_export_run)( run_id=uuid.UUID(inputs.id), status=inputs.status, latest_error=inputs.latest_error, From 6b6d40a66607adc55f461b05de4c4057255f5c59 Mon Sep 17 00:00:00 2001 From: David Newell Date: Fri, 22 Mar 2024 10:20:37 +0000 Subject: [PATCH 35/51] feat: sparkline errors (#21081) * feat: errors page playlist link * feat: create playlist from errors * remove sample data * update title * add frontend protection to samples * feat: sparkline errors --- ee/session_recordings/ai/error_clustering.py | 15 ++++++++++++--- .../errors/SessionRecordingErrors.tsx | 12 ++++++++++++ frontend/src/types.ts | 1 + 3 files changed, 25 insertions(+), 3 deletions(-) diff --git a/ee/session_recordings/ai/error_clustering.py b/ee/session_recordings/ai/error_clustering.py index edc06ff471355..7a3c12c44dec0 100644 --- a/ee/session_recordings/ai/error_clustering.py +++ b/ee/session_recordings/ai/error_clustering.py @@ -6,6 +6,7 @@ import pandas as pd import numpy as np from posthog.session_recordings.models.session_recording_event import SessionRecordingViewed +from datetime import date CLUSTER_REPLAY_ERRORS_TIMING = Histogram( "posthog_session_recordings_cluster_replay_errors", @@ -30,7 +31,7 @@ def error_clustering(team: Team, user: User): if not results: return [] - df = pd.DataFrame(results, columns=["session_id", "input", "embeddings"]) + df = pd.DataFrame(results, columns=["session_id", "error", "embeddings", "timestamp"]) df["cluster"] = cluster_embeddings(df["embeddings"].tolist()) @@ -42,7 +43,7 @@ def error_clustering(team: Team, user: User): def fetch_error_embeddings(team_id: int): query = """ SELECT - session_id, input, embeddings + session_id, input, embeddings, generation_timestamp FROM session_replay_embeddings WHERE @@ -76,13 +77,21 @@ def construct_response(df: pd.DataFrame, team: Team, user: User): clusters = [] for cluster, rows in df.groupby("cluster"): session_ids = rows["session_id"].unique() - sample = rows.sample(n=1)[["session_id", "input"]].rename(columns={"input": "error"}).to_dict("records")[0] + sample = rows.sample(n=1)[["session_id", "error"]].to_dict("records")[0] + + date_series = ( + df.groupby([df["timestamp"].dt.date]) + .size() + .reindex(pd.date_range(end=date.today(), periods=7), fill_value=0) + ) + sparkline = dict(zip(date_series.index.astype(str), date_series)) clusters.append( { "cluster": cluster, "sample": sample.get("error"), "session_ids": np.random.choice(session_ids, size=DBSCAN_MIN_SAMPLES - 1), "occurrences": rows.size, + "sparkline": sparkline, "unique_sessions": len(session_ids), "viewed": len(np.intersect1d(session_ids, viewed_session_ids, assume_unique=True)), } diff --git a/frontend/src/scenes/session-recordings/errors/SessionRecordingErrors.tsx b/frontend/src/scenes/session-recordings/errors/SessionRecordingErrors.tsx index 4b2dd2d1abed3..8b73fbcc1f924 100644 --- a/frontend/src/scenes/session-recordings/errors/SessionRecordingErrors.tsx +++ b/frontend/src/scenes/session-recordings/errors/SessionRecordingErrors.tsx @@ -2,6 +2,7 @@ import { IconFeatures } from '@posthog/icons' import { LemonButton, LemonTable, LemonTabs, Spinner } from '@posthog/lemon-ui' import { useActions, useValues } from 'kea' import { JSONViewer } from 'lib/components/JSONViewer' +import { Sparkline } from 'lib/lemon-ui/Sparkline' import { useState } from 'react' import { urls } from 'scenes/urls' @@ -45,6 +46,17 @@ export function SessionRecordingErrors(): JSX.Element { }, width: '50%', }, + { + title: '', + render: (_, cluster) => { + return ( + + ) + }, + }, { title: 'Occurrences', dataIndex: 'occurrences', diff --git a/frontend/src/types.ts b/frontend/src/types.ts index a7f65e84c5473..be96494253ae8 100644 --- a/frontend/src/types.ts +++ b/frontend/src/types.ts @@ -906,6 +906,7 @@ export type ErrorCluster = { sample: string occurrences: number session_ids: string[] + sparkline: Record unique_sessions: number viewed: number } From 3a995a5f9ecad0b1463d6e2f9818538946175d64 Mon Sep 17 00:00:00 2001 From: PostHog Bot <69588470+posthog-bot@users.noreply.github.com> Date: Fri, 22 Mar 2024 07:11:01 -0400 Subject: [PATCH 36/51] chore(deps): Update posthog-js to 1.116.4 (#21098) --- package.json | 2 +- pnpm-lock.yaml | 14 +++++++------- 2 files changed, 8 insertions(+), 8 deletions(-) diff --git a/package.json b/package.json index 79946a087fbf4..2128fa3207a76 100644 --- a/package.json +++ b/package.json @@ -145,7 +145,7 @@ "pmtiles": "^2.11.0", "postcss": "^8.4.31", "postcss-preset-env": "^9.3.0", - "posthog-js": "1.116.3", + "posthog-js": "1.116.4", "posthog-js-lite": "2.5.0", "prettier": "^2.8.8", "prop-types": "^15.7.2", diff --git a/pnpm-lock.yaml b/pnpm-lock.yaml index 7fc1d7cbd22a4..04806adc67be8 100644 --- a/pnpm-lock.yaml +++ b/pnpm-lock.yaml @@ -254,8 +254,8 @@ dependencies: specifier: ^9.3.0 version: 9.3.0(postcss@8.4.31) posthog-js: - specifier: 1.116.3 - version: 1.116.3 + specifier: 1.116.4 + version: 1.116.4 posthog-js-lite: specifier: 2.5.0 version: 2.5.0 @@ -6796,7 +6796,7 @@ packages: '@storybook/csf': 0.1.3 '@storybook/global': 5.0.0 '@storybook/types': 7.6.17 - '@types/qs': 6.9.13 + '@types/qs': 6.9.14 dequal: 2.0.3 lodash: 4.17.21 memoizerific: 1.11.3 @@ -8200,8 +8200,8 @@ packages: resolution: {integrity: sha512-bZcOkJ6uWrL0Qb2NAWKa7TBU+mJHPzhx9jjLL1KHF+XpzEcR7EXHvjbHlGtR/IsP1vyPrehuS6XqkmaePy//mg==} dev: false - /@types/qs@6.9.13: - resolution: {integrity: sha512-iLR+1vTTJ3p0QaOUq6ACbY1mzKTODFDT/XedZI8BksOotFmL4ForwDfRQ/DZeuTHR7/2i4lI1D203gdfxuqTlA==} + /@types/qs@6.9.14: + resolution: {integrity: sha512-5khscbd3SwWMhFqylJBLQ0zIu7c1K6Vz0uBIt915BI3zV0q1nfjRQD3RqSBcPaO6PHEF4ov/t9y89fSiyThlPA==} dev: true /@types/query-selector-shadow-dom@1.0.0: @@ -17454,8 +17454,8 @@ packages: resolution: {integrity: sha512-Urvlp0Vu9h3td0BVFWt0QXFJDoOZcaAD83XM9d91NKMKTVPZtfU0ysoxstIf5mw/ce9ZfuMgpWPaagrZI4rmSg==} dev: false - /posthog-js@1.116.3: - resolution: {integrity: sha512-KakGsQ8rS/K/U5Q/tiBrRrFRCgGrR0oI9VSYw9hwNCY00EClwAU3EuykUuQTFdQ1EuYMrZDIMWDD4NW6zgf7wQ==} + /posthog-js@1.116.4: + resolution: {integrity: sha512-PZg208/k5OZRQbd9tnGvUgtyRl1IAYyyh74teyIDIH3EnlsAolBlVM4gcoyEYoVkUi5sZLKitj9gTX3/vnEG4Q==} dependencies: fflate: 0.4.8 preact: 10.20.0 From d5cc9e43b9e940faa856be6504932569f8f8e1f8 Mon Sep 17 00:00:00 2001 From: Ben White Date: Fri, 22 Mar 2024 12:28:09 +0100 Subject: [PATCH 37/51] fix: Toolbar better auth issue (#21096) --- ...s-other-toolbar--unauthenticated--dark.png | Bin 10791 -> 12371 bytes ...-other-toolbar--unauthenticated--light.png | Bin 12070 -> 13639 bytes frontend/src/toolbar/bar/Toolbar.scss | 4 - frontend/src/toolbar/bar/Toolbar.tsx | 39 ++++++-- frontend/src/toolbar/bar/ToolbarButton.scss | 11 +++ frontend/src/toolbar/bar/ToolbarButton.tsx | 13 ++- .../src/toolbar/flags/flagsToolbarLogic.ts | 5 - frontend/src/toolbar/toolbarConfigLogic.ts | 6 +- frontend/src/toolbar/toolbarLogic.ts | 87 ------------------ 9 files changed, 53 insertions(+), 112 deletions(-) delete mode 100644 frontend/src/toolbar/toolbarLogic.ts diff --git a/frontend/__snapshots__/scenes-other-toolbar--unauthenticated--dark.png b/frontend/__snapshots__/scenes-other-toolbar--unauthenticated--dark.png index f5283e47bdf438cc2f95a77a1b24ccc90adc38b9..dc149beabe2037e498026227fe248d0fa4cac62c 100644 GIT binary patch literal 12371 zcmeHthgXwX*Ke?Zjsi39%xgnIM-WGmN+7hLC`e1B1_%MA1xSMg0wE;1=kfjSy=#5<-gWArptV6xvqD}nWe{JKI!y|uta3bK3x$^R#&;4@ohwmePh`9Dsn$jN+g0}uv z@$-R_V;3^YkJjBic+PFxl}%?a_@{J?O{jI)6)`E-Q?f+-7z>9B+$Lte*dm-c#w4Md znYo=WBTdR7VqizFFuawa4=|UgEvKR9(M;Gj=(+Vrm>hUK_l~sTPfzt@B&q5u4vg2F ziPkgXC8c|B^^%Vd@b`hCqd4619ly%Z^f&2v*>_rxsLsu?5#0KzB0GE(s=R)3vXO`7 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zzaaVV`;LD>@-ImKJsAIH3?MxIn=$^kFUJ0xG4B1FCI8Km|4+WXAXB{cV4L0H%e8JG PwX*r$?l=6eUibb7qA3my diff --git a/frontend/src/toolbar/bar/Toolbar.scss b/frontend/src/toolbar/bar/Toolbar.scss index ff83b7c9d922a..ec98167332fbd 100644 --- a/frontend/src/toolbar/bar/Toolbar.scss +++ b/frontend/src/toolbar/bar/Toolbar.scss @@ -144,8 +144,4 @@ transform: var(--toolbar-translate) scale(0); } } - - &--unauthenticated { - width: calc(5rem + 1px); // Account for border - } } diff --git a/frontend/src/toolbar/bar/Toolbar.tsx b/frontend/src/toolbar/bar/Toolbar.tsx index f255ccc26800d..8ed031f904d86 100644 --- a/frontend/src/toolbar/bar/Toolbar.tsx +++ b/frontend/src/toolbar/bar/Toolbar.tsx @@ -77,15 +77,18 @@ function MoreMenu(): JSX.Element { } maxContentWidth={true} > - } title="More options" /> + + + ) } -export function ToolbarInfoMenu(): JSX.Element { +export function ToolbarInfoMenu(): JSX.Element | null { const ref = useRef(null) const { visibleMenu, isDragging, menuProperties, minimized, isBlurred } = useValues(toolbarLogic) const { setMenu } = useActions(toolbarLogic) + const { isAuthenticated } = useValues(toolbarConfigLogic) const content = minimized ? null : visibleMenu === 'flags' ? ( @@ -102,6 +105,10 @@ export function ToolbarInfoMenu(): JSX.Element { return () => setMenu(null) }, [ref.current]) + if (!isAuthenticated) { + return null + } + return (
} onClick={isAuthenticated ? toggleMinimized : authenticate} title={isAuthenticated ? 'Minimize' : 'Authenticate the PostHog Toolbar'} titleMinimized={isAuthenticated ? 'Expand the toolbar' : 'Authenticate the PostHog Toolbar'} - /> + > + + {isAuthenticated ? ( <> - } menuId="inspect" /> - } menuId="heatmap" /> - } menuId="actions" /> - } menuId="flags" title="Feature flags" /> + + + + + + + + + + + + - ) : null} + ) : ( + + Authenticate + + )}
diff --git a/frontend/src/toolbar/bar/ToolbarButton.scss b/frontend/src/toolbar/bar/ToolbarButton.scss index 0d0bb666fa540..ce480f3fbab35 100644 --- a/frontend/src/toolbar/bar/ToolbarButton.scss +++ b/frontend/src/toolbar/bar/ToolbarButton.scss @@ -15,6 +15,8 @@ width: 2rem; height: 2rem; min-height: var(--lemon-button-height); + margin: 0.25rem; + font-weight: 600; color: var(--muted-alt); appearance: none !important; // Important as this gets overridden by Ant styles... cursor: pointer; @@ -43,4 +45,13 @@ } } } + + &--flex { + flex-grow: 1; + width: auto; + + button { + width: 100%; + } + } } diff --git a/frontend/src/toolbar/bar/ToolbarButton.tsx b/frontend/src/toolbar/bar/ToolbarButton.tsx index add0e5f2580ce..f5dfc755be469 100644 --- a/frontend/src/toolbar/bar/ToolbarButton.tsx +++ b/frontend/src/toolbar/bar/ToolbarButton.tsx @@ -10,17 +10,18 @@ import React from 'react' import { MenuState, toolbarLogic } from './toolbarLogic' export type ToolbarButtonProps = { - icon: React.ReactElement | null + children: React.ReactNode onClick?: () => void title?: string titleMinimized?: JSX.Element | string menuId?: MenuState + flex?: boolean } export const ToolbarButton: FunctionComponent = React.forwardRef< HTMLDivElement, ToolbarButtonProps ->(({ icon, title, onClick, titleMinimized, menuId, ...props }, ref): JSX.Element => { +>(({ children, title, onClick, titleMinimized, menuId, flex, ...props }, ref): JSX.Element => { const { visibleMenu, minimized, isDragging } = useValues(toolbarLogic) const { setVisibleMenu } = useActions(toolbarLogic) @@ -54,9 +55,13 @@ export const ToolbarButton: FunctionComponent = React.forwar } const theButton = ( -
+
) diff --git a/frontend/src/toolbar/flags/flagsToolbarLogic.ts b/frontend/src/toolbar/flags/flagsToolbarLogic.ts index 60c1f568f45a6..e1f41cabca73c 100644 --- a/frontend/src/toolbar/flags/flagsToolbarLogic.ts +++ b/frontend/src/toolbar/flags/flagsToolbarLogic.ts @@ -40,11 +40,6 @@ export const flagsToolbarLogic = kea([ `/api/projects/@current/feature_flags/my_flags${encodeParams(params, '?')}` ) - if (response.status >= 400) { - toolbarConfigLogic.actions.tokenExpired() - return [] - } - breakpoint() if (!response.ok) { return [] diff --git a/frontend/src/toolbar/toolbarConfigLogic.ts b/frontend/src/toolbar/toolbarConfigLogic.ts index 1b4638b8f39f8..853b03bdeea32 100644 --- a/frontend/src/toolbar/toolbarConfigLogic.ts +++ b/frontend/src/toolbar/toolbarConfigLogic.ts @@ -119,10 +119,12 @@ export async function toolbarFetch( }) if (response.status === 403) { const responseData = await response.json() - // Do not try to authenticate if the user has no project access altogether - if (responseData.detail !== "You don't have access to the project.") { + if (responseData.detail === "You don't have access to the project.") { toolbarConfigLogic.actions.authenticate() } } + if (response.status == 401) { + toolbarConfigLogic.actions.tokenExpired() + } return response } diff --git a/frontend/src/toolbar/toolbarLogic.ts b/frontend/src/toolbar/toolbarLogic.ts deleted file mode 100644 index d5183a6734f20..0000000000000 --- a/frontend/src/toolbar/toolbarLogic.ts +++ /dev/null @@ -1,87 +0,0 @@ -import { actions, afterMount, kea, listeners, path, props, reducers, selectors } from 'kea' -import { lemonToast } from 'lib/lemon-ui/LemonToast/LemonToast' - -import { actionsTabLogic } from '~/toolbar/actions/actionsTabLogic' -import { posthog } from '~/toolbar/posthog' -import { clearSessionToolbarToken } from '~/toolbar/utils' -import { ToolbarProps } from '~/types' - -import type { toolbarLogicType } from './toolbarLogicType' - -export const toolbarLogic = kea([ - path(['toolbar', 'toolbarLogic']), - props({} as ToolbarProps), - - actions({ - authenticate: true, - logout: true, - tokenExpired: true, - processUserIntent: true, - clearUserIntent: true, - showButton: true, - hideButton: true, - }), - - reducers(({ props }) => ({ - rawApiURL: [props.apiURL as string], - rawJsURL: [(props.jsURL || props.apiURL) as string], - temporaryToken: [props.temporaryToken || null, { logout: () => null, tokenExpired: () => null }], - actionId: [props.actionId || null, { logout: () => null, clearUserIntent: () => null }], - userIntent: [props.userIntent || null, { logout: () => null, clearUserIntent: () => null }], - source: [props.source || null, { logout: () => null }], - buttonVisible: [true, { showButton: () => true, hideButton: () => false, logout: () => false }], - dataAttributes: [props.dataAttributes || []], - posthog: [props.posthog ?? null], - })), - - selectors({ - apiURL: [(s) => [s.rawApiURL], (apiURL) => `${apiURL.endsWith('/') ? apiURL.replace(/\/+$/, '') : apiURL}`], - jsURL: [ - (s) => [s.rawJsURL, s.apiURL], - (rawJsURL, apiUrl) => - `${rawJsURL ? (rawJsURL.endsWith('/') ? rawJsURL.replace(/\/+$/, '') : rawJsURL) : apiUrl}`, - ], - isAuthenticated: [(s) => [s.temporaryToken], (temporaryToken) => !!temporaryToken], - }), - - listeners(({ values, props }) => ({ - authenticate: () => { - posthog.capture('toolbar authenticate', { is_authenticated: values.isAuthenticated }) - const encodedUrl = encodeURIComponent(window.location.href) - window.location.href = `${values.apiURL}/authorize_and_redirect/?redirect=${encodedUrl}` - clearSessionToolbarToken() - }, - logout: () => { - posthog.capture('toolbar logout') - clearSessionToolbarToken() - }, - tokenExpired: () => { - posthog.capture('toolbar token expired') - console.warn('PostHog Toolbar API token expired. Clearing session.') - if (values.source !== 'localstorage') { - lemonToast.error('PostHog Toolbar API token expired.') - } - clearSessionToolbarToken() - }, - processUserIntent: () => { - if (props.userIntent === 'add-action' || props.userIntent === 'edit-action') { - actionsTabLogic.actions.showButtonActions() - // the right view will next be opened in `actionsTabLogic` on `getActionsSuccess` - } - }, - })), - - afterMount(({ props, actions, values }) => { - if (props.instrument) { - const distinctId = props.distinctId - if (distinctId) { - posthog.identify(distinctId, props.userEmail ? { email: props.userEmail } : {}) - } - posthog.optIn() - } - if (props.userIntent) { - actions.processUserIntent() - } - posthog.capture('toolbar loaded', { is_authenticated: values.isAuthenticated }) - }), -]) From 7c0258cc0e5a346736fdf4a67801810a49b8d8d2 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Tom=C3=A1s=20Far=C3=ADas=20Santana?= Date: Fri, 22 Mar 2024 14:20:13 +0100 Subject: [PATCH 38/51] refactor: Support for multiple file formats in S3 batch exports (#20979) * refactor: Support for multiple file formats in batch exports * refactor: Prefer composition over inheritance * refactor: More clearly separate writer from temporary file We now should be more explicit about what is the context in which the batch export temporary file is alive. The writer outlives this context, so it can be used by callers to, for example, check how many records were written. * test: More parquet testing * Update query snapshots * fix: Typing * refactor: Move temporary file to new module * test: Add writer classes tests and docstrings * feat: Add new type aliases and docstrings for FlushCallable * refactor: Get rid of ensure close method * fix: Use proper 'none' compression * refactor: Cover all possible file formats with FILE_FORMAT_EXTENSIONS.keys() * test: Also check if bucket name is set to use S3 * feat: Typing and docstring for get_batch_export_writer --------- Co-authored-by: github-actions <41898282+github-actions[bot]@users.noreply.github.com> --- posthog/batch_exports/service.py | 1 + .../test/__snapshots__/test_in_cohort.ambr | 8 +- .../temporal/batch_exports/batch_exports.py | 201 ------- .../batch_exports/bigquery_batch_export.py | 4 +- .../batch_exports/http_batch_export.py | 6 +- .../batch_exports/postgres_batch_export.py | 4 +- .../temporal/batch_exports/s3_batch_export.py | 203 +++++-- .../batch_exports/snowflake_batch_export.py | 4 +- .../temporal/batch_exports/temporary_file.py | 528 ++++++++++++++++++ .../tests/batch_exports/test_batch_exports.py | 182 ------ .../test_s3_batch_export_workflow.py | 159 +++++- .../batch_exports/test_temporary_file.py | 389 +++++++++++++ 12 files changed, 1238 insertions(+), 451 deletions(-) create mode 100644 posthog/temporal/batch_exports/temporary_file.py create mode 100644 posthog/temporal/tests/batch_exports/test_temporary_file.py diff --git a/posthog/batch_exports/service.py b/posthog/batch_exports/service.py index b00f0f4c98c69..d51dfdb2fbc3c 100644 --- a/posthog/batch_exports/service.py +++ b/posthog/batch_exports/service.py @@ -90,6 +90,7 @@ class S3BatchExportInputs: kms_key_id: str | None = None batch_export_schema: BatchExportSchema | None = None endpoint_url: str | None = None + file_format: str = "JSONLines" @dataclass diff --git a/posthog/hogql/transforms/test/__snapshots__/test_in_cohort.ambr b/posthog/hogql/transforms/test/__snapshots__/test_in_cohort.ambr index 9ff7f8ee0ab49..e0f5ea847110d 100644 --- a/posthog/hogql/transforms/test/__snapshots__/test_in_cohort.ambr +++ b/posthog/hogql/transforms/test/__snapshots__/test_in_cohort.ambr @@ -31,7 +31,7 @@ FROM events LEFT JOIN ( SELECT person_static_cohort.person_id AS cohort_person_id, 1 AS matched, person_static_cohort.cohort_id AS cohort_id FROM person_static_cohort - WHERE and(equals(person_static_cohort.team_id, 420), in(person_static_cohort.cohort_id, [12]))) AS __in_cohort ON equals(__in_cohort.cohort_person_id, events.person_id) + WHERE and(equals(person_static_cohort.team_id, 420), in(person_static_cohort.cohort_id, [11]))) AS __in_cohort ON equals(__in_cohort.cohort_person_id, events.person_id) WHERE and(equals(events.team_id, 420), 1, ifNull(equals(__in_cohort.matched, 1), 0)) LIMIT 100 SETTINGS readonly=2, max_execution_time=60, allow_experimental_object_type=1 @@ -42,7 +42,7 @@ FROM events LEFT JOIN ( SELECT person_id AS cohort_person_id, 1 AS matched, cohort_id FROM static_cohort_people - WHERE in(cohort_id, [12])) AS __in_cohort ON equals(__in_cohort.cohort_person_id, person_id) + WHERE in(cohort_id, [11])) AS __in_cohort ON equals(__in_cohort.cohort_person_id, person_id) WHERE and(1, equals(__in_cohort.matched, 1)) LIMIT 100 ''' @@ -55,7 +55,7 @@ FROM events LEFT JOIN ( SELECT person_static_cohort.person_id AS cohort_person_id, 1 AS matched, person_static_cohort.cohort_id AS cohort_id FROM person_static_cohort - WHERE and(equals(person_static_cohort.team_id, 420), in(person_static_cohort.cohort_id, [13]))) AS __in_cohort ON equals(__in_cohort.cohort_person_id, events.person_id) + WHERE and(equals(person_static_cohort.team_id, 420), in(person_static_cohort.cohort_id, [12]))) AS __in_cohort ON equals(__in_cohort.cohort_person_id, events.person_id) WHERE and(equals(events.team_id, 420), 1, ifNull(equals(__in_cohort.matched, 1), 0)) LIMIT 100 SETTINGS readonly=2, max_execution_time=60, allow_experimental_object_type=1 @@ -66,7 +66,7 @@ FROM events LEFT JOIN ( SELECT person_id AS cohort_person_id, 1 AS matched, cohort_id FROM static_cohort_people - WHERE in(cohort_id, [13])) AS __in_cohort ON equals(__in_cohort.cohort_person_id, person_id) + WHERE in(cohort_id, [12])) AS __in_cohort ON equals(__in_cohort.cohort_person_id, person_id) WHERE and(1, equals(__in_cohort.matched, 1)) LIMIT 100 ''' diff --git a/posthog/temporal/batch_exports/batch_exports.py b/posthog/temporal/batch_exports/batch_exports.py index c40950c654426..88cf9e32f274f 100644 --- a/posthog/temporal/batch_exports/batch_exports.py +++ b/posthog/temporal/batch_exports/batch_exports.py @@ -1,15 +1,10 @@ import collections.abc -import csv import dataclasses import datetime as dt -import gzip -import tempfile import typing import uuid from string import Template -import brotli -import orjson import pyarrow as pa from asgiref.sync import sync_to_async from django.conf import settings @@ -286,202 +281,6 @@ def get_data_interval(interval: str, data_interval_end: str | None) -> tuple[dt. return (data_interval_start_dt, data_interval_end_dt) -def json_dumps_bytes(d) -> bytes: - return orjson.dumps(d, default=str) - - -class BatchExportTemporaryFile: - """A TemporaryFile used to as an intermediate step while exporting data. - - This class does not implement the file-like interface but rather passes any calls - to the underlying tempfile.NamedTemporaryFile. We do override 'write' methods - to allow tracking bytes and records. - """ - - def __init__( - self, - mode: str = "w+b", - buffering=-1, - compression: str | None = None, - encoding: str | None = None, - newline: str | None = None, - suffix: str | None = None, - prefix: str | None = None, - dir: str | None = None, - *, - errors: str | None = None, - ): - self._file = tempfile.NamedTemporaryFile( - mode=mode, - encoding=encoding, - newline=newline, - buffering=buffering, - suffix=suffix, - prefix=prefix, - dir=dir, - errors=errors, - ) - self.compression = compression - self.bytes_total = 0 - self.records_total = 0 - self.bytes_since_last_reset = 0 - self.records_since_last_reset = 0 - self._brotli_compressor = None - - def __getattr__(self, name): - """Pass get attr to underlying tempfile.NamedTemporaryFile.""" - return self._file.__getattr__(name) - - def __enter__(self): - """Context-manager protocol enter method.""" - self._file.__enter__() - return self - - def __exit__(self, exc, value, tb): - """Context-manager protocol exit method.""" - return self._file.__exit__(exc, value, tb) - - def __iter__(self): - yield from self._file - - @property - def brotli_compressor(self): - if self._brotli_compressor is None: - self._brotli_compressor = brotli.Compressor() - return self._brotli_compressor - - def compress(self, content: bytes | str) -> bytes: - if isinstance(content, str): - encoded = content.encode("utf-8") - else: - encoded = content - - match self.compression: - case "gzip": - return gzip.compress(encoded) - case "brotli": - self.brotli_compressor.process(encoded) - return self.brotli_compressor.flush() - case None: - return encoded - case _: - raise ValueError(f"Unsupported compression: '{self.compression}'") - - def write(self, content: bytes | str): - """Write bytes to underlying file keeping track of how many bytes were written.""" - compressed_content = self.compress(content) - - if "b" in self.mode: - result = self._file.write(compressed_content) - else: - result = self._file.write(compressed_content.decode("utf-8")) - - self.bytes_total += result - self.bytes_since_last_reset += result - - return result - - def write_record_as_bytes(self, record: bytes): - result = self.write(record) - - self.records_total += 1 - self.records_since_last_reset += 1 - - return result - - def write_records_to_jsonl(self, records): - """Write records to a temporary file as JSONL.""" - if len(records) == 1: - jsonl_dump = orjson.dumps(records[0], option=orjson.OPT_APPEND_NEWLINE, default=str) - else: - jsonl_dump = b"\n".join(map(json_dumps_bytes, records)) - - result = self.write(jsonl_dump) - - self.records_total += len(records) - self.records_since_last_reset += len(records) - - return result - - def write_records_to_csv( - self, - records, - fieldnames: None | collections.abc.Sequence[str] = None, - extrasaction: typing.Literal["raise", "ignore"] = "ignore", - delimiter: str = ",", - quotechar: str = '"', - escapechar: str | None = "\\", - lineterminator: str = "\n", - quoting=csv.QUOTE_NONE, - ): - """Write records to a temporary file as CSV.""" - if len(records) == 0: - return - - if fieldnames is None: - fieldnames = list(records[0].keys()) - - writer = csv.DictWriter( - self, - fieldnames=fieldnames, - extrasaction=extrasaction, - delimiter=delimiter, - quotechar=quotechar, - escapechar=escapechar, - quoting=quoting, - lineterminator=lineterminator, - ) - writer.writerows(records) - - self.records_total += len(records) - self.records_since_last_reset += len(records) - - def write_records_to_tsv( - self, - records, - fieldnames: None | list[str] = None, - extrasaction: typing.Literal["raise", "ignore"] = "ignore", - quotechar: str = '"', - escapechar: str | None = "\\", - lineterminator: str = "\n", - quoting=csv.QUOTE_NONE, - ): - """Write records to a temporary file as TSV.""" - return self.write_records_to_csv( - records, - fieldnames=fieldnames, - extrasaction=extrasaction, - delimiter="\t", - quotechar=quotechar, - escapechar=escapechar, - quoting=quoting, - lineterminator=lineterminator, - ) - - def rewind(self): - """Rewind the file before reading it.""" - if self.compression == "brotli": - result = self._file.write(self.brotli_compressor.finish()) - - self.bytes_total += result - self.bytes_since_last_reset += result - - self._brotli_compressor = None - - self._file.seek(0) - - def reset(self): - """Reset underlying file by truncating it. - - Also resets the tracker attributes for bytes and records since last reset. - """ - self._file.seek(0) - self._file.truncate() - - self.bytes_since_last_reset = 0 - self.records_since_last_reset = 0 - - @dataclasses.dataclass class CreateBatchExportRunInputs: """Inputs to the create_export_run activity. diff --git a/posthog/temporal/batch_exports/bigquery_batch_export.py b/posthog/temporal/batch_exports/bigquery_batch_export.py index a0469de79bb9e..b754a7add16b4 100644 --- a/posthog/temporal/batch_exports/bigquery_batch_export.py +++ b/posthog/temporal/batch_exports/bigquery_batch_export.py @@ -15,7 +15,6 @@ from posthog.batch_exports.service import BatchExportField, BatchExportSchema, BigQueryBatchExportInputs from posthog.temporal.batch_exports.base import PostHogWorkflow from posthog.temporal.batch_exports.batch_exports import ( - BatchExportTemporaryFile, CreateBatchExportRunInputs, UpdateBatchExportRunStatusInputs, create_export_run, @@ -29,6 +28,9 @@ get_bytes_exported_metric, get_rows_exported_metric, ) +from posthog.temporal.batch_exports.temporary_file import ( + BatchExportTemporaryFile, +) from posthog.temporal.batch_exports.utils import peek_first_and_rewind from posthog.temporal.common.clickhouse import get_client from posthog.temporal.common.logger import bind_temporal_worker_logger diff --git a/posthog/temporal/batch_exports/http_batch_export.py b/posthog/temporal/batch_exports/http_batch_export.py index 8aca65c80ff38..2866d50c99876 100644 --- a/posthog/temporal/batch_exports/http_batch_export.py +++ b/posthog/temporal/batch_exports/http_batch_export.py @@ -13,7 +13,6 @@ from posthog.models import BatchExportRun from posthog.temporal.batch_exports.base import PostHogWorkflow from posthog.temporal.batch_exports.batch_exports import ( - BatchExportTemporaryFile, CreateBatchExportRunInputs, UpdateBatchExportRunStatusInputs, create_export_run, @@ -21,12 +20,15 @@ get_data_interval, get_rows_count, iter_records, - json_dumps_bytes, ) from posthog.temporal.batch_exports.metrics import ( get_bytes_exported_metric, get_rows_exported_metric, ) +from posthog.temporal.batch_exports.temporary_file import ( + BatchExportTemporaryFile, + json_dumps_bytes, +) from posthog.temporal.common.clickhouse import get_client from posthog.temporal.common.logger import bind_temporal_worker_logger diff --git a/posthog/temporal/batch_exports/postgres_batch_export.py b/posthog/temporal/batch_exports/postgres_batch_export.py index 5dbfc6faa4acf..98969ee78de79 100644 --- a/posthog/temporal/batch_exports/postgres_batch_export.py +++ b/posthog/temporal/batch_exports/postgres_batch_export.py @@ -17,7 +17,6 @@ from posthog.batch_exports.service import BatchExportField, BatchExportSchema, PostgresBatchExportInputs from posthog.temporal.batch_exports.base import PostHogWorkflow from posthog.temporal.batch_exports.batch_exports import ( - BatchExportTemporaryFile, CreateBatchExportRunInputs, UpdateBatchExportRunStatusInputs, create_export_run, @@ -31,6 +30,9 @@ get_bytes_exported_metric, get_rows_exported_metric, ) +from posthog.temporal.batch_exports.temporary_file import ( + BatchExportTemporaryFile, +) from posthog.temporal.batch_exports.utils import peek_first_and_rewind from posthog.temporal.common.clickhouse import get_client from posthog.temporal.common.logger import bind_temporal_worker_logger diff --git a/posthog/temporal/batch_exports/s3_batch_export.py b/posthog/temporal/batch_exports/s3_batch_export.py index 4d99cbeffd7c3..e83fe3f12915d 100644 --- a/posthog/temporal/batch_exports/s3_batch_export.py +++ b/posthog/temporal/batch_exports/s3_batch_export.py @@ -1,4 +1,5 @@ import asyncio +import collections.abc import contextlib import datetime as dt import io @@ -8,6 +9,8 @@ from dataclasses import dataclass import aioboto3 +import orjson +import pyarrow as pa from django.conf import settings from temporalio import activity, workflow from temporalio.common import RetryPolicy @@ -16,7 +19,6 @@ from posthog.batch_exports.service import BatchExportField, BatchExportSchema, S3BatchExportInputs from posthog.temporal.batch_exports.base import PostHogWorkflow from posthog.temporal.batch_exports.batch_exports import ( - BatchExportTemporaryFile, CreateBatchExportRunInputs, UpdateBatchExportRunStatusInputs, create_export_run, @@ -30,6 +32,15 @@ get_bytes_exported_metric, get_rows_exported_metric, ) +from posthog.temporal.batch_exports.temporary_file import ( + BatchExportTemporaryFile, + BatchExportWriter, + FlushCallable, + JSONLBatchExportWriter, + ParquetBatchExportWriter, + UnsupportedFileFormatError, +) +from posthog.temporal.batch_exports.utils import peek_first_and_rewind from posthog.temporal.common.clickhouse import get_client from posthog.temporal.common.logger import bind_temporal_worker_logger @@ -50,19 +61,31 @@ def get_allowed_template_variables(inputs) -> dict[str, str]: } +FILE_FORMAT_EXTENSIONS = { + "Parquet": "parquet", + "JSONLines": "jsonl", +} + +COMPRESSION_EXTENSIONS = { + "gzip": "gz", + "snappy": "sz", + "brotli": "br", + "ztsd": "zst", + "lz4": "lz4", +} + + def get_s3_key(inputs) -> str: """Return an S3 key given S3InsertInputs.""" template_variables = get_allowed_template_variables(inputs) key_prefix = inputs.prefix.format(**template_variables) + file_extension = FILE_FORMAT_EXTENSIONS[inputs.file_format] base_file_name = f"{inputs.data_interval_start}-{inputs.data_interval_end}" - match inputs.compression: - case "gzip": - file_name = base_file_name + ".jsonl.gz" - case "brotli": - file_name = base_file_name + ".jsonl.br" - case _: - file_name = base_file_name + ".jsonl" + if inputs.compression is not None: + file_name = base_file_name + f".{file_extension}.{COMPRESSION_EXTENSIONS[inputs.compression]}" + else: + file_name = base_file_name + f".{file_extension}" key = posixpath.join(key_prefix, file_name) @@ -311,6 +334,8 @@ class S3InsertInputs: kms_key_id: str | None = None batch_export_schema: BatchExportSchema | None = None endpoint_url: str | None = None + # TODO: In Python 3.11, this could be a enum.StrEnum. + file_format: str = "JSONLines" async def initialize_and_resume_multipart_upload(inputs: S3InsertInputs) -> tuple[S3MultiPartUpload, str]: @@ -451,7 +476,7 @@ async def insert_into_s3_activity(inputs: S3InsertInputs) -> int: last_uploaded_part_timestamp: str | None = None - async def worker_shutdown_handler(): + async def worker_shutdown_handler() -> None: """Handle the Worker shutting down by heart-beating our latest status.""" await activity.wait_for_worker_shutdown() logger.warn( @@ -466,50 +491,147 @@ async def worker_shutdown_handler(): asyncio.create_task(worker_shutdown_handler()) - record = None - async with s3_upload as s3_upload: - with BatchExportTemporaryFile(compression=inputs.compression) as local_results_file: + + async def flush_to_s3( + local_results_file, + records_since_last_flush: int, + bytes_since_last_flush: int, + last_inserted_at: dt.datetime, + last: bool, + ): + nonlocal last_uploaded_part_timestamp + + logger.debug( + "Uploading %s part %s containing %s records with size %s bytes", + "last " if last else "", + s3_upload.part_number + 1, + records_since_last_flush, + bytes_since_last_flush, + ) + + await s3_upload.upload_part(local_results_file) + rows_exported.add(records_since_last_flush) + bytes_exported.add(bytes_since_last_flush) + + last_uploaded_part_timestamp = str(last_inserted_at) + activity.heartbeat(last_uploaded_part_timestamp, s3_upload.to_state()) + + first_record_batch, record_iterator = peek_first_and_rewind(record_iterator) + first_record_batch = cast_record_batch_json_columns(first_record_batch) + column_names = first_record_batch.column_names + column_names.pop(column_names.index("_inserted_at")) + + schema = pa.schema( + # NOTE: For some reason, some batches set non-nullable fields as non-nullable, whereas other + # record batches have them as nullable. + # Until we figure it out, we set all fields to nullable. There are some fields we know + # are not nullable, but I'm opting for the more flexible option until we out why schemas differ + # between batches. + [field.with_nullable(True) for field in first_record_batch.select(column_names).schema] + ) + + writer = get_batch_export_writer( + inputs, + flush_callable=flush_to_s3, + max_bytes=settings.BATCH_EXPORT_S3_UPLOAD_CHUNK_SIZE_BYTES, + schema=schema, + ) + + async with writer.open_temporary_file(): rows_exported = get_rows_exported_metric() bytes_exported = get_bytes_exported_metric() - async def flush_to_s3(last_uploaded_part_timestamp: str, last=False): - logger.debug( - "Uploading %s part %s containing %s records with size %s bytes", - "last " if last else "", - s3_upload.part_number + 1, - local_results_file.records_since_last_reset, - local_results_file.bytes_since_last_reset, - ) + for record_batch in record_iterator: + record_batch = cast_record_batch_json_columns(record_batch) - await s3_upload.upload_part(local_results_file) - rows_exported.add(local_results_file.records_since_last_reset) - bytes_exported.add(local_results_file.bytes_since_last_reset) + await writer.write_record_batch(record_batch) - activity.heartbeat(last_uploaded_part_timestamp, s3_upload.to_state()) + await s3_upload.complete() - for record_batch in record_iterator: - for record in record_batch.to_pylist(): - for json_column in ("properties", "person_properties", "set", "set_once"): - if (json_str := record.get(json_column, None)) is not None: - record[json_column] = json.loads(json_str) + return writer.records_total - inserted_at = record.pop("_inserted_at") - local_results_file.write_records_to_jsonl([record]) +def get_batch_export_writer( + inputs: S3InsertInputs, flush_callable: FlushCallable, max_bytes: int, schema: pa.Schema | None = None +) -> BatchExportWriter: + """Return the `BatchExportWriter` corresponding to configured `file_format`. - if local_results_file.tell() > settings.BATCH_EXPORT_S3_UPLOAD_CHUNK_SIZE_BYTES: - last_uploaded_part_timestamp = str(inserted_at) - await flush_to_s3(last_uploaded_part_timestamp) - local_results_file.reset() + Raises: + UnsupportedFileFormatError: If no writer exists for given `file_format`. + """ + writer: BatchExportWriter - if local_results_file.tell() > 0 and record is not None: - last_uploaded_part_timestamp = str(inserted_at) - await flush_to_s3(last_uploaded_part_timestamp, last=True) + if inputs.file_format == "Parquet": + writer = ParquetBatchExportWriter( + max_bytes=max_bytes, + flush_callable=flush_callable, + compression=inputs.compression, + schema=schema, + ) + elif inputs.file_format == "JSONLines": + writer = JSONLBatchExportWriter( + max_bytes=settings.BATCH_EXPORT_S3_UPLOAD_CHUNK_SIZE_BYTES, + flush_callable=flush_callable, + compression=inputs.compression, + ) + else: + raise UnsupportedFileFormatError(inputs.file_format, "S3") - await s3_upload.complete() + return writer + + +def cast_record_batch_json_columns( + record_batch: pa.RecordBatch, + json_columns: collections.abc.Sequence = ("properties", "person_properties", "set", "set_once"), +) -> pa.RecordBatch: + """Cast json_columns in record_batch to JsonType. + + We return a new RecordBatch with any json_columns replaced by fields casted to JsonType. + Casting is not copying the underlying array buffers, so memory usage does not increase when creating + the new array or the new record batch. + """ + column_names = set(record_batch.column_names) + intersection = column_names & set(json_columns) + + casted_arrays = [] + for array in record_batch.select(intersection): + if pa.types.is_string(array.type): + casted_array = array.cast(JsonType()) + casted_arrays.append(casted_array) + + remaining_column_names = list(column_names - intersection) + return pa.RecordBatch.from_arrays( + record_batch.select(remaining_column_names).columns + casted_arrays, + names=remaining_column_names + list(intersection), + ) + + +class JsonScalar(pa.ExtensionScalar): + """Represents a JSON binary string.""" + + def as_py(self) -> dict | None: + if self.value: + return orjson.loads(self.value.as_py().encode("utf-8")) + else: + return None + + +class JsonType(pa.ExtensionType): + """Type for JSON binary strings.""" + + def __init__(self): + super().__init__(pa.string(), "json") + + def __arrow_ext_serialize__(self): + return b"" + + @classmethod + def __arrow_ext_deserialize__(self, storage_type, serialized): + return JsonType() - return local_results_file.records_total + def __arrow_ext_scalar_class__(self): + return JsonScalar @workflow.defn(name="s3-export") @@ -572,6 +694,7 @@ async def run(self, inputs: S3BatchExportInputs): encryption=inputs.encryption, kms_key_id=inputs.kms_key_id, batch_export_schema=inputs.batch_export_schema, + file_format=inputs.file_format, ) await execute_batch_export_insert_activity( diff --git a/posthog/temporal/batch_exports/snowflake_batch_export.py b/posthog/temporal/batch_exports/snowflake_batch_export.py index be94eca89a799..9053f3e1006ad 100644 --- a/posthog/temporal/batch_exports/snowflake_batch_export.py +++ b/posthog/temporal/batch_exports/snowflake_batch_export.py @@ -18,7 +18,6 @@ from posthog.batch_exports.service import BatchExportField, BatchExportSchema, SnowflakeBatchExportInputs from posthog.temporal.batch_exports.base import PostHogWorkflow from posthog.temporal.batch_exports.batch_exports import ( - BatchExportTemporaryFile, CreateBatchExportRunInputs, UpdateBatchExportRunStatusInputs, create_export_run, @@ -32,6 +31,9 @@ get_bytes_exported_metric, get_rows_exported_metric, ) +from posthog.temporal.batch_exports.temporary_file import ( + BatchExportTemporaryFile, +) from posthog.temporal.batch_exports.utils import peek_first_and_rewind from posthog.temporal.common.clickhouse import get_client from posthog.temporal.common.logger import bind_temporal_worker_logger diff --git a/posthog/temporal/batch_exports/temporary_file.py b/posthog/temporal/batch_exports/temporary_file.py new file mode 100644 index 0000000000000..f955f45553727 --- /dev/null +++ b/posthog/temporal/batch_exports/temporary_file.py @@ -0,0 +1,528 @@ +"""This module contains a temporary file to stage data in batch exports.""" +import abc +import collections.abc +import contextlib +import csv +import datetime as dt +import gzip +import tempfile +import typing + +import brotli +import orjson +import pyarrow as pa +import pyarrow.parquet as pq + + +def json_dumps_bytes(d) -> bytes: + return orjson.dumps(d, default=str) + + +class BatchExportTemporaryFile: + """A TemporaryFile used to as an intermediate step while exporting data. + + This class does not implement the file-like interface but rather passes any calls + to the underlying tempfile.NamedTemporaryFile. We do override 'write' methods + to allow tracking bytes and records. + """ + + def __init__( + self, + mode: str = "w+b", + buffering=-1, + compression: str | None = None, + encoding: str | None = None, + newline: str | None = None, + suffix: str | None = None, + prefix: str | None = None, + dir: str | None = None, + *, + errors: str | None = None, + ): + self._file = tempfile.NamedTemporaryFile( + mode=mode, + encoding=encoding, + newline=newline, + buffering=buffering, + suffix=suffix, + prefix=prefix, + dir=dir, + errors=errors, + ) + self.compression = compression + self.bytes_total = 0 + self.records_total = 0 + self.bytes_since_last_reset = 0 + self.records_since_last_reset = 0 + self._brotli_compressor = None + + def __getattr__(self, name): + """Pass get attr to underlying tempfile.NamedTemporaryFile.""" + return self._file.__getattr__(name) + + def __enter__(self): + """Context-manager protocol enter method.""" + self._file.__enter__() + return self + + def __exit__(self, exc, value, tb): + """Context-manager protocol exit method.""" + return self._file.__exit__(exc, value, tb) + + def __iter__(self): + yield from self._file + + @property + def brotli_compressor(self): + if self._brotli_compressor is None: + self._brotli_compressor = brotli.Compressor() + return self._brotli_compressor + + def finish_brotli_compressor(self): + """Flush remaining brotli bytes.""" + # TODO: Move compression out of `BatchExportTemporaryFile` to a standard class for all writers. + if self.compression != "brotli": + raise ValueError(f"Compression is '{self.compression}', not 'brotli'") + + result = self._file.write(self.brotli_compressor.finish()) + self.bytes_total += result + self.bytes_since_last_reset += result + self._brotli_compressor = None + + def compress(self, content: bytes | str) -> bytes: + if isinstance(content, str): + encoded = content.encode("utf-8") + else: + encoded = content + + match self.compression: + case "gzip": + return gzip.compress(encoded) + case "brotli": + self.brotli_compressor.process(encoded) + return self.brotli_compressor.flush() + case None: + return encoded + case _: + raise ValueError(f"Unsupported compression: '{self.compression}'") + + def write(self, content: bytes | str): + """Write bytes to underlying file keeping track of how many bytes were written.""" + compressed_content = self.compress(content) + + if "b" in self.mode: + result = self._file.write(compressed_content) + else: + result = self._file.write(compressed_content.decode("utf-8")) + + self.bytes_total += result + self.bytes_since_last_reset += result + + return result + + def write_record_as_bytes(self, record: bytes): + result = self.write(record) + + self.records_total += 1 + self.records_since_last_reset += 1 + + return result + + def write_records_to_jsonl(self, records): + """Write records to a temporary file as JSONL.""" + if len(records) == 1: + jsonl_dump = orjson.dumps(records[0], option=orjson.OPT_APPEND_NEWLINE, default=str) + else: + jsonl_dump = b"\n".join(map(json_dumps_bytes, records)) + + result = self.write(jsonl_dump) + + self.records_total += len(records) + self.records_since_last_reset += len(records) + + return result + + def write_records_to_csv( + self, + records, + fieldnames: None | collections.abc.Sequence[str] = None, + extrasaction: typing.Literal["raise", "ignore"] = "ignore", + delimiter: str = ",", + quotechar: str = '"', + escapechar: str | None = "\\", + lineterminator: str = "\n", + quoting=csv.QUOTE_NONE, + ): + """Write records to a temporary file as CSV.""" + if len(records) == 0: + return + + if fieldnames is None: + fieldnames = list(records[0].keys()) + + writer = csv.DictWriter( + self, + fieldnames=fieldnames, + extrasaction=extrasaction, + delimiter=delimiter, + quotechar=quotechar, + escapechar=escapechar, + quoting=quoting, + lineterminator=lineterminator, + ) + writer.writerows(records) + + self.records_total += len(records) + self.records_since_last_reset += len(records) + + def write_records_to_tsv( + self, + records, + fieldnames: None | list[str] = None, + extrasaction: typing.Literal["raise", "ignore"] = "ignore", + quotechar: str = '"', + escapechar: str | None = "\\", + lineterminator: str = "\n", + quoting=csv.QUOTE_NONE, + ): + """Write records to a temporary file as TSV.""" + return self.write_records_to_csv( + records, + fieldnames=fieldnames, + extrasaction=extrasaction, + delimiter="\t", + quotechar=quotechar, + escapechar=escapechar, + quoting=quoting, + lineterminator=lineterminator, + ) + + def rewind(self): + """Rewind the file before reading it.""" + self._file.seek(0) + + def reset(self): + """Reset underlying file by truncating it. + + Also resets the tracker attributes for bytes and records since last reset. + """ + self._file.seek(0) + self._file.truncate() + + self.bytes_since_last_reset = 0 + self.records_since_last_reset = 0 + + +LastInsertedAt = dt.datetime +IsLast = bool +RecordsSinceLastFlush = int +BytesSinceLastFlush = int +FlushCallable = collections.abc.Callable[ + [BatchExportTemporaryFile, RecordsSinceLastFlush, BytesSinceLastFlush, LastInsertedAt, IsLast], + collections.abc.Awaitable[None], +] + + +class UnsupportedFileFormatError(Exception): + """Raised when a writer for an unsupported file format is requested.""" + + def __init__(self, file_format: str, destination: str): + super().__init__(f"{file_format} is not a supported format for {destination} batch exports.") + + +class BatchExportWriter(abc.ABC): + """A temporary file writer to be used by batch export workflows. + + Subclasses should define `_write_record_batch` with the particular intricacies + of the format they are writing as. + + Actual writing calls are passed to the underlying `batch_export_file`. + + Attributes: + _batch_export_file: The temporary file we are writing to. + max_bytes: Flush the temporary file with the provided `flush_callable` + upon reaching or surpassing this threshold. Keep in mind we write on a RecordBatch + per RecordBatch basis, which means the threshold will be surpassed by at most the + size of a RecordBatch before a flush occurs. + flush_callable: A callback to flush the temporary file when `max_bytes` is reached. + The temporary file will be reset after calling `flush_callable`. When calling + `flush_callable` the following positional arguments will be passed: The temporary file + that must be flushed, the number of records since the last flush, the number of bytes + since the last flush, the latest recorded `_inserted_at`, and a `bool` indicating if + this is the last flush (when exiting the context manager). + file_kwargs: Optional keyword arguments passed when initializing `_batch_export_file`. + last_inserted_at: Latest `_inserted_at` written. This attribute leaks some implementation + details, as we are assuming assume `_inserted_at` is present, as it's added to all + batch export queries. + records_total: The total number of records (not RecordBatches!) written. + records_since_last_flush: The number of records written since last flush. + bytes_total: The total number of bytes written. + bytes_since_last_flush: The number of bytes written since last flush. + """ + + def __init__( + self, + flush_callable: FlushCallable, + max_bytes: int, + file_kwargs: collections.abc.Mapping[str, typing.Any] | None = None, + ): + self.flush_callable = flush_callable + self.max_bytes = max_bytes + self.file_kwargs: collections.abc.Mapping[str, typing.Any] = file_kwargs or {} + + self._batch_export_file: BatchExportTemporaryFile | None = None + self.reset_writer_tracking() + + def reset_writer_tracking(self): + """Reset this writer's tracking state.""" + self.last_inserted_at: dt.datetime | None = None + self.records_total = 0 + self.records_since_last_flush = 0 + self.bytes_total = 0 + self.bytes_since_last_flush = 0 + + @contextlib.asynccontextmanager + async def open_temporary_file(self): + """Explicitly open the temporary file this writer is writing to. + + The underlying `BatchExportTemporaryFile` is only accessible within this context manager. This helps + us separate the lifetime of the underlying temporary file from the writer: The writer may still be + accessed even after the temporary file is closed, while on the other hand we ensure the file and all + its data is flushed and not leaked outside the context. Any relevant tracking information is copied + to the writer. + """ + self.reset_writer_tracking() + + with BatchExportTemporaryFile(**self.file_kwargs) as temp_file: + self._batch_export_file = temp_file + + try: + yield + finally: + self.track_bytes_written(temp_file) + + if self.last_inserted_at is not None and self.bytes_since_last_flush > 0: + # `bytes_since_last_flush` should be 0 unless: + # 1. The last batch wasn't flushed as it didn't reach `max_bytes`. + # 2. The last batch was flushed but there was another write after the last call to + # `write_record_batch`. For example, footer bytes. + await self.flush(self.last_inserted_at, is_last=True) + + self._batch_export_file = None + + @property + def batch_export_file(self): + """Property for underlying temporary file. + + Raises: + ValueError: if attempting to access the temporary file before it has been opened. + """ + if self._batch_export_file is None: + raise ValueError("Batch export file is closed. Did you forget to call 'open_temporary_file'?") + return self._batch_export_file + + @abc.abstractmethod + def _write_record_batch(self, record_batch: pa.RecordBatch) -> None: + """Write a record batch to the underlying `BatchExportTemporaryFile`. + + Subclasses must override this to provide the actual implementation according to the supported + file format. + """ + pass + + def track_records_written(self, record_batch: pa.RecordBatch) -> None: + """Update this writer's state with the number of records in `record_batch`.""" + self.records_total += record_batch.num_rows + self.records_since_last_flush += record_batch.num_rows + + def track_bytes_written(self, batch_export_file: BatchExportTemporaryFile) -> None: + """Update this writer's state with the bytes in `batch_export_file`.""" + self.bytes_total = batch_export_file.bytes_total + self.bytes_since_last_flush = batch_export_file.bytes_since_last_reset + + async def write_record_batch(self, record_batch: pa.RecordBatch) -> None: + """Issue a record batch write tracking progress and flushing if required.""" + record_batch = record_batch.sort_by("_inserted_at") + last_inserted_at = record_batch.column("_inserted_at")[-1].as_py() + + column_names = record_batch.column_names + column_names.pop(column_names.index("_inserted_at")) + + self._write_record_batch(record_batch.select(column_names)) + + self.last_inserted_at = last_inserted_at + self.track_records_written(record_batch) + self.track_bytes_written(self.batch_export_file) + + if self.bytes_since_last_flush >= self.max_bytes: + await self.flush(last_inserted_at) + + async def flush(self, last_inserted_at: dt.datetime, is_last: bool = False) -> None: + """Call the provided `flush_callable` and reset underlying file. + + The underlying batch export temporary file will be reset after calling `flush_callable`. + """ + if is_last is True and self.batch_export_file.compression == "brotli": + self.batch_export_file.finish_brotli_compressor() + + self.batch_export_file.seek(0) + + await self.flush_callable( + self.batch_export_file, + self.records_since_last_flush, + self.bytes_since_last_flush, + last_inserted_at, + is_last, + ) + self.batch_export_file.reset() + + self.records_since_last_flush = 0 + self.bytes_since_last_flush = 0 + + +class JSONLBatchExportWriter(BatchExportWriter): + """A `BatchExportWriter` for JSONLines format. + + Attributes: + default: The default function to use to cast non-serializable Python objects to serializable objects. + By default, non-serializable objects will be cast to string via `str()`. + """ + + def __init__( + self, + max_bytes: int, + flush_callable: FlushCallable, + compression: None | str = None, + default: typing.Callable = str, + ): + super().__init__( + max_bytes=max_bytes, + flush_callable=flush_callable, + file_kwargs={"compression": compression}, + ) + + self.default = default + + def write(self, content: bytes) -> int: + """Write a single row of JSONL.""" + n = self.batch_export_file.write(orjson.dumps(content, default=str) + b"\n") + return n + + def _write_record_batch(self, record_batch: pa.RecordBatch) -> None: + """Write records to a temporary file as JSONL.""" + for record in record_batch.to_pylist(): + self.write(record) + + +class CSVBatchExportWriter(BatchExportWriter): + """A `BatchExportWriter` for CSV format.""" + + def __init__( + self, + max_bytes: int, + flush_callable: FlushCallable, + field_names: collections.abc.Sequence[str], + extras_action: typing.Literal["raise", "ignore"] = "ignore", + delimiter: str = ",", + quote_char: str = '"', + escape_char: str | None = "\\", + line_terminator: str = "\n", + quoting=csv.QUOTE_NONE, + compression: str | None = None, + ): + super().__init__( + max_bytes=max_bytes, + flush_callable=flush_callable, + file_kwargs={"compression": compression}, + ) + self.field_names = field_names + self.extras_action: typing.Literal["raise", "ignore"] = extras_action + self.delimiter = delimiter + self.quote_char = quote_char + self.escape_char = escape_char + self.line_terminator = line_terminator + self.quoting = quoting + + self._csv_writer: csv.DictWriter | None = None + + @property + def csv_writer(self) -> csv.DictWriter: + if self._csv_writer is None: + self._csv_writer = csv.DictWriter( + self.batch_export_file, + fieldnames=self.field_names, + extrasaction=self.extras_action, + delimiter=self.delimiter, + quotechar=self.quote_char, + escapechar=self.escape_char, + quoting=self.quoting, + lineterminator=self.line_terminator, + ) + + return self._csv_writer + + def _write_record_batch(self, record_batch: pa.RecordBatch) -> None: + """Write records to a temporary file as CSV.""" + self.csv_writer.writerows(record_batch.to_pylist()) + + +class ParquetBatchExportWriter(BatchExportWriter): + """A `BatchExportWriter` for Apache Parquet format. + + We utilize and wrap a `pyarrow.parquet.ParquetWriter` to do the actual writing. We default to their + defaults for most parameters; however this class could be extended with more attributes to pass along + to `pyarrow.parquet.ParquetWriter`. + + See the pyarrow docs for more details on what parameters can the writer be configured with: + https://arrow.apache.org/docs/python/generated/pyarrow.parquet.ParquetWriter.html + + In contrast to other writers, instead of us handling compression we let `pyarrow.parquet.ParquetWriter` + handle it, so `BatchExportTemporaryFile` is always initialized with `compression=None`. + + Attributes: + schema: The schema used by the Parquet file. Should match the schema of written RecordBatches. + compression: Compression codec passed to underlying `pyarrow.parquet.ParquetWriter`. + """ + + def __init__( + self, + max_bytes: int, + flush_callable: FlushCallable, + schema: pa.Schema, + compression: str | None = "snappy", + ): + super().__init__( + max_bytes=max_bytes, + flush_callable=flush_callable, + file_kwargs={"compression": None}, # ParquetWriter handles compression + ) + self.schema = schema + self.compression = compression + + self._parquet_writer: pq.ParquetWriter | None = None + + @property + def parquet_writer(self) -> pq.ParquetWriter: + if self._parquet_writer is None: + self._parquet_writer = pq.ParquetWriter( + self.batch_export_file, + schema=self.schema, + compression="none" if self.compression is None else self.compression, + ) + return self._parquet_writer + + @contextlib.asynccontextmanager + async def open_temporary_file(self): + """Ensure underlying Parquet writer is closed before flushing and closing temporary file.""" + async with super().open_temporary_file(): + try: + yield + finally: + if self._parquet_writer is not None: + self._parquet_writer.writer.close() + self._parquet_writer = None + + def _write_record_batch(self, record_batch: pa.RecordBatch) -> None: + """Write records to a temporary file as Parquet.""" + + self.parquet_writer.write_batch(record_batch.select(self.parquet_writer.schema.names)) diff --git a/posthog/temporal/tests/batch_exports/test_batch_exports.py b/posthog/temporal/tests/batch_exports/test_batch_exports.py index 0afbfcabb71cb..756c07e442e4f 100644 --- a/posthog/temporal/tests/batch_exports/test_batch_exports.py +++ b/posthog/temporal/tests/batch_exports/test_batch_exports.py @@ -1,6 +1,4 @@ -import csv import datetime as dt -import io import json import operator from random import randint @@ -9,11 +7,9 @@ from django.test import override_settings from posthog.temporal.batch_exports.batch_exports import ( - BatchExportTemporaryFile, get_data_interval, get_rows_count, iter_records, - json_dumps_bytes, ) from posthog.temporal.tests.utils.events import generate_test_events_in_clickhouse @@ -558,181 +554,3 @@ def test_get_data_interval(interval, data_interval_end, expected): """Test get_data_interval returns the expected data interval tuple.""" result = get_data_interval(interval, data_interval_end) assert result == expected - - -@pytest.mark.parametrize( - "to_write", - [ - (b"",), - (b"", b""), - (b"12345",), - (b"12345", b"12345"), - (b"abbcccddddeeeee",), - (b"abbcccddddeeeee", b"abbcccddddeeeee"), - ], -) -def test_batch_export_temporary_file_tracks_bytes(to_write): - """Test the bytes written by BatchExportTemporaryFile match expected.""" - with BatchExportTemporaryFile() as be_file: - for content in to_write: - be_file.write(content) - - assert be_file.bytes_total == sum(len(content) for content in to_write) - assert be_file.bytes_since_last_reset == sum(len(content) for content in to_write) - - be_file.reset() - - assert be_file.bytes_total == sum(len(content) for content in to_write) - assert be_file.bytes_since_last_reset == 0 - - -TEST_RECORDS = [ - [], - [ - {"id": "record-1", "property": "value", "property_int": 1}, - {"id": "record-2", "property": "another-value", "property_int": 2}, - { - "id": "record-3", - "property": {"id": "nested-record", "property": "nested-value"}, - "property_int": 3, - }, - ], -] - - -@pytest.mark.parametrize( - "records", - TEST_RECORDS, -) -def test_batch_export_temporary_file_write_records_to_jsonl(records): - """Test JSONL records written by BatchExportTemporaryFile match expected.""" - jsonl_dump = b"\n".join(map(json_dumps_bytes, records)) - - with BatchExportTemporaryFile() as be_file: - be_file.write_records_to_jsonl(records) - - assert be_file.bytes_total == len(jsonl_dump) - assert be_file.bytes_since_last_reset == len(jsonl_dump) - assert be_file.records_total == len(records) - assert be_file.records_since_last_reset == len(records) - - be_file.seek(0) - lines = be_file.readlines() - assert len(lines) == len(records) - - for line_index, jsonl_record in enumerate(lines): - json_loaded = json.loads(jsonl_record) - assert json_loaded == records[line_index] - - be_file.reset() - - assert be_file.bytes_total == len(jsonl_dump) - assert be_file.bytes_since_last_reset == 0 - assert be_file.records_total == len(records) - assert be_file.records_since_last_reset == 0 - - -@pytest.mark.parametrize( - "records", - TEST_RECORDS, -) -def test_batch_export_temporary_file_write_records_to_csv(records): - """Test CSV written by BatchExportTemporaryFile match expected.""" - in_memory_file_obj = io.StringIO() - writer = csv.DictWriter( - in_memory_file_obj, - fieldnames=records[0].keys() if len(records) > 0 else [], - delimiter=",", - quotechar='"', - escapechar="\\", - lineterminator="\n", - quoting=csv.QUOTE_NONE, - ) - writer.writerows(records) - - with BatchExportTemporaryFile(mode="w+") as be_file: - be_file.write_records_to_csv(records) - - assert be_file.bytes_total == in_memory_file_obj.tell() - assert be_file.bytes_since_last_reset == in_memory_file_obj.tell() - assert be_file.records_total == len(records) - assert be_file.records_since_last_reset == len(records) - - be_file.seek(0) - reader = csv.reader( - be_file._file, - delimiter=",", - quotechar='"', - escapechar="\\", - quoting=csv.QUOTE_NONE, - ) - - rows = [row for row in reader] - assert len(rows) == len(records) - - for row_index, csv_record in enumerate(rows): - for value_index, value in enumerate(records[row_index].values()): - # Everything returned by csv.reader is a str. - # This means type information is lost when writing to CSV - # but this just a limitation of the format. - assert csv_record[value_index] == str(value) - - be_file.reset() - - assert be_file.bytes_total == in_memory_file_obj.tell() - assert be_file.bytes_since_last_reset == 0 - assert be_file.records_total == len(records) - assert be_file.records_since_last_reset == 0 - - -@pytest.mark.parametrize( - "records", - TEST_RECORDS, -) -def test_batch_export_temporary_file_write_records_to_tsv(records): - """Test TSV written by BatchExportTemporaryFile match expected.""" - in_memory_file_obj = io.StringIO() - writer = csv.DictWriter( - in_memory_file_obj, - fieldnames=records[0].keys() if len(records) > 0 else [], - delimiter="\t", - quotechar='"', - escapechar="\\", - lineterminator="\n", - quoting=csv.QUOTE_NONE, - ) - writer.writerows(records) - - with BatchExportTemporaryFile(mode="w+") as be_file: - be_file.write_records_to_tsv(records) - - assert be_file.bytes_total == in_memory_file_obj.tell() - assert be_file.bytes_since_last_reset == in_memory_file_obj.tell() - assert be_file.records_total == len(records) - assert be_file.records_since_last_reset == len(records) - - be_file.seek(0) - reader = csv.reader( - be_file._file, - delimiter="\t", - quotechar='"', - escapechar="\\", - quoting=csv.QUOTE_NONE, - ) - - rows = [row for row in reader] - assert len(rows) == len(records) - - for row_index, csv_record in enumerate(rows): - for value_index, value in enumerate(records[row_index].values()): - # Everything returned by csv.reader is a str. - # This means type information is lost when writing to CSV - # but this just a limitation of the format. - assert csv_record[value_index] == str(value) - - be_file.reset() - - assert be_file.bytes_total == in_memory_file_obj.tell() - assert be_file.bytes_since_last_reset == 0 - assert be_file.records_total == len(records) - assert be_file.records_since_last_reset == 0 diff --git a/posthog/temporal/tests/batch_exports/test_s3_batch_export_workflow.py b/posthog/temporal/tests/batch_exports/test_s3_batch_export_workflow.py index e04e345d11245..e6583d049e2a8 100644 --- a/posthog/temporal/tests/batch_exports/test_s3_batch_export_workflow.py +++ b/posthog/temporal/tests/batch_exports/test_s3_batch_export_workflow.py @@ -10,10 +10,12 @@ import aioboto3 import botocore.exceptions import brotli +import pyarrow.parquet as pq import pytest import pytest_asyncio from django.conf import settings from django.test import override_settings +from pyarrow import fs from temporalio import activity from temporalio.client import WorkflowFailureError from temporalio.common import RetryPolicy @@ -27,6 +29,7 @@ update_export_run_status, ) from posthog.temporal.batch_exports.s3_batch_export import ( + FILE_FORMAT_EXTENSIONS, HeartbeatDetails, S3BatchExportInputs, S3BatchExportWorkflow, @@ -107,6 +110,15 @@ def s3_key_prefix(): return f"posthog-events-{str(uuid4())}" +@pytest.fixture +def file_format(request) -> str: + """S3 file format.""" + try: + return request.param + except AttributeError: + return f"JSONLines" + + async def delete_all_from_s3(minio_client, bucket_name: str, key_prefix: str): """Delete all objects in bucket_name under key_prefix.""" response = await minio_client.list_objects_v2(Bucket=bucket_name, Prefix=key_prefix) @@ -138,6 +150,61 @@ async def minio_client(bucket_name): await minio_client.delete_bucket(Bucket=bucket_name) +async def read_parquet_from_s3(bucket_name: str, key: str, json_columns) -> list: + async with aioboto3.Session().client("sts") as sts: + try: + await sts.get_caller_identity() + except botocore.exceptions.NoCredentialsError: + s3 = fs.S3FileSystem( + access_key="object_storage_root_user", + secret_key="object_storage_root_password", + endpoint_override=settings.OBJECT_STORAGE_ENDPOINT, + ) + + else: + if os.getenv("S3_TEST_BUCKET") is not None: + s3 = fs.S3FileSystem() + else: + s3 = fs.S3FileSystem( + access_key="object_storage_root_user", + secret_key="object_storage_root_password", + endpoint_override=settings.OBJECT_STORAGE_ENDPOINT, + ) + + table = pq.read_table(f"{bucket_name}/{key}", filesystem=s3) + + parquet_data = [] + for batch in table.to_batches(): + for record in batch.to_pylist(): + casted_record = {} + for k, v in record.items(): + if isinstance(v, dt.datetime): + # We read data from clickhouse as string, but parquet already casts them as dates. + # To facilitate comparison, we isoformat the dates. + casted_record[k] = v.isoformat() + elif k in json_columns and v is not None: + # Parquet doesn't have a variable map type, so JSON fields are just strings. + casted_record[k] = json.loads(v) + else: + casted_record[k] = v + parquet_data.append(casted_record) + + return parquet_data + + +def read_s3_data_as_json(data: bytes, compression: str | None) -> list: + match compression: + case "gzip": + data = gzip.decompress(data) + case "brotli": + data = brotli.decompress(data) + case _: + pass + + json_data = [json.loads(line) for line in data.decode("utf-8").split("\n") if line] + return json_data + + async def assert_clickhouse_records_in_s3( s3_compatible_client, clickhouse_client: ClickHouseClient, @@ -150,6 +217,7 @@ async def assert_clickhouse_records_in_s3( include_events: list[str] | None = None, batch_export_schema: BatchExportSchema | None = None, compression: str | None = None, + file_format: str = "JSONLines", ): """Assert ClickHouse records are written to JSON in key_prefix in S3 bucket_name. @@ -175,28 +243,24 @@ async def assert_clickhouse_records_in_s3( # Get the object. key = objects["Contents"][0].get("Key") assert key - s3_object = await s3_compatible_client.get_object(Bucket=bucket_name, Key=key) - data = await s3_object["Body"].read() - # Check that the data is correct. - match compression: - case "gzip": - data = gzip.decompress(data) - case "brotli": - data = brotli.decompress(data) - case _: - pass + json_columns = ("properties", "person_properties", "set", "set_once") - json_data = [json.loads(line) for line in data.decode("utf-8").split("\n") if line] - # Pull out the fields we inserted only + if file_format == "Parquet": + s3_data = await read_parquet_from_s3(bucket_name, key, json_columns) + + elif file_format == "JSONLines": + s3_object = await s3_compatible_client.get_object(Bucket=bucket_name, Key=key) + data = await s3_object["Body"].read() + s3_data = read_s3_data_as_json(data, compression) + else: + raise ValueError(f"Unsupported file format: {file_format}") if batch_export_schema is not None: schema_column_names = [field["alias"] for field in batch_export_schema["fields"]] else: schema_column_names = [field["alias"] for field in s3_default_fields()] - json_columns = ("properties", "person_properties", "set", "set_once") - expected_records = [] for record_batch in iter_records( client=clickhouse_client, @@ -225,9 +289,9 @@ async def assert_clickhouse_records_in_s3( expected_records.append(expected_record) - assert len(json_data) == len(expected_records) - assert json_data[0] == expected_records[0] - assert json_data == expected_records + assert len(s3_data) == len(expected_records) + assert s3_data[0] == expected_records[0] + assert s3_data == expected_records TEST_S3_SCHEMAS: list[BatchExportSchema | None] = [ @@ -255,6 +319,7 @@ async def assert_clickhouse_records_in_s3( @pytest.mark.parametrize("compression", [None, "gzip", "brotli"], indirect=True) @pytest.mark.parametrize("exclude_events", [None, ["test-exclude"]], indirect=True) @pytest.mark.parametrize("batch_export_schema", TEST_S3_SCHEMAS) +@pytest.mark.parametrize("file_format", FILE_FORMAT_EXTENSIONS.keys()) async def test_insert_into_s3_activity_puts_data_into_s3( clickhouse_client, bucket_name, @@ -262,6 +327,7 @@ async def test_insert_into_s3_activity_puts_data_into_s3( activity_environment, compression, exclude_events, + file_format, batch_export_schema: BatchExportSchema | None, ): """Test that the insert_into_s3_activity function ends up with data into S3. @@ -339,12 +405,15 @@ async def test_insert_into_s3_activity_puts_data_into_s3( compression=compression, exclude_events=exclude_events, batch_export_schema=batch_export_schema, + file_format=file_format, ) with override_settings( BATCH_EXPORT_S3_UPLOAD_CHUNK_SIZE_BYTES=5 * 1024**2 ): # 5MB, the minimum for Multipart uploads - await activity_environment.run(insert_into_s3_activity, insert_inputs) + records_total = await activity_environment.run(insert_into_s3_activity, insert_inputs) + + assert records_total == 10005 await assert_clickhouse_records_in_s3( s3_compatible_client=minio_client, @@ -358,6 +427,7 @@ async def test_insert_into_s3_activity_puts_data_into_s3( exclude_events=exclude_events, include_events=None, compression=compression, + file_format=file_format, ) @@ -371,6 +441,7 @@ async def s3_batch_export( exclude_events, temporal_client, encryption, + file_format, ): destination_data = { "type": "S3", @@ -385,6 +456,7 @@ async def s3_batch_export( "exclude_events": exclude_events, "encryption": encryption, "kms_key_id": os.getenv("S3_TEST_KMS_KEY_ID") if encryption == "aws:kms" else None, + "file_format": file_format, }, } @@ -410,6 +482,7 @@ async def s3_batch_export( @pytest.mark.parametrize("compression", [None, "gzip", "brotli"], indirect=True) @pytest.mark.parametrize("exclude_events", [None, ["test-exclude"]], indirect=True) @pytest.mark.parametrize("batch_export_schema", TEST_S3_SCHEMAS) +@pytest.mark.parametrize("file_format", FILE_FORMAT_EXTENSIONS.keys(), indirect=True) async def test_s3_export_workflow_with_minio_bucket( clickhouse_client, minio_client, @@ -421,6 +494,7 @@ async def test_s3_export_workflow_with_minio_bucket( exclude_events, s3_key_prefix, batch_export_schema, + file_format, ): """Test S3BatchExport Workflow end-to-end by using a local MinIO bucket instead of S3. @@ -508,6 +582,7 @@ async def test_s3_export_workflow_with_minio_bucket( batch_export_schema=batch_export_schema, exclude_events=exclude_events, compression=compression, + file_format=file_format, ) @@ -537,6 +612,7 @@ async def s3_client(bucket_name, s3_key_prefix): @pytest.mark.parametrize("encryption", [None, "AES256", "aws:kms"], indirect=True) @pytest.mark.parametrize("bucket_name", [os.getenv("S3_TEST_BUCKET")], indirect=True) @pytest.mark.parametrize("batch_export_schema", TEST_S3_SCHEMAS) +@pytest.mark.parametrize("file_format", FILE_FORMAT_EXTENSIONS.keys(), indirect=True) async def test_s3_export_workflow_with_s3_bucket( s3_client, clickhouse_client, @@ -549,6 +625,7 @@ async def test_s3_export_workflow_with_s3_bucket( exclude_events, ateam, batch_export_schema, + file_format, ): """Test S3 Export Workflow end-to-end by using an S3 bucket. @@ -646,6 +723,7 @@ async def test_s3_export_workflow_with_s3_bucket( exclude_events=exclude_events, include_events=None, compression=compression, + file_format=file_format, ) @@ -1206,6 +1284,49 @@ async def never_finish_activity(_: S3InsertInputs) -> str: ), "nested/prefix/2023-01-01 00:00:00-2023-01-01 01:00:00.jsonl.br", ), + ( + S3InsertInputs( + prefix="/nested/prefix/", + data_interval_start="2023-01-01 00:00:00", + data_interval_end="2023-01-01 01:00:00", + file_format="Parquet", + compression="snappy", + **base_inputs, # type: ignore + ), + "nested/prefix/2023-01-01 00:00:00-2023-01-01 01:00:00.parquet.sz", + ), + ( + S3InsertInputs( + prefix="/nested/prefix/", + data_interval_start="2023-01-01 00:00:00", + data_interval_end="2023-01-01 01:00:00", + file_format="Parquet", + **base_inputs, # type: ignore + ), + "nested/prefix/2023-01-01 00:00:00-2023-01-01 01:00:00.parquet", + ), + ( + S3InsertInputs( + prefix="/nested/prefix/", + data_interval_start="2023-01-01 00:00:00", + data_interval_end="2023-01-01 01:00:00", + compression="gzip", + file_format="Parquet", + **base_inputs, # type: ignore + ), + "nested/prefix/2023-01-01 00:00:00-2023-01-01 01:00:00.parquet.gz", + ), + ( + S3InsertInputs( + prefix="/nested/prefix/", + data_interval_start="2023-01-01 00:00:00", + data_interval_end="2023-01-01 01:00:00", + compression="brotli", + file_format="Parquet", + **base_inputs, # type: ignore + ), + "nested/prefix/2023-01-01 00:00:00-2023-01-01 01:00:00.parquet.br", + ), ], ) def test_get_s3_key(inputs, expected): @@ -1271,7 +1392,7 @@ def assert_heartbeat_details(*details): endpoint_url=settings.OBJECT_STORAGE_ENDPOINT, ) - with override_settings(BATCH_EXPORT_S3_UPLOAD_CHUNK_SIZE_BYTES=5 * 1024**2): + with override_settings(BATCH_EXPORT_S3_UPLOAD_CHUNK_SIZE_BYTES=1, CLICKHOUSE_MAX_BLOCK_SIZE_DEFAULT=1): await activity_environment.run(insert_into_s3_activity, insert_inputs) # This checks that the assert_heartbeat_details function was actually called. diff --git a/posthog/temporal/tests/batch_exports/test_temporary_file.py b/posthog/temporal/tests/batch_exports/test_temporary_file.py new file mode 100644 index 0000000000000..4fd7e69c0c12f --- /dev/null +++ b/posthog/temporal/tests/batch_exports/test_temporary_file.py @@ -0,0 +1,389 @@ +import csv +import datetime as dt +import io +import json + +import pyarrow as pa +import pyarrow.parquet as pq +import pytest + +from posthog.temporal.batch_exports.temporary_file import ( + BatchExportTemporaryFile, + CSVBatchExportWriter, + JSONLBatchExportWriter, + ParquetBatchExportWriter, + json_dumps_bytes, +) + + +@pytest.mark.parametrize( + "to_write", + [ + (b"",), + (b"", b""), + (b"12345",), + (b"12345", b"12345"), + (b"abbcccddddeeeee",), + (b"abbcccddddeeeee", b"abbcccddddeeeee"), + ], +) +def test_batch_export_temporary_file_tracks_bytes(to_write): + """Test the bytes written by BatchExportTemporaryFile match expected.""" + with BatchExportTemporaryFile() as be_file: + for content in to_write: + be_file.write(content) + + assert be_file.bytes_total == sum(len(content) for content in to_write) + assert be_file.bytes_since_last_reset == sum(len(content) for content in to_write) + + be_file.reset() + + assert be_file.bytes_total == sum(len(content) for content in to_write) + assert be_file.bytes_since_last_reset == 0 + + +TEST_RECORDS = [ + [], + [ + {"id": "record-1", "property": "value", "property_int": 1}, + {"id": "record-2", "property": "another-value", "property_int": 2}, + { + "id": "record-3", + "property": {"id": "nested-record", "property": "nested-value"}, + "property_int": 3, + }, + ], +] + + +@pytest.mark.parametrize( + "records", + TEST_RECORDS, +) +def test_batch_export_temporary_file_write_records_to_jsonl(records): + """Test JSONL records written by BatchExportTemporaryFile match expected.""" + jsonl_dump = b"\n".join(map(json_dumps_bytes, records)) + + with BatchExportTemporaryFile() as be_file: + be_file.write_records_to_jsonl(records) + + assert be_file.bytes_total == len(jsonl_dump) + assert be_file.bytes_since_last_reset == len(jsonl_dump) + assert be_file.records_total == len(records) + assert be_file.records_since_last_reset == len(records) + + be_file.seek(0) + lines = be_file.readlines() + assert len(lines) == len(records) + + for line_index, jsonl_record in enumerate(lines): + json_loaded = json.loads(jsonl_record) + assert json_loaded == records[line_index] + + be_file.reset() + + assert be_file.bytes_total == len(jsonl_dump) + assert be_file.bytes_since_last_reset == 0 + assert be_file.records_total == len(records) + assert be_file.records_since_last_reset == 0 + + +@pytest.mark.parametrize( + "records", + TEST_RECORDS, +) +def test_batch_export_temporary_file_write_records_to_csv(records): + """Test CSV written by BatchExportTemporaryFile match expected.""" + in_memory_file_obj = io.StringIO() + writer = csv.DictWriter( + in_memory_file_obj, + fieldnames=records[0].keys() if len(records) > 0 else [], + delimiter=",", + quotechar='"', + escapechar="\\", + lineterminator="\n", + quoting=csv.QUOTE_NONE, + ) + writer.writerows(records) + + with BatchExportTemporaryFile(mode="w+") as be_file: + be_file.write_records_to_csv(records) + + assert be_file.bytes_total == in_memory_file_obj.tell() + assert be_file.bytes_since_last_reset == in_memory_file_obj.tell() + assert be_file.records_total == len(records) + assert be_file.records_since_last_reset == len(records) + + be_file.seek(0) + reader = csv.reader( + be_file._file, + delimiter=",", + quotechar='"', + escapechar="\\", + quoting=csv.QUOTE_NONE, + ) + + rows = [row for row in reader] + assert len(rows) == len(records) + + for row_index, csv_record in enumerate(rows): + for value_index, value in enumerate(records[row_index].values()): + # Everything returned by csv.reader is a str. + # This means type information is lost when writing to CSV + # but this just a limitation of the format. + assert csv_record[value_index] == str(value) + + be_file.reset() + + assert be_file.bytes_total == in_memory_file_obj.tell() + assert be_file.bytes_since_last_reset == 0 + assert be_file.records_total == len(records) + assert be_file.records_since_last_reset == 0 + + +@pytest.mark.parametrize( + "records", + TEST_RECORDS, +) +def test_batch_export_temporary_file_write_records_to_tsv(records): + """Test TSV written by BatchExportTemporaryFile match expected.""" + in_memory_file_obj = io.StringIO() + writer = csv.DictWriter( + in_memory_file_obj, + fieldnames=records[0].keys() if len(records) > 0 else [], + delimiter="\t", + quotechar='"', + escapechar="\\", + lineterminator="\n", + quoting=csv.QUOTE_NONE, + ) + writer.writerows(records) + + with BatchExportTemporaryFile(mode="w+") as be_file: + be_file.write_records_to_tsv(records) + + assert be_file.bytes_total == in_memory_file_obj.tell() + assert be_file.bytes_since_last_reset == in_memory_file_obj.tell() + assert be_file.records_total == len(records) + assert be_file.records_since_last_reset == len(records) + + be_file.seek(0) + reader = csv.reader( + be_file._file, + delimiter="\t", + quotechar='"', + escapechar="\\", + quoting=csv.QUOTE_NONE, + ) + + rows = [row for row in reader] + assert len(rows) == len(records) + + for row_index, csv_record in enumerate(rows): + for value_index, value in enumerate(records[row_index].values()): + # Everything returned by csv.reader is a str. + # This means type information is lost when writing to CSV + # but this just a limitation of the format. + assert csv_record[value_index] == str(value) + + be_file.reset() + + assert be_file.bytes_total == in_memory_file_obj.tell() + assert be_file.bytes_since_last_reset == 0 + assert be_file.records_total == len(records) + assert be_file.records_since_last_reset == 0 + + +TEST_RECORD_BATCHES = [ + pa.RecordBatch.from_pydict( + { + "event": pa.array(["test-event-0", "test-event-1", "test-event-2"]), + "properties": pa.array(['{"prop_0": 1, "prop_1": 2}', "{}", "null"]), + "_inserted_at": pa.array([0, 1, 2]), + } + ) +] + + +@pytest.mark.parametrize( + "record_batch", + TEST_RECORD_BATCHES, +) +@pytest.mark.asyncio +async def test_jsonl_writer_writes_record_batches(record_batch): + """Test record batches are written as valid JSONL.""" + in_memory_file_obj = io.BytesIO() + inserted_ats_seen = [] + + async def store_in_memory_on_flush( + batch_export_file, records_since_last_flush, bytes_since_last_flush, last_inserted_at, is_last + ): + in_memory_file_obj.write(batch_export_file.read()) + inserted_ats_seen.append(last_inserted_at) + + writer = JSONLBatchExportWriter(max_bytes=1, flush_callable=store_in_memory_on_flush) + + record_batch = record_batch.sort_by("_inserted_at") + async with writer.open_temporary_file(): + await writer.write_record_batch(record_batch) + + lines = in_memory_file_obj.readlines() + for index, line in enumerate(lines): + written_jsonl = json.loads(line) + + single_record_batch = record_batch.slice(offset=index, length=1) + expected_jsonl = single_record_batch.to_pylist()[0] + + assert "_inserted_at" not in written_jsonl + assert written_jsonl == expected_jsonl + + assert inserted_ats_seen == [record_batch.column("_inserted_at")[-1].as_py()] + + +@pytest.mark.parametrize( + "record_batch", + TEST_RECORD_BATCHES, +) +@pytest.mark.asyncio +async def test_csv_writer_writes_record_batches(record_batch): + """Test record batches are written as valid CSV.""" + in_memory_file_obj = io.StringIO() + inserted_ats_seen = [] + + async def store_in_memory_on_flush( + batch_export_file, records_since_last_flush, bytes_since_last_flush, last_inserted_at, is_last + ): + in_memory_file_obj.write(batch_export_file.read().decode("utf-8")) + inserted_ats_seen.append(last_inserted_at) + + schema_columns = [column_name for column_name in record_batch.column_names if column_name != "_inserted_at"] + writer = CSVBatchExportWriter(max_bytes=1, field_names=schema_columns, flush_callable=store_in_memory_on_flush) + + record_batch = record_batch.sort_by("_inserted_at") + async with writer.open_temporary_file(): + await writer.write_record_batch(record_batch) + + reader = csv.reader( + in_memory_file_obj, + delimiter=",", + quotechar='"', + escapechar="\\", + quoting=csv.QUOTE_NONE, + ) + for index, written_csv_row in enumerate(reader): + single_record_batch = record_batch.slice(offset=index, length=1) + expected_csv = single_record_batch.to_pylist()[0] + + assert "_inserted_at" not in written_csv_row + assert written_csv_row == expected_csv + + assert inserted_ats_seen == [record_batch.column("_inserted_at")[-1].as_py()] + + +@pytest.mark.parametrize( + "record_batch", + TEST_RECORD_BATCHES, +) +@pytest.mark.asyncio +async def test_parquet_writer_writes_record_batches(record_batch): + """Test record batches are written as valid Parquet.""" + in_memory_file_obj = io.BytesIO() + inserted_ats_seen = [] + + async def store_in_memory_on_flush( + batch_export_file, records_since_last_flush, bytes_since_last_flush, last_inserted_at, is_last + ): + in_memory_file_obj.write(batch_export_file.read()) + inserted_ats_seen.append(last_inserted_at) + + schema_columns = [column_name for column_name in record_batch.column_names if column_name != "_inserted_at"] + + writer = ParquetBatchExportWriter( + max_bytes=1, + flush_callable=store_in_memory_on_flush, + schema=record_batch.select(schema_columns).schema, + ) + + record_batch = record_batch.sort_by("_inserted_at") + async with writer.open_temporary_file(): + await writer.write_record_batch(record_batch) + + written_parquet = pq.read_table(in_memory_file_obj) + + for index, written_row_as_dict in enumerate(written_parquet.to_pylist()): + single_record_batch = record_batch.slice(offset=index, length=1) + expected_row_as_dict = single_record_batch.select(schema_columns).to_pylist()[0] + + assert "_inserted_at" not in written_row_as_dict + assert written_row_as_dict == expected_row_as_dict + + # NOTE: Parquet gets flushed twice due to the extra flush at the end for footer bytes, so our mock function + # will see this value twice. + assert inserted_ats_seen == [ + record_batch.column("_inserted_at")[-1].as_py(), + record_batch.column("_inserted_at")[-1].as_py(), + ] + + +@pytest.mark.parametrize( + "record_batch", + TEST_RECORD_BATCHES, +) +@pytest.mark.asyncio +async def test_writing_out_of_scope_of_temporary_file_raises(record_batch): + """Test attempting a write out of temporary file scope raises a `ValueError`.""" + + async def do_nothing(*args, **kwargs): + pass + + schema_columns = [column_name for column_name in record_batch.column_names if column_name != "_inserted_at"] + writer = ParquetBatchExportWriter( + max_bytes=10, + flush_callable=do_nothing, + schema=record_batch.select(schema_columns).schema, + ) + + async with writer.open_temporary_file(): + pass + + with pytest.raises(ValueError, match="Batch export file is closed"): + await writer.write_record_batch(record_batch) + + +@pytest.mark.parametrize( + "record_batch", + TEST_RECORD_BATCHES, +) +@pytest.mark.asyncio +async def test_flushing_parquet_writer_resets_underlying_file(record_batch): + """Test flushing a writer resets underlying file.""" + flush_counter = 0 + + async def track_flushes(*args, **kwargs): + nonlocal flush_counter + flush_counter += 1 + + schema_columns = [column_name for column_name in record_batch.column_names if column_name != "_inserted_at"] + writer = ParquetBatchExportWriter( + max_bytes=10000000, + flush_callable=track_flushes, + schema=record_batch.select(schema_columns).schema, + ) + + async with writer.open_temporary_file(): + await writer.write_record_batch(record_batch) + + assert writer.batch_export_file.tell() > 0 + assert writer.bytes_since_last_flush > 0 + assert writer.bytes_since_last_flush == writer.batch_export_file.bytes_since_last_reset + assert writer.records_since_last_flush == record_batch.num_rows + + await writer.flush(dt.datetime.now()) + + assert flush_counter == 1 + assert writer.batch_export_file.tell() == 0 + assert writer.bytes_since_last_flush == 0 + assert writer.bytes_since_last_flush == writer.batch_export_file.bytes_since_last_reset + assert writer.records_since_last_flush == 0 + + assert flush_counter == 2 From fcc192e83db4273e0904993922cba9a62c2d3752 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Tom=C3=A1s=20Far=C3=ADas=20Santana?= Date: Fri, 22 Mar 2024 14:51:00 +0100 Subject: [PATCH 39/51] feat: Frontend support for file_format in S3 batch export (#21076) * refactor: Support for multiple file formats in batch exports * refactor: Prefer composition over inheritance * refactor: More clearly separate writer from temporary file We now should be more explicit about what is the context in which the batch export temporary file is alive. The writer outlives this context, so it can be used by callers to, for example, check how many records were written. * test: More parquet testing * refactor: Move temporary file to new module * feat: Frontend support for file_format * fix: Remove redefinition caused by rebase --- .../src/scenes/batch_exports/BatchExportEditForm.tsx | 9 +++++++++ .../src/scenes/batch_exports/BatchExports.stories.tsx | 1 + .../src/scenes/batch_exports/batchExportEditLogic.ts | 1 + frontend/src/types.ts | 1 + 4 files changed, 12 insertions(+) diff --git a/frontend/src/scenes/batch_exports/BatchExportEditForm.tsx b/frontend/src/scenes/batch_exports/BatchExportEditForm.tsx index b015659cfaef1..a2a9f9968f82c 100644 --- a/frontend/src/scenes/batch_exports/BatchExportEditForm.tsx +++ b/frontend/src/scenes/batch_exports/BatchExportEditForm.tsx @@ -242,6 +242,15 @@ export function BatchExportsEditFields({ ]} /> + + + +
diff --git a/frontend/src/scenes/batch_exports/BatchExports.stories.tsx b/frontend/src/scenes/batch_exports/BatchExports.stories.tsx index 0dd616c44982a..dbd6779cb208d 100644 --- a/frontend/src/scenes/batch_exports/BatchExports.stories.tsx +++ b/frontend/src/scenes/batch_exports/BatchExports.stories.tsx @@ -42,6 +42,7 @@ export default { include_events: [], encryption: null, kms_key_id: null, + file_format: 'JSONLines', }, }, start_at: null, diff --git a/frontend/src/scenes/batch_exports/batchExportEditLogic.ts b/frontend/src/scenes/batch_exports/batchExportEditLogic.ts index bc86d1618fe4f..30c123256d81a 100644 --- a/frontend/src/scenes/batch_exports/batchExportEditLogic.ts +++ b/frontend/src/scenes/batch_exports/batchExportEditLogic.ts @@ -90,6 +90,7 @@ export const batchExportFormFields = ( aws_secret_access_key: isNew ? (!config.aws_secret_access_key ? 'This field is required' : '') : '', compression: '', encryption: '', + file_format: isNew ? (!config.file_format ? 'This field is required' : '') : '', kms_key_id: !config.kms_key_id && config.encryption == 'aws:kms' ? 'This field is required' : '', exclude_events: '', include_events: '', diff --git a/frontend/src/types.ts b/frontend/src/types.ts index be96494253ae8..58f54b786a7df 100644 --- a/frontend/src/types.ts +++ b/frontend/src/types.ts @@ -3597,6 +3597,7 @@ export type BatchExportDestinationS3 = { encryption: string | null kms_key_id: string | null endpoint_url: string | null + file_format: string } } From 17c5876ef880f3771af2f4a08f88b01e9bb752a9 Mon Sep 17 00:00:00 2001 From: Xavier Vello Date: Fri, 22 Mar 2024 15:05:54 +0100 Subject: [PATCH 40/51] chore(blobby): raise overflow trigger again (#21104) --- plugin-server/src/config/config.ts | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/plugin-server/src/config/config.ts b/plugin-server/src/config/config.ts index dcaebe4c1097a..def72eea474bb 100644 --- a/plugin-server/src/config/config.ts +++ b/plugin-server/src/config/config.ts @@ -164,8 +164,8 @@ export function getDefaultConfig(): PluginsServerConfig { SESSION_RECORDING_KAFKA_DEBUG: undefined, SESSION_RECORDING_MAX_PARALLEL_FLUSHES: 10, SESSION_RECORDING_OVERFLOW_ENABLED: false, - SESSION_RECORDING_OVERFLOW_BUCKET_REPLENISH_RATE: 2_000_000, // 2MB/second uncompressed, sustained - SESSION_RECORDING_OVERFLOW_BUCKET_CAPACITY: 100_000_000, // 100MB burst + SESSION_RECORDING_OVERFLOW_BUCKET_REPLENISH_RATE: 5_000_000, // 5MB/second uncompressed, sustained + SESSION_RECORDING_OVERFLOW_BUCKET_CAPACITY: 200_000_000, // 200MB burst } } From e5bec128fc75cf42ab61bfa274fa856b6ef52556 Mon Sep 17 00:00:00 2001 From: Paul D'Ambra Date: Fri, 22 Mar 2024 17:48:43 +0000 Subject: [PATCH 41/51] fix: invalid text node should not render (#21093) --- .../increment-with-child-duplication.json | 7 + .../__snapshots__/transform.test.ts.snap | 162 ++++++++++++++++++ ee/frontend/mobile-replay/transform.test.ts | 37 ++++ .../mobile-replay/transformer/transformers.ts | 26 ++- 4 files changed, 223 insertions(+), 9 deletions(-) diff --git a/ee/frontend/mobile-replay/__mocks__/increment-with-child-duplication.json b/ee/frontend/mobile-replay/__mocks__/increment-with-child-duplication.json index c17efc6d9e246..7ffc2e5f38e5c 100644 --- a/ee/frontend/mobile-replay/__mocks__/increment-with-child-duplication.json +++ b/ee/frontend/mobile-replay/__mocks__/increment-with-child-duplication.json @@ -191,6 +191,13 @@ "x": 66, "y": 556 } + }, + { + "parentId": 209272202, + "wireframe": { + "id": 52129787123, + "type": "text" + } } ], "removes": [ diff --git a/ee/frontend/mobile-replay/__snapshots__/transform.test.ts.snap b/ee/frontend/mobile-replay/__snapshots__/transform.test.ts.snap index a421f7ff220bf..bbde91f8defc6 100644 --- a/ee/frontend/mobile-replay/__snapshots__/transform.test.ts.snap +++ b/ee/frontend/mobile-replay/__snapshots__/transform.test.ts.snap @@ -160,6 +160,147 @@ exports[`replay/transform transform can convert images 1`] = ` ] `; +exports[`replay/transform transform can convert invalid text wireframe 1`] = ` +[ + { + "data": { + "height": 600, + "href": "", + "width": 300, + }, + "timestamp": 1, + "type": 4, + }, + { + "data": { + "initialOffset": { + "left": 0, + "top": 0, + }, + "node": { + "childNodes": [ + { + "id": 2, + "name": "html", + "publicId": "", + "systemId": "", + "type": 1, + }, + { + "attributes": { + "data-rrweb-id": 3, + "style": "height: 100vh; width: 100vw;", + }, + "childNodes": [ + { + "attributes": { + "data-rrweb-id": 4, + }, + "childNodes": [ + { + "attributes": { + "type": "text/css", + }, + "childNodes": [ + { + "id": 102, + "textContent": " + body { + margin: unset; + } + input, button, select, textarea { + font: inherit; + margin: 0; + padding: 0; + border: 0; + outline: 0; + background: transparent; + padding-block: 0 !important; + } + .input:focus { + outline: none; + } + img { + border-style: none; + } + ", + "type": 3, + }, + ], + "id": 101, + "tagName": "style", + "type": 2, + }, + ], + "id": 4, + "tagName": "head", + "type": 2, + }, + { + "attributes": { + "data-rrweb-id": 5, + "style": "height: 100vh; width: 100vw;", + }, + "childNodes": [ + { + "attributes": { + "data-rrweb-id": 12345, + "style": "border-width: 4px;border-radius: 10px;border-color: #ee3ee4;border-style: solid;color: #ee3ee4;width: 100px;height: 30px;position: fixed;left: 11px;top: 12px;overflow:hidden;white-space:normal;", + }, + "childNodes": [], + "id": 12345, + "tagName": "div", + "type": 2, + }, + { + "attributes": { + "data-render-reason": "a fixed placeholder to contain the keyboard in the correct stacking position", + "data-rrweb-id": 9, + }, + "childNodes": [], + "id": 9, + "tagName": "div", + "type": 2, + }, + { + "attributes": { + "data-rrweb-id": 7, + }, + "childNodes": [], + "id": 7, + "tagName": "div", + "type": 2, + }, + { + "attributes": { + "data-rrweb-id": 11, + }, + "childNodes": [], + "id": 11, + "tagName": "div", + "type": 2, + }, + ], + "id": 5, + "tagName": "body", + "type": 2, + }, + ], + "id": 3, + "tagName": "html", + "type": 2, + }, + ], + "id": 1, + "type": 0, + }, + }, + "timestamp": 1, + "type": 2, + }, +] +`; + exports[`replay/transform transform can convert navigation bar 1`] = ` [ { @@ -1453,6 +1594,20 @@ exports[`replay/transform transform incremental mutations de-duplicate the tree }, "parentId": 52129787, }, + { + "nextId": null, + "node": { + "attributes": { + "data-rrweb-id": 52129787123, + "style": "position: fixed;left: 0px;top: 0px;overflow:hidden;white-space:normal;", + }, + "childNodes": [], + "id": 52129787123, + "tagName": "div", + "type": 2, + }, + "parentId": 209272202, + }, ], "attributes": [], "removes": [ @@ -1689,6 +1844,13 @@ AAAAAAAAAAAAAAAAAAAAAAAAgCN/AW0xMqHnNQceAAAAAElFTkSuQmCC "y": 556, }, }, + { + "parentId": 209272202, + "wireframe": { + "id": 52129787123, + "type": "text", + }, + }, ], "removes": [ { diff --git a/ee/frontend/mobile-replay/transform.test.ts b/ee/frontend/mobile-replay/transform.test.ts index 788bb65655d3d..92384e48b2986 100644 --- a/ee/frontend/mobile-replay/transform.test.ts +++ b/ee/frontend/mobile-replay/transform.test.ts @@ -480,6 +480,43 @@ describe('replay/transform', () => { expect(converted).toMatchSnapshot() }) + test('can convert invalid text wireframe', () => { + const converted = posthogEEModule.mobileReplay?.transformToWeb([ + { + data: { + width: 300, + height: 600, + }, + timestamp: 1, + type: 4, + }, + { + type: 2, + data: { + wireframes: [ + { + id: 12345, + type: 'text', + x: 11, + y: 12, + width: 100, + height: 30, + style: { + color: '#ee3ee4', + borderColor: '#ee3ee4', + borderWidth: '4', + borderRadius: '10px', + }, + // text property is missing + }, + ], + }, + timestamp: 1, + }, + ]) + expect(converted).toMatchSnapshot() + }) + test('can set background image to base64 png', () => { const converted = posthogEEModule.mobileReplay?.transformToWeb([ { diff --git a/ee/frontend/mobile-replay/transformer/transformers.ts b/ee/frontend/mobile-replay/transformer/transformers.ts index 1527a24d7dbeb..f2b7324a475fa 100644 --- a/ee/frontend/mobile-replay/transformer/transformers.ts +++ b/ee/frontend/mobile-replay/transformer/transformers.ts @@ -105,6 +105,10 @@ export function _isPositiveInteger(id: unknown): id is number { return typeof id === 'number' && id > 0 && id % 1 === 0 } +function _isNullish(x: unknown): x is null | undefined { + return x === null || x === undefined +} + function isRemovedNodeMutation(x: addedNodeMutation | removedNodeMutation): x is removedNodeMutation { return isObject(x) && 'id' in x } @@ -218,6 +222,17 @@ function makeTextElement( // because we might have to style the text, we always wrap it in a div // and apply styles to that const id = context.idSequence.next().value + + const childNodes = [...children] + if (!_isNullish(wireframe.text)) { + childNodes.unshift({ + type: NodeType.Text, + textContent: wireframe.text, + // since the text node is wrapped, we assign it a synthetic id + id, + }) + } + return { result: { type: NodeType.Element, @@ -227,15 +242,7 @@ function makeTextElement( 'data-rrweb-id': wireframe.id, }, id: wireframe.id, - childNodes: [ - { - type: NodeType.Text, - textContent: wireframe.text, - // since the text node is wrapped, we assign it a synthetic id - id: id, - }, - ...children, - ], + childNodes, }, context, } @@ -983,6 +990,7 @@ function isMobileIncrementalSnapshotEvent(x: unknown): x is MobileIncrementalSna function makeIncrementalAdd(add: MobileNodeMutation, context: ConversionContext): addedNodeMutation[] | null { const converted = convertWireframe(add.wireframe, context) + if (!converted) { return null } From 060ebc2b0b56e51fcee2e12e4433c38f99911e2e Mon Sep 17 00:00:00 2001 From: ted kaemming <65315+tkaemming@users.noreply.github.com> Date: Fri, 22 Mar 2024 10:59:12 -0700 Subject: [PATCH 42/51] feat(hogql): Add basic support for PoE v3 (distinct ID overrides) (#21059) --- ...-funnel-top-to-bottom-breakdown--light.png | Bin 105910 -> 105965 bytes frontend/src/queries/schema.json | 2 +- frontend/src/queries/schema.ts | 2 +- frontend/src/scenes/debug/HogQLDebug.tsx | 1 + mypy-baseline.txt | 2 + posthog/hogql/database/database.py | 25 ++++ .../schema/person_distinct_id_overrides.py | 92 ++++++++++++++ .../test/__snapshots__/test_database.ambr | 116 ++++++++++++++++++ posthog/hogql/test/test_modifiers.py | 7 ++ posthog/schema.py | 1 + 10 files changed, 246 insertions(+), 2 deletions(-) create mode 100644 posthog/hogql/database/schema/person_distinct_id_overrides.py diff --git a/frontend/__snapshots__/scenes-app-insights--funnel-top-to-bottom-breakdown--light.png b/frontend/__snapshots__/scenes-app-insights--funnel-top-to-bottom-breakdown--light.png index 7067293aa1a1eec5e1360ece7c1c77d2f3e46d80..2ed59b8746a73cb5c382c733e3d4bd520133f0c0 100644 GIT binary patch literal 105965 zcmb@uWmuG57%n=BfP#QZw~DlMw}Ny@cR6%-r;>so;?N=8Al)I|-QC>{L!8C;`R%>W zk8^(Pz2~~9nK#zE;#tof4?!PgMA1+PP#_Qpnz+~pc?bmI90GYH_ZSJh1J$=J20tFy 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z$3EsV*?L)SW$Ywl>Q3G7|NHtwFG|+e)UvpO7RFks{;p{wuhuub#GY9G-P-chhF`ii zdv%rJ8r73tZI~!csAzqoibvsbPb}oAv|*X?Tbvtv5Amb#6v^;#?u$;abH`j0 zQ5>~sZMTR^E{SnamOjk#ob&r)d z%CGW_#bw2gIsJwFDT}>$mE!ZjJSBfwShDh8edG3&C%k#S^VMVG+@|RJ)#BARb^A)X z8Fsm%O(~SEgf~_H`F3n__HB)wwwjtCf;rcv)WO3RSLBRGeQ^`YbNE^VgEQ^ShER5cTF9 z=N?E|_~{uo{d)dr&wDbzR9F6wh6b4x@cBO*- setQuery({ diff --git a/mypy-baseline.txt b/mypy-baseline.txt index 9d5fe48cb5777..b8d2d1c94da64 100644 --- a/mypy-baseline.txt +++ b/mypy-baseline.txt @@ -85,6 +85,7 @@ posthog/hogql/parser.py:0: error: "None" has no attribute "text" [attr-defined] posthog/hogql/parser.py:0: error: "None" has no attribute "text" [attr-defined] posthog/hogql/parser.py:0: error: Statement is unreachable [unreachable] posthog/hogql/database/schema/person_distinct_ids.py:0: error: Argument 1 to "select_from_person_distinct_ids_table" has incompatible type "dict[str, list[str]]"; expected "dict[str, list[str | int]]" [arg-type] +posthog/hogql/database/schema/person_distinct_id_overrides.py:0: error: Argument 1 to "select_from_person_distinct_id_overrides_table" has incompatible type "dict[str, list[str]]"; expected "dict[str, list[str | int]]" [arg-type] posthog/hogql/database/schema/cohort_people.py:0: error: Argument "chain" to "Field" has incompatible type "list[str]"; expected "list[str | int]" [arg-type] posthog/hogql/database/schema/cohort_people.py:0: note: "List" is invariant -- see https://mypy.readthedocs.io/en/stable/common_issues.html#variance posthog/hogql/database/schema/cohort_people.py:0: note: Consider using "Sequence" instead, which is covariant @@ -105,6 +106,7 @@ posthog/hogql/database/database.py:0: error: "FieldOrTable" has no attribute "fi posthog/hogql/database/database.py:0: error: "FieldOrTable" has no attribute "fields" [attr-defined] posthog/hogql/database/database.py:0: error: "FieldOrTable" has no attribute "fields" [attr-defined] posthog/hogql/database/database.py:0: error: "FieldOrTable" has no attribute "fields" [attr-defined] +posthog/hogql/database/database.py:0: error: "FieldOrTable" has no attribute "fields" [attr-defined] posthog/hogql/database/database.py:0: error: Incompatible types (expression has type "Literal['view', 'lazy_table']", TypedDict item "type" has type "Literal['integer', 'float', 'string', 'datetime', 'date', 'boolean', 'array', 'json', 'lazy_table', 'virtual_table', 'field_traverser', 'expression']") [typeddict-item] posthog/warehouse/models/datawarehouse_saved_query.py:0: error: Argument 1 to "create_hogql_database" has incompatible type "int | None"; expected "int" [arg-type] posthog/warehouse/models/datawarehouse_saved_query.py:0: error: Incompatible types in assignment (expression has type "Expr", variable has type "SelectQuery | SelectUnionQuery") [assignment] diff --git a/posthog/hogql/database/database.py b/posthog/hogql/database/database.py index 6909211070e59..de12a8267d911 100644 --- a/posthog/hogql/database/database.py +++ b/posthog/hogql/database/database.py @@ -31,6 +31,11 @@ from posthog.hogql.database.schema.events import EventsTable from posthog.hogql.database.schema.groups import GroupsTable, RawGroupsTable from posthog.hogql.database.schema.numbers import NumbersTable +from posthog.hogql.database.schema.person_distinct_id_overrides import ( + PersonDistinctIdOverridesTable, + RawPersonDistinctIdOverridesTable, + join_with_person_distinct_id_overrides_table, +) from posthog.hogql.database.schema.person_distinct_ids import ( PersonDistinctIdsTable, RawPersonDistinctIdsTable, @@ -66,6 +71,7 @@ class Database(BaseModel): groups: GroupsTable = GroupsTable() persons: PersonsTable = PersonsTable() person_distinct_ids: PersonDistinctIdsTable = PersonDistinctIdsTable() + person_distinct_id_overrides: PersonDistinctIdOverridesTable = PersonDistinctIdOverridesTable() person_overrides: PersonOverridesTable = PersonOverridesTable() session_replay_events: SessionReplayEventsTable = SessionReplayEventsTable() @@ -81,6 +87,7 @@ class Database(BaseModel): raw_persons: RawPersonsTable = RawPersonsTable() raw_groups: RawGroupsTable = RawGroupsTable() raw_cohort_people: RawCohortPeople = RawCohortPeople() + raw_person_distinct_id_overrides: RawPersonDistinctIdOverridesTable = RawPersonDistinctIdOverridesTable() raw_person_overrides: RawPersonOverridesTable = RawPersonOverridesTable() raw_sessions: RawSessionsTable = RawSessionsTable() @@ -186,6 +193,24 @@ def create_hogql_database( database.events.fields["poe"].fields["id"] = database.events.fields["person_id"] database.events.fields["person"] = FieldTraverser(chain=["poe"]) + elif modifiers.personsOnEventsMode == PersonsOnEventsMode.v3_enabled: + database.events.fields["event_person_id"] = StringDatabaseField(name="person_id") + database.events.fields["override"] = LazyJoin( + from_field=["distinct_id"], # ??? + join_table=PersonDistinctIdOverridesTable(), + join_function=join_with_person_distinct_id_overrides_table, + ) + database.events.fields["person_id"] = ExpressionField( + name="person_id", + expr=parse_expr( + # NOTE: assumes `join_use_nulls = 0` (the default), as ``override.distinct_id`` is not Nullable + "if(not(empty(override.distinct_id)), override.person_id, event_person_id)", + start=None, + ), + ) + database.events.fields["poe"].fields["id"] = database.events.fields["person_id"] + database.events.fields["person"] = FieldTraverser(chain=["poe"]) + database.persons.fields["$virt_initial_referring_domain_type"] = create_initial_domain_type( "$virt_initial_referring_domain_type" ) diff --git a/posthog/hogql/database/schema/person_distinct_id_overrides.py b/posthog/hogql/database/schema/person_distinct_id_overrides.py new file mode 100644 index 0000000000000..ae31440b10b7d --- /dev/null +++ b/posthog/hogql/database/schema/person_distinct_id_overrides.py @@ -0,0 +1,92 @@ +from typing import Dict, List +from posthog.hogql.ast import SelectQuery +from posthog.hogql.context import HogQLContext + +from posthog.hogql.database.argmax import argmax_select +from posthog.hogql.database.models import ( + Table, + IntegerDatabaseField, + StringDatabaseField, + BooleanDatabaseField, + LazyJoin, + LazyTable, + FieldOrTable, +) +from posthog.hogql.database.schema.persons import join_with_persons_table +from posthog.hogql.errors import HogQLException +from posthog.schema import HogQLQueryModifiers + +PERSON_DISTINCT_ID_OVERRIDES_FIELDS = { + "team_id": IntegerDatabaseField(name="team_id"), + "distinct_id": StringDatabaseField(name="distinct_id"), + "person_id": StringDatabaseField(name="person_id"), + "person": LazyJoin( + from_field=["person_id"], + join_table="persons", + join_function=join_with_persons_table, + ), +} + + +def select_from_person_distinct_id_overrides_table(requested_fields: Dict[str, List[str | int]]): + # Always include "person_id", as it's the key we use to make further joins, and it'd be great if it's available + if "person_id" not in requested_fields: + requested_fields = {**requested_fields, "person_id": ["person_id"]} + return argmax_select( + table_name="raw_person_distinct_id_overrides", + select_fields=requested_fields, + group_fields=["distinct_id"], + argmax_field="version", + deleted_field="is_deleted", + ) + + +def join_with_person_distinct_id_overrides_table( + from_table: str, + to_table: str, + requested_fields: Dict[str, List[str]], + context: HogQLContext, + node: SelectQuery, +): + from posthog.hogql import ast + + if not requested_fields: + raise HogQLException("No fields requested from person_distinct_id_overrides") + join_expr = ast.JoinExpr(table=select_from_person_distinct_id_overrides_table(requested_fields)) + join_expr.join_type = "LEFT OUTER JOIN" + join_expr.alias = to_table + join_expr.constraint = ast.JoinConstraint( + expr=ast.CompareOperation( + op=ast.CompareOperationOp.Eq, + left=ast.Field(chain=[from_table, "distinct_id"]), + right=ast.Field(chain=[to_table, "distinct_id"]), + ) + ) + return join_expr + + +class RawPersonDistinctIdOverridesTable(Table): + fields: Dict[str, FieldOrTable] = { + **PERSON_DISTINCT_ID_OVERRIDES_FIELDS, + "is_deleted": BooleanDatabaseField(name="is_deleted"), + "version": IntegerDatabaseField(name="version"), + } + + def to_printed_clickhouse(self, context): + return "person_distinct_id_overrides" + + def to_printed_hogql(self): + return "raw_person_distinct_id_overrides" + + +class PersonDistinctIdOverridesTable(LazyTable): + fields: Dict[str, FieldOrTable] = PERSON_DISTINCT_ID_OVERRIDES_FIELDS + + def lazy_select(self, requested_fields: Dict[str, List[str | int]], modifiers: HogQLQueryModifiers): + return select_from_person_distinct_id_overrides_table(requested_fields) + + def to_printed_clickhouse(self, context): + return "person_distinct_id_overrides" + + def to_printed_hogql(self): + return "person_distinct_id_overrides" diff --git a/posthog/hogql/database/test/__snapshots__/test_database.ambr b/posthog/hogql/database/test/__snapshots__/test_database.ambr index db4dfc8f6df9f..63c2d16ce87aa 100644 --- a/posthog/hogql/database/test/__snapshots__/test_database.ambr +++ b/posthog/hogql/database/test/__snapshots__/test_database.ambr @@ -304,6 +304,31 @@ ] } ], + "person_distinct_id_overrides": [ + { + "key": "distinct_id", + "type": "string" + }, + { + "key": "person_id", + "type": "string" + }, + { + "key": "person", + "type": "lazy_table", + "table": "persons", + "fields": [ + "id", + "created_at", + "team_id", + "properties", + "is_identified", + "pdi", + "$virt_initial_referring_domain_type", + "$virt_initial_channel_type" + ] + } + ], "person_overrides": [ { "key": "old_person_id", @@ -790,6 +815,39 @@ "type": "integer" } ], + "raw_person_distinct_id_overrides": [ + { + "key": "distinct_id", + "type": "string" + }, + { + "key": "person_id", + "type": "string" + }, + { + "key": "person", + "type": "lazy_table", + "table": "persons", + "fields": [ + "id", + "created_at", + "team_id", + "properties", + "is_identified", + "pdi", + "$virt_initial_referring_domain_type", + "$virt_initial_channel_type" + ] + }, + { + "key": "is_deleted", + "type": "boolean" + }, + { + "key": "version", + "type": "integer" + } + ], "raw_person_overrides": [ { "key": "old_person_id", @@ -1155,6 +1213,31 @@ ] } ], + "person_distinct_id_overrides": [ + { + "key": "distinct_id", + "type": "string" + }, + { + "key": "person_id", + "type": "string" + }, + { + "key": "person", + "type": "lazy_table", + "table": "persons", + "fields": [ + "id", + "created_at", + "team_id", + "properties", + "is_identified", + "pdi", + "$virt_initial_referring_domain_type", + "$virt_initial_channel_type" + ] + } + ], "person_overrides": [ { "key": "old_person_id", @@ -1641,6 +1724,39 @@ "type": "integer" } ], + "raw_person_distinct_id_overrides": [ + { + "key": "distinct_id", + "type": "string" + }, + { + "key": "person_id", + "type": "string" + }, + { + "key": "person", + "type": "lazy_table", + "table": "persons", + "fields": [ + "id", + "created_at", + "team_id", + "properties", + "is_identified", + "pdi", + "$virt_initial_referring_domain_type", + "$virt_initial_channel_type" + ] + }, + { + "key": "is_deleted", + "type": "boolean" + }, + { + "key": "version", + "type": "integer" + } + ], "raw_person_overrides": [ { "key": "old_person_id", diff --git a/posthog/hogql/test/test_modifiers.py b/posthog/hogql/test/test_modifiers.py index eba1f5195ab3d..b2b0ef1e40630 100644 --- a/posthog/hogql/test/test_modifiers.py +++ b/posthog/hogql/test/test_modifiers.py @@ -74,6 +74,13 @@ def test_modifiers_persons_on_events_mode_mapping(self): "events.person_properties AS properties", "toTimeZone(events.person_created_at, %(hogql_val_1)s) AS created_at", ), + ( + PersonsOnEventsMode.v3_enabled, + "events.event AS event", + "if(not(empty(events__override.distinct_id)), events__override.person_id, events.person_id) AS id", + "events.person_properties AS properties", + "toTimeZone(events.person_created_at, %(hogql_val_0)s) AS created_at", + ), ] for mode, *expected in test_cases: diff --git a/posthog/schema.py b/posthog/schema.py index dc77da163db17..c88f8bf3f76de 100644 --- a/posthog/schema.py +++ b/posthog/schema.py @@ -418,6 +418,7 @@ class PersonsOnEventsMode(str, Enum): v1_enabled = "v1_enabled" v1_mixed = "v1_mixed" v2_enabled = "v2_enabled" + v3_enabled = "v3_enabled" class HogQLQueryModifiers(BaseModel): From 3bacde5dfa3a19933dfaded10f255e1939a63d5d Mon Sep 17 00:00:00 2001 From: ted kaemming <65315+tkaemming@users.noreply.github.com> Date: Fri, 22 Mar 2024 13:00:26 -0700 Subject: [PATCH 43/51] fix: Update `PersonDistinctIdOverridesTable` to be consistent with updated `LazyTable` interface (#21113) --- posthog/hogql/database/schema/person_distinct_id_overrides.py | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/posthog/hogql/database/schema/person_distinct_id_overrides.py b/posthog/hogql/database/schema/person_distinct_id_overrides.py index ae31440b10b7d..34df59655c24d 100644 --- a/posthog/hogql/database/schema/person_distinct_id_overrides.py +++ b/posthog/hogql/database/schema/person_distinct_id_overrides.py @@ -14,7 +14,6 @@ ) from posthog.hogql.database.schema.persons import join_with_persons_table from posthog.hogql.errors import HogQLException -from posthog.schema import HogQLQueryModifiers PERSON_DISTINCT_ID_OVERRIDES_FIELDS = { "team_id": IntegerDatabaseField(name="team_id"), @@ -82,7 +81,7 @@ def to_printed_hogql(self): class PersonDistinctIdOverridesTable(LazyTable): fields: Dict[str, FieldOrTable] = PERSON_DISTINCT_ID_OVERRIDES_FIELDS - def lazy_select(self, requested_fields: Dict[str, List[str | int]], modifiers: HogQLQueryModifiers): + def lazy_select(self, requested_fields: Dict[str, List[str | int]], context: HogQLContext, node: SelectQuery): return select_from_person_distinct_id_overrides_table(requested_fields) def to_printed_clickhouse(self, context): From ced62f45d1b9a4a530605969864aaf2c34fb4cef Mon Sep 17 00:00:00 2001 From: Zach Waterfield Date: Fri, 22 Mar 2024 14:46:52 -0600 Subject: [PATCH 44/51] chore: signup page footer support copy (#21089) * Remove slack from signup support methods * Update SignupContainer.tsx * Update UI snapshots for `chromium` (1) --------- Co-authored-by: github-actions <41898282+github-actions[bot]@users.noreply.github.com> --- .../scenes-other-signup--cloud--light.png | Bin 63485 -> 64643 bytes ...cenes-other-signup--self-hosted--light.png | Bin 62733 -> 63330 bytes ...s-other-signup--self-hosted-sso--light.png | Bin 70840 -> 71521 bytes .../authentication/signup/SignupContainer.tsx | 8 ++------ 4 files changed, 2 insertions(+), 6 deletions(-) diff --git a/frontend/__snapshots__/scenes-other-signup--cloud--light.png b/frontend/__snapshots__/scenes-other-signup--cloud--light.png index 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z#kzzKW5qL!Gb+MMDb5j05yt0oTj??S5%cERw_@!)9{w+ug2&thq$70;i;Ds>GS4xX zztz;$EtF+nuCBh|LvfP{zY58twX4U4MvQp|9L4z{{gZ{UjqRa@GNikF*l`~!f2{yxmW5c_%l7tHxZvXENtv;oBCw?n5#&Zz&TE890(RsU{F$dg770(nCr_SKdX$jAi&lZs zbd6NjcO&2Bl@**5b-qUm3k*IOGcde83K~=j=Q~4A?iw2(e+wOE4XaY?-o3D~F+Z0e zDU9oA{?ns1RI(TEt)lP>v8H7)n=iD6AnYRFuD*QBV_zf3w^i&BLSQ(l@1 z3RBiA>Mj#?XVj~S$!VqC^d6%;Ax$hWJ;sBS&;9Th7k4f<$Slu;_q?10J3wLQqKPcw#+%>PbUz8`ItP5DqZK^26)6=swwY0)H?zUYQ6O0SAg;*J z+N$`o7QKXBt4R&!Z?cO}oT>e}#U@w~X=u%{_}0cqflbl6OnsyGjz!QIWXzPwzMe!x z2M1XaZo5Ohy#-GXw%f%$it(eOPU<-4E2fq)Ea#b+*1QS$E)1Y9j0&@U9PiW5vrcwF zou}6i*!dCCObWATk`UB4KMN2 Date: Fri, 22 Mar 2024 17:54:26 -0400 Subject: [PATCH 45/51] chore(data-warehouse): assume timestamp type when defining expression (#21084) * assume timestamp type when defining expression * Update query snapshots * Update query snapshots * add logic --------- Co-authored-by: github-actions <41898282+github-actions[bot]@users.noreply.github.com> --- posthog/hogql/database/database.py | 21 ++++++++++++---- .../test_trends_data_warehouse_query.ambr | 24 +++++++++---------- posthog/warehouse/models/table.py | 13 +++++++++- 3 files changed, 40 insertions(+), 18 deletions(-) diff --git a/posthog/hogql/database/database.py b/posthog/hogql/database/database.py index de12a8267d911..afeac3c26a143 100644 --- a/posthog/hogql/database/database.py +++ b/posthog/hogql/database/database.py @@ -58,7 +58,6 @@ from posthog.models.team.team import WeekStartDay from posthog.schema import HogQLQueryModifiers, PersonsOnEventsMode - if TYPE_CHECKING: from posthog.models import Team @@ -234,10 +233,22 @@ def create_hogql_database( ) if "timestamp" not in tables[warehouse_modifier.table_name].fields.keys(): - tables[warehouse_modifier.table_name].fields["timestamp"] = ExpressionField( - name="timestamp", - expr=ast.Call(name="toDateTime", args=[ast.Field(chain=[warehouse_modifier.timestamp_field])]), - ) + table_model = DataWarehouseTable.objects.filter( + team_id=team.pk, name=warehouse_modifier.table_name + ).latest("created_at") + timestamp_field_type = table_model.get_clickhouse_column_type(warehouse_modifier.timestamp_field) + + # If field type is none or datetime, we can use the field directly + if timestamp_field_type is None or timestamp_field_type.startswith("DateTime"): + tables[warehouse_modifier.table_name].fields["timestamp"] = ExpressionField( + name="timestamp", + expr=ast.Field(chain=[warehouse_modifier.timestamp_field]), + ) + else: + tables[warehouse_modifier.table_name].fields["timestamp"] = ExpressionField( + name="timestamp", + expr=ast.Call(name="toDateTime", args=[ast.Field(chain=[warehouse_modifier.timestamp_field])]), + ) # TODO: Need to decide how the distinct_id and person_id fields are going to be handled if "distinct_id" not in tables[warehouse_modifier.table_name].fields.keys(): diff --git a/posthog/hogql_queries/insights/trends/test/__snapshots__/test_trends_data_warehouse_query.ambr b/posthog/hogql_queries/insights/trends/test/__snapshots__/test_trends_data_warehouse_query.ambr index 1e3bc1b5cbad6..bd7142030fe3a 100644 --- a/posthog/hogql_queries/insights/trends/test/__snapshots__/test_trends_data_warehouse_query.ambr +++ b/posthog/hogql_queries/insights/trends/test/__snapshots__/test_trends_data_warehouse_query.ambr @@ -4,7 +4,7 @@ SELECT toString(e.prop_1) AS value, count(e.id) AS count FROM s3('http://host.docker.internal:19000/posthog/test_storage_bucket-posthog.hogql.datawarehouse.trendquery/*.parquet', 'object_storage_root_user', 'object_storage_root_password', 'Parquet', 'id String, prop_1 String, prop_2 String, created DateTime64(3, \'UTC\')') AS e - WHERE and(and(ifNull(greaterOrEquals(toTimeZone(e.created, 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2023-01-01 00:00:00', 6, 'UTC')))), 0), ifNull(lessOrEquals(toTimeZone(e.created, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2023-01-07 23:59:59', 6, 'UTC'))), 0)), and(ifNull(greaterOrEquals(toDateTime(toTimeZone(e.created, 'UTC'), 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2023-01-01 00:00:00', 6, 'UTC')))), 0), ifNull(lessOrEquals(toDateTime(toTimeZone(e.created, 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2023-01-07 23:59:59', 6, 'UTC'))), 0))) + WHERE and(and(ifNull(greaterOrEquals(toTimeZone(e.created, 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2023-01-01 00:00:00', 6, 'UTC')))), 0), ifNull(lessOrEquals(toTimeZone(e.created, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2023-01-07 23:59:59', 6, 'UTC'))), 0)), and(ifNull(greaterOrEquals(toTimeZone(e.created, 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2023-01-01 00:00:00', 6, 'UTC')))), 0), ifNull(lessOrEquals(toTimeZone(e.created, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2023-01-07 23:59:59', 6, 'UTC'))), 0))) GROUP BY value ORDER BY count DESC, value DESC LIMIT 26 SETTINGS readonly=2, @@ -36,10 +36,10 @@ JOIN breakdown_value AS breakdown_value) AS sec ORDER BY sec.breakdown_value ASC, day_start ASC UNION ALL SELECT count(e.id) AS total, - toStartOfDay(toDateTime(toTimeZone(e.created, 'UTC'), 'UTC')) AS day_start, + toStartOfDay(toTimeZone(e.created, 'UTC')) AS day_start, transform(ifNull(toString(e.prop_1), '$$_posthog_breakdown_null_$$'), ['d', 'c', 'b', 'a'], ['d', 'c', 'b', 'a'], '$$_posthog_breakdown_other_$$') AS breakdown_value FROM s3('http://host.docker.internal:19000/posthog/test_storage_bucket-posthog.hogql.datawarehouse.trendquery/*.parquet', 'object_storage_root_user', 'object_storage_root_password', 'Parquet', 'id String, prop_1 String, prop_2 String, created DateTime64(3, \'UTC\')') AS e - WHERE and(ifNull(greaterOrEquals(toDateTime(toTimeZone(e.created, 'UTC'), 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2023-01-01 00:00:00', 6, 'UTC')))), 0), ifNull(lessOrEquals(toDateTime(toTimeZone(e.created, 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2023-01-07 23:59:59', 6, 'UTC'))), 0), or(ifNull(equals(toString(e.prop_1), 'd'), 0), ifNull(equals(toString(e.prop_1), 'c'), 0), ifNull(equals(toString(e.prop_1), 'b'), 0), ifNull(equals(toString(e.prop_1), 'a'), 0))) + WHERE and(ifNull(greaterOrEquals(toTimeZone(e.created, 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2023-01-01 00:00:00', 6, 'UTC')))), 0), ifNull(lessOrEquals(toTimeZone(e.created, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2023-01-07 23:59:59', 6, 'UTC'))), 0), or(ifNull(equals(toString(e.prop_1), 'd'), 0), ifNull(equals(toString(e.prop_1), 'c'), 0), ifNull(equals(toString(e.prop_1), 'b'), 0), ifNull(equals(toString(e.prop_1), 'a'), 0))) GROUP BY day_start, breakdown_value) GROUP BY day_start, @@ -57,7 +57,7 @@ SELECT toString(e.prop_1) AS value, count(e.id) AS count FROM s3('http://host.docker.internal:19000/posthog/test_storage_bucket-posthog.hogql.datawarehouse.trendquery/*.parquet', 'object_storage_root_user', 'object_storage_root_password', 'Parquet', 'id String, prop_1 String, prop_2 String, created DateTime64(3, \'UTC\')') AS e - WHERE and(and(ifNull(greaterOrEquals(toTimeZone(e.created, 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2023-01-01 00:00:00', 6, 'UTC')))), 0), ifNull(lessOrEquals(toTimeZone(e.created, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2023-01-07 23:59:59', 6, 'UTC'))), 0)), and(ifNull(greaterOrEquals(toDateTime(toTimeZone(e.created, 'UTC'), 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2023-01-01 00:00:00', 6, 'UTC')))), 0), ifNull(lessOrEquals(toDateTime(toTimeZone(e.created, 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2023-01-07 23:59:59', 6, 'UTC'))), 0), equals(e.prop_1, 'a'))) + WHERE and(and(ifNull(greaterOrEquals(toTimeZone(e.created, 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2023-01-01 00:00:00', 6, 'UTC')))), 0), ifNull(lessOrEquals(toTimeZone(e.created, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2023-01-07 23:59:59', 6, 'UTC'))), 0)), and(ifNull(greaterOrEquals(toTimeZone(e.created, 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2023-01-01 00:00:00', 6, 'UTC')))), 0), ifNull(lessOrEquals(toTimeZone(e.created, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2023-01-07 23:59:59', 6, 'UTC'))), 0), equals(e.prop_1, 'a'))) GROUP BY value ORDER BY count DESC, value DESC LIMIT 26 SETTINGS readonly=2, @@ -89,10 +89,10 @@ JOIN breakdown_value AS breakdown_value) AS sec ORDER BY sec.breakdown_value ASC, day_start ASC UNION ALL SELECT count(e.id) AS total, - toStartOfDay(toDateTime(toTimeZone(e.created, 'UTC'), 'UTC')) AS day_start, + toStartOfDay(toTimeZone(e.created, 'UTC')) AS day_start, transform(ifNull(toString(e.prop_1), '$$_posthog_breakdown_null_$$'), ['a'], ['a'], '$$_posthog_breakdown_other_$$') AS breakdown_value FROM s3('http://host.docker.internal:19000/posthog/test_storage_bucket-posthog.hogql.datawarehouse.trendquery/*.parquet', 'object_storage_root_user', 'object_storage_root_password', 'Parquet', 'id String, prop_1 String, prop_2 String, created DateTime64(3, \'UTC\')') AS e - WHERE and(ifNull(greaterOrEquals(toDateTime(toTimeZone(e.created, 'UTC'), 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2023-01-01 00:00:00', 6, 'UTC')))), 0), ifNull(lessOrEquals(toDateTime(toTimeZone(e.created, 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2023-01-07 23:59:59', 6, 'UTC'))), 0), equals(e.prop_1, 'a'), ifNull(equals(toString(e.prop_1), 'a'), 0)) + WHERE and(ifNull(greaterOrEquals(toTimeZone(e.created, 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2023-01-01 00:00:00', 6, 'UTC')))), 0), ifNull(lessOrEquals(toTimeZone(e.created, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2023-01-07 23:59:59', 6, 'UTC'))), 0), equals(e.prop_1, 'a'), ifNull(equals(toString(e.prop_1), 'a'), 0)) GROUP BY day_start, breakdown_value) GROUP BY day_start, @@ -119,9 +119,9 @@ UNION ALL SELECT 0 AS total, toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2023-01-01 00:00:00', 6, 'UTC'))) AS day_start UNION ALL SELECT count(e.id) AS total, - toStartOfDay(toDateTime(toTimeZone(e.created, 'UTC'), 'UTC')) AS day_start + toStartOfDay(toTimeZone(e.created, 'UTC')) AS day_start FROM s3('http://host.docker.internal:19000/posthog/test_storage_bucket-posthog.hogql.datawarehouse.trendquery/*.parquet', 'object_storage_root_user', 'object_storage_root_password', 'Parquet', 'id String, prop_1 String, prop_2 String, created DateTime64(3, \'UTC\')') AS e - WHERE and(ifNull(greaterOrEquals(toDateTime(toTimeZone(e.created, 'UTC'), 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2023-01-01 00:00:00', 6, 'UTC')))), 0), ifNull(lessOrEquals(toDateTime(toTimeZone(e.created, 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2023-01-07 23:59:59', 6, 'UTC'))), 0)) + WHERE and(ifNull(greaterOrEquals(toTimeZone(e.created, 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2023-01-01 00:00:00', 6, 'UTC')))), 0), ifNull(lessOrEquals(toTimeZone(e.created, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2023-01-07 23:59:59', 6, 'UTC'))), 0)) GROUP BY day_start) GROUP BY day_start ORDER BY day_start ASC) @@ -145,9 +145,9 @@ UNION ALL SELECT 0 AS total, toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2023-01-01 00:00:00', 6, 'UTC'))) AS day_start UNION ALL SELECT count(e.id) AS total, - toStartOfDay(toDateTime(toTimeZone(e.created, 'UTC'), 'UTC')) AS day_start + toStartOfDay(toTimeZone(e.created, 'UTC')) AS day_start FROM s3('http://host.docker.internal:19000/posthog/test_storage_bucket-posthog.hogql.datawarehouse.trendquery/*.parquet', 'object_storage_root_user', 'object_storage_root_password', 'Parquet', 'id String, prop_1 String, prop_2 String, created DateTime64(3, \'UTC\')') AS e - WHERE and(ifNull(greaterOrEquals(toDateTime(toTimeZone(e.created, 'UTC'), 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2023-01-01 00:00:00', 6, 'UTC')))), 0), ifNull(lessOrEquals(toDateTime(toTimeZone(e.created, 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2023-01-07 23:59:59', 6, 'UTC'))), 0), equals(e.prop_1, 'a')) + WHERE and(ifNull(greaterOrEquals(toTimeZone(e.created, 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2023-01-01 00:00:00', 6, 'UTC')))), 0), ifNull(lessOrEquals(toTimeZone(e.created, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2023-01-07 23:59:59', 6, 'UTC'))), 0), equals(e.prop_1, 'a')) GROUP BY day_start) GROUP BY day_start ORDER BY day_start ASC) @@ -171,9 +171,9 @@ UNION ALL SELECT 0 AS total, toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2023-01-01 00:00:00', 6, 'UTC'))) AS day_start UNION ALL SELECT count(e.id) AS total, - toStartOfDay(toDateTime(toTimeZone(e.created, 'UTC'), 'UTC')) AS day_start + toStartOfDay(toTimeZone(e.created, 'UTC')) AS day_start FROM s3('http://host.docker.internal:19000/posthog/test_storage_bucket-posthog.hogql.datawarehouse.trendquery/*.parquet', 'object_storage_root_user', 'object_storage_root_password', 'Parquet', 'id String, prop_1 String, prop_2 String, created DateTime64(3, \'UTC\')') AS e - WHERE and(ifNull(greaterOrEquals(toDateTime(toTimeZone(e.created, 'UTC'), 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2023-01-01 00:00:00', 6, 'UTC')))), 0), ifNull(lessOrEquals(toDateTime(toTimeZone(e.created, 'UTC'), 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2023-01-07 23:59:59', 6, 'UTC'))), 0), equals(e.prop_1, 'a')) + WHERE and(ifNull(greaterOrEquals(toTimeZone(e.created, 'UTC'), toStartOfDay(assumeNotNull(parseDateTime64BestEffortOrNull('2023-01-01 00:00:00', 6, 'UTC')))), 0), ifNull(lessOrEquals(toTimeZone(e.created, 'UTC'), assumeNotNull(parseDateTime64BestEffortOrNull('2023-01-07 23:59:59', 6, 'UTC'))), 0), equals(e.prop_1, 'a')) GROUP BY day_start) GROUP BY day_start ORDER BY day_start ASC) diff --git a/posthog/warehouse/models/table.py b/posthog/warehouse/models/table.py index 91c6f61709d6e..23cc5a7ce9541 100644 --- a/posthog/warehouse/models/table.py +++ b/posthog/warehouse/models/table.py @@ -1,4 +1,4 @@ -from typing import Dict +from typing import Dict, Optional from django.db import models from posthog.client import sync_execute @@ -175,6 +175,17 @@ def hogql_definition(self) -> S3Table: structure=", ".join(structure), ) + def get_clickhouse_column_type(self, column_name: str) -> Optional[str]: + clickhouse_type = self.columns.get(column_name, None) + + if isinstance(clickhouse_type, dict) and self.columns[column_name].get("clickhouse"): + clickhouse_type = self.columns[column_name].get("clickhouse") + + if clickhouse_type.startswith("Nullable("): + clickhouse_type = clickhouse_type.replace("Nullable(", "")[:-1] + + return clickhouse_type + def _safe_expose_ch_error(self, err): err = wrap_query_error(err) for key, value in ExtractErrors.items(): From bb04a18cb9c635d2e08d0ab0c5009647e98dc51c Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Thomas=20Oberm=C3=BCller?= Date: Sat, 23 Mar 2024 10:29:58 +0100 Subject: [PATCH 46/51] fix(hogql): correctly parse breakdown values with quotes for funnels (#21101) --- .../hogql_queries/insights/funnels/base.py | 23 ++++-- .../insights/funnels/funnel_query_context.py | 2 +- .../insights/funnels/funnel_trends.py | 11 ++- .../insights/funnels/test/test_funnel.py | 75 ++++++++++++++++++- .../funnels/test/test_funnel_persons.py | 42 +++++++++++ .../funnels/test/test_funnel_trends.py | 40 ++++++++++ .../hogql_queries/insights/funnels/utils.py | 29 +++---- 7 files changed, 200 insertions(+), 22 deletions(-) diff --git a/posthog/hogql_queries/insights/funnels/base.py b/posthog/hogql_queries/insights/funnels/base.py index ef8782fade54a..4e97d79b94534 100644 --- a/posthog/hogql_queries/insights/funnels/base.py +++ b/posthog/hogql_queries/insights/funnels/base.py @@ -284,6 +284,7 @@ def _get_breakdown_expr(self) -> ast.Expr: properties_column = f"group_{breakdownFilter.breakdown_group_type_index}.properties" return get_breakdown_expr(breakdown, properties_column) elif breakdownType == "hogql": + assert isinstance(breakdown, list) return ast.Alias( alias="value", expr=ast.Array(exprs=[parse_expr(str(value)) for value in breakdown]), @@ -530,6 +531,7 @@ def _add_breakdown_attribution_subquery(self, inner_query: ast.SelectQuery) -> a # so just select that. Except for the empty case, where we select the default. if self._query_has_array_breakdown(): + assert isinstance(breakdown, list) default_breakdown_value = f"""[{','.join(["''" for _ in range(len(breakdown or []))])}]""" # default is [''] when dealing with a single breakdown array, otherwise ['', '', ...., ''] breakdown_selector = parse_expr( @@ -613,7 +615,7 @@ def _build_step_query( event_expr = ast.Constant(value=True) else: # event - event_expr = parse_expr(f"event = '{entity.event}'") + event_expr = parse_expr("event = {event}", {"event": ast.Constant(value=entity.event)}) if entity.properties is not None and entity.properties != []: # add property filters @@ -657,11 +659,15 @@ def _get_funnel_person_step_condition(self) -> ast.Expr: raise ValueError("Missing both funnelStep and funnelCustomSteps") if funnelStepBreakdown is not None: - breakdown_prop_value = funnelStepBreakdown - if isinstance(breakdown_prop_value, int) and breakdownType != "cohort": - breakdown_prop_value = str(breakdown_prop_value) + if isinstance(funnelStepBreakdown, int) and breakdownType != "cohort": + funnelStepBreakdown = str(funnelStepBreakdown) - conditions.append(parse_expr(f"arrayFlatten(array(prop)) = arrayFlatten(array({breakdown_prop_value}))")) + conditions.append( + parse_expr( + "arrayFlatten(array(prop)) = arrayFlatten(array({funnelStepBreakdown}))", + {"funnelStepBreakdown": ast.Constant(value=funnelStepBreakdown)}, + ) + ) return ast.And(exprs=conditions) @@ -898,7 +904,12 @@ def _get_breakdown_prop_expr(self, group_remaining=False) -> List[ast.Expr]: BreakdownType.group, ]: breakdown_values = self._get_breakdown_conditions() - return [parse_expr(f"if(has({breakdown_values}, prop), prop, {other_aggregation}) as prop")] + return [ + parse_expr( + f"if(has({{breakdown_values}}, prop), prop, {other_aggregation}) as prop", + {"breakdown_values": ast.Constant(value=breakdown_values)}, + ) + ] else: # Cohorts don't have "Other" aggregation return [ast.Field(chain=["prop"])] diff --git a/posthog/hogql_queries/insights/funnels/funnel_query_context.py b/posthog/hogql_queries/insights/funnels/funnel_query_context.py index 66a0d28ad3d7f..3b777e3ff8026 100644 --- a/posthog/hogql_queries/insights/funnels/funnel_query_context.py +++ b/posthog/hogql_queries/insights/funnels/funnel_query_context.py @@ -25,7 +25,7 @@ class FunnelQueryContext(QueryContext): interval: IntervalType - breakdown: List[Union[str, int]] | None + breakdown: List[Union[str, int]] | str | int | None breakdownType: BreakdownType breakdownAttributionType: BreakdownAttributionType diff --git a/posthog/hogql_queries/insights/funnels/funnel_trends.py b/posthog/hogql_queries/insights/funnels/funnel_trends.py index 5c370512a20e8..9d486f1b06196 100644 --- a/posthog/hogql_queries/insights/funnels/funnel_trends.py +++ b/posthog/hogql_queries/insights/funnels/funnel_trends.py @@ -203,7 +203,16 @@ def get_query(self) -> ast.SelectQuery: [ ast.Alias( alias="breakdown_value", - expr=ast.Array(exprs=[parse_expr(str(value)) for value in self.breakdown_values]), + expr=ast.Array( + exprs=[ + ( + ast.Array(exprs=[ast.Constant(value=sub_value) for sub_value in value]) + if isinstance(value, list) + else ast.Constant(value=value) + ) + for value in self.breakdown_values + ] + ), hidden=False, ) ] diff --git a/posthog/hogql_queries/insights/funnels/test/test_funnel.py b/posthog/hogql_queries/insights/funnels/test/test_funnel.py index 98f4d060fb905..89382bebfb994 100644 --- a/posthog/hogql_queries/insights/funnels/test/test_funnel.py +++ b/posthog/hogql_queries/insights/funnels/test/test_funnel.py @@ -18,7 +18,14 @@ from posthog.models.group_type_mapping import GroupTypeMapping from posthog.models.property_definition import PropertyDefinition from posthog.queries.funnels import ClickhouseFunnelActors -from posthog.schema import ActorsQuery, EventsNode, FunnelsActorsQuery, FunnelsQuery +from posthog.schema import ( + ActorsQuery, + BreakdownFilter, + DateRange, + EventsNode, + FunnelsActorsQuery, + FunnelsQuery, +) from posthog.test.base import ( APIBaseTest, BaseTest, @@ -3576,6 +3583,72 @@ def test_funnel_window_ignores_dst_transition(self): self.assertEqual(results[1]["average_conversion_time"], 1_207_020) self.assertEqual(results[1]["median_conversion_time"], 1_207_020) + def test_parses_breakdowns_correctly(self): + _create_person( + distinct_ids=[f"user_1"], + team=self.team, + ) + + events_by_person = { + "user_1": [ + { + "event": "$pageview", + "timestamp": datetime(2024, 3, 22, 13, 46), + "properties": {"utm_medium": "test''123"}, + }, + { + "event": "$pageview", + "timestamp": datetime(2024, 3, 22, 13, 47), + "properties": {"utm_medium": "test''123"}, + }, + ], + } + journeys_for(events_by_person, self.team) + + query = FunnelsQuery( + series=[EventsNode(event="$pageview"), EventsNode(event="$pageview")], + dateRange=DateRange( + date_from="2024-03-22", + date_to="2024-03-22", + ), + breakdownFilter=BreakdownFilter(breakdown="utm_medium"), + ) + results = FunnelsQueryRunner(query=query, team=self.team).calculate().results + + self.assertEqual(results[0][1]["breakdown_value"], ["test'123"]) + self.assertEqual(results[0][1]["count"], 1) + + def test_funnel_parses_event_names_correctly(self): + _create_person( + distinct_ids=[f"user_1"], + team=self.team, + ) + + events_by_person = { + "user_1": [ + { + "event": "test''1", + "timestamp": datetime(2024, 3, 22, 13, 46), + }, + { + "event": "test''2", + "timestamp": datetime(2024, 3, 22, 13, 47), + }, + ], + } + journeys_for(events_by_person, self.team) + + query = FunnelsQuery( + series=[EventsNode(event="test'1"), EventsNode()], + dateRange=DateRange( + date_from="2024-03-22", + date_to="2024-03-22", + ), + ) + results = FunnelsQueryRunner(query=query, team=self.team).calculate().results + + self.assertEqual(results[0]["count"], 1) + return TestGetFunnel diff --git a/posthog/hogql_queries/insights/funnels/test/test_funnel_persons.py b/posthog/hogql_queries/insights/funnels/test/test_funnel_persons.py index 4c342d2f2926c..dec7bdd933b3e 100644 --- a/posthog/hogql_queries/insights/funnels/test/test_funnel_persons.py +++ b/posthog/hogql_queries/insights/funnels/test/test_funnel_persons.py @@ -626,3 +626,45 @@ def test_funnel_person_recordings(self): } ], ) + + def test_parses_step_breakdown_correctly(self): + person1 = _create_person( + distinct_ids=["person1"], + team_id=self.team.pk, + properties={"$country": "PL"}, + ) + journeys_for( + { + "person1": [ + { + "event": "sign up", + "timestamp": datetime(2020, 1, 1, 12), + "properties": {"$browser": "test''123"}, + }, + { + "event": "play movie", + "timestamp": datetime(2020, 1, 1, 13), + "properties": {"$browser": "test''123"}, + }, + ], + }, + self.team, + create_people=False, + ) + + filters = { + "insight": INSIGHT_FUNNELS, + "date_from": "2020-01-01", + "date_to": "2020-01-08", + "interval": "day", + "funnel_window_days": 7, + "events": [ + {"id": "sign up", "order": 0}, + {"id": "play movie", "order": 1}, + ], + "breakdown_type": "event", + "breakdown": "$browser", + } + + results = get_actors(filters, self.team, funnelStep=1, funnelStepBreakdown=["test'123"]) + self.assertCountEqual([results[0][0]], [person1.uuid]) diff --git a/posthog/hogql_queries/insights/funnels/test/test_funnel_trends.py b/posthog/hogql_queries/insights/funnels/test/test_funnel_trends.py index 6ca333b036f14..f9c7b107074de 100644 --- a/posthog/hogql_queries/insights/funnels/test/test_funnel_trends.py +++ b/posthog/hogql_queries/insights/funnels/test/test_funnel_trends.py @@ -1387,3 +1387,43 @@ def test_trend_for_hour_based_conversion_window(self): results = FunnelsQueryRunner(query=query, team=self.team, just_summarize=True).calculate().results conversion_rates = [row["conversion_rate"] for row in results] self.assertEqual(conversion_rates, [50.0, 0.0, 0.0, 0.0, 0.0, 0.0]) + + def test_parses_breakdown_correctly(self): + journeys_for( + { + "user_one": [ + { + "event": "step one", + "timestamp": datetime(2021, 5, 1), + "properties": {"$browser": "test''123"}, + }, + { + "event": "step two", + "timestamp": datetime(2021, 5, 3), + "properties": {"$browser": "test''123"}, + }, + ], + }, + self.team, + ) + + filters = { + "insight": INSIGHT_FUNNELS, + "funnel_viz_type": "trends", + "display": TRENDS_LINEAR, + "interval": "day", + "date_from": "2021-05-01 00:00:00", + "date_to": "2021-05-13 23:59:59", + "funnel_window_days": 7, + "events": [ + {"id": "step one", "order": 0}, + {"id": "step two", "order": 1}, + ], + "breakdown_type": "event", + "breakdown": "$browser", + } + + query = cast(FunnelsQuery, filter_to_query(filters)) + results = FunnelsQueryRunner(query=query, team=self.team).calculate().results + + self.assertEqual(len(results), 1) diff --git a/posthog/hogql_queries/insights/funnels/utils.py b/posthog/hogql_queries/insights/funnels/utils.py index 47c1487e5fbcc..cdccce0251a33 100644 --- a/posthog/hogql_queries/insights/funnels/utils.py +++ b/posthog/hogql_queries/insights/funnels/utils.py @@ -61,23 +61,26 @@ def funnel_window_interval_unit_to_sql( def get_breakdown_expr( - breakdown: List[str | int] | None, properties_column: str, normalize_url: bool | None = False + breakdowns: List[str | int] | str | int, properties_column: str, normalize_url: bool | None = False ) -> ast.Expr: - if isinstance(breakdown, str) or isinstance(breakdown, int) or breakdown is None: - return parse_expr(f"ifNull({properties_column}.\"{breakdown}\", '')") + if isinstance(breakdowns, str) or isinstance(breakdowns, int) or breakdowns is None: + return ast.Call( + name="ifNull", args=[ast.Field(chain=[*properties_column.split("."), breakdowns]), ast.Constant(value="")] + ) else: exprs = [] - for b in breakdown: - expr = parse_expr(normalize_url_breakdown(f"ifNull({properties_column}.\"{b}\", '')", normalize_url)) + for breakdown in breakdowns: + expr: ast.Expr = ast.Call( + name="ifNull", + args=[ast.Field(chain=[*properties_column.split("."), breakdown]), ast.Constant(value="")], + ) + if normalize_url: + regex = "[\\\\/?#]*$" + expr = parse_expr( + f"if( empty( replaceRegexpOne({{breakdown_value}}, '{regex}', '') ), '/', replaceRegexpOne({{breakdown_value}}, '{regex}', ''))", + {"breakdown_value": expr}, + ) exprs.append(expr) expression = ast.Array(exprs=exprs) return expression - - -def normalize_url_breakdown(breakdown_value, breakdown_normalize_url: bool | None): - if breakdown_normalize_url: - regex = "[\\\\/?#]*$" - return f"if( empty( replaceRegexpOne({breakdown_value}, '{regex}', '') ), '/', replaceRegexpOne({breakdown_value}, '{regex}', ''))" - - return breakdown_value From bc7770cd52101b01f662a64f6b386fbb53eb8012 Mon Sep 17 00:00:00 2001 From: PostHog Bot <69588470+posthog-bot@users.noreply.github.com> Date: Sat, 23 Mar 2024 15:29:37 -0400 Subject: [PATCH 47/51] chore(deps): Update posthog-js to 1.116.5 (#21118) --- package.json | 2 +- pnpm-lock.yaml | 16 ++++++++-------- 2 files changed, 9 insertions(+), 9 deletions(-) diff --git a/package.json b/package.json index 2128fa3207a76..58e9fcdba1d3a 100644 --- a/package.json +++ b/package.json @@ -145,7 +145,7 @@ "pmtiles": "^2.11.0", "postcss": "^8.4.31", "postcss-preset-env": "^9.3.0", - "posthog-js": "1.116.4", + "posthog-js": "1.116.5", "posthog-js-lite": "2.5.0", "prettier": "^2.8.8", "prop-types": "^15.7.2", diff --git a/pnpm-lock.yaml b/pnpm-lock.yaml index 04806adc67be8..b6375a3382ae2 100644 --- a/pnpm-lock.yaml +++ b/pnpm-lock.yaml @@ -254,8 +254,8 @@ dependencies: specifier: ^9.3.0 version: 9.3.0(postcss@8.4.31) posthog-js: - specifier: 1.116.4 - version: 1.116.4 + specifier: 1.116.5 + version: 1.116.5 posthog-js-lite: specifier: 2.5.0 version: 2.5.0 @@ -13633,7 +13633,7 @@ packages: hogan.js: 3.0.2 htm: 3.1.1 instantsearch-ui-components: 0.3.0 - preact: 10.20.0 + preact: 10.20.1 qs: 6.9.7 search-insights: 2.13.0 dev: false @@ -17454,19 +17454,19 @@ packages: resolution: {integrity: sha512-Urvlp0Vu9h3td0BVFWt0QXFJDoOZcaAD83XM9d91NKMKTVPZtfU0ysoxstIf5mw/ce9ZfuMgpWPaagrZI4rmSg==} dev: false - /posthog-js@1.116.4: - resolution: {integrity: sha512-PZg208/k5OZRQbd9tnGvUgtyRl1IAYyyh74teyIDIH3EnlsAolBlVM4gcoyEYoVkUi5sZLKitj9gTX3/vnEG4Q==} + /posthog-js@1.116.5: + resolution: {integrity: sha512-Dfsy07WGPRqbXNQgfhR5zhcQw4A078xCRX1y0oGmy8xVUmL6QLNNTVKENB4xpo45Ox+88cysi+hEMhd9SfV5Qg==} dependencies: fflate: 0.4.8 - preact: 10.20.0 + preact: 10.20.1 dev: false /potpack@2.0.0: resolution: {integrity: sha512-Q+/tYsFU9r7xoOJ+y/ZTtdVQwTWfzjbiXBDMM/JKUux3+QPP02iUuIoeBQ+Ot6oEDlC+/PGjB/5A3K7KKb7hcw==} dev: false - /preact@10.20.0: - resolution: {integrity: sha512-wU7iZw2BjsaKDal3pDRDy/HpPB6cuFOnVUCcw9aIPKG98+ZrXx3F+szkos8BVME5bquyKDKvRlOJFG8kMkcAbg==} + /preact@10.20.1: + resolution: {integrity: sha512-JIFjgFg9B2qnOoGiYMVBtrcFxHqn+dNXbq76bVmcaHYJFYR4lW67AOcXgAYQQTDYXDOg/kTZrKPNCdRgJ2UJmw==} dev: false /prelude-ls@1.2.1: From a63fd083e223fbb82b130255dd44bc1ae1048eea Mon Sep 17 00:00:00 2001 From: Paul D'Ambra Date: Sun, 24 Mar 2024 12:11:54 +0000 Subject: [PATCH 48/51] chore: remove flag that has been on for four months (#21115) * chore: remove flag that has been on for four months * fix --- frontend/src/lib/constants.tsx | 1 - .../sessionRecordingFilePlaybackLogic.ts | 7 +------ .../player/sessionRecordingDataLogic.ts | 11 ++++------- .../playlist/SessionRecordingsPlaylist.tsx | 11 ++++------- .../SessionRecordingsPlaylistTroubleshooting.tsx | 12 +++--------- 5 files changed, 12 insertions(+), 30 deletions(-) diff --git a/frontend/src/lib/constants.tsx b/frontend/src/lib/constants.tsx index 53036d5c6c511..e42695b029c3c 100644 --- a/frontend/src/lib/constants.tsx +++ b/frontend/src/lib/constants.tsx @@ -185,7 +185,6 @@ export const FEATURE_FLAGS = { INSIGHT_HORIZONTAL_CONTROLS: 'insight-horizontal-controls', // owner: @benjackwhite SURVEYS_WIDGETS: 'surveys-widgets', // owner: @liyiy SCHEDULED_CHANGES_FEATURE_FLAGS: 'scheduled-changes-feature-flags', // owner: @jurajmajerik #team-feature-success - SESSION_REPLAY_MOBILE: 'session-replay-mobile', // owner: #team-replay INVITE_TEAM_MEMBER_ONBOARDING: 'invite-team-member-onboarding', // owner: @biancayang YEAR_IN_HOG: 'year-in-hog', // owner: #team-replay SESSION_REPLAY_EXPORT_MOBILE_DATA: 'session-replay-export-mobile-data', // owner: #team-replay diff --git a/frontend/src/scenes/session-recordings/file-playback/sessionRecordingFilePlaybackLogic.ts b/frontend/src/scenes/session-recordings/file-playback/sessionRecordingFilePlaybackLogic.ts index fb01f15b9a0cc..b6f547603114b 100644 --- a/frontend/src/scenes/session-recordings/file-playback/sessionRecordingFilePlaybackLogic.ts +++ b/frontend/src/scenes/session-recordings/file-playback/sessionRecordingFilePlaybackLogic.ts @@ -3,7 +3,6 @@ import { eventWithTime } from '@rrweb/types' import { BuiltLogic, connect, kea, listeners, path, reducers, selectors } from 'kea' import { loaders } from 'kea-loaders' import { beforeUnload } from 'kea-router' -import { FEATURE_FLAGS } from 'lib/constants' import { dayjs } from 'lib/dayjs' import { featureFlagLogic } from 'lib/logic/featureFlagLogic' import { uuid } from 'lib/utils' @@ -178,11 +177,7 @@ export const sessionRecordingFilePlaybackLogic = kea => { - if (!postHogEEModule && withMobileTransformer) { + if (!postHogEEModule) { postHogEEModule = await posthogEE() } const lineCount = items.length @@ -239,11 +240,7 @@ async function processEncodedResponse( let untransformed: RecordingSnapshot[] | null = null const transformed = deduplicateSnapshots( - await parseEncodedSnapshots( - encodedResponse, - props.sessionRecordingId, - !!featureFlags[FEATURE_FLAGS.SESSION_REPLAY_MOBILE] - ), + await parseEncodedSnapshots(encodedResponse, props.sessionRecordingId), existingData?.snapshots ?? [] ) diff --git a/frontend/src/scenes/session-recordings/playlist/SessionRecordingsPlaylist.tsx b/frontend/src/scenes/session-recordings/playlist/SessionRecordingsPlaylist.tsx index 22dd5881ae378..3c2a9842c0dbc 100644 --- a/frontend/src/scenes/session-recordings/playlist/SessionRecordingsPlaylist.tsx +++ b/frontend/src/scenes/session-recordings/playlist/SessionRecordingsPlaylist.tsx @@ -6,7 +6,6 @@ import clsx from 'clsx' import { range } from 'd3' import { BindLogic, useActions, useValues } from 'kea' import { EmptyMessage } from 'lib/components/EmptyMessage/EmptyMessage' -import { FlaggedFeature } from 'lib/components/FlaggedFeature' import { PropertyKeyInfo } from 'lib/components/PropertyKeyInfo' import { FEATURE_FLAGS } from 'lib/constants' import { useResizeBreakpoints } from 'lib/hooks/useResizeObserver' @@ -58,12 +57,10 @@ function UnusableEventsWarning(props: { unusableEventsInFilter: string[] }): JSX the Web SDK - - ,{' '} - - the Android SDK - - + ,{' '} + + the Android SDK +

) diff --git a/frontend/src/scenes/session-recordings/playlist/SessionRecordingsPlaylistTroubleshooting.tsx b/frontend/src/scenes/session-recordings/playlist/SessionRecordingsPlaylistTroubleshooting.tsx index bda13153d9ccb..961b0b54fa246 100644 --- a/frontend/src/scenes/session-recordings/playlist/SessionRecordingsPlaylistTroubleshooting.tsx +++ b/frontend/src/scenes/session-recordings/playlist/SessionRecordingsPlaylistTroubleshooting.tsx @@ -1,7 +1,5 @@ import { LemonDivider, Link } from '@posthog/lemon-ui' import { useActions, useValues } from 'kea' -import { FlaggedFeature } from 'lib/components/FlaggedFeature' -import { FEATURE_FLAGS } from 'lib/constants' import { playerSettingsLogic } from '../player/playerSettingsLogic' import { sessionRecordingsPlaylistLogic } from './sessionRecordingsPlaylistLogic' @@ -21,9 +19,7 @@ export const SessionRecordingsPlaylistTroubleshooting = (): JSX.Element => {

    - -
    All recording sources:
    -     +
    All recording sources:
    {otherRecordings.length > 0 && hideViewedRecordings && (
  • Viewed recordings hidden.{' '} @@ -42,10 +38,8 @@ export const SessionRecordingsPlaylistTroubleshooting = (): JSX.Element => { They are outside the retention period
    • - - -
    Web recordings
    -     + +
    Web recordings
  • Date: Sun, 24 Mar 2024 12:33:27 +0000 Subject: [PATCH 49/51] feat(web-analytics): Sessions backfill: add settings to increase execution time (#21121) Add settings to increase execution time --- .../management/commands/backfill_sessions_table.py | 11 ++++++++--- 1 file changed, 8 insertions(+), 3 deletions(-) diff --git a/posthog/management/commands/backfill_sessions_table.py b/posthog/management/commands/backfill_sessions_table.py index 798a501eb5b60..e4e6967d9dfa7 100644 --- a/posthog/management/commands/backfill_sessions_table.py +++ b/posthog/management/commands/backfill_sessions_table.py @@ -16,6 +16,10 @@ TARGET_TABLE = "sessions" +SETTINGS = { + "max_execution_time": 3600 # 1 hour +} + @dataclass class BackfillQuery: @@ -109,12 +113,12 @@ def select_query(select_date: Optional[datetime] = None) -> str: # print the count of entries in the main sessions table count_query = f"SELECT count(), uniq(session_id) FROM {TARGET_TABLE}" - [(sessions_row_count, sessions_event_count)] = sync_execute(count_query) + [(sessions_row_count, sessions_event_count)] = sync_execute(count_query, settings=SETTINGS) logger.info(f"{sessions_row_count} rows and {sessions_event_count} unique session_ids in sessions table") if dry_run: count_query = f"SELECT count(), uniq(session_id) FROM ({select_query()})" - [(events_count, sessions_count)] = sync_execute(count_query) + [(events_count, sessions_count)] = sync_execute(count_query, settings=SETTINGS) logger.info(f"{events_count} events and {sessions_count} sessions to backfill for") logger.info(f"The first select query would be:\n{select_query(self.start_date)}") return @@ -125,11 +129,12 @@ def select_query(select_date: Optional[datetime] = None) -> str: sync_execute( query=f"""INSERT INTO writable_sessions {select_query(select_date=date)} SETTINGS max_execution_time=3600""", workload=Workload.OFFLINE if self.use_offline_workload else Workload.DEFAULT, + settings=SETTINGS, ) # print the count of entries in the main sessions table count_query = f"SELECT count(), uniq(session_id) FROM {TARGET_TABLE}" - [(sessions_row_count, sessions_event_count)] = sync_execute(count_query) + [(sessions_row_count, sessions_event_count)] = sync_execute(count_query, settings=SETTINGS) logger.info(f"{sessions_row_count} rows and {sessions_event_count} unique session_ids in sessions table") From 37f3ff392bea59f26930bac3f28db826251d4cf2 Mon Sep 17 00:00:00 2001 From: Julian Bez Date: Sun, 24 Mar 2024 20:53:41 +0000 Subject: [PATCH 50/51] feat(hogql): Format actors modal date labels (#21069) --- frontend/src/queries/schema.json | 10 ++++ frontend/src/queries/schema.ts | 6 ++- .../__snapshots__/test_dashboard.ambr | 18 +++++++ .../insights/lifecycle_query_runner.py | 2 +- .../trends/test/test_trends_query_runner.py | 50 ++++++++++--------- .../insights/trends/trends_query_runner.py | 8 ++- .../hogql_queries/utils/query_date_range.py | 15 +++--- .../utils/test/test_query_date_range.py | 25 ++++++++-- posthog/schema.py | 6 ++- 9 files changed, 99 insertions(+), 41 deletions(-) diff --git a/frontend/src/queries/schema.json b/frontend/src/queries/schema.json index c00c309797421..400ef8d1774e3 100644 --- a/frontend/src/queries/schema.json +++ b/frontend/src/queries/schema.json @@ -949,6 +949,10 @@ }, "type": "object" }, + "DatetimeDay": { + "format": "date-time", + "type": "string" + }, "Day": { "type": "integer" }, @@ -2788,6 +2792,9 @@ { "type": "string" }, + { + "$ref": "#/definitions/DatetimeDay" + }, { "$ref": "#/definitions/Day" } @@ -3839,6 +3846,9 @@ { "type": "string" }, + { + "$ref": "#/definitions/DatetimeDay" + }, { "$ref": "#/definitions/Day" } diff --git a/frontend/src/queries/schema.ts b/frontend/src/queries/schema.ts index e07838648f4af..9bd04dd3c62a9 100644 --- a/frontend/src/queries/schema.ts +++ b/frontend/src/queries/schema.ts @@ -1179,9 +1179,13 @@ export interface FunnelCorrelationQuery { response?: FunnelCorrelationResponse } +/** @format date-time */ +export type DatetimeDay = string + export type BreakdownValueInt = integer export interface InsightActorsQueryOptionsResponse { - day?: { label: string; value: string | Day }[] + // eslint-disable-next-line @typescript-eslint/no-duplicate-type-constituents + day?: { label: string; value: string | DatetimeDay | Day }[] status?: { label: string; value: string }[] interval?: { label: string diff --git a/posthog/api/test/dashboards/__snapshots__/test_dashboard.ambr b/posthog/api/test/dashboards/__snapshots__/test_dashboard.ambr index cccef08bc4a1f..9ae54e6e582eb 100644 --- a/posthog/api/test/dashboards/__snapshots__/test_dashboard.ambr +++ b/posthog/api/test/dashboards/__snapshots__/test_dashboard.ambr @@ -2762,6 +2762,24 @@ 5 /* ... */) /*controller='project_dashboards-list',route='api/projects/%28%3FP%3Cparent_lookup_team_id%3E%5B%5E/.%5D%2B%29/dashboards/%3F%24'*/ ''' # --- +# name: TestDashboard.test_listing_dashboards_is_not_nplus1.57 + ''' + SELECT "posthog_sharingconfiguration"."id", + "posthog_sharingconfiguration"."team_id", + "posthog_sharingconfiguration"."dashboard_id", + "posthog_sharingconfiguration"."insight_id", + "posthog_sharingconfiguration"."recording_id", + "posthog_sharingconfiguration"."created_at", + "posthog_sharingconfiguration"."enabled", + "posthog_sharingconfiguration"."access_token" + FROM "posthog_sharingconfiguration" + WHERE "posthog_sharingconfiguration"."dashboard_id" IN (1, + 2, + 3, + 4, + 5 /* ... */) /*controller='project_dashboards-list',route='api/projects/%28%3FP%3Cparent_lookup_team_id%3E%5B%5E/.%5D%2B%29/dashboards/%3F%24'*/ + ''' +# --- # name: TestDashboard.test_listing_dashboards_is_not_nplus1.6 ''' SELECT "posthog_team"."id", diff --git a/posthog/hogql_queries/insights/lifecycle_query_runner.py b/posthog/hogql_queries/insights/lifecycle_query_runner.py index 62968f5349e0e..ea883eec542bc 100644 --- a/posthog/hogql_queries/insights/lifecycle_query_runner.py +++ b/posthog/hogql_queries/insights/lifecycle_query_runner.py @@ -126,7 +126,7 @@ def to_actors_query( def to_actors_query_options(self) -> InsightActorsQueryOptionsResponse: return InsightActorsQueryOptionsResponse( - day=[{"label": day, "value": day} for day in self.query_date_range.all_values()], + day=[{"label": format_label_date(value), "value": value} for value in self.query_date_range.all_values()], status=[ { "label": "Dormant", diff --git a/posthog/hogql_queries/insights/trends/test/test_trends_query_runner.py b/posthog/hogql_queries/insights/trends/test/test_trends_query_runner.py index 8d14950ec23b2..6bb41b19c79cf 100644 --- a/posthog/hogql_queries/insights/trends/test/test_trends_query_runner.py +++ b/posthog/hogql_queries/insights/trends/test/test_trends_query_runner.py @@ -1,4 +1,6 @@ +import zoneinfo from dataclasses import dataclass +from datetime import datetime from typing import Dict, List, Optional from unittest.mock import MagicMock, patch from django.test import override_settings @@ -1478,18 +1480,18 @@ def test_to_actors_query_options(self): response = runner.to_actors_query_options() assert response.day == [ - DayItem(label="2020-01-09", value="2020-01-09"), - DayItem(label="2020-01-10", value="2020-01-10"), - DayItem(label="2020-01-11", value="2020-01-11"), - DayItem(label="2020-01-12", value="2020-01-12"), - DayItem(label="2020-01-13", value="2020-01-13"), - DayItem(label="2020-01-14", value="2020-01-14"), - DayItem(label="2020-01-15", value="2020-01-15"), - DayItem(label="2020-01-16", value="2020-01-16"), - DayItem(label="2020-01-17", value="2020-01-17"), - DayItem(label="2020-01-18", value="2020-01-18"), - DayItem(label="2020-01-19", value="2020-01-19"), - DayItem(label="2020-01-20", value="2020-01-20"), + DayItem(label="9-Jan-2020", value=datetime(2020, 1, 9, 0, 0, tzinfo=zoneinfo.ZoneInfo(key="UTC"))), + DayItem(label="10-Jan-2020", value=datetime(2020, 1, 10, 0, 0, tzinfo=zoneinfo.ZoneInfo(key="UTC"))), + DayItem(label="11-Jan-2020", value=datetime(2020, 1, 11, 0, 0, tzinfo=zoneinfo.ZoneInfo(key="UTC"))), + DayItem(label="12-Jan-2020", value=datetime(2020, 1, 12, 0, 0, tzinfo=zoneinfo.ZoneInfo(key="UTC"))), + DayItem(label="13-Jan-2020", value=datetime(2020, 1, 13, 0, 0, tzinfo=zoneinfo.ZoneInfo(key="UTC"))), + DayItem(label="14-Jan-2020", value=datetime(2020, 1, 14, 0, 0, tzinfo=zoneinfo.ZoneInfo(key="UTC"))), + DayItem(label="15-Jan-2020", value=datetime(2020, 1, 15, 0, 0, tzinfo=zoneinfo.ZoneInfo(key="UTC"))), + DayItem(label="16-Jan-2020", value=datetime(2020, 1, 16, 0, 0, tzinfo=zoneinfo.ZoneInfo(key="UTC"))), + DayItem(label="17-Jan-2020", value=datetime(2020, 1, 17, 0, 0, tzinfo=zoneinfo.ZoneInfo(key="UTC"))), + DayItem(label="18-Jan-2020", value=datetime(2020, 1, 18, 0, 0, tzinfo=zoneinfo.ZoneInfo(key="UTC"))), + DayItem(label="19-Jan-2020", value=datetime(2020, 1, 19, 0, 0, tzinfo=zoneinfo.ZoneInfo(key="UTC"))), + DayItem(label="20-Jan-2020", value=datetime(2020, 1, 20, 0, 0, tzinfo=zoneinfo.ZoneInfo(key="UTC"))), ] assert response.breakdown is None @@ -1513,18 +1515,18 @@ def test_to_actors_query_options_compare(self): response = runner.to_actors_query_options() assert response.day == [ - DayItem(label="2020-01-09", value="2020-01-09"), - DayItem(label="2020-01-10", value="2020-01-10"), - DayItem(label="2020-01-11", value="2020-01-11"), - DayItem(label="2020-01-12", value="2020-01-12"), - DayItem(label="2020-01-13", value="2020-01-13"), - DayItem(label="2020-01-14", value="2020-01-14"), - DayItem(label="2020-01-15", value="2020-01-15"), - DayItem(label="2020-01-16", value="2020-01-16"), - DayItem(label="2020-01-17", value="2020-01-17"), - DayItem(label="2020-01-18", value="2020-01-18"), - DayItem(label="2020-01-19", value="2020-01-19"), - DayItem(label="2020-01-20", value="2020-01-20"), + DayItem(label="9-Jan-2020", value=datetime(2020, 1, 9, 0, 0, tzinfo=zoneinfo.ZoneInfo(key="UTC"))), + DayItem(label="10-Jan-2020", value=datetime(2020, 1, 10, 0, 0, tzinfo=zoneinfo.ZoneInfo(key="UTC"))), + DayItem(label="11-Jan-2020", value=datetime(2020, 1, 11, 0, 0, tzinfo=zoneinfo.ZoneInfo(key="UTC"))), + DayItem(label="12-Jan-2020", value=datetime(2020, 1, 12, 0, 0, tzinfo=zoneinfo.ZoneInfo(key="UTC"))), + DayItem(label="13-Jan-2020", value=datetime(2020, 1, 13, 0, 0, tzinfo=zoneinfo.ZoneInfo(key="UTC"))), + DayItem(label="14-Jan-2020", value=datetime(2020, 1, 14, 0, 0, tzinfo=zoneinfo.ZoneInfo(key="UTC"))), + DayItem(label="15-Jan-2020", value=datetime(2020, 1, 15, 0, 0, tzinfo=zoneinfo.ZoneInfo(key="UTC"))), + DayItem(label="16-Jan-2020", value=datetime(2020, 1, 16, 0, 0, tzinfo=zoneinfo.ZoneInfo(key="UTC"))), + DayItem(label="17-Jan-2020", value=datetime(2020, 1, 17, 0, 0, tzinfo=zoneinfo.ZoneInfo(key="UTC"))), + DayItem(label="18-Jan-2020", value=datetime(2020, 1, 18, 0, 0, tzinfo=zoneinfo.ZoneInfo(key="UTC"))), + DayItem(label="19-Jan-2020", value=datetime(2020, 1, 19, 0, 0, tzinfo=zoneinfo.ZoneInfo(key="UTC"))), + DayItem(label="20-Jan-2020", value=datetime(2020, 1, 20, 0, 0, tzinfo=zoneinfo.ZoneInfo(key="UTC"))), ] assert response.breakdown is None diff --git a/posthog/hogql_queries/insights/trends/trends_query_runner.py b/posthog/hogql_queries/insights/trends/trends_query_runner.py index d61720740f52b..67e160084e68e 100644 --- a/posthog/hogql_queries/insights/trends/trends_query_runner.py +++ b/posthog/hogql_queries/insights/trends/trends_query_runner.py @@ -183,7 +183,13 @@ def to_actors_query_options(self) -> InsightActorsQueryOptionsResponse: res_compare: List[CompareItem] | None = None # Days - res_days: List[DayItem] = [DayItem(label=day, value=day) for day in self.query_date_range.all_values()] + res_days: list[DayItem] = [ + DayItem( + label=format_label_date(value, self.query_date_range.interval_name), + value=value, + ) + for value in self.query_date_range.all_values() + ] # Series for index, series in enumerate(self.query.series): diff --git a/posthog/hogql_queries/utils/query_date_range.py b/posthog/hogql_queries/utils/query_date_range.py index 5453d878b4017..b6386ac85f4ed 100644 --- a/posthog/hogql_queries/utils/query_date_range.py +++ b/posthog/hogql_queries/utils/query_date_range.py @@ -1,7 +1,7 @@ import re from datetime import datetime, timedelta from functools import cached_property -from typing import Literal, Optional, Dict, List +from typing import Literal, Optional, Dict from zoneinfo import ZoneInfo from dateutil.parser import parse @@ -140,16 +140,15 @@ def interval_relativedelta(self) -> relativedelta: hours=1 if self.interval_name == "hour" else 0, ) - def all_values(self) -> List[str]: + def all_values(self) -> list[datetime]: start = self.align_with_interval(self.date_from()) end: datetime = self.date_to() - values: List[str] = [] + delta = self.interval_relativedelta() + + values: list[datetime] = [] while start <= end: - if self.interval_name == "hour": - values.append(start.strftime("%Y-%m-%d %H:%M:%S")) - else: - values.append(start.strftime("%Y-%m-%d")) - start += self.interval_relativedelta() + values.append(start) + start += delta return values def date_to_as_hogql(self) -> ast.Expr: diff --git a/posthog/hogql_queries/utils/test/test_query_date_range.py b/posthog/hogql_queries/utils/test/test_query_date_range.py index fd38ef700e137..f377e06880bbe 100644 --- a/posthog/hogql_queries/utils/test/test_query_date_range.py +++ b/posthog/hogql_queries/utils/test/test_query_date_range.py @@ -61,32 +61,47 @@ def test_all_values(self): QueryDateRange( team=self.team, date_range=DateRange(date_from="-20h"), interval=IntervalType.day, now=now ).all_values(), - ["2021-08-24", "2021-08-25"], + [parser.isoparse("2021-08-24T00:00:00Z"), parser.isoparse("2021-08-25T00:00:00Z")], ) self.assertEqual( QueryDateRange( team=self.team, date_range=DateRange(date_from="-20d"), interval=IntervalType.week, now=now ).all_values(), - ["2021-08-01", "2021-08-08", "2021-08-15", "2021-08-22"], + [ + parser.isoparse("2021-08-01T00:00:00Z"), + parser.isoparse("2021-08-08T00:00:00Z"), + parser.isoparse("2021-08-15T00:00:00Z"), + parser.isoparse("2021-08-22T00:00:00Z"), + ], ) self.team.week_start_day = WeekStartDay.MONDAY self.assertEqual( QueryDateRange( team=self.team, date_range=DateRange(date_from="-20d"), interval=IntervalType.week, now=now ).all_values(), - ["2021-08-02", "2021-08-09", "2021-08-16", "2021-08-23"], + [ + parser.isoparse("2021-08-02T00:00:00Z"), + parser.isoparse("2021-08-09T00:00:00Z"), + parser.isoparse("2021-08-16T00:00:00Z"), + parser.isoparse("2021-08-23T00:00:00Z"), + ], ) self.assertEqual( QueryDateRange( team=self.team, date_range=DateRange(date_from="-50d"), interval=IntervalType.month, now=now ).all_values(), - ["2021-07-01", "2021-08-01"], + [parser.isoparse("2021-07-01T00:00:00Z"), parser.isoparse("2021-08-01T00:00:00Z")], ) self.assertEqual( QueryDateRange( team=self.team, date_range=DateRange(date_from="-3h"), interval=IntervalType.hour, now=now ).all_values(), - ["2021-08-24 21:00:00", "2021-08-24 22:00:00", "2021-08-24 23:00:00", "2021-08-25 00:00:00"], + [ + parser.isoparse("2021-08-24T21:00:00Z"), + parser.isoparse("2021-08-24T22:00:00Z"), + parser.isoparse("2021-08-24T23:00:00Z"), + parser.isoparse("2021-08-25T00:00:00Z"), + ], ) diff --git a/posthog/schema.py b/posthog/schema.py index c88f8bf3f76de..9d83587351683 100644 --- a/posthog/schema.py +++ b/posthog/schema.py @@ -180,6 +180,10 @@ class DateRange(BaseModel): date_to: Optional[str] = None +class DatetimeDay(RootModel[AwareDatetime]): + root: AwareDatetime + + class Day(RootModel[int]): root: int @@ -458,7 +462,7 @@ class DayItem(BaseModel): extra="forbid", ) label: str - value: Union[str, int] + value: Union[str, AwareDatetime, int] class IntervalItem(BaseModel): From 064f175925e529effa78015e0a30fe21cbbb2f51 Mon Sep 17 00:00:00 2001 From: Robbie Date: Sun, 24 Mar 2024 21:29:30 +0000 Subject: [PATCH 51/51] feat(web-analytics): Sessions table backfill: Make printing counts beforehand optional (#21123) Make printing counts beforehand optional --- .../commands/backfill_sessions_table.py | 33 ++++++++++++++----- 1 file changed, 25 insertions(+), 8 deletions(-) diff --git a/posthog/management/commands/backfill_sessions_table.py b/posthog/management/commands/backfill_sessions_table.py index e4e6967d9dfa7..c01f4b6159749 100644 --- a/posthog/management/commands/backfill_sessions_table.py +++ b/posthog/management/commands/backfill_sessions_table.py @@ -30,6 +30,7 @@ class BackfillQuery: def execute( self, dry_run: bool = True, + print_counts: bool = True, ) -> None: def source_column(column_name: str) -> str: return get_property_string_expr( @@ -112,9 +113,10 @@ def select_query(select_date: Optional[datetime] = None) -> str: """ # print the count of entries in the main sessions table - count_query = f"SELECT count(), uniq(session_id) FROM {TARGET_TABLE}" - [(sessions_row_count, sessions_event_count)] = sync_execute(count_query, settings=SETTINGS) - logger.info(f"{sessions_row_count} rows and {sessions_event_count} unique session_ids in sessions table") + if print_counts: + count_query = f"SELECT count(), uniq(session_id) FROM {TARGET_TABLE}" + [(sessions_row_count, sessions_event_count)] = sync_execute(count_query, settings=SETTINGS) + logger.info(f"{sessions_row_count} rows and {sessions_event_count} unique session_ids in sessions table") if dry_run: count_query = f"SELECT count(), uniq(session_id) FROM ({select_query()})" @@ -133,9 +135,10 @@ def select_query(select_date: Optional[datetime] = None) -> str: ) # print the count of entries in the main sessions table - count_query = f"SELECT count(), uniq(session_id) FROM {TARGET_TABLE}" - [(sessions_row_count, sessions_event_count)] = sync_execute(count_query, settings=SETTINGS) - logger.info(f"{sessions_row_count} rows and {sessions_event_count} unique session_ids in sessions table") + if print_counts: + count_query = f"SELECT count(), uniq(session_id) FROM {TARGET_TABLE}" + [(sessions_row_count, sessions_event_count)] = sync_execute(count_query, settings=SETTINGS) + logger.info(f"{sessions_row_count} rows and {sessions_event_count} unique session_ids in sessions table") class Command(BaseCommand): @@ -154,11 +157,25 @@ def add_arguments(self, parser): parser.add_argument( "--use-offline-workload", action="store_true", help="actually execute INSERT queries (default is dry-run)" ) + parser.add_argument( + "--print-counts", action="store_true", help="print events and session count beforehand and afterwards" + ) - def handle(self, *, live_run: bool, start_date: str, end_date: str, use_offline_workload: bool, **options): + def handle( + self, + *, + live_run: bool, + start_date: str, + end_date: str, + use_offline_workload: bool, + print_counts: bool, + **options, + ): logger.setLevel(logging.INFO) start_datetime = datetime.strptime(start_date, "%Y-%m-%d") end_datetime = datetime.strptime(end_date, "%Y-%m-%d") - BackfillQuery(start_datetime, end_datetime, use_offline_workload).execute(dry_run=not live_run) + BackfillQuery(start_datetime, end_datetime, use_offline_workload).execute( + dry_run=not live_run, print_counts=print_counts + )