From ef47d15e24c9f87080a40319d21da01a145146f0 Mon Sep 17 00:00:00 2001 From: Georgiy Tarasov Date: Wed, 9 Oct 2024 12:23:47 +0200 Subject: [PATCH 001/153] chore: deps --- requirements-dev.in | 2 +- requirements-dev.txt | 8 ++++---- requirements.in | 13 +++++++------ requirements.txt | 32 +++++++++++++++++++++----------- 4 files changed, 33 insertions(+), 22 deletions(-) diff --git a/requirements-dev.in b/requirements-dev.in index f1158cbc54960..eab4262ae6d66 100644 --- a/requirements-dev.in +++ b/requirements-dev.in @@ -15,7 +15,7 @@ ruff~=0.6.1 mypy~=1.11.1 mypy-baseline~=0.7.0 mypy-extensions==1.0.0 -datamodel-code-generator==0.25.6 +datamodel-code-generator==0.26.1 djangorestframework-stubs~=3.14.5 django-stubs==5.0.4 Faker==17.5.0 diff --git a/requirements-dev.txt b/requirements-dev.txt index 72fe00092b60e..3e1eb7f01fc61 100644 --- a/requirements-dev.txt +++ b/requirements-dev.txt @@ -10,7 +10,7 @@ aiosignal==1.2.0 # via # -c requirements.txt # aiohttp -annotated-types==0.5.0 +annotated-types==0.7.0 # via # -c requirements.txt # pydantic @@ -69,7 +69,7 @@ cryptography==39.0.2 # via # -c requirements.txt # types-paramiko -datamodel-code-generator==0.25.6 +datamodel-code-generator==0.26.1 # via -r requirements-dev.in django==4.2.15 # via @@ -199,11 +199,11 @@ pycparser==2.20 # via # -c requirements.txt # cffi -pydantic==2.5.3 +pydantic==2.9.2 # via # -c requirements.txt # datamodel-code-generator -pydantic-core==2.14.6 +pydantic-core==2.23.4 # via # -c requirements.txt # pydantic diff --git a/requirements.in b/requirements.in index 4fef89511c686..074c141dbf6ff 100644 --- a/requirements.in +++ b/requirements.in @@ -44,9 +44,10 @@ gunicorn==20.1.0 infi-clickhouse-orm@ git+https://github.com/PostHog/infi.clickhouse_orm@9578c79f29635ee2c1d01b7979e89adab8383de2 kafka-python==2.0.2 kombu==5.3.2 -langchain==0.2.15 -langchain-openai==0.1.23 -langsmith==0.1.106 +langchain==0.3.3 +langchain-openai==0.2.2 +langgraph==0.2.34 +langsmith==0.1.132 lzstring==1.0.4 natsort==8.4.0 nanoid==2.0.0 @@ -64,7 +65,7 @@ pymssql==2.3.0 PyMySQL==1.1.1 psycopg[binary]==3.1.20 pyarrow==17.0.0 -pydantic==2.5.3 +pydantic==2.9.2 pyjwt==2.4.0 pyodbc==5.1.0 python-dateutil>=2.8.2 @@ -100,8 +101,8 @@ mimesis==5.2.1 more-itertools==9.0.0 django-two-factor-auth==1.14.0 phonenumberslite==8.13.6 -openai==1.43.0 -tiktoken==0.7.0 +openai==1.51.2 +tiktoken==0.8.0 nh3==0.2.14 hogql-parser==1.0.45 zxcvbn==4.4.28 diff --git a/requirements.txt b/requirements.txt index d7ed441fe2c61..cf88440b99da1 100644 --- a/requirements.txt +++ b/requirements.txt @@ -21,7 +21,7 @@ aiosignal==1.2.0 # via aiohttp amqp==5.1.1 # via kombu -annotated-types==0.5.0 +annotated-types==0.7.0 # via pydantic antlr4-python3-runtime==4.13.1 # via -r requirements.in @@ -334,18 +334,24 @@ kombu==5.3.2 # via # -r requirements.in # celery -langchain==0.2.15 +langchain==0.3.3 # via -r requirements.in -langchain-core==0.2.36 +langchain-core==0.3.10 # via # langchain # langchain-openai # langchain-text-splitters -langchain-openai==0.1.23 + # langgraph + # langgraph-checkpoint +langchain-openai==0.2.2 # via -r requirements.in -langchain-text-splitters==0.2.2 +langchain-text-splitters==0.3.0 # via langchain -langsmith==0.1.106 +langgraph==0.2.34 + # via -r requirements.in +langgraph-checkpoint==2.0.1 + # via langgraph +langsmith==0.1.132 # via # -r requirements.in # langchain @@ -371,6 +377,8 @@ more-itertools==9.0.0 # via # -r requirements.in # simple-salesforce +msgpack==1.1.0 + # via langgraph-checkpoint multidict==6.0.2 # via # aiohttp @@ -393,7 +401,7 @@ oauthlib==3.1.0 # via # requests-oauthlib # social-auth-core -openai==1.43.0 +openai==1.51.2 # via # -r requirements.in # langchain-openai @@ -481,14 +489,14 @@ pyasn1-modules==0.3.0 # via google-auth pycparser==2.20 # via cffi -pydantic==2.5.3 +pydantic==2.9.2 # via # -r requirements.in # langchain # langchain-core # langsmith # openai -pydantic-core==2.14.6 +pydantic-core==2.23.4 # via pydantic pyjwt==2.4.0 # via @@ -588,7 +596,9 @@ requests-file==2.1.0 requests-oauthlib==1.3.0 # via social-auth-core requests-toolbelt==1.0.0 - # via zeep + # via + # langsmith + # zeep requirements-parser==0.5.0 # via dlt retry==0.9.2 @@ -690,7 +700,7 @@ tenacity==8.2.3 # langchain-core threadpoolctl==3.3.0 # via scikit-learn -tiktoken==0.7.0 +tiktoken==0.8.0 # via # -r requirements.in # langchain-openai From 12cb441ff3b7a789b6670f8b4f078cb9317b5851 Mon Sep 17 00:00:00 2001 From: Georgiy Tarasov Date: Wed, 9 Oct 2024 14:38:48 +0200 Subject: [PATCH 002/153] feat: initial graph --- ee/hogai/graph.py | 18 ++++ ee/hogai/trends/__init__.py | 0 ee/hogai/trends/nodes.py | 190 ++++++++++++++++++++++++++++++++++++ ee/hogai/trends/prompts.py | 164 +++++++++++++++++++++++++++++++ ee/hogai/utils.py | 43 ++++++++ 5 files changed, 415 insertions(+) create mode 100644 ee/hogai/graph.py create mode 100644 ee/hogai/trends/__init__.py create mode 100644 ee/hogai/trends/nodes.py create mode 100644 ee/hogai/trends/prompts.py create mode 100644 ee/hogai/utils.py diff --git a/ee/hogai/graph.py b/ee/hogai/graph.py new file mode 100644 index 0000000000000..dc010ce1517b3 --- /dev/null +++ b/ee/hogai/graph.py @@ -0,0 +1,18 @@ +from langgraph.graph.state import StateGraph + +from ee.hogai.trends.nodes import CreateTrendsPlanNode, CreateTrendsPlanToolsNode, GenerateTrendsNode +from ee.hogai.utils import AssistantNodeName, AssistantState + +builder = StateGraph(AssistantState) + +builder.add_node(AssistantNodeName.CREATE_TRENDS_PLAN, CreateTrendsPlanNode.run) +builder.add_node(AssistantNodeName.CREATE_TRENDS_PLAN_TOOLS, CreateTrendsPlanToolsNode.run) +builder.add_node(AssistantNodeName.GENERATE_TRENDS, GenerateTrendsNode.run) +builder.add_edge(AssistantNodeName.START, AssistantNodeName.CREATE_TRENDS_PLAN) +builder.add_edge(AssistantNodeName.CREATE_TRENDS_PLAN, AssistantNodeName.CREATE_TRENDS_PLAN_TOOLS) +builder.add_edge(AssistantNodeName.CREATE_TRENDS_PLAN_TOOLS, AssistantNodeName.CREATE_TRENDS_PLAN) +builder.add_edge(AssistantNodeName.CREATE_TRENDS_PLAN_TOOLS, AssistantNodeName.GENERATE_TRENDS) + +builder.add_edge(AssistantNodeName.GENERATE_TRENDS, AssistantNodeName.END) + +assistant_graph = builder.compile() diff --git a/ee/hogai/trends/__init__.py b/ee/hogai/trends/__init__.py new file mode 100644 index 0000000000000..e69de29bb2d1d diff --git a/ee/hogai/trends/nodes.py b/ee/hogai/trends/nodes.py new file mode 100644 index 0000000000000..34340c65a76ae --- /dev/null +++ b/ee/hogai/trends/nodes.py @@ -0,0 +1,190 @@ +from collections.abc import Sequence +from typing import Literal, Optional, Union + +from langchain.agents import AgentOutputParser +from langchain.agents.format_scratchpad import format_log_to_str +from langchain.agents.output_parsers import ReActJsonSingleInputOutputParser, ReActSingleInputOutputParser +from langchain.callbacks.manager import ( + AsyncCallbackManagerForToolRun, + CallbackManagerForToolRun, +) +from langchain_core.language_models import BaseLanguageModel +from langchain_core.messages import merge_message_runs +from langchain_core.prompts import BasePromptTemplate, ChatPromptTemplate +from langchain_core.runnables import Runnable, RunnablePassthrough +from langchain_core.tools import BaseTool +from langchain_core.tools.render import ToolsRenderer, render_text_description +from pydantic import BaseModel, Field + +from ee.hogai.hardcoded_definitions import hardcoded_prop_defs +from ee.hogai.trends.prompts import react_definitions_prompt, react_scratchpad_prompt, react_system_prompt +from ee.hogai.utils import ( + AssistantNode, + AssistantNodeName, + AssistantState, + generate_xml_tag, + llm_gpt_4o, + remove_line_breaks, +) +from posthog.models.event_definition import EventDefinition +from posthog.models.team.team import Team + + +def create_react_agent( + llm: BaseLanguageModel, + tools: Sequence[BaseTool], + prompt: BasePromptTemplate, + output_parser: Optional[AgentOutputParser] = None, + tools_renderer: ToolsRenderer = render_text_description, + *, + stop_sequence: Union[bool, list[str]] = True, +) -> Runnable: + missing_vars = {"tools", "tool_names", "agent_scratchpad"}.difference( + prompt.input_variables + list(prompt.partial_variables) + ) + if missing_vars: + raise ValueError(f"Prompt missing required variables: {missing_vars}") + + prompt = prompt.partial( + tools=tools_renderer(list(tools)), + tool_names=", ".join([t.name for t in tools]), + ) + if stop_sequence: + stop = ["\nObservation"] if stop_sequence is True else stop_sequence + llm_with_stop = llm.bind(stop=stop) + else: + llm_with_stop = llm + output_parser = output_parser or ReActSingleInputOutputParser() + merger = merge_message_runs() + agent = ( + RunnablePassthrough.assign( + agent_scratchpad=lambda x: format_log_to_str(x["intermediate_steps"]), + ) + | prompt + | merger + | llm_with_stop + | output_parser + ) + return agent + + +class RetrieveEntityTaxonomyArgs(BaseModel): + entity: Literal["person", "session", "cohort", "organization", "instance", "project"] = Field( + ..., description="The type of the entity that you want to retrieve properties for." + ) + + +class RetrieveEntityTaxonomyTool(BaseTool): + name: str = "retrieve_entity_properties_tool" + description: str = """ + Use this tool to retrieve property names for a property group (entity) that the user has in their taxonomy. You will receive a list of properties and their value types or a message that properties have not been found. + + - **Infer the property groups from the user's request.** + - **Try other entities** if the tool doesn't return any properties. + - **Prioritize properties that are directly related to the context or objective of the user's query.** + - **Avoid using ambiguous properties** unless their relevance is explicitly confirmed. + """ + args_schema: type[BaseModel] = RetrieveEntityTaxonomyArgs + + def _run(self, entity: str, run_manager: Optional[CallbackManagerForToolRun] = None) -> str: + return "LangChain" + + async def _arun(self, entity: str, run_manager: Optional[AsyncCallbackManagerForToolRun] = None) -> str: + raise NotImplementedError("custom_search does not support async") + + +tools: list[BaseTool] = [RetrieveEntityTaxonomyTool()] + + +class CreateTrendsPlanNode(AssistantNode): + name = AssistantNodeName.CREATE_TRENDS_PLAN + + @classmethod + def _generate_events_prompt(cls, team: Team) -> str: + event_description_mapping = { + "$identify": "Identifies an anonymous user. This event doesn't show how many users you have but rather how many users used an account." + } + + events = EventDefinition.objects.filter(team_id=team.pk).values_list("name", flat=True) + + # default for null in the schema + tags: list[str] = ["all events"] + + for event_name in events: + event_tag = event_name + if event_name in event_description_mapping: + description = event_description_mapping[event_name] + event_tag += f" - {description}" + elif event_name in hardcoded_prop_defs["events"]: + data = hardcoded_prop_defs["events"][event_name] + event_tag += f" - {data['label']}. {data['description']}" + if "examples" in data: + event_tag += f" Examples: {data['examples']}." + tags.append(remove_line_breaks(event_tag)) + + tag_name = "list of available events for filtering" + return generate_xml_tag(tag_name, "\n".join(tags)).strip() + + @classmethod + def run(cls, state: AssistantState) -> AssistantState: + team = state["team"] + messages = state["messages"] + + prompt = ( + ChatPromptTemplate.from_messages( + [ + ("system", react_system_prompt), + ("user", react_definitions_prompt), + ], + template_format="mustache", + ) + + messages + + ChatPromptTemplate.from_messages( + [ + ("user", react_scratchpad_prompt), + ], + template_format="mustache", + ) + ).partial( + events=cls._generate_events_prompt(team), + ) + + output_parser = ReActJsonSingleInputOutputParser() + merger = merge_message_runs() + + agent = ( + # RunnablePassthrough.assign( + # agent_scratchpad=lambda x: format_log_to_str(x["intermediate_steps"]), + # ) + # | + prompt | merger | llm_gpt_4o | output_parser + ) + + result = agent.invoke( + { + "tools": render_text_description(tools), + "tool_names": ", ".join([t.name for t in tools]), + "agent_scratchpad": "", + } + ) + + return { + **state, + "messages": [result["output"]], + } + + +class CreateTrendsPlanToolsNode(AssistantNode): + name = AssistantNodeName.CREATE_TRENDS_PLAN_TOOLS + + @classmethod + def run(cls, state: AssistantState) -> AssistantState: + return state + + +class GenerateTrendsNode(AssistantNode): + name = AssistantNodeName.GENERATE_TRENDS + + @classmethod + def run(cls, state: AssistantState) -> AssistantState: + return state diff --git a/ee/hogai/trends/prompts.py b/ee/hogai/trends/prompts.py new file mode 100644 index 0000000000000..26fb3f91c21ca --- /dev/null +++ b/ee/hogai/trends/prompts.py @@ -0,0 +1,164 @@ +react_system_prompt = """ +You're a product analyst agent. Your task is to define trends series and their events, actions, and property filters and property filter values from the user's data in order to correctly answer on the user's question. Answer the following question as best you can. + +You have access to the following tools: +{{tools}} + +Use a json blob to specify a tool by providing an action key (tool name) and an action_input key (tool input). + +Valid "action" values: {{tool_names}} + +Provide only ONE action per $JSON_BLOB, as shown: + +``` +{ + "action": $TOOL_NAME, + "action_input": $INPUT +} +``` + +Follow this format: + +Question: input question to answer +Thought: consider previous and subsequent steps +Action: +``` +$JSON_BLOB +``` +Observation: action result +... (repeat Thought/Action/Observation N times) +Thought: I know what to respond +Action: +``` +{ + "action": "final_answer", + "action_input": "Final response to human" +} +``` + +Below you will find information on how to correctly discover the taxonomy of the user's data. + +## General Information + +Trends insights enable users to plot data from people, events, and properties however they want. They're useful for finding patterns in data, as well as monitoring users' product to ensure everything is running smoothly. For example, using trends, users can analyze: +- How product's most important metrics change over time. +- Long-term patterns, or cycles in product's usage. +- How a specific change affects usage. +- The usage of different features side-by-side. +- How the properties of events vary using aggregation (sum, average, etc). +- Users can also visualize the same data points in a variety of ways. + +Users can use multiple independent series in a single query to see trends. They can also use a formula to calculate a metric. Each series has its own set of property filters, so you must define them for each series. + +## Events and Actions + +You’ll be given a list of events in addition to the user’s question. Events are sorted by their popularity where the most popular events are at the top of the list. Prioritize popular events. + +**Determine the math operation or aggregation** the user is asking for, such as totals, averages, ratios, or custom formulas. If not specified, choose a reasonable default based on the event type (e.g., total for user activity events). You must always specify events to use. + +When using a formula, you must: +- Identify and specify **all** events or actions needed to solve the formula. +- Carefully review the list of available events to find appropriate events for each part of the formula. +- Ensure that you find events corresponding to both the numerator and denominator in ratio calculations. + +For example, if you want to calculate the percentage of users who have completed onboarding, you need to use events like $identify and onboarding complete and the formula onboarding complete / $identify. + +In Trends, each logged event is counted as one and summed up unless the user or you specifies another aggregation type. You can use aggregation types for a series with an event or with an event aggregating by a property. For example, you can use `unique users` to find how many distinct users have logged the event or you can use the `$pageview` event with `average` by the `$session_duration` property to find out what was the average session duration for the pageviews. + +Available aggregation types for events are: +- total count +- average +- minimum +- maximum +- median +- 90th percentile +- 95th percentile +- 99th percentile +- unique users +- weekly active users +- daily active users +- first time for person +- unique organizations +- unique projects +- unique instances + +Available aggregation types for any property are: +- average +- sum +- minimum +- maximum +- median +- 90th percentile +- 95th percentile +- 99th percentile + +Use custom formulas to perform mathematical operations like calculating percentages or metrics. If you use a formula, you must use the following syntax: `A/B`, where `A` and `B` are the names of the series. + +## Property Filters + +**Look for property filters** that the user wants to apply. These can include filtering by person's geography, event's browser, specific cohort, session duration, or any custom properties. Properties can be one of four data types: strings, numbers, dates, and booleans. + +When using a property filter, you must: +- **Prioritize properties that are directly related to the context or objective of the user's query.** Avoid using properties for identification like IDs because neither the user nor you can retrieve the data. Instead, prioritize filtering based on general properties like `paidCustomer` or `icp_score`. You don't need to find properties for a time frame. +- **Ensure that you find both the property group and name.** Property groups must be one of the following: event, person, session, cohort, organization, instance, project. +- After selecting a property, **validate that the property value accurately reflects the intended criteria**. +- **Find the suitable operator** (e.g., `contains`, `exact`, `is not set`). The operators are listed below. +- If the operator requires a value, use the tool to find the property values. Verify that you can answer the question with given property values. If you can't, try to find a different property or event. +- You set logical operators to combine multiple properties of a single series: AND or OR. + +Infer the property groups from the user's request. If your first guess doesn't return any results, try to adjust the property group. You must make sure that the property name matches the lookup value, e.g. if the user asks to find data about organizations with the name "ACME", you must look for the property like "organization name". + +Supported operators for the string type are: +- contains +- doesn't contain +- matches regex +- doesn't match regex +- is set +- is not set + +Supported operators for the number type are: +- equals +- doesn't equal +- contains +- doesn't contain +- matches regex +- doesn't match regex +- is set +- is not set + +Supported operators for the date type are: +- equals +- doesn't equal +- greater than +- less than +- is set +- is not set + +Supported operators for the boolean type are: +- equals +- doesn't equal +- is set +- is not set + +## Breakdown Series by Properties + +Optionally, you can breakdown all series by multiple properties. Users can use breakdowns to split up trends insights by the values of a specific property, such as by `$current_url`, `$geoip_country`, `email`, company's name like `company name` or a cohort of users. + +When using breakdowns, you must: +- **Identify the property group** and name for each breakdown. +- **Provide the property name** for each breakdown. +- **Validate that the property value accurately reflects the intended criteria**. + +--- + +Begin! Reminder that you must ALWAYS respond with a valid json blob of a single action. Use tools if necessary. Respond directly if appropriate. Format is Action:```$JSON_BLOB``` then Observation. +""" + +react_definitions_prompt = """ +Here are the event names. +{{events}} +""" + +react_scratchpad_prompt = """ +Thought: {{agent_scratchpad}} +""" diff --git a/ee/hogai/utils.py b/ee/hogai/utils.py new file mode 100644 index 0000000000000..6f96de4ca8c5d --- /dev/null +++ b/ee/hogai/utils.py @@ -0,0 +1,43 @@ +from abc import ABC, abstractmethod +from collections.abc import Sequence +from enum import StrEnum +from typing import Annotated, TypedDict + +from langchain_core.messages import BaseMessage +from langchain_openai import ChatOpenAI +from langgraph.graph import END, START +from langgraph.graph.message import add_messages + +from posthog.models.team.team import Team + +llm_gpt_4o = ChatOpenAI(model="gpt-4o", temperature=0.7) + + +class AssistantState(TypedDict): + messages: Annotated[Sequence[BaseMessage], add_messages] + team: Team + + +class AssistantNodeName(StrEnum): + START = START + END = END + CREATE_TRENDS_PLAN = "create_trends_plan" + CREATE_TRENDS_PLAN_TOOLS = "create_trends_plan_tools" + GENERATE_TRENDS = "generate_trends_schema" + + +class AssistantNode(ABC): + name: AssistantNodeName + + @classmethod + @abstractmethod + def run(cls, state: AssistantState) -> AssistantState: + raise NotImplementedError + + +def remove_line_breaks(line: str) -> str: + return line.replace("\n", " ") + + +def generate_xml_tag(tag_name: str, content: str) -> str: + return f"\n<{tag_name}>\n{content.strip()}\n\n" From a140d0d437d5c1cd430f444b080ecdf82ecacb97 Mon Sep 17 00:00:00 2001 From: Georgiy Tarasov Date: Wed, 9 Oct 2024 18:52:20 +0200 Subject: [PATCH 003/153] feat: partial toolkit --- ee/hogai/graph.py | 36 +++++-- ee/hogai/trends/nodes.py | 113 +++++++++------------ ee/hogai/trends/toolkit.py | 201 +++++++++++++++++++++++++++++++++++++ ee/hogai/utils.py | 10 +- 4 files changed, 280 insertions(+), 80 deletions(-) create mode 100644 ee/hogai/trends/toolkit.py diff --git a/ee/hogai/graph.py b/ee/hogai/graph.py index dc010ce1517b3..f293496038c86 100644 --- a/ee/hogai/graph.py +++ b/ee/hogai/graph.py @@ -2,17 +2,33 @@ from ee.hogai.trends.nodes import CreateTrendsPlanNode, CreateTrendsPlanToolsNode, GenerateTrendsNode from ee.hogai.utils import AssistantNodeName, AssistantState +from posthog.models.team.team import Team -builder = StateGraph(AssistantState) -builder.add_node(AssistantNodeName.CREATE_TRENDS_PLAN, CreateTrendsPlanNode.run) -builder.add_node(AssistantNodeName.CREATE_TRENDS_PLAN_TOOLS, CreateTrendsPlanToolsNode.run) -builder.add_node(AssistantNodeName.GENERATE_TRENDS, GenerateTrendsNode.run) -builder.add_edge(AssistantNodeName.START, AssistantNodeName.CREATE_TRENDS_PLAN) -builder.add_edge(AssistantNodeName.CREATE_TRENDS_PLAN, AssistantNodeName.CREATE_TRENDS_PLAN_TOOLS) -builder.add_edge(AssistantNodeName.CREATE_TRENDS_PLAN_TOOLS, AssistantNodeName.CREATE_TRENDS_PLAN) -builder.add_edge(AssistantNodeName.CREATE_TRENDS_PLAN_TOOLS, AssistantNodeName.GENERATE_TRENDS) +class AssistantGraph: + _team: Team + _graph: StateGraph -builder.add_edge(AssistantNodeName.GENERATE_TRENDS, AssistantNodeName.END) + def __init__(self, team: Team): + self._team = team -assistant_graph = builder.compile() + def _build_graph(self): + builder = StateGraph(AssistantState) + + builder.add_node(AssistantNodeName.CREATE_TRENDS_PLAN, CreateTrendsPlanNode.run) + builder.add_node(AssistantNodeName.CREATE_TRENDS_PLAN_TOOLS, CreateTrendsPlanToolsNode.run) + builder.add_node(AssistantNodeName.GENERATE_TRENDS, GenerateTrendsNode.run) + + builder.add_edge(AssistantNodeName.START, AssistantNodeName.CREATE_TRENDS_PLAN) + + builder.add_conditional_edges(AssistantNodeName.CREATE_TRENDS_PLAN, CreateTrendsPlanNode.router) + + builder.add_edge(AssistantNodeName.CREATE_TRENDS_PLAN_TOOLS, AssistantNodeName.CREATE_TRENDS_PLAN) + + builder.add_edge(AssistantNodeName.GENERATE_TRENDS, AssistantNodeName.END) + + return builder.compile() + + def stream(self, user_input: str): + assistant_graph = self._build_graph() + return assistant_graph.stream({"messages": [("user", user_input)], "team": self._team, "chain_of_thought": []}) diff --git a/ee/hogai/trends/nodes.py b/ee/hogai/trends/nodes.py index 34340c65a76ae..ca8256bc19e69 100644 --- a/ee/hogai/trends/nodes.py +++ b/ee/hogai/trends/nodes.py @@ -1,19 +1,15 @@ -from collections.abc import Sequence -from typing import Literal, Optional, Union +from typing import Literal, Optional, Union, cast -from langchain.agents import AgentOutputParser -from langchain.agents.format_scratchpad import format_log_to_str -from langchain.agents.output_parsers import ReActJsonSingleInputOutputParser, ReActSingleInputOutputParser +from langchain.agents.output_parsers import ReActJsonSingleInputOutputParser from langchain.callbacks.manager import ( AsyncCallbackManagerForToolRun, CallbackManagerForToolRun, ) -from langchain_core.language_models import BaseLanguageModel +from langchain_core.agents import AgentAction, AgentFinish from langchain_core.messages import merge_message_runs -from langchain_core.prompts import BasePromptTemplate, ChatPromptTemplate -from langchain_core.runnables import Runnable, RunnablePassthrough +from langchain_core.prompts import ChatPromptTemplate from langchain_core.tools import BaseTool -from langchain_core.tools.render import ToolsRenderer, render_text_description +from langchain_core.tools.render import render_text_description from pydantic import BaseModel, Field from ee.hogai.hardcoded_definitions import hardcoded_prop_defs @@ -30,44 +26,6 @@ from posthog.models.team.team import Team -def create_react_agent( - llm: BaseLanguageModel, - tools: Sequence[BaseTool], - prompt: BasePromptTemplate, - output_parser: Optional[AgentOutputParser] = None, - tools_renderer: ToolsRenderer = render_text_description, - *, - stop_sequence: Union[bool, list[str]] = True, -) -> Runnable: - missing_vars = {"tools", "tool_names", "agent_scratchpad"}.difference( - prompt.input_variables + list(prompt.partial_variables) - ) - if missing_vars: - raise ValueError(f"Prompt missing required variables: {missing_vars}") - - prompt = prompt.partial( - tools=tools_renderer(list(tools)), - tool_names=", ".join([t.name for t in tools]), - ) - if stop_sequence: - stop = ["\nObservation"] if stop_sequence is True else stop_sequence - llm_with_stop = llm.bind(stop=stop) - else: - llm_with_stop = llm - output_parser = output_parser or ReActSingleInputOutputParser() - merger = merge_message_runs() - agent = ( - RunnablePassthrough.assign( - agent_scratchpad=lambda x: format_log_to_str(x["intermediate_steps"]), - ) - | prompt - | merger - | llm_with_stop - | output_parser - ) - return agent - - class RetrieveEntityTaxonomyArgs(BaseModel): entity: Literal["person", "session", "cohort", "organization", "instance", "project"] = Field( ..., description="The type of the entity that you want to retrieve properties for." @@ -125,10 +83,31 @@ def _generate_events_prompt(cls, team: Team) -> str: tag_name = "list of available events for filtering" return generate_xml_tag(tag_name, "\n".join(tags)).strip() + @classmethod + def router( + cls, + state: AssistantState, + ) -> Literal[AssistantNodeName.CREATE_TRENDS_PLAN_TOOLS, AssistantNodeName.GENERATE_TRENDS]: + # The plan was generated. + if not state["agent_state"]: + return AssistantNodeName.GENERATE_TRENDS + + # Invalid state + if ( + state["agent_state"] is None + or "intermediate_steps" not in state["agent_state"] + or len(state["agent_state"]["intermediate_steps"]) == 0 + or state["agent_state"]["intermediate_steps"][-1][1] is not None + ): + raise ValueError("Invalid state.") + + return AssistantNodeName.CREATE_TRENDS_PLAN_TOOLS + @classmethod def run(cls, state: AssistantState) -> AssistantState: team = state["team"] messages = state["messages"] + intermediate_steps = state["agent_state"]["intermediate_steps"] if state.get("agent_state") is not None else [] prompt = ( ChatPromptTemplate.from_messages( @@ -152,36 +131,34 @@ def run(cls, state: AssistantState) -> AssistantState: output_parser = ReActJsonSingleInputOutputParser() merger = merge_message_runs() - agent = ( - # RunnablePassthrough.assign( - # agent_scratchpad=lambda x: format_log_to_str(x["intermediate_steps"]), - # ) - # | - prompt | merger | llm_gpt_4o | output_parser + agent = prompt | merger | llm_gpt_4o | output_parser + + result = cast( + Union[AgentAction, AgentFinish], + agent.invoke( + { + "tools": render_text_description(tools), + "tool_names": ", ".join([t.name for t in tools]), + "agent_scratchpad": "", + } + ), ) - result = agent.invoke( - { - "tools": render_text_description(tools), - "tool_names": ", ".join([t.name for t in tools]), - "agent_scratchpad": "", + if isinstance(result, AgentFinish): + # Exceptional case + return { + **state, + "last_thought": result.output, } - ) return { **state, - "messages": [result["output"]], + "agent_state": { + "intermediate_steps": [*intermediate_steps, (result, None)], + }, } -class CreateTrendsPlanToolsNode(AssistantNode): - name = AssistantNodeName.CREATE_TRENDS_PLAN_TOOLS - - @classmethod - def run(cls, state: AssistantState) -> AssistantState: - return state - - class GenerateTrendsNode(AssistantNode): name = AssistantNodeName.GENERATE_TRENDS diff --git a/ee/hogai/trends/toolkit.py b/ee/hogai/trends/toolkit.py new file mode 100644 index 0000000000000..75431aa417486 --- /dev/null +++ b/ee/hogai/trends/toolkit.py @@ -0,0 +1,201 @@ +import xml.etree.ElementTree as ET +from functools import cached_property +from typing import TypedDict, cast + +from posthog.hogql_queries.ai.event_taxonomy_query_runner import EventTaxonomyQueryRunner +from posthog.models.group_type_mapping import GroupTypeMapping +from posthog.models.property_definition import PropertyDefinition +from posthog.models.team.team import Team +from posthog.schema import CachedEventTaxonomyQueryResponse, EventTaxonomyQuery + + +class ToolkitTool(TypedDict): + name: str + description: str + + +class TrendsAgentToolkit: + _team: Team + + def __init__(self, team: Team): + self._team = team + + @property + def groups(self): + return GroupTypeMapping.objects.filter(team=self._team).order_by("group_type_index") + + @cached_property + def tools(self) -> list[ToolkitTool]: + """ + Our ReAct agent doesn't use function calling. Instead, it uses tools in natural language to decide next steps. The agent expects the following format: + + ``` + retrieve_entity_properties_tool(entity: "Literal['person', 'session', 'cohort', 'organization', 'instance', 'project']") - description. + ``` + + Events and other entities are intentionally separated for properties retrieval. Potentially, there can be different functions for each entity type. + """ + + entities = [ + "person", + "session", + # "cohort", # not supported yet + *[group.group_type for group in self.groups], + ] + stringified_entities = ", ".join([f"'{entity}'" for entity in entities]) + + return [ + { + "name": f"retrieve_entity_properties_tool(entity: Literal[{stringified_entities}])", + "description": """ + Use this tool to retrieve property names for a property group (entity) that the user has in their taxonomy. You will receive a list of properties and their value types or a message that properties have not been found. + + - **Infer the property groups from the user's request.** + - **Try other entities** if the tool doesn't return any properties. + - **Prioritize properties that are directly related to the context or objective of the user's query.** + - **Avoid using ambiguous properties** unless their relevance is explicitly confirmed. + + Args: + entity: The type of the entity that you want to retrieve properties for. + """, + }, + { + "name": "retrieve_event_properties_tool(event_name: str)", + "description": """ + Use this tool to retrieve property names of an event that the user has in their taxonomy. You will receive a list of properties, their value types and example values or a message that properties have not been found. + + - **Try other events** if the tool doesn't return any properties. + - **Prioritize properties that are directly related to the context or objective of the user's query.** + - **Avoid using ambiguous properties** unless their relevance is explicitly confirmed. + + Args: + event_name: The name of the event that you want to retrieve properties for. + """, + }, + { + "name": "retrieve_property_values_tool(property_name: str)", + "description": """ + Use this tool to retrieve property values for a property name that the user has in their taxonomy. Adjust filters to these values. You will receive a list of property values or a message that property values have not been found. Some properties can have many values, so the output will be truncated. Use your judgement to find a proper value. + + Args: + property_name: The name of the property that you want to retrieve values for. + """, + }, + { + "name": "final_answer(final_response: str)", + "description": """ + Use this tool to provide the final answer to the user's question. + + Answer in the following format: + ``` + Events: + - event 1 + - math operation: total + - property filter 1: + - entity + - property name + - property type + - operator + - property value + - property filter 2... Repeat for each property filter. + - event 2 + - math operation: average by `property name`. + - property filter 1: + - entity + - property name + - property type + - operator + - property value + - property filter 2... Repeat for each property filter. + - Repeat for each event. + + (if a formula is used) + Formula: + `A/B`, where `A` is the first event and `B` is the second event. + + (if a breakdown is used) + Breakdown by: + - breakdown 1: + - entity + - property name + - Repeat for each breakdown. + ``` + + Args: + final_response: List all events, actions, and properties that you want to use to answer the question. + """, + }, + ] + + def _generate_properties_xml(self, children: list[tuple[str, str | None]]): + root = ET.Element("properties") + property_types = {property_type for _, property_type in children if property_type is not None} + property_type_to_tag = {property_type: ET.SubElement(root, property_type) for property_type in property_types} + + for name, property_type in children: + # Do not include properties that are ambiguous. + if property_type is None: + continue + + type_tag = property_type_to_tag[property_type] + ET.SubElement(type_tag, "name").text = name + # Add a line break between names. Doubtful that it does anything. + ET.SubElement(type_tag, "br") + + return ET.tostring(root, encoding="unicode") + + def retrieve_entity_properties(self, entity: str): + """ + Retrieve properties for an entitiy like person, session, or one of the groups. + """ + if entity not in ("person", "session", *[group.group_type for group in self.groups]): + return f"Entity {entity} does not exist in the taxonomy." + + if entity == "person": + qs = PropertyDefinition.objects.filter(team=self._team, type=PropertyDefinition.Type.PERSON) + elif entity == "session": + qs = PropertyDefinition.objects.filter(team=self._team, type=PropertyDefinition.Type.SESSION) + else: + group_type_index = next( + (group.group_type_index for group in self.groups if group.group_type == entity), None + ) + if group_type_index is None: + return f"Group {entity} does not exist in the taxonomy." + qs = PropertyDefinition.objects.filter( + team=self._team, type=PropertyDefinition.Type.GROUP, group_type_index=group_type_index + ) + + return self._generate_properties_xml(list(qs.values_list("name", "property_type"))) + + def retrieve_event_properties(self, event_name: str): + """ + Retrieve properties for an event. + """ + runner = EventTaxonomyQueryRunner(EventTaxonomyQuery(event=event_name), self._team) + response = runner.run() + + if "results" not in response: + return "Properties have not been found." + + response = cast(CachedEventTaxonomyQueryResponse, response) + if not response.results: + return f"Properties do not exist in the taxonomy for the event {event_name}." + + # Intersect properties with their types. + qs = PropertyDefinition.objects.filter( + team=self._team, type=PropertyDefinition.Type.EVENT, name__in=[item.property for item in response.results] + ) + property_to_type = {property_definition.name: property_definition.property_type for property_definition in qs} + + return self._generate_properties_xml( + [ + (item.property, property_to_type.get(item.property)) + for item in response.results + # Exclude properties that exist in the taxonomy, but don't have a type. + if item.property in property_to_type + ] + ) + + def retrieve_property_values_tool(self, property_name: str): + # output values here with quotes for strings + pass diff --git a/ee/hogai/utils.py b/ee/hogai/utils.py index 6f96de4ca8c5d..ddebec0a01080 100644 --- a/ee/hogai/utils.py +++ b/ee/hogai/utils.py @@ -1,8 +1,9 @@ from abc import ABC, abstractmethod from collections.abc import Sequence from enum import StrEnum -from typing import Annotated, TypedDict +from typing import Annotated, Optional, TypedDict +from langchain_core.agents import AgentAction from langchain_core.messages import BaseMessage from langchain_openai import ChatOpenAI from langgraph.graph import END, START @@ -13,9 +14,14 @@ llm_gpt_4o = ChatOpenAI(model="gpt-4o", temperature=0.7) +class AgentState(TypedDict): + intermediate_steps: list[tuple[AgentAction, Optional[str]]] + + class AssistantState(TypedDict): - messages: Annotated[Sequence[BaseMessage], add_messages] team: Team + messages: Annotated[Sequence[BaseMessage], add_messages] + agent_state: Optional[AgentState] class AssistantNodeName(StrEnum): From fe077b733f88a771a56a46ab6bd3e21b68500b45 Mon Sep 17 00:00:00 2001 From: github-actions <41898282+github-actions[bot]@users.noreply.github.com> Date: Wed, 9 Oct 2024 17:09:57 +0000 Subject: [PATCH 004/153] Update query snapshots --- posthog/api/test/__snapshots__/test_api_docs.ambr | 5 +++++ 1 file changed, 5 insertions(+) diff --git a/posthog/api/test/__snapshots__/test_api_docs.ambr b/posthog/api/test/__snapshots__/test_api_docs.ambr index 59745fc27236d..b2f385056e038 100644 --- a/posthog/api/test/__snapshots__/test_api_docs.ambr +++ b/posthog/api/test/__snapshots__/test_api_docs.ambr @@ -96,7 +96,12 @@ '/home/runner/work/posthog/posthog/posthog/api/survey.py: Warning [SurveyViewSet > SurveySerializer]: unable to resolve type hint for function "get_conditions". Consider using a type hint or @extend_schema_field. Defaulting to string.', '/home/runner/work/posthog/posthog/posthog/api/web_experiment.py: Warning [WebExperimentViewSet]: could not derive type of path parameter "project_id" because model "posthog.models.web_experiment.WebExperiment" contained no such field. Consider annotating parameter with @extend_schema. Defaulting to "string".', 'Warning: encountered multiple names for the same choice set (HrefMatchingEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', + 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "KindCfaEnum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', + 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "Kind069Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', + 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "type". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "TypeF73Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (EffectivePrivilegeLevelEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', + 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "insight". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "Insight251Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', + 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "insight". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "InsightDeaEnum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (MembershipLevelEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: operationId "environments_app_metrics_historical_exports_retrieve" has collisions [(\'/api/environments/{project_id}/app_metrics/{plugin_config_id}/historical_exports/\', \'get\'), (\'/api/environments/{project_id}/app_metrics/{plugin_config_id}/historical_exports/{id}/\', \'get\')]. resolving with numeral suffixes.', 'Warning: operationId "environments_persons_activity_retrieve" has collisions [(\'/api/environments/{project_id}/persons/{id}/activity/\', \'get\'), (\'/api/environments/{project_id}/persons/activity/\', \'get\')]. resolving with numeral suffixes.', From c40c9b178e648f4fe4b272ffc43486c2eeed1d58 Mon Sep 17 00:00:00 2001 From: github-actions <41898282+github-actions[bot]@users.noreply.github.com> Date: Wed, 9 Oct 2024 17:34:46 +0000 Subject: [PATCH 005/153] Update query snapshots --- posthog/api/test/__snapshots__/test_api_docs.ambr | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/posthog/api/test/__snapshots__/test_api_docs.ambr b/posthog/api/test/__snapshots__/test_api_docs.ambr index b2f385056e038..8ccce4f07b9b0 100644 --- a/posthog/api/test/__snapshots__/test_api_docs.ambr +++ b/posthog/api/test/__snapshots__/test_api_docs.ambr @@ -96,12 +96,12 @@ '/home/runner/work/posthog/posthog/posthog/api/survey.py: Warning [SurveyViewSet > SurveySerializer]: unable to resolve type hint for function "get_conditions". Consider using a type hint or @extend_schema_field. Defaulting to string.', '/home/runner/work/posthog/posthog/posthog/api/web_experiment.py: Warning [WebExperimentViewSet]: could not derive type of path parameter "project_id" because model "posthog.models.web_experiment.WebExperiment" contained no such field. Consider annotating parameter with @extend_schema. Defaulting to "string".', 'Warning: encountered multiple names for the same choice set (HrefMatchingEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', - 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "KindCfaEnum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "Kind069Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', + 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "KindCfaEnum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "type". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "TypeF73Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (EffectivePrivilegeLevelEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', - 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "insight". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "Insight251Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "insight". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "InsightDeaEnum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', + 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "insight". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "Insight251Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (MembershipLevelEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: operationId "environments_app_metrics_historical_exports_retrieve" has collisions [(\'/api/environments/{project_id}/app_metrics/{plugin_config_id}/historical_exports/\', \'get\'), (\'/api/environments/{project_id}/app_metrics/{plugin_config_id}/historical_exports/{id}/\', \'get\')]. resolving with numeral suffixes.', 'Warning: operationId "environments_persons_activity_retrieve" has collisions [(\'/api/environments/{project_id}/persons/{id}/activity/\', \'get\'), (\'/api/environments/{project_id}/persons/activity/\', \'get\')]. resolving with numeral suffixes.', From 50131c7787b0c76ff08a4dd84d7729802938dc1d Mon Sep 17 00:00:00 2001 From: Georgiy Tarasov Date: Wed, 9 Oct 2024 19:37:31 +0200 Subject: [PATCH 006/153] feat: tools --- ee/hogai/trends/nodes.py | 78 +++++++++++++++++++------------------- ee/hogai/trends/toolkit.py | 47 ++++++++++++++++++++--- 2 files changed, 82 insertions(+), 43 deletions(-) diff --git a/ee/hogai/trends/nodes.py b/ee/hogai/trends/nodes.py index ca8256bc19e69..10b71c6b3c3eb 100644 --- a/ee/hogai/trends/nodes.py +++ b/ee/hogai/trends/nodes.py @@ -1,19 +1,13 @@ -from typing import Literal, Optional, Union, cast +from typing import Literal, Union, cast from langchain.agents.output_parsers import ReActJsonSingleInputOutputParser -from langchain.callbacks.manager import ( - AsyncCallbackManagerForToolRun, - CallbackManagerForToolRun, -) from langchain_core.agents import AgentAction, AgentFinish from langchain_core.messages import merge_message_runs from langchain_core.prompts import ChatPromptTemplate -from langchain_core.tools import BaseTool -from langchain_core.tools.render import render_text_description -from pydantic import BaseModel, Field from ee.hogai.hardcoded_definitions import hardcoded_prop_defs from ee.hogai.trends.prompts import react_definitions_prompt, react_scratchpad_prompt, react_system_prompt +from ee.hogai.trends.toolkit import TrendsAgentToolkit, TrendsAgentToolModel from ee.hogai.utils import ( AssistantNode, AssistantNodeName, @@ -26,34 +20,6 @@ from posthog.models.team.team import Team -class RetrieveEntityTaxonomyArgs(BaseModel): - entity: Literal["person", "session", "cohort", "organization", "instance", "project"] = Field( - ..., description="The type of the entity that you want to retrieve properties for." - ) - - -class RetrieveEntityTaxonomyTool(BaseTool): - name: str = "retrieve_entity_properties_tool" - description: str = """ - Use this tool to retrieve property names for a property group (entity) that the user has in their taxonomy. You will receive a list of properties and their value types or a message that properties have not been found. - - - **Infer the property groups from the user's request.** - - **Try other entities** if the tool doesn't return any properties. - - **Prioritize properties that are directly related to the context or objective of the user's query.** - - **Avoid using ambiguous properties** unless their relevance is explicitly confirmed. - """ - args_schema: type[BaseModel] = RetrieveEntityTaxonomyArgs - - def _run(self, entity: str, run_manager: Optional[CallbackManagerForToolRun] = None) -> str: - return "LangChain" - - async def _arun(self, entity: str, run_manager: Optional[AsyncCallbackManagerForToolRun] = None) -> str: - raise NotImplementedError("custom_search does not support async") - - -tools: list[BaseTool] = [RetrieveEntityTaxonomyTool()] - - class CreateTrendsPlanNode(AssistantNode): name = AssistantNodeName.CREATE_TRENDS_PLAN @@ -128,6 +94,7 @@ def run(cls, state: AssistantState) -> AssistantState: events=cls._generate_events_prompt(team), ) + toolkit = TrendsAgentToolkit(team) output_parser = ReActJsonSingleInputOutputParser() merger = merge_message_runs() @@ -137,8 +104,8 @@ def run(cls, state: AssistantState) -> AssistantState: Union[AgentAction, AgentFinish], agent.invoke( { - "tools": render_text_description(tools), - "tool_names": ", ".join([t.name for t in tools]), + "tools": toolkit.render_text_description(), + "tool_names": ", ".join([t["name"] for t in toolkit.tools]), "agent_scratchpad": "", } ), @@ -151,6 +118,12 @@ def run(cls, state: AssistantState) -> AssistantState: "last_thought": result.output, } + try: + TrendsAgentToolModel(name=result.tool, argument=result.tool_input) + except Exception: + # validate + raise ValueError("Invalid tool call.") + return { **state, "agent_state": { @@ -159,6 +132,35 @@ def run(cls, state: AssistantState) -> AssistantState: } +class CreateTrendsPlanToolsNode(AssistantNode): + name = AssistantNodeName.CREATE_TRENDS_PLAN_TOOLS + + @classmethod + def run(cls, state: AssistantState) -> AssistantState: + team = state["team"] + if "agent_state" not in state or state["agent_state"] is None: + raise ValueError("Invalid state.") + + toolkit = TrendsAgentToolkit(team) + intermediate_steps = state["agent_state"]["intermediate_steps"] + action, _ = intermediate_steps[-1] + + output = "" + if action.tool == "retrieve_entity_properties_tool": + output = toolkit.retrieve_entity_properties(action.tool_input) + elif action.tool == "retrieve_event_properties_tool": + output = toolkit.retrieve_event_properties(action.tool_input) + else: + output = toolkit.retrieve_event_properties(action.tool_input) + + return { + **state, + "agent_state": { + "intermediate_steps": [*state["agent_state"]["intermediate_steps"], (action, output)], + }, + } + + class GenerateTrendsNode(AssistantNode): name = AssistantNodeName.GENERATE_TRENDS diff --git a/ee/hogai/trends/toolkit.py b/ee/hogai/trends/toolkit.py index 75431aa417486..b810392af51a8 100644 --- a/ee/hogai/trends/toolkit.py +++ b/ee/hogai/trends/toolkit.py @@ -1,6 +1,8 @@ import xml.etree.ElementTree as ET from functools import cached_property -from typing import TypedDict, cast +from typing import Literal, TypedDict, cast + +from pydantic import BaseModel from posthog.hogql_queries.ai.event_taxonomy_query_runner import EventTaxonomyQueryRunner from posthog.models.group_type_mapping import GroupTypeMapping @@ -11,9 +13,20 @@ class ToolkitTool(TypedDict): name: str + signature: str description: str +class TrendsAgentToolModel(BaseModel): + name: Literal[ + "retrieve_entity_properties_tool", + "retrieve_event_properties_tool", + "retrieve_property_values_tool", + "final_answer", + ] + argument: str + + class TrendsAgentToolkit: _team: Team @@ -46,7 +59,8 @@ def tools(self) -> list[ToolkitTool]: return [ { - "name": f"retrieve_entity_properties_tool(entity: Literal[{stringified_entities}])", + "name": f"retrieve_entity_properties_tool", + "signature": f"(entity: Literal[{stringified_entities}])", "description": """ Use this tool to retrieve property names for a property group (entity) that the user has in their taxonomy. You will receive a list of properties and their value types or a message that properties have not been found. @@ -60,7 +74,8 @@ def tools(self) -> list[ToolkitTool]: """, }, { - "name": "retrieve_event_properties_tool(event_name: str)", + "name": "retrieve_event_properties_tool", + "signature": "(event_name: str)", "description": """ Use this tool to retrieve property names of an event that the user has in their taxonomy. You will receive a list of properties, their value types and example values or a message that properties have not been found. @@ -73,7 +88,8 @@ def tools(self) -> list[ToolkitTool]: """, }, { - "name": "retrieve_property_values_tool(property_name: str)", + "name": "retrieve_property_values_tool", + "signature": "(property_name: str)", "description": """ Use this tool to retrieve property values for a property name that the user has in their taxonomy. Adjust filters to these values. You will receive a list of property values or a message that property values have not been found. Some properties can have many values, so the output will be truncated. Use your judgement to find a proper value. @@ -82,7 +98,8 @@ def tools(self) -> list[ToolkitTool]: """, }, { - "name": "final_answer(final_response: str)", + "name": "final_answer", + "signature": "(final_response: str)", "description": """ Use this tool to provide the final answer to the user's question. @@ -127,6 +144,26 @@ def tools(self) -> list[ToolkitTool]: }, ] + def render_text_description(self) -> str: + """ + Render the tool name and description in plain text. + + Returns: + The rendered text. + + Output will be in the format of: + + .. code-block:: markdown + + search: This tool is used for search + calculator: This tool is used for math + """ + descriptions = [] + for tool in self.tools: + description = f"{tool['name']}{tool['signature']} - {tool['description']}" + descriptions.append(description) + return "\n".join(descriptions) + def _generate_properties_xml(self, children: list[tuple[str, str | None]]): root = ET.Element("properties") property_types = {property_type for _, property_type in children if property_type is not None} From 46d96be1d31488f40bf3f93bb14ca02ac07a9751 Mon Sep 17 00:00:00 2001 From: github-actions <41898282+github-actions[bot]@users.noreply.github.com> Date: Wed, 9 Oct 2024 17:58:32 +0000 Subject: [PATCH 007/153] Update query snapshots --- posthog/api/test/__snapshots__/test_api_docs.ambr | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/posthog/api/test/__snapshots__/test_api_docs.ambr b/posthog/api/test/__snapshots__/test_api_docs.ambr index 8ccce4f07b9b0..b2f385056e038 100644 --- a/posthog/api/test/__snapshots__/test_api_docs.ambr +++ b/posthog/api/test/__snapshots__/test_api_docs.ambr @@ -96,12 +96,12 @@ '/home/runner/work/posthog/posthog/posthog/api/survey.py: Warning [SurveyViewSet > SurveySerializer]: unable to resolve type hint for function "get_conditions". Consider using a type hint or @extend_schema_field. Defaulting to string.', '/home/runner/work/posthog/posthog/posthog/api/web_experiment.py: Warning [WebExperimentViewSet]: could not derive type of path parameter "project_id" because model "posthog.models.web_experiment.WebExperiment" contained no such field. Consider annotating parameter with @extend_schema. Defaulting to "string".', 'Warning: encountered multiple names for the same choice set (HrefMatchingEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', - 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "Kind069Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "KindCfaEnum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', + 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "Kind069Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "type". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "TypeF73Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (EffectivePrivilegeLevelEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', - 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "insight". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "InsightDeaEnum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "insight". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "Insight251Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', + 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "insight". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "InsightDeaEnum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (MembershipLevelEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: operationId "environments_app_metrics_historical_exports_retrieve" has collisions [(\'/api/environments/{project_id}/app_metrics/{plugin_config_id}/historical_exports/\', \'get\'), (\'/api/environments/{project_id}/app_metrics/{plugin_config_id}/historical_exports/{id}/\', \'get\')]. resolving with numeral suffixes.', 'Warning: operationId "environments_persons_activity_retrieve" has collisions [(\'/api/environments/{project_id}/persons/{id}/activity/\', \'get\'), (\'/api/environments/{project_id}/persons/activity/\', \'get\')]. resolving with numeral suffixes.', From 888725e3f5642eacd103668cfcb33eb84ac5b3c1 Mon Sep 17 00:00:00 2001 From: github-actions <41898282+github-actions[bot]@users.noreply.github.com> Date: Wed, 9 Oct 2024 18:23:56 +0000 Subject: [PATCH 008/153] Update query snapshots --- posthog/api/test/__snapshots__/test_api_docs.ambr | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/posthog/api/test/__snapshots__/test_api_docs.ambr b/posthog/api/test/__snapshots__/test_api_docs.ambr index b2f385056e038..8ccce4f07b9b0 100644 --- a/posthog/api/test/__snapshots__/test_api_docs.ambr +++ b/posthog/api/test/__snapshots__/test_api_docs.ambr @@ -96,12 +96,12 @@ '/home/runner/work/posthog/posthog/posthog/api/survey.py: Warning [SurveyViewSet > SurveySerializer]: unable to resolve type hint for function "get_conditions". Consider using a type hint or @extend_schema_field. Defaulting to string.', '/home/runner/work/posthog/posthog/posthog/api/web_experiment.py: Warning [WebExperimentViewSet]: could not derive type of path parameter "project_id" because model "posthog.models.web_experiment.WebExperiment" contained no such field. Consider annotating parameter with @extend_schema. Defaulting to "string".', 'Warning: encountered multiple names for the same choice set (HrefMatchingEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', - 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "KindCfaEnum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "Kind069Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', + 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "KindCfaEnum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "type". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "TypeF73Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (EffectivePrivilegeLevelEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', - 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "insight". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "Insight251Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "insight". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "InsightDeaEnum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', + 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "insight". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "Insight251Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (MembershipLevelEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: operationId "environments_app_metrics_historical_exports_retrieve" has collisions [(\'/api/environments/{project_id}/app_metrics/{plugin_config_id}/historical_exports/\', \'get\'), (\'/api/environments/{project_id}/app_metrics/{plugin_config_id}/historical_exports/{id}/\', \'get\')]. resolving with numeral suffixes.', 'Warning: operationId "environments_persons_activity_retrieve" has collisions [(\'/api/environments/{project_id}/persons/{id}/activity/\', \'get\'), (\'/api/environments/{project_id}/persons/activity/\', \'get\')]. resolving with numeral suffixes.', From 5b181989ea394b75a8b19e69e2a4500c3860cac9 Mon Sep 17 00:00:00 2001 From: Georgiy Tarasov Date: Thu, 10 Oct 2024 09:44:00 +0200 Subject: [PATCH 009/153] feat: tool validation --- ee/hogai/trends/nodes.py | 76 ++++++++++++++++++++++++++-------------- 1 file changed, 50 insertions(+), 26 deletions(-) diff --git a/ee/hogai/trends/nodes.py b/ee/hogai/trends/nodes.py index 10b71c6b3c3eb..5ac4104dde301 100644 --- a/ee/hogai/trends/nodes.py +++ b/ee/hogai/trends/nodes.py @@ -1,9 +1,13 @@ from typing import Literal, Union, cast +from langchain.agents.format_scratchpad import format_log_to_str from langchain.agents.output_parsers import ReActJsonSingleInputOutputParser from langchain_core.agents import AgentAction, AgentFinish +from langchain_core.exceptions import OutputParserException from langchain_core.messages import merge_message_runs from langchain_core.prompts import ChatPromptTemplate +from langchain_core.runnables import RunnablePassthrough +from pydantic import ValidationError from ee.hogai.hardcoded_definitions import hardcoded_prop_defs from ee.hogai.trends.prompts import react_definitions_prompt, react_scratchpad_prompt, react_system_prompt @@ -54,26 +58,26 @@ def router( cls, state: AssistantState, ) -> Literal[AssistantNodeName.CREATE_TRENDS_PLAN_TOOLS, AssistantNodeName.GENERATE_TRENDS]: - # The plan was generated. - if not state["agent_state"]: - return AssistantNodeName.GENERATE_TRENDS - # Invalid state if ( state["agent_state"] is None or "intermediate_steps" not in state["agent_state"] or len(state["agent_state"]["intermediate_steps"]) == 0 - or state["agent_state"]["intermediate_steps"][-1][1] is not None ): raise ValueError("Invalid state.") + # The plan was generated. + if state["agent_state"]["intermediate_steps"][-1][1] is not None: + return AssistantNodeName.GENERATE_TRENDS + return AssistantNodeName.CREATE_TRENDS_PLAN_TOOLS @classmethod def run(cls, state: AssistantState) -> AssistantState: team = state["team"] messages = state["messages"] - intermediate_steps = state["agent_state"]["intermediate_steps"] if state.get("agent_state") is not None else [] + agent_state = state.get("agent_state") + intermediate_steps = agent_state["intermediate_steps"] if agent_state is not None else [] prompt = ( ChatPromptTemplate.from_messages( @@ -98,25 +102,34 @@ def run(cls, state: AssistantState) -> AssistantState: output_parser = ReActJsonSingleInputOutputParser() merger = merge_message_runs() - agent = prompt | merger | llm_gpt_4o | output_parser - - result = cast( - Union[AgentAction, AgentFinish], - agent.invoke( - { - "tools": toolkit.render_text_description(), - "tool_names": ", ".join([t["name"] for t in toolkit.tools]), - "agent_scratchpad": "", - } - ), + agent = ( + RunnablePassthrough.assign( + agent_scratchpad=lambda x: format_log_to_str(x["intermediate_steps"]), + ) + | prompt + | merger + | llm_gpt_4o + | output_parser ) + try: + result = cast( + Union[AgentAction, AgentFinish], + agent.invoke( + { + "tools": toolkit.render_text_description(), + "tool_names": ", ".join([t["name"] for t in toolkit.tools]), + "intermediate_steps": intermediate_steps, + } + ), + ) + except OutputParserException: + # incorrect json returned + pass + if isinstance(result, AgentFinish): # Exceptional case - return { - **state, - "last_thought": result.output, - } + return state try: TrendsAgentToolModel(name=result.tool, argument=result.tool_input) @@ -145,13 +158,24 @@ def run(cls, state: AssistantState) -> AssistantState: intermediate_steps = state["agent_state"]["intermediate_steps"] action, _ = intermediate_steps[-1] + try: + input = TrendsAgentToolModel(name=action.tool, argument=action.tool_input) + except ValidationError as e: + feedback = f"Invalid tool call. Pydantic exception: {e.errors(include_url=False)}" + return { + **state, + "agent_state": { + "intermediate_steps": [*state["agent_state"]["intermediate_steps"], (action, feedback)], + }, + } + output = "" - if action.tool == "retrieve_entity_properties_tool": - output = toolkit.retrieve_entity_properties(action.tool_input) - elif action.tool == "retrieve_event_properties_tool": - output = toolkit.retrieve_event_properties(action.tool_input) + if input.name == "retrieve_entity_properties_tool": + output = toolkit.retrieve_entity_properties(input.argument) + elif input.name == "retrieve_event_properties_tool": + output = toolkit.retrieve_event_properties(input.argument) else: - output = toolkit.retrieve_event_properties(action.tool_input) + output = toolkit.retrieve_event_properties(input.argument) return { **state, From 357b65a9343024ca7567e43a7b7bdf92857f3391 Mon Sep 17 00:00:00 2001 From: Georgiy Tarasov Date: Thu, 10 Oct 2024 09:48:56 +0200 Subject: [PATCH 010/153] feat: team query runner --- ee/hogai/trends/nodes.py | 16 ++++++++++++---- 1 file changed, 12 insertions(+), 4 deletions(-) diff --git a/ee/hogai/trends/nodes.py b/ee/hogai/trends/nodes.py index 5ac4104dde301..a4f6938b65e3b 100644 --- a/ee/hogai/trends/nodes.py +++ b/ee/hogai/trends/nodes.py @@ -20,8 +20,10 @@ llm_gpt_4o, remove_line_breaks, ) -from posthog.models.event_definition import EventDefinition +from posthog.hogql_queries.ai.team_taxonomy_query_runner import TeamTaxonomyQueryRunner +from posthog.hogql_queries.query_runner import ExecutionMode from posthog.models.team.team import Team +from posthog.schema import CachedTeamTaxonomyQueryResponse class CreateTrendsPlanNode(AssistantNode): @@ -33,7 +35,13 @@ def _generate_events_prompt(cls, team: Team) -> str: "$identify": "Identifies an anonymous user. This event doesn't show how many users you have but rather how many users used an account." } - events = EventDefinition.objects.filter(team_id=team.pk).values_list("name", flat=True) + response = TeamTaxonomyQueryRunner(ExecutionMode.RECENT_CACHE_CALCULATE_ASYNC_IF_STALE, team).run() + + if "results" not in response: + raise ValueError("Failed to generate events prompt.") + + response = cast(CachedTeamTaxonomyQueryResponse, response) + events = [item.event for item in response.results] # default for null in the schema tags: list[str] = ["all events"] @@ -165,7 +173,7 @@ def run(cls, state: AssistantState) -> AssistantState: return { **state, "agent_state": { - "intermediate_steps": [*state["agent_state"]["intermediate_steps"], (action, feedback)], + "intermediate_steps": [*intermediate_steps, (action, feedback)], }, } @@ -180,7 +188,7 @@ def run(cls, state: AssistantState) -> AssistantState: return { **state, "agent_state": { - "intermediate_steps": [*state["agent_state"]["intermediate_steps"], (action, output)], + "intermediate_steps": [*intermediate_steps, (action, output)], }, } From 2d6f8b132d8ba6f53d6f3c6b0087e9d1f78b25f9 Mon Sep 17 00:00:00 2001 From: Georgiy Tarasov Date: Thu, 10 Oct 2024 12:43:36 +0200 Subject: [PATCH 011/153] feat: tool loop --- ee/hogai/trends/nodes.py | 37 ++++++++++++---------- ee/hogai/trends/prompts.py | 8 ++--- ee/hogai/trends/toolkit.py | 64 +++++++++++++++++++++----------------- ee/hogai/utils.py | 4 --- 4 files changed, 61 insertions(+), 52 deletions(-) diff --git a/ee/hogai/trends/nodes.py b/ee/hogai/trends/nodes.py index a4f6938b65e3b..a695269d489a0 100644 --- a/ee/hogai/trends/nodes.py +++ b/ee/hogai/trends/nodes.py @@ -1,3 +1,4 @@ +import xml.etree.ElementTree as ET from typing import Literal, Union, cast from langchain.agents.format_scratchpad import format_log_to_str @@ -16,14 +17,14 @@ AssistantNode, AssistantNodeName, AssistantState, - generate_xml_tag, llm_gpt_4o, remove_line_breaks, ) from posthog.hogql_queries.ai.team_taxonomy_query_runner import TeamTaxonomyQueryRunner from posthog.hogql_queries.query_runner import ExecutionMode +from posthog.models.group_type_mapping import GroupTypeMapping from posthog.models.team.team import Team -from posthog.schema import CachedTeamTaxonomyQueryResponse +from posthog.schema import CachedTeamTaxonomyQueryResponse, TeamTaxonomyQuery class CreateTrendsPlanNode(AssistantNode): @@ -35,12 +36,13 @@ def _generate_events_prompt(cls, team: Team) -> str: "$identify": "Identifies an anonymous user. This event doesn't show how many users you have but rather how many users used an account." } - response = TeamTaxonomyQueryRunner(ExecutionMode.RECENT_CACHE_CALCULATE_ASYNC_IF_STALE, team).run() + response = TeamTaxonomyQueryRunner(TeamTaxonomyQuery(), team).run( + ExecutionMode.RECENT_CACHE_CALCULATE_BLOCKING_IF_STALE + ) - if "results" not in response: + if not isinstance(response, CachedTeamTaxonomyQueryResponse): raise ValueError("Failed to generate events prompt.") - response = cast(CachedTeamTaxonomyQueryResponse, response) events = [item.event for item in response.results] # default for null in the schema @@ -58,8 +60,15 @@ def _generate_events_prompt(cls, team: Team) -> str: event_tag += f" Examples: {data['examples']}." tags.append(remove_line_breaks(event_tag)) - tag_name = "list of available events for filtering" - return generate_xml_tag(tag_name, "\n".join(tags)).strip() + root = ET.Element("list of available events for filtering") + root.text = "\n" + "\n".join(tags) + "\n" + return ET.tostring(root, encoding="unicode") + + @classmethod + def _retrieve_group_types(cls, team: Team) -> list[str]: + return list( + GroupTypeMapping.objects.filter(team=team).order_by("group_type_index").values_list("group_type", flat=True) + ) @classmethod def router( @@ -75,7 +84,8 @@ def router( raise ValueError("Invalid state.") # The plan was generated. - if state["agent_state"]["intermediate_steps"][-1][1] is not None: + action, _ = state["agent_state"]["intermediate_steps"][-1] + if action.tool == "final_answer": return AssistantNodeName.GENERATE_TRENDS return AssistantNodeName.CREATE_TRENDS_PLAN_TOOLS @@ -104,6 +114,7 @@ def run(cls, state: AssistantState) -> AssistantState: ) ).partial( events=cls._generate_events_prompt(team), + groups=cls._retrieve_group_types(team), ) toolkit = TrendsAgentToolkit(team) @@ -139,12 +150,6 @@ def run(cls, state: AssistantState) -> AssistantState: # Exceptional case return state - try: - TrendsAgentToolModel(name=result.tool, argument=result.tool_input) - except Exception: - # validate - raise ValueError("Invalid tool call.") - return { **state, "agent_state": { @@ -183,12 +188,12 @@ def run(cls, state: AssistantState) -> AssistantState: elif input.name == "retrieve_event_properties_tool": output = toolkit.retrieve_event_properties(input.argument) else: - output = toolkit.retrieve_event_properties(input.argument) + output = toolkit.retrieve_property_values_tool(input.argument) return { **state, "agent_state": { - "intermediate_steps": [*intermediate_steps, (action, output)], + "intermediate_steps": [*intermediate_steps[:-1], (action, output)], }, } diff --git a/ee/hogai/trends/prompts.py b/ee/hogai/trends/prompts.py index 26fb3f91c21ca..0f4badc8c0885 100644 --- a/ee/hogai/trends/prompts.py +++ b/ee/hogai/trends/prompts.py @@ -78,9 +78,9 @@ - weekly active users - daily active users - first time for person -- unique organizations -- unique projects -- unique instances +{{#groups}} +- unique {{this}} +{{/groups}} Available aggregation types for any property are: - average @@ -100,7 +100,7 @@ When using a property filter, you must: - **Prioritize properties that are directly related to the context or objective of the user's query.** Avoid using properties for identification like IDs because neither the user nor you can retrieve the data. Instead, prioritize filtering based on general properties like `paidCustomer` or `icp_score`. You don't need to find properties for a time frame. -- **Ensure that you find both the property group and name.** Property groups must be one of the following: event, person, session, cohort, organization, instance, project. +- **Ensure that you find both the property group and name.** Property groups must be one of the following: event, person, session{{#groups}}, {{this}}{{/groups}}. - After selecting a property, **validate that the property value accurately reflects the intended criteria**. - **Find the suitable operator** (e.g., `contains`, `exact`, `is not set`). The operators are listed below. - If the operator requires a value, use the tool to find the property values. Verify that you can answer the question with given property values. If you can't, try to find a different property or event. diff --git a/ee/hogai/trends/toolkit.py b/ee/hogai/trends/toolkit.py index b810392af51a8..dd573b6166b40 100644 --- a/ee/hogai/trends/toolkit.py +++ b/ee/hogai/trends/toolkit.py @@ -1,10 +1,12 @@ import xml.etree.ElementTree as ET from functools import cached_property -from typing import Literal, TypedDict, cast +from textwrap import dedent +from typing import Literal, TypedDict from pydantic import BaseModel from posthog.hogql_queries.ai.event_taxonomy_query_runner import EventTaxonomyQueryRunner +from posthog.hogql_queries.query_runner import ExecutionMode from posthog.models.group_type_mapping import GroupTypeMapping from posthog.models.property_definition import PropertyDefinition from posthog.models.team.team import Team @@ -47,6 +49,8 @@ def tools(self) -> list[ToolkitTool]: ``` Events and other entities are intentionally separated for properties retrieval. Potentially, there can be different functions for each entity type. + + TODO: refactor to langchain's tools. """ entities = [ @@ -57,11 +61,13 @@ def tools(self) -> list[ToolkitTool]: ] stringified_entities = ", ".join([f"'{entity}'" for entity in entities]) - return [ - { - "name": f"retrieve_entity_properties_tool", - "signature": f"(entity: Literal[{stringified_entities}])", - "description": """ + tools: list[ToolkitTool] = [ + {**tool, "description": dedent(tool["description"])} + for tool in [ + { + "name": f"retrieve_entity_properties_tool", + "signature": f"(entity: Literal[{stringified_entities}])", + "description": """ Use this tool to retrieve property names for a property group (entity) that the user has in their taxonomy. You will receive a list of properties and their value types or a message that properties have not been found. - **Infer the property groups from the user's request.** @@ -72,11 +78,11 @@ def tools(self) -> list[ToolkitTool]: Args: entity: The type of the entity that you want to retrieve properties for. """, - }, - { - "name": "retrieve_event_properties_tool", - "signature": "(event_name: str)", - "description": """ + }, + { + "name": "retrieve_event_properties_tool", + "signature": "(event_name: str)", + "description": """ Use this tool to retrieve property names of an event that the user has in their taxonomy. You will receive a list of properties, their value types and example values or a message that properties have not been found. - **Try other events** if the tool doesn't return any properties. @@ -86,21 +92,21 @@ def tools(self) -> list[ToolkitTool]: Args: event_name: The name of the event that you want to retrieve properties for. """, - }, - { - "name": "retrieve_property_values_tool", - "signature": "(property_name: str)", - "description": """ + }, + { + "name": "retrieve_property_values_tool", + "signature": "(property_name: str)", + "description": """ Use this tool to retrieve property values for a property name that the user has in their taxonomy. Adjust filters to these values. You will receive a list of property values or a message that property values have not been found. Some properties can have many values, so the output will be truncated. Use your judgement to find a proper value. Args: property_name: The name of the property that you want to retrieve values for. """, - }, - { - "name": "final_answer", - "signature": "(final_response: str)", - "description": """ + }, + { + "name": "final_answer", + "signature": "(final_response: str)", + "description": """ Use this tool to provide the final answer to the user's question. Answer in the following format: @@ -141,9 +147,12 @@ def tools(self) -> list[ToolkitTool]: Args: final_response: List all events, actions, and properties that you want to use to answer the question. """, - }, + }, + ] ] + return tools + def render_text_description(self) -> str: """ Render the tool name and description in plain text. @@ -181,7 +190,7 @@ def _generate_properties_xml(self, children: list[tuple[str, str | None]]): return ET.tostring(root, encoding="unicode") - def retrieve_entity_properties(self, entity: str): + def retrieve_entity_properties(self, entity: str) -> str: """ Retrieve properties for an entitiy like person, session, or one of the groups. """ @@ -204,17 +213,16 @@ def retrieve_entity_properties(self, entity: str): return self._generate_properties_xml(list(qs.values_list("name", "property_type"))) - def retrieve_event_properties(self, event_name: str): + def retrieve_event_properties(self, event_name: str) -> str: """ Retrieve properties for an event. """ runner = EventTaxonomyQueryRunner(EventTaxonomyQuery(event=event_name), self._team) - response = runner.run() + response = runner.run(ExecutionMode.RECENT_CACHE_CALCULATE_BLOCKING_IF_STALE) - if "results" not in response: + if not isinstance(response, CachedEventTaxonomyQueryResponse): return "Properties have not been found." - response = cast(CachedEventTaxonomyQueryResponse, response) if not response.results: return f"Properties do not exist in the taxonomy for the event {event_name}." @@ -233,6 +241,6 @@ def retrieve_event_properties(self, event_name: str): ] ) - def retrieve_property_values_tool(self, property_name: str): + def retrieve_property_values_tool(self, property_name: str) -> str: # output values here with quotes for strings pass diff --git a/ee/hogai/utils.py b/ee/hogai/utils.py index ddebec0a01080..3b5ec04929b6b 100644 --- a/ee/hogai/utils.py +++ b/ee/hogai/utils.py @@ -43,7 +43,3 @@ def run(cls, state: AssistantState) -> AssistantState: def remove_line_breaks(line: str) -> str: return line.replace("\n", " ") - - -def generate_xml_tag(tag_name: str, content: str) -> str: - return f"\n<{tag_name}>\n{content.strip()}\n\n" From 6bd460a27996edc7d367569fc0b78545413057f2 Mon Sep 17 00:00:00 2001 From: Georgiy Tarasov Date: Thu, 10 Oct 2024 13:57:25 +0200 Subject: [PATCH 012/153] feat: trend generation step --- ee/hogai/trends/nodes.py | 75 +++++++++++++++++++++++++++++++--- ee/hogai/trends/prompts.py | 84 ++++++++++++++++++++++++++++++++++++++ ee/hogai/trends/toolkit.py | 75 +++++++++++++++++++++++++++++++++- 3 files changed, 227 insertions(+), 7 deletions(-) diff --git a/ee/hogai/trends/nodes.py b/ee/hogai/trends/nodes.py index a695269d489a0..d69abe2e17458 100644 --- a/ee/hogai/trends/nodes.py +++ b/ee/hogai/trends/nodes.py @@ -1,3 +1,4 @@ +import json import xml.etree.ElementTree as ET from typing import Literal, Union, cast @@ -5,14 +6,26 @@ from langchain.agents.output_parsers import ReActJsonSingleInputOutputParser from langchain_core.agents import AgentAction, AgentFinish from langchain_core.exceptions import OutputParserException -from langchain_core.messages import merge_message_runs +from langchain_core.messages import AIMessage, merge_message_runs +from langchain_core.output_parsers import PydanticOutputParser from langchain_core.prompts import ChatPromptTemplate -from langchain_core.runnables import RunnablePassthrough +from langchain_core.runnables import RunnableLambda, RunnablePassthrough from pydantic import ValidationError from ee.hogai.hardcoded_definitions import hardcoded_prop_defs -from ee.hogai.trends.prompts import react_definitions_prompt, react_scratchpad_prompt, react_system_prompt -from ee.hogai.trends.toolkit import TrendsAgentToolkit, TrendsAgentToolModel +from ee.hogai.trends.prompts import ( + react_definitions_prompt, + react_scratchpad_prompt, + react_system_prompt, + trends_system_prompt, + trends_user_prompt, +) +from ee.hogai.trends.toolkit import ( + GenerateTrendOutputModel, + GenerateTrendTool, + TrendsAgentToolkit, + TrendsAgentToolModel, +) from ee.hogai.utils import ( AssistantNode, AssistantNodeName, @@ -201,6 +214,58 @@ def run(cls, state: AssistantState) -> AssistantState: class GenerateTrendsNode(AssistantNode): name = AssistantNodeName.GENERATE_TRENDS + @classmethod + def _get_group_mapping_prompt(cls, team: Team) -> str: + groups = GroupTypeMapping.objects.filter(team=team).order_by("group_type_index") + if not groups: + return "The user has not defined any groups." + + root = ET.Element("list of defined groups") + root.text = ( + "\n" + "\n".join([f'name "{group.group_type}", index {group.group_type_index}' for group in groups]) + "\n" + ) + return ET.tostring(root, encoding="unicode") + @classmethod def run(cls, state: AssistantState) -> AssistantState: - return state + team = state["team"] + messages = state["messages"] + user_message = messages[-1] + + agent_state = state["agent_state"] + assert agent_state is not None + action, _ = agent_state["intermediate_steps"][-1] + + llm = llm_gpt_4o.with_structured_output( + GenerateTrendTool().schema, + method="function_calling", + include_raw=False, + ) + + trends_generation_prompt = ChatPromptTemplate.from_messages( + [ + ("system", trends_system_prompt), + ("user", trends_user_prompt), + ], + template_format="mustache", + ).partial( + plan=action.tool_input, + question=user_message.content, + ) + + parser = PydanticOutputParser(pydantic_object=GenerateTrendOutputModel) + chain = ( + trends_generation_prompt + | llm + | RunnableLambda(lambda x: json.dumps(x)) + | parser + | RunnableLambda(lambda x: x.model_dump_json()) + ) + + message = chain.invoke({"group_mapping": cls._get_group_mapping_prompt(team)}) + + return { + **state, + "messages": [AIMessage(content=message)], + "agent_state": None, + } diff --git a/ee/hogai/trends/prompts.py b/ee/hogai/trends/prompts.py index 0f4badc8c0885..09e8c5489485e 100644 --- a/ee/hogai/trends/prompts.py +++ b/ee/hogai/trends/prompts.py @@ -162,3 +162,87 @@ react_scratchpad_prompt = """ Thought: {{agent_scratchpad}} """ + +trends_system_prompt = """ +You're a recognized head of product growth with the skills of a top-tier data engineer. Your task is to implement queries of trends insights for customers using a JSON schema. You will be given a plan describing series and breakdowns. Answer the user's questions as best you can. + +Below is the additional context. + +Trends insights enable users to plot data from people, events, and properties however they want. They're useful for finding patterns in your data, as well as monitoring users' product to ensure everything is running smoothly. For example, using trends, users can analyze: +- How product's most important metrics change over time. +- Long-term patterns, or cycles in product's usage. +- How a specific change affects usage. +- The usage of different features side-by-side. +- How the properties of events vary using aggregation (sum, average, etc). +- Users can also visualize the same data points in a variety of ways. + +Follow this instruction to create a query: +* Build series according to the plan. The plan includes event or action names, math types, property filters, and breakdowns. +* Check operators of property filters for individual and all series. Make sure the operators correspond to the user's request. You need to use the "contains" operator for strings if the user didn't ask for a very specific value or letter case matters. +* Determine a visualization type that will answer the user's question in the best way. +* Determine if the user wants to name the series or use the default names. +* Choose the date range and the interval the user wants to analyze. +* Determine if the user wants to compare the results to a previous period or use smoothing. +* Determine if the user wants to filter out internal and test users. If the user didn't specify, filter out internal and test users by default. +* Determine if the user wants to use a sampling factor. +* Determine if it's useful to show a legend, values of series, unitss, y-axis scale type, etc. +* Use your judgment if there are any other parameters that the user might want to adjust that aren't listed here. + +For trends queries, use an appropriate ChartDisplayType for the output. For example: +- if the user wants to see dynamics in time like a line graph, use `ActionsLineGraph`. +- if the user wants to see cumulative dynamics across time, use `ActionsLineGraphCumulative`. +- if the user asks a question where you can answer with a single number, use `BoldNumber`. +- if the user wants a table, use `ActionsTable`. +- if the data is categorical, use `ActionsBar`. +- if the data is easy to understand in a pie chart, use `ActionsPie`. +- if the user has only one series and wants to see data from particular countries, use `WorldMap`. + +The user might want to get insights for groups. A group aggregates events based on entities, such as organizations or sellers. The user might provide a list of group names and their numeric indexes. Instead of a group's name, always use its numeric index. + +Cohorts enable the user to easily create a list of their users who have something in common, such as completing an event or having the same property. The user might want to use cohorts for filtering events. Instead of a cohort's name, always use its ID. + +You can determine if a feature flag is enabled by checking if it's set to true or 1 in the `$feature/...` property. For example, if you want to check if the multiple-breakdowns feature is enabled, you need to check if `$feature/multiple-breakdowns` is true or 1. + +Learn on these examples: +Q: How many users do I have? +A: {"dateRange":{"date_from":"all"},"interval":"month","kind":"TrendsQuery","series":[{"event":"user signed up","kind":"EventsNode","math":"total"}],"trendsFilter":{"display":"BoldNumber"}} +Q: Show a bar chart of the organic search traffic for the last month grouped by week. +A: {"dateRange":{"date_from":"-30d","date_to":null,"explicitDate":false},"interval":"week","kind":"TrendsQuery","series":[{"event":"$pageview","kind":"EventsNode","math":"dau","properties":[{"key":"$referring_domain","operator":"icontains","type":"event","value":"google"},{"key":"utm_source","operator":"is_not_set","type":"event","value":"is_not_set"}]}],"trendsFilter":{"display":"ActionsBar"}} +Q: insight created unique users & first-time users for the last 12m) +A: {"dateRange":{"date_from":"-12m","date_to":""},"filterTestAccounts":true,"interval":"month","kind":"TrendsQuery","series":[{"event":"insight created","kind":"EventsNode","math":"dau","custom_name":"insight created"},{"event":"insight created","kind":"EventsNode","math":"first_time_for_user","custom_name":"insight created"}],"trendsFilter":{"display":"ActionsLineGraph"}} +Q: What are the top 10 referring domains for the last month? +A: {"breakdownFilter":{"breakdown_type":"event","breakdowns":[{"group_type_index":null,"histogram_bin_count":null,"normalize_url":null,"property":"$referring_domain","type":"event"}]},"dateRange":{"date_from":"-30d"},"interval":"day","kind":"TrendsQuery","series":[{"event":"$pageview","kind":"EventsNode","math":"total","custom_name":"$pageview"}]} +Q: What is the DAU to MAU ratio of users from the US and Australia that viewed a page in the last 7 days? Compare it to the previous period. +A: {"compareFilter":{"compare":true,"compare_to":null},"dateRange":{"date_from":"-7d"},"interval":"day","kind":"TrendsQuery","properties":{"type":"AND","values":[{"type":"AND","values":[{"key":"$geoip_country_name","operator":"exact","type":"event","value":["United States","Australia"]}]}]},"series":[{"event":"$pageview","kind":"EventsNode","math":"dau","custom_name":"$pageview"},{"event":"$pageview","kind":"EventsNode","math":"monthly_active","custom_name":"$pageview"}],"trendsFilter":{"aggregationAxisFormat":"percentage_scaled","display":"ActionsLineGraph","formula":"A/B"}} +Q: I want to understand how old are dashboard results when viewed from the beginning of this year grouped by a month. Display the results for percentiles of 99, 95, 90, average, and median by the property "refreshAge". +A: {"dateRange":{"date_from":"yStart","date_to":null,"explicitDate":false},"filterTestAccounts":true,"interval":"month","kind":"TrendsQuery","series":[{"event":"viewed dashboard","kind":"EventsNode","math":"p99","math_property":"refreshAge","custom_name":"viewed dashboard"},{"event":"viewed dashboard","kind":"EventsNode","math":"p95","math_property":"refreshAge","custom_name":"viewed dashboard"},{"event":"viewed dashboard","kind":"EventsNode","math":"p90","math_property":"refreshAge","custom_name":"viewed dashboard"},{"event":"viewed dashboard","kind":"EventsNode","math":"avg","math_property":"refreshAge","custom_name":"viewed dashboard"},{"event":"viewed dashboard","kind":"EventsNode","math":"median","math_property":"refreshAge","custom_name":"viewed dashboard"}],"trendsFilter":{"aggregationAxisFormat":"duration","display":"ActionsLineGraph"}} +Q: organizations joined in the last 30 days by day from the google search +A: {"dateRange":{"date_from":"-30d"},"filterTestAccounts":false,"interval":"day","kind":"TrendsQuery","properties":{"type":"AND","values":[{"type":"OR","values":[{"key":"$initial_utm_source","operator":"exact","type":"person","value":["google"]}]}]},"series":[{"event":"user signed up","kind":"EventsNode","math":"unique_group","math_group_type_index":0,"name":"user signed up","properties":[{"key":"is_organization_first_user","operator":"exact","type":"person","value":["true"]}]}],"trendsFilter":{"display":"ActionsLineGraph"}} +Q: trends for the last two weeks of the onboarding completed event by unique projects with a session duration more than 5 minutes and the insight analyzed event by unique projects with a breakdown by event's Country Name. exclude the US. +A: {"kind":"TrendsQuery","series":[{"kind":"EventsNode","event":"onboarding completed","name":"onboarding completed","properties":[{"key":"$session_duration","value":300,"operator":"gt","type":"session"}],"math":"unique_group","math_group_type_index":2},{"kind":"EventsNode","event":"insight analyzed","name":"insight analyzed","math":"unique_group","math_group_type_index":2}],"trendsFilter":{"display":"ActionsBar","showValuesOnSeries":true,"showPercentStackView":false,"showLegend":false},"breakdownFilter":{"breakdowns":[{"property":"$geoip_country_name","type":"event"}],"breakdown_limit":5},"properties":{"type":"AND","values":[{"type":"AND","values":[{"key":"$geoip_country_code","value":["US"],"operator":"is_not","type":"event"}]}]},"dateRange":{"date_from":"-14d","date_to":null},"interval":"day"} + +Obey these rules: +- if the date range is not specified, use the best judgment to select a reasonable date range. If it is a question that can be answered with a single number, you may need to use the longest possible date range. +- Filter internal users by default if the user doesn't specify. +- Only use events and properties defined by the user. You can't create new events or property definitions. + +For your reference, there is a description of the data model. + +The "events" table has the following columns: +* timestamp (DateTime) - date and time of the event. Events are sorted by timestamp in ascending order. +* uuid (UUID) - unique identifier of the event. +* person_id (UUID) - unique identifier of the person who performed the event. +* event (String) - the name of the event. +* properties (Map) - additional properties of the event. Properties can be of multiple types: String, Int, Decimal, Float, and Bool. A property can be an array of those types. A property always has only ONE type. If the property starts with a $, it is a system-defined property. If the property doesn't start with a $, it is a user-defined property. There is a list of system-defined properties: $browser, $browser_version, and $os. User-defined properties can have any name. + +Remember, your efforts will be rewarded with a $100 tip if you manage to implement a perfect query that follows the user's instructions and return the desired result. Do not hallucinate. +""" + + +trends_user_prompt = """ +Here is the plan: +{{plan}} +Here is the group mapping: +{{group_mapping}} +Answer to this question: {{question}} +""" diff --git a/ee/hogai/trends/toolkit.py b/ee/hogai/trends/toolkit.py index dd573b6166b40..1b187b9e35abe 100644 --- a/ee/hogai/trends/toolkit.py +++ b/ee/hogai/trends/toolkit.py @@ -1,7 +1,8 @@ +import json import xml.etree.ElementTree as ET from functools import cached_property from textwrap import dedent -from typing import Literal, TypedDict +from typing import Any, Literal, Optional, TypedDict from pydantic import BaseModel @@ -10,7 +11,7 @@ from posthog.models.group_type_mapping import GroupTypeMapping from posthog.models.property_definition import PropertyDefinition from posthog.models.team.team import Team -from posthog.schema import CachedEventTaxonomyQueryResponse, EventTaxonomyQuery +from posthog.schema import CachedEventTaxonomyQueryResponse, EventTaxonomyQuery, ExperimentalAITrendsQuery class ToolkitTool(TypedDict): @@ -244,3 +245,73 @@ def retrieve_event_properties(self, event_name: str) -> str: def retrieve_property_values_tool(self, property_name: str) -> str: # output values here with quotes for strings pass + + +class GenerateTrendOutputModel(BaseModel): + reasoning_steps: Optional[list[str]] + answer: ExperimentalAITrendsQuery + + +class GenerateTrendTool: + def _replace_value_in_dict(self, item: Any, original_schema: Any): + if isinstance(item, list): + return [self._replace_value_in_dict(i, original_schema) for i in item] + elif isinstance(item, dict): + if list(item.keys()) == ["$ref"]: + definitions = item["$ref"][2:].split("/") + res = original_schema.copy() + for definition in definitions: + res = res[definition] + return res + else: + return {key: self._replace_value_in_dict(i, original_schema) for key, i in item.items()} + else: + return item + + def _flatten_schema(self): + schema = ExperimentalAITrendsQuery.model_json_schema() + + # Patch `numeric` types + schema["$defs"]["MathGroupTypeIndex"]["type"] = "number" + property_filters = ( + "EventPropertyFilter", + "PersonPropertyFilter", + "SessionPropertyFilter", + "FeaturePropertyFilter", + # TODO: remove cohorts for now + "CohortPropertyFilter", + ) + + # Clean up the property filters + for key in property_filters: + property_schema = schema["$defs"][key] + property_schema["properties"]["key"]["description"] = ( + f"Use one of the properties the user has provided in the plan." + ) + + for _ in range(100): + if "$ref" not in json.dumps(schema): + break + schema = self._replace_value_in_dict(schema.copy(), schema.copy()) + del schema["$defs"] + return schema + + @cached_property + def schema(self): + return { + "name": "output_insight_schema", + "description": "Outputs the JSON schema of a product analytics insight", + "parameters": { + "type": "object", + "properties": { + "reasoning_steps": { + "type": "array", + "items": {"type": "string"}, + "description": "The reasoning steps leading to the final conclusion that will be shown to the user. Use 'you' if you want to refer to the user.", + }, + "answer": self._flatten_schema(), + }, + "additionalProperties": False, + "required": ["reasoning_steps", "answer"], + }, + } From 90b6e30a121b1c129f0185a0543818d8d7deb9be Mon Sep 17 00:00:00 2001 From: Georgiy Tarasov Date: Thu, 10 Oct 2024 14:17:25 +0200 Subject: [PATCH 013/153] refactor: stateful nodes --- ee/hogai/graph.py | 29 +++++++++++++++--------- ee/hogai/trends/nodes.py | 48 ++++++++++++++++++---------------------- ee/hogai/utils.py | 5 ++++- 3 files changed, 43 insertions(+), 39 deletions(-) diff --git a/ee/hogai/graph.py b/ee/hogai/graph.py index f293496038c86..feff0af45b59d 100644 --- a/ee/hogai/graph.py +++ b/ee/hogai/graph.py @@ -11,24 +11,31 @@ class AssistantGraph: def __init__(self, team: Team): self._team = team + self._graph = StateGraph(AssistantState) - def _build_graph(self): - builder = StateGraph(AssistantState) + def _compile_graph(self): + builder = self._graph - builder.add_node(AssistantNodeName.CREATE_TRENDS_PLAN, CreateTrendsPlanNode.run) - builder.add_node(AssistantNodeName.CREATE_TRENDS_PLAN_TOOLS, CreateTrendsPlanToolsNode.run) - builder.add_node(AssistantNodeName.GENERATE_TRENDS, GenerateTrendsNode.run) + create_trends_plan_node = CreateTrendsPlanNode(self._team) + builder.add_node(CreateTrendsPlanNode.name, create_trends_plan_node.run) - builder.add_edge(AssistantNodeName.START, AssistantNodeName.CREATE_TRENDS_PLAN) + create_trends_plan_tools_node = CreateTrendsPlanToolsNode(self._team) + builder.add_node(CreateTrendsPlanToolsNode.name, create_trends_plan_tools_node.run) - builder.add_conditional_edges(AssistantNodeName.CREATE_TRENDS_PLAN, CreateTrendsPlanNode.router) + generate_trends_node = GenerateTrendsNode(self._team) + builder.add_node(GenerateTrendsNode.name, generate_trends_node.run) - builder.add_edge(AssistantNodeName.CREATE_TRENDS_PLAN_TOOLS, AssistantNodeName.CREATE_TRENDS_PLAN) + builder.add_edge(AssistantNodeName.START, create_trends_plan_node.name) - builder.add_edge(AssistantNodeName.GENERATE_TRENDS, AssistantNodeName.END) + builder.add_conditional_edges(create_trends_plan_node.name, create_trends_plan_node.router) + + builder.add_edge(create_trends_plan_tools_node.name, create_trends_plan_node.name) + + builder.add_edge(GenerateTrendsNode.name, AssistantNodeName.END) return builder.compile() def stream(self, user_input: str): - assistant_graph = self._build_graph() - return assistant_graph.stream({"messages": [("user", user_input)], "team": self._team, "chain_of_thought": []}) + assistant_graph = self._compile_graph() + + return assistant_graph.stream({"messages": [("user", user_input)], "team": self._team}) diff --git a/ee/hogai/trends/nodes.py b/ee/hogai/trends/nodes.py index d69abe2e17458..443b7c23c431c 100644 --- a/ee/hogai/trends/nodes.py +++ b/ee/hogai/trends/nodes.py @@ -1,5 +1,6 @@ import json import xml.etree.ElementTree as ET +from functools import cached_property from typing import Literal, Union, cast from langchain.agents.format_scratchpad import format_log_to_str @@ -36,20 +37,19 @@ from posthog.hogql_queries.ai.team_taxonomy_query_runner import TeamTaxonomyQueryRunner from posthog.hogql_queries.query_runner import ExecutionMode from posthog.models.group_type_mapping import GroupTypeMapping -from posthog.models.team.team import Team from posthog.schema import CachedTeamTaxonomyQueryResponse, TeamTaxonomyQuery class CreateTrendsPlanNode(AssistantNode): name = AssistantNodeName.CREATE_TRENDS_PLAN - @classmethod - def _generate_events_prompt(cls, team: Team) -> str: + @cached_property + def _events_prompt(self) -> str: event_description_mapping = { "$identify": "Identifies an anonymous user. This event doesn't show how many users you have but rather how many users used an account." } - response = TeamTaxonomyQueryRunner(TeamTaxonomyQuery(), team).run( + response = TeamTaxonomyQueryRunner(TeamTaxonomyQuery(), self._team).run( ExecutionMode.RECENT_CACHE_CALCULATE_BLOCKING_IF_STALE ) @@ -77,16 +77,16 @@ def _generate_events_prompt(cls, team: Team) -> str: root.text = "\n" + "\n".join(tags) + "\n" return ET.tostring(root, encoding="unicode") - @classmethod - def _retrieve_group_types(cls, team: Team) -> list[str]: + @cached_property + def _team_group_types(self) -> list[str]: return list( - GroupTypeMapping.objects.filter(team=team).order_by("group_type_index").values_list("group_type", flat=True) + GroupTypeMapping.objects.filter(team=self._team) + .order_by("group_type_index") + .values_list("group_type", flat=True) ) - @classmethod def router( - cls, - state: AssistantState, + self, state: AssistantState ) -> Literal[AssistantNodeName.CREATE_TRENDS_PLAN_TOOLS, AssistantNodeName.GENERATE_TRENDS]: # Invalid state if ( @@ -103,9 +103,7 @@ def router( return AssistantNodeName.CREATE_TRENDS_PLAN_TOOLS - @classmethod - def run(cls, state: AssistantState) -> AssistantState: - team = state["team"] + def run(self, state: AssistantState) -> AssistantState: messages = state["messages"] agent_state = state.get("agent_state") intermediate_steps = agent_state["intermediate_steps"] if agent_state is not None else [] @@ -126,11 +124,11 @@ def run(cls, state: AssistantState) -> AssistantState: template_format="mustache", ) ).partial( - events=cls._generate_events_prompt(team), - groups=cls._retrieve_group_types(team), + events=self._events_prompt, + groups=self._team_group_types, ) - toolkit = TrendsAgentToolkit(team) + toolkit = TrendsAgentToolkit(self._team) output_parser = ReActJsonSingleInputOutputParser() merger = merge_message_runs() @@ -174,13 +172,11 @@ def run(cls, state: AssistantState) -> AssistantState: class CreateTrendsPlanToolsNode(AssistantNode): name = AssistantNodeName.CREATE_TRENDS_PLAN_TOOLS - @classmethod - def run(cls, state: AssistantState) -> AssistantState: - team = state["team"] + def run(self, state: AssistantState) -> AssistantState: if "agent_state" not in state or state["agent_state"] is None: raise ValueError("Invalid state.") - toolkit = TrendsAgentToolkit(team) + toolkit = TrendsAgentToolkit(self._team) intermediate_steps = state["agent_state"]["intermediate_steps"] action, _ = intermediate_steps[-1] @@ -214,9 +210,9 @@ def run(cls, state: AssistantState) -> AssistantState: class GenerateTrendsNode(AssistantNode): name = AssistantNodeName.GENERATE_TRENDS - @classmethod - def _get_group_mapping_prompt(cls, team: Team) -> str: - groups = GroupTypeMapping.objects.filter(team=team).order_by("group_type_index") + @cached_property + def _group_mapping_prompt(self) -> str: + groups = GroupTypeMapping.objects.filter(team=self._team).order_by("group_type_index") if not groups: return "The user has not defined any groups." @@ -226,9 +222,7 @@ def _get_group_mapping_prompt(cls, team: Team) -> str: ) return ET.tostring(root, encoding="unicode") - @classmethod - def run(cls, state: AssistantState) -> AssistantState: - team = state["team"] + def run(self, state: AssistantState) -> AssistantState: messages = state["messages"] user_message = messages[-1] @@ -262,7 +256,7 @@ def run(cls, state: AssistantState) -> AssistantState: | RunnableLambda(lambda x: x.model_dump_json()) ) - message = chain.invoke({"group_mapping": cls._get_group_mapping_prompt(team)}) + message = chain.invoke({"group_mapping": self._group_mapping_prompt}) return { **state, diff --git a/ee/hogai/utils.py b/ee/hogai/utils.py index 3b5ec04929b6b..691ce605227bd 100644 --- a/ee/hogai/utils.py +++ b/ee/hogai/utils.py @@ -34,8 +34,11 @@ class AssistantNodeName(StrEnum): class AssistantNode(ABC): name: AssistantNodeName + _team: Team + + def __init__(self, team: Team): + self._team = team - @classmethod @abstractmethod def run(cls, state: AssistantState) -> AssistantState: raise NotImplementedError From ab8761e42d68a4a4f0436825e4b96adb71a54e40 Mon Sep 17 00:00:00 2001 From: github-actions <41898282+github-actions[bot]@users.noreply.github.com> Date: Thu, 10 Oct 2024 12:32:14 +0000 Subject: [PATCH 014/153] Update query snapshots --- posthog/api/test/__snapshots__/test_api_docs.ambr | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/posthog/api/test/__snapshots__/test_api_docs.ambr b/posthog/api/test/__snapshots__/test_api_docs.ambr index 8ccce4f07b9b0..b2f385056e038 100644 --- a/posthog/api/test/__snapshots__/test_api_docs.ambr +++ b/posthog/api/test/__snapshots__/test_api_docs.ambr @@ -96,12 +96,12 @@ '/home/runner/work/posthog/posthog/posthog/api/survey.py: Warning [SurveyViewSet > SurveySerializer]: unable to resolve type hint for function "get_conditions". Consider using a type hint or @extend_schema_field. Defaulting to string.', '/home/runner/work/posthog/posthog/posthog/api/web_experiment.py: Warning [WebExperimentViewSet]: could not derive type of path parameter "project_id" because model "posthog.models.web_experiment.WebExperiment" contained no such field. Consider annotating parameter with @extend_schema. Defaulting to "string".', 'Warning: encountered multiple names for the same choice set (HrefMatchingEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', - 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "Kind069Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "KindCfaEnum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', + 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "Kind069Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "type". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "TypeF73Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (EffectivePrivilegeLevelEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', - 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "insight". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "InsightDeaEnum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "insight". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "Insight251Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', + 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "insight". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "InsightDeaEnum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (MembershipLevelEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: operationId "environments_app_metrics_historical_exports_retrieve" has collisions [(\'/api/environments/{project_id}/app_metrics/{plugin_config_id}/historical_exports/\', \'get\'), (\'/api/environments/{project_id}/app_metrics/{plugin_config_id}/historical_exports/{id}/\', \'get\')]. resolving with numeral suffixes.', 'Warning: operationId "environments_persons_activity_retrieve" has collisions [(\'/api/environments/{project_id}/persons/{id}/activity/\', \'get\'), (\'/api/environments/{project_id}/persons/activity/\', \'get\')]. resolving with numeral suffixes.', From a701c389b5f3ae6330aad072092a8b4a5d2e855d Mon Sep 17 00:00:00 2001 From: github-actions <41898282+github-actions[bot]@users.noreply.github.com> Date: Thu, 10 Oct 2024 12:56:19 +0000 Subject: [PATCH 015/153] Update query snapshots --- posthog/api/test/__snapshots__/test_api_docs.ambr | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/posthog/api/test/__snapshots__/test_api_docs.ambr b/posthog/api/test/__snapshots__/test_api_docs.ambr index b2f385056e038..8ccce4f07b9b0 100644 --- a/posthog/api/test/__snapshots__/test_api_docs.ambr +++ b/posthog/api/test/__snapshots__/test_api_docs.ambr @@ -96,12 +96,12 @@ '/home/runner/work/posthog/posthog/posthog/api/survey.py: Warning [SurveyViewSet > SurveySerializer]: unable to resolve type hint for function "get_conditions". Consider using a type hint or @extend_schema_field. Defaulting to string.', '/home/runner/work/posthog/posthog/posthog/api/web_experiment.py: Warning [WebExperimentViewSet]: could not derive type of path parameter "project_id" because model "posthog.models.web_experiment.WebExperiment" contained no such field. Consider annotating parameter with @extend_schema. Defaulting to "string".', 'Warning: encountered multiple names for the same choice set (HrefMatchingEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', - 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "KindCfaEnum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "Kind069Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', + 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "KindCfaEnum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "type". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "TypeF73Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (EffectivePrivilegeLevelEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', - 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "insight". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "Insight251Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "insight". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "InsightDeaEnum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', + 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "insight". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "Insight251Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (MembershipLevelEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: operationId "environments_app_metrics_historical_exports_retrieve" has collisions [(\'/api/environments/{project_id}/app_metrics/{plugin_config_id}/historical_exports/\', \'get\'), (\'/api/environments/{project_id}/app_metrics/{plugin_config_id}/historical_exports/{id}/\', \'get\')]. resolving with numeral suffixes.', 'Warning: operationId "environments_persons_activity_retrieve" has collisions [(\'/api/environments/{project_id}/persons/{id}/activity/\', \'get\'), (\'/api/environments/{project_id}/persons/activity/\', \'get\')]. resolving with numeral suffixes.', From d86cf527cd80b35bf7ba69fa9627493f65e6e26f Mon Sep 17 00:00:00 2001 From: github-actions <41898282+github-actions[bot]@users.noreply.github.com> Date: Thu, 10 Oct 2024 13:21:08 +0000 Subject: [PATCH 016/153] Update query snapshots --- posthog/api/test/__snapshots__/test_api_docs.ambr | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/posthog/api/test/__snapshots__/test_api_docs.ambr b/posthog/api/test/__snapshots__/test_api_docs.ambr index 8ccce4f07b9b0..41d93b8a81537 100644 --- a/posthog/api/test/__snapshots__/test_api_docs.ambr +++ b/posthog/api/test/__snapshots__/test_api_docs.ambr @@ -96,8 +96,8 @@ '/home/runner/work/posthog/posthog/posthog/api/survey.py: Warning [SurveyViewSet > SurveySerializer]: unable to resolve type hint for function "get_conditions". Consider using a type hint or @extend_schema_field. Defaulting to string.', '/home/runner/work/posthog/posthog/posthog/api/web_experiment.py: Warning [WebExperimentViewSet]: could not derive type of path parameter "project_id" because model "posthog.models.web_experiment.WebExperiment" contained no such field. Consider annotating parameter with @extend_schema. Defaulting to "string".', 'Warning: encountered multiple names for the same choice set (HrefMatchingEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', - 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "Kind069Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "KindCfaEnum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', + 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "Kind069Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "type". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "TypeF73Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (EffectivePrivilegeLevelEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "insight". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "InsightDeaEnum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', From 8bfd076f852678168ea69600e511b7fd0ada31c6 Mon Sep 17 00:00:00 2001 From: Georgiy Tarasov Date: Thu, 10 Oct 2024 16:06:22 +0200 Subject: [PATCH 017/153] feat: handle unformatted response --- ee/hogai/graph.py | 1 - ee/hogai/trends/nodes.py | 15 +++++++++++---- ee/hogai/trends/toolkit.py | 7 +++++++ 3 files changed, 18 insertions(+), 5 deletions(-) diff --git a/ee/hogai/graph.py b/ee/hogai/graph.py index feff0af45b59d..154d58581be26 100644 --- a/ee/hogai/graph.py +++ b/ee/hogai/graph.py @@ -37,5 +37,4 @@ def _compile_graph(self): def stream(self, user_input: str): assistant_graph = self._compile_graph() - return assistant_graph.stream({"messages": [("user", user_input)], "team": self._team}) diff --git a/ee/hogai/trends/nodes.py b/ee/hogai/trends/nodes.py index 443b7c23c431c..f7ce5394b78ec 100644 --- a/ee/hogai/trends/nodes.py +++ b/ee/hogai/trends/nodes.py @@ -153,9 +153,14 @@ def run(self, state: AssistantState) -> AssistantState: } ), ) - except OutputParserException: - # incorrect json returned - pass + except OutputParserException as e: + text = str(e) + if e.send_to_llm: + observation = str(e.observation) + text = str(e.llm_output) + else: + observation = "Invalid or incomplete response. You must use the provided tools and output JSON to answer the user's question. Use the exception message to correct the response." + result = AgentAction("handle_incorrect_response", observation, text) if isinstance(result, AgentFinish): # Exceptional case @@ -196,8 +201,10 @@ def run(self, state: AssistantState) -> AssistantState: output = toolkit.retrieve_entity_properties(input.argument) elif input.name == "retrieve_event_properties_tool": output = toolkit.retrieve_event_properties(input.argument) - else: + elif input.name == "retrieve_property_values_tool": output = toolkit.retrieve_property_values_tool(input.argument) + else: + output = toolkit.handle_incorrect_response(input.argument) return { **state, diff --git a/ee/hogai/trends/toolkit.py b/ee/hogai/trends/toolkit.py index 1b187b9e35abe..a1ec9def00304 100644 --- a/ee/hogai/trends/toolkit.py +++ b/ee/hogai/trends/toolkit.py @@ -25,6 +25,7 @@ class TrendsAgentToolModel(BaseModel): "retrieve_entity_properties_tool", "retrieve_event_properties_tool", "retrieve_property_values_tool", + "handle_incorrect_response", "final_answer", ] argument: str @@ -246,6 +247,12 @@ def retrieve_property_values_tool(self, property_name: str) -> str: # output values here with quotes for strings pass + def handle_incorrect_response(self, response: str) -> str: + """ + Take a parsing error and return a response that the LLM can use to correct itself. + """ + return response + class GenerateTrendOutputModel(BaseModel): reasoning_steps: Optional[list[str]] From 18a535ced52e7997173ef17e3f80a9c996c4f131 Mon Sep 17 00:00:00 2001 From: Georgiy Tarasov Date: Thu, 10 Oct 2024 18:28:00 +0200 Subject: [PATCH 018/153] feat: pydantic schemas for state --- ee/hogai/graph.py | 2 +- ee/hogai/trends/nodes.py | 162 ++++++++++++++++++++++++--------------- ee/hogai/utils.py | 23 +++--- 3 files changed, 113 insertions(+), 74 deletions(-) diff --git a/ee/hogai/graph.py b/ee/hogai/graph.py index 154d58581be26..4f57280dc29c5 100644 --- a/ee/hogai/graph.py +++ b/ee/hogai/graph.py @@ -37,4 +37,4 @@ def _compile_graph(self): def stream(self, user_input: str): assistant_graph = self._compile_graph() - return assistant_graph.stream({"messages": [("user", user_input)], "team": self._team}) + return assistant_graph.stream({"messages": [("user", user_input)]}) diff --git a/ee/hogai/trends/nodes.py b/ee/hogai/trends/nodes.py index f7ce5394b78ec..174502bd778d0 100644 --- a/ee/hogai/trends/nodes.py +++ b/ee/hogai/trends/nodes.py @@ -1,7 +1,7 @@ import json import xml.etree.ElementTree as ET from functools import cached_property -from typing import Literal, Union, cast +from typing import Literal, Optional, Union, cast from langchain.agents.format_scratchpad import format_log_to_str from langchain.agents.output_parsers import ReActJsonSingleInputOutputParser @@ -40,7 +40,21 @@ from posthog.schema import CachedTeamTaxonomyQueryResponse, TeamTaxonomyQuery -class CreateTrendsPlanNode(AssistantNode): +class AssistantTrendsPlanAgentState(AssistantState): + intermediate_steps: list[tuple[AgentAction, Optional[str]]] + + +class AssistantTrendsGeneratorState(AssistantState): + plan: str + tool_argument: Optional[str] + + +class CreateTrendsPlanNode( + AssistantNode[ + Union[AssistantState, AssistantTrendsPlanAgentState], + Union[AssistantTrendsPlanAgentState, AssistantTrendsGeneratorState], + ] +): name = AssistantNodeName.CREATE_TRENDS_PLAN @cached_property @@ -86,27 +100,21 @@ def _team_group_types(self) -> list[str]: ) def router( - self, state: AssistantState + self, state: Union[AssistantState, AssistantTrendsPlanAgentState, AssistantTrendsGeneratorState] ) -> Literal[AssistantNodeName.CREATE_TRENDS_PLAN_TOOLS, AssistantNodeName.GENERATE_TRENDS]: - # Invalid state - if ( - state["agent_state"] is None - or "intermediate_steps" not in state["agent_state"] - or len(state["agent_state"]["intermediate_steps"]) == 0 - ): - raise ValueError("Invalid state.") - - # The plan was generated. - action, _ = state["agent_state"]["intermediate_steps"][-1] - if action.tool == "final_answer": + # Exceptional case. TODO: decide how to handle this. + if isinstance(state, AssistantTrendsGeneratorState): return AssistantNodeName.GENERATE_TRENDS - return AssistantNodeName.CREATE_TRENDS_PLAN_TOOLS + if isinstance(state, AssistantTrendsPlanAgentState): + return AssistantNodeName.CREATE_TRENDS_PLAN_TOOLS - def run(self, state: AssistantState) -> AssistantState: - messages = state["messages"] - agent_state = state.get("agent_state") - intermediate_steps = agent_state["intermediate_steps"] if agent_state is not None else [] + raise ValueError("Invalid state.") + + def run( + self, state: Union[AssistantState, AssistantTrendsPlanAgentState] + ) -> Union[AssistantTrendsPlanAgentState, AssistantTrendsGeneratorState]: + intermediate_steps = state.intermediate_steps if isinstance(state, AssistantTrendsPlanAgentState) else [] prompt = ( ChatPromptTemplate.from_messages( @@ -116,7 +124,7 @@ def run(self, state: AssistantState) -> AssistantState: ], template_format="mustache", ) - + messages + + state.messages + ChatPromptTemplate.from_messages( [ ("user", react_scratchpad_prompt), @@ -159,42 +167,56 @@ def run(self, state: AssistantState) -> AssistantState: observation = str(e.observation) text = str(e.llm_output) else: - observation = "Invalid or incomplete response. You must use the provided tools and output JSON to answer the user's question. Use the exception message to correct the response." + observation = "Invalid or incomplete response. You must use the provided tools and output JSON to answer the user's question." result = AgentAction("handle_incorrect_response", observation, text) if isinstance(result, AgentFinish): # Exceptional case - return state + return AssistantTrendsGeneratorState( + **state.model_dump(), + plan=result.log, + ) - return { - **state, - "agent_state": { - "intermediate_steps": [*intermediate_steps, (result, None)], - }, - } + return AssistantTrendsPlanAgentState( + **state.model_dump(), + intermediate_steps=[*intermediate_steps, (result, None)], + ) -class CreateTrendsPlanToolsNode(AssistantNode): +class CreateTrendsPlanToolsNode( + AssistantNode[AssistantTrendsPlanAgentState, Union[AssistantTrendsGeneratorState, AssistantTrendsPlanAgentState]] +): name = AssistantNodeName.CREATE_TRENDS_PLAN_TOOLS - def run(self, state: AssistantState) -> AssistantState: - if "agent_state" not in state or state["agent_state"] is None: - raise ValueError("Invalid state.") + def router( + self, state: Union[AssistantTrendsGeneratorState, AssistantTrendsPlanAgentState] + ) -> Literal[AssistantNodeName.GENERATE_TRENDS, AssistantNodeName.CREATE_TRENDS_PLAN]: + if isinstance(state, AssistantTrendsGeneratorState): + return AssistantNodeName.GENERATE_TRENDS + return AssistantNodeName.CREATE_TRENDS_PLAN + def run( + self, state: AssistantTrendsPlanAgentState + ) -> Union[AssistantTrendsGeneratorState, AssistantTrendsPlanAgentState]: toolkit = TrendsAgentToolkit(self._team) - intermediate_steps = state["agent_state"]["intermediate_steps"] + intermediate_steps = state.intermediate_steps action, _ = intermediate_steps[-1] try: input = TrendsAgentToolModel(name=action.tool, argument=action.tool_input) except ValidationError as e: feedback = f"Invalid tool call. Pydantic exception: {e.errors(include_url=False)}" - return { - **state, - "agent_state": { - "intermediate_steps": [*intermediate_steps, (action, feedback)], - }, - } + return AssistantTrendsPlanAgentState( + **state.model_dump(), + intermediate_steps=[*intermediate_steps, (action, feedback)], + ) + + # The plan has been found. Move to the generation. + if input.name == "final_answer": + return AssistantTrendsGeneratorState( + **state.model_dump(), + plan=input.argument, + ) output = "" if input.name == "retrieve_entity_properties_tool": @@ -206,15 +228,15 @@ def run(self, state: AssistantState) -> AssistantState: else: output = toolkit.handle_incorrect_response(input.argument) - return { - **state, - "agent_state": { - "intermediate_steps": [*intermediate_steps[:-1], (action, output)], - }, - } + return AssistantTrendsPlanAgentState( + **state.model_dump(), + intermediate_steps=[*intermediate_steps, (action, output)], + ) -class GenerateTrendsNode(AssistantNode): +class GenerateTrendsNode( + AssistantNode[AssistantTrendsGeneratorState, Union[AssistantTrendsGeneratorState, AssistantState]] +): name = AssistantNodeName.GENERATE_TRENDS @cached_property @@ -229,13 +251,15 @@ def _group_mapping_prompt(self) -> str: ) return ET.tostring(root, encoding="unicode") - def run(self, state: AssistantState) -> AssistantState: - messages = state["messages"] - user_message = messages[-1] + def router( + self, state: Union[AssistantTrendsGeneratorState, AssistantState] + ) -> Literal[AssistantNodeName.END, AssistantNodeName.GENERATE_TRENDS_TOOLS]: + if isinstance(state, AssistantTrendsGeneratorState) and state.tool_argument is not None: + return AssistantNodeName.GENERATE_TRENDS_TOOLS + return AssistantNodeName.END - agent_state = state["agent_state"] - assert agent_state is not None - action, _ = agent_state["intermediate_steps"][-1] + def run(self, state: AssistantTrendsGeneratorState) -> AssistantState: + user_message = state.messages[-1] llm = llm_gpt_4o.with_structured_output( GenerateTrendTool().schema, @@ -250,23 +274,39 @@ def run(self, state: AssistantState) -> AssistantState: ], template_format="mustache", ).partial( - plan=action.tool_input, + plan=state.plan, question=user_message.content, ) - parser = PydanticOutputParser(pydantic_object=GenerateTrendOutputModel) chain = ( trends_generation_prompt | llm | RunnableLambda(lambda x: json.dumps(x)) - | parser + | PydanticOutputParser[GenerateTrendOutputModel](pydantic_object=GenerateTrendOutputModel) | RunnableLambda(lambda x: x.model_dump_json()) ) - message = chain.invoke({"group_mapping": self._group_mapping_prompt}) + try: + message = chain.invoke({"group_mapping": self._group_mapping_prompt}) + except OutputParserException as e: + if e.send_to_llm: + observation = str(e.observation) + else: + observation = "Invalid or incomplete response. You must use the provided tools and output JSON to answer the user's question." + return AssistantTrendsGeneratorState(**state.model_dump(), tool_argument=observation) - return { - **state, - "messages": [AIMessage(content=message)], - "agent_state": None, - } + return AssistantState( + **state.model_dump(), + messages=[AIMessage(content=message)], + ) + + +class GenerateTrendsToolsNode(AssistantNode[AssistantTrendsGeneratorState, AssistantTrendsGeneratorState]): + """ + Used for failover from generation errors. + """ + + name = AssistantNodeName.GENERATE_TRENDS_TOOLS + + def run(self, state: AssistantState) -> AssistantState: + return state diff --git a/ee/hogai/utils.py b/ee/hogai/utils.py index 691ce605227bd..8c8d6f7f8ba2b 100644 --- a/ee/hogai/utils.py +++ b/ee/hogai/utils.py @@ -1,27 +1,21 @@ from abc import ABC, abstractmethod from collections.abc import Sequence from enum import StrEnum -from typing import Annotated, Optional, TypedDict +from typing import Annotated, Generic, TypeVar -from langchain_core.agents import AgentAction from langchain_core.messages import BaseMessage from langchain_openai import ChatOpenAI from langgraph.graph import END, START from langgraph.graph.message import add_messages +from pydantic import BaseModel from posthog.models.team.team import Team -llm_gpt_4o = ChatOpenAI(model="gpt-4o", temperature=0.7) +llm_gpt_4o = ChatOpenAI(model="gpt-4o", temperature=0.7, streaming=True) -class AgentState(TypedDict): - intermediate_steps: list[tuple[AgentAction, Optional[str]]] - - -class AssistantState(TypedDict): - team: Team +class AssistantState(BaseModel): messages: Annotated[Sequence[BaseMessage], add_messages] - agent_state: Optional[AgentState] class AssistantNodeName(StrEnum): @@ -30,9 +24,14 @@ class AssistantNodeName(StrEnum): CREATE_TRENDS_PLAN = "create_trends_plan" CREATE_TRENDS_PLAN_TOOLS = "create_trends_plan_tools" GENERATE_TRENDS = "generate_trends_schema" + GENERATE_TRENDS_TOOLS = "generate_trends_tools" + + +T = TypeVar("T", bound=AssistantState) +R = TypeVar("R", bound=AssistantState) -class AssistantNode(ABC): +class AssistantNode(ABC, Generic[T, R]): name: AssistantNodeName _team: Team @@ -40,7 +39,7 @@ def __init__(self, team: Team): self._team = team @abstractmethod - def run(cls, state: AssistantState) -> AssistantState: + def run(cls, state: T) -> R: raise NotImplementedError From c879e8d066922d0b2eee93a04722ffe49a443bc5 Mon Sep 17 00:00:00 2001 From: Georgiy Tarasov Date: Thu, 10 Oct 2024 19:15:06 +0200 Subject: [PATCH 019/153] fix: state --- ee/hogai/graph.py | 7 +-- ee/hogai/trends/nodes.py | 110 +++++++++++++-------------------------- ee/hogai/utils.py | 17 +++--- 3 files changed, 46 insertions(+), 88 deletions(-) diff --git a/ee/hogai/graph.py b/ee/hogai/graph.py index 4f57280dc29c5..f0c719ef98e6a 100644 --- a/ee/hogai/graph.py +++ b/ee/hogai/graph.py @@ -26,12 +26,9 @@ def _compile_graph(self): builder.add_node(GenerateTrendsNode.name, generate_trends_node.run) builder.add_edge(AssistantNodeName.START, create_trends_plan_node.name) - builder.add_conditional_edges(create_trends_plan_node.name, create_trends_plan_node.router) - - builder.add_edge(create_trends_plan_tools_node.name, create_trends_plan_node.name) - - builder.add_edge(GenerateTrendsNode.name, AssistantNodeName.END) + builder.add_conditional_edges(create_trends_plan_tools_node.name, create_trends_plan_tools_node.router) + builder.add_conditional_edges(GenerateTrendsNode.name, generate_trends_node.router) return builder.compile() diff --git a/ee/hogai/trends/nodes.py b/ee/hogai/trends/nodes.py index 174502bd778d0..3422ece19bbbe 100644 --- a/ee/hogai/trends/nodes.py +++ b/ee/hogai/trends/nodes.py @@ -1,7 +1,7 @@ import json import xml.etree.ElementTree as ET from functools import cached_property -from typing import Literal, Optional, Union, cast +from typing import Union, cast from langchain.agents.format_scratchpad import format_log_to_str from langchain.agents.output_parsers import ReActJsonSingleInputOutputParser @@ -40,21 +40,7 @@ from posthog.schema import CachedTeamTaxonomyQueryResponse, TeamTaxonomyQuery -class AssistantTrendsPlanAgentState(AssistantState): - intermediate_steps: list[tuple[AgentAction, Optional[str]]] - - -class AssistantTrendsGeneratorState(AssistantState): - plan: str - tool_argument: Optional[str] - - -class CreateTrendsPlanNode( - AssistantNode[ - Union[AssistantState, AssistantTrendsPlanAgentState], - Union[AssistantTrendsPlanAgentState, AssistantTrendsGeneratorState], - ] -): +class CreateTrendsPlanNode(AssistantNode): name = AssistantNodeName.CREATE_TRENDS_PLAN @cached_property @@ -99,22 +85,18 @@ def _team_group_types(self) -> list[str]: .values_list("group_type", flat=True) ) - def router( - self, state: Union[AssistantState, AssistantTrendsPlanAgentState, AssistantTrendsGeneratorState] - ) -> Literal[AssistantNodeName.CREATE_TRENDS_PLAN_TOOLS, AssistantNodeName.GENERATE_TRENDS]: + def router(self, state: AssistantState): # Exceptional case. TODO: decide how to handle this. - if isinstance(state, AssistantTrendsGeneratorState): + if state.get("plan") is not None: return AssistantNodeName.GENERATE_TRENDS - if isinstance(state, AssistantTrendsPlanAgentState): + if state.get("intermediate_steps", []): return AssistantNodeName.CREATE_TRENDS_PLAN_TOOLS raise ValueError("Invalid state.") - def run( - self, state: Union[AssistantState, AssistantTrendsPlanAgentState] - ) -> Union[AssistantTrendsPlanAgentState, AssistantTrendsGeneratorState]: - intermediate_steps = state.intermediate_steps if isinstance(state, AssistantTrendsPlanAgentState) else [] + def run(self, state: AssistantState): + intermediate_steps = state.get("intermediate_steps") or [] prompt = ( ChatPromptTemplate.from_messages( @@ -124,7 +106,7 @@ def run( ], template_format="mustache", ) - + state.messages + + state["messages"] + ChatPromptTemplate.from_messages( [ ("user", react_scratchpad_prompt), @@ -172,51 +154,41 @@ def run( if isinstance(result, AgentFinish): # Exceptional case - return AssistantTrendsGeneratorState( - **state.model_dump(), - plan=result.log, - ) + return { + "plan": result.log, + "intermediate_steps": None, + } - return AssistantTrendsPlanAgentState( - **state.model_dump(), - intermediate_steps=[*intermediate_steps, (result, None)], - ) + return { + "intermediate_steps": [*intermediate_steps, (result, None)], + } -class CreateTrendsPlanToolsNode( - AssistantNode[AssistantTrendsPlanAgentState, Union[AssistantTrendsGeneratorState, AssistantTrendsPlanAgentState]] -): +class CreateTrendsPlanToolsNode(AssistantNode): name = AssistantNodeName.CREATE_TRENDS_PLAN_TOOLS - def router( - self, state: Union[AssistantTrendsGeneratorState, AssistantTrendsPlanAgentState] - ) -> Literal[AssistantNodeName.GENERATE_TRENDS, AssistantNodeName.CREATE_TRENDS_PLAN]: - if isinstance(state, AssistantTrendsGeneratorState): + def router(self, state: AssistantState): + if state.get("plan") is not None: return AssistantNodeName.GENERATE_TRENDS return AssistantNodeName.CREATE_TRENDS_PLAN - def run( - self, state: AssistantTrendsPlanAgentState - ) -> Union[AssistantTrendsGeneratorState, AssistantTrendsPlanAgentState]: + def run(self, state: AssistantState): toolkit = TrendsAgentToolkit(self._team) - intermediate_steps = state.intermediate_steps + intermediate_steps = state.get("intermediate_steps") or [] action, _ = intermediate_steps[-1] try: input = TrendsAgentToolModel(name=action.tool, argument=action.tool_input) except ValidationError as e: feedback = f"Invalid tool call. Pydantic exception: {e.errors(include_url=False)}" - return AssistantTrendsPlanAgentState( - **state.model_dump(), - intermediate_steps=[*intermediate_steps, (action, feedback)], - ) + return {"intermediate_steps": [*intermediate_steps, (action, feedback)]} # The plan has been found. Move to the generation. if input.name == "final_answer": - return AssistantTrendsGeneratorState( - **state.model_dump(), - plan=input.argument, - ) + return { + "plan": input.argument, + "intermediate_steps": None, + } output = "" if input.name == "retrieve_entity_properties_tool": @@ -228,15 +200,10 @@ def run( else: output = toolkit.handle_incorrect_response(input.argument) - return AssistantTrendsPlanAgentState( - **state.model_dump(), - intermediate_steps=[*intermediate_steps, (action, output)], - ) + return {"intermediate_steps": [*intermediate_steps, (action, output)]} -class GenerateTrendsNode( - AssistantNode[AssistantTrendsGeneratorState, Union[AssistantTrendsGeneratorState, AssistantState]] -): +class GenerateTrendsNode(AssistantNode): name = AssistantNodeName.GENERATE_TRENDS @cached_property @@ -251,15 +218,13 @@ def _group_mapping_prompt(self) -> str: ) return ET.tostring(root, encoding="unicode") - def router( - self, state: Union[AssistantTrendsGeneratorState, AssistantState] - ) -> Literal[AssistantNodeName.END, AssistantNodeName.GENERATE_TRENDS_TOOLS]: - if isinstance(state, AssistantTrendsGeneratorState) and state.tool_argument is not None: + def router(self, state: AssistantState): + if state.get("tool_argument") is not None: return AssistantNodeName.GENERATE_TRENDS_TOOLS return AssistantNodeName.END - def run(self, state: AssistantTrendsGeneratorState) -> AssistantState: - user_message = state.messages[-1] + def run(self, state: AssistantState): + user_message = state["messages"][-1] llm = llm_gpt_4o.with_structured_output( GenerateTrendTool().schema, @@ -274,7 +239,7 @@ def run(self, state: AssistantTrendsGeneratorState) -> AssistantState: ], template_format="mustache", ).partial( - plan=state.plan, + plan=state.get("plan", ""), question=user_message.content, ) @@ -293,20 +258,17 @@ def run(self, state: AssistantTrendsGeneratorState) -> AssistantState: observation = str(e.observation) else: observation = "Invalid or incomplete response. You must use the provided tools and output JSON to answer the user's question." - return AssistantTrendsGeneratorState(**state.model_dump(), tool_argument=observation) + return {"tool_argument": observation} - return AssistantState( - **state.model_dump(), - messages=[AIMessage(content=message)], - ) + return {"messages": [AIMessage(content=message)]} -class GenerateTrendsToolsNode(AssistantNode[AssistantTrendsGeneratorState, AssistantTrendsGeneratorState]): +class GenerateTrendsToolsNode(AssistantNode): """ Used for failover from generation errors. """ name = AssistantNodeName.GENERATE_TRENDS_TOOLS - def run(self, state: AssistantState) -> AssistantState: + def run(self, state: AssistantState): return state diff --git a/ee/hogai/utils.py b/ee/hogai/utils.py index 8c8d6f7f8ba2b..f8d773bd2df3f 100644 --- a/ee/hogai/utils.py +++ b/ee/hogai/utils.py @@ -1,21 +1,24 @@ from abc import ABC, abstractmethod from collections.abc import Sequence from enum import StrEnum -from typing import Annotated, Generic, TypeVar +from typing import Annotated, Optional, TypedDict +from langchain_core.agents import AgentAction from langchain_core.messages import BaseMessage from langchain_openai import ChatOpenAI from langgraph.graph import END, START from langgraph.graph.message import add_messages -from pydantic import BaseModel from posthog.models.team.team import Team llm_gpt_4o = ChatOpenAI(model="gpt-4o", temperature=0.7, streaming=True) -class AssistantState(BaseModel): +class AssistantState(TypedDict): messages: Annotated[Sequence[BaseMessage], add_messages] + intermediate_steps: Optional[list[tuple[AgentAction, Optional[str]]]] + plan: Optional[str] + tool_argument: Optional[str] class AssistantNodeName(StrEnum): @@ -27,11 +30,7 @@ class AssistantNodeName(StrEnum): GENERATE_TRENDS_TOOLS = "generate_trends_tools" -T = TypeVar("T", bound=AssistantState) -R = TypeVar("R", bound=AssistantState) - - -class AssistantNode(ABC, Generic[T, R]): +class AssistantNode(ABC): name: AssistantNodeName _team: Team @@ -39,7 +38,7 @@ def __init__(self, team: Team): self._team = team @abstractmethod - def run(cls, state: T) -> R: + def run(cls, state: AssistantState) -> AssistantState: raise NotImplementedError From e3b8c6914eeaa6be0291ebd4c49f5ba0bf92d78e Mon Sep 17 00:00:00 2001 From: Georgiy Tarasov Date: Thu, 10 Oct 2024 21:00:21 +0200 Subject: [PATCH 020/153] feat: initial properties --- ee/hogai/trends/nodes.py | 12 +-- ee/hogai/trends/toolkit.py | 155 ++++++++++++++++++++----------------- 2 files changed, 93 insertions(+), 74 deletions(-) diff --git a/ee/hogai/trends/nodes.py b/ee/hogai/trends/nodes.py index 3422ece19bbbe..1d8380faddf5c 100644 --- a/ee/hogai/trends/nodes.py +++ b/ee/hogai/trends/nodes.py @@ -191,12 +191,14 @@ def run(self, state: AssistantState): } output = "" - if input.name == "retrieve_entity_properties_tool": - output = toolkit.retrieve_entity_properties(input.argument) - elif input.name == "retrieve_event_properties_tool": + if input.name == "retrieve_event_properties": output = toolkit.retrieve_event_properties(input.argument) - elif input.name == "retrieve_property_values_tool": - output = toolkit.retrieve_property_values_tool(input.argument) + elif input.name == "retrieve_event_property_values": + output = toolkit.retrieve_event_property_values(input.argument) + elif input.name == "retrieve_entity_properties": + output = toolkit.retrieve_entity_properties(input.argument) + elif input.name == "retrieve_entity_property_values": + output = toolkit.retrieve_entity_property_values(input.argument) else: output = toolkit.handle_incorrect_response(input.argument) diff --git a/ee/hogai/trends/toolkit.py b/ee/hogai/trends/toolkit.py index a1ec9def00304..7cec60dddd27f 100644 --- a/ee/hogai/trends/toolkit.py +++ b/ee/hogai/trends/toolkit.py @@ -22,11 +22,12 @@ class ToolkitTool(TypedDict): class TrendsAgentToolModel(BaseModel): name: Literal[ - "retrieve_entity_properties_tool", - "retrieve_event_properties_tool", - "retrieve_property_values_tool", - "handle_incorrect_response", + "retrieve_entity_properties", + "retrieve_event_properties", + "retrieve_event_property_values", + "retrieve_entity_property_values", "final_answer", + "handle_incorrect_response", ] argument: str @@ -67,88 +68,100 @@ def tools(self) -> list[ToolkitTool]: {**tool, "description": dedent(tool["description"])} for tool in [ { - "name": f"retrieve_entity_properties_tool", - "signature": f"(entity: Literal[{stringified_entities}])", + "name": "retrieve_event_properties", + "signature": "(event_name: str)", "description": """ - Use this tool to retrieve property names for a property group (entity) that the user has in their taxonomy. You will receive a list of properties and their value types or a message that properties have not been found. + Use this tool to retrieve property names of an event that the user has in their taxonomy. You will receive a list of properties, their value types and example values or a message that properties have not been found. - - **Infer the property groups from the user's request.** - - **Try other entities** if the tool doesn't return any properties. - - **Prioritize properties that are directly related to the context or objective of the user's query.** - - **Avoid using ambiguous properties** unless their relevance is explicitly confirmed. + - **Try other events** if the tool doesn't return any properties. + - **Prioritize properties that are directly related to the context or objective of the user's query.** + - **Avoid using ambiguous properties** unless their relevance is explicitly confirmed. - Args: - entity: The type of the entity that you want to retrieve properties for. - """, + Args: + event_name: The name of the event that you want to retrieve properties for. + """, }, { - "name": "retrieve_event_properties_tool", - "signature": "(event_name: str)", + "name": "retrieve_event_property_values", + "signature": "(event_name: str, property_name: str)", "description": """ - Use this tool to retrieve property names of an event that the user has in their taxonomy. You will receive a list of properties, their value types and example values or a message that properties have not been found. + Use this tool to retrieve property values for an event that the user has in their taxonomy. Adjust filters to these values. You will receive a list of property values or a message that property values have not been found. Some properties can have many values, so the output will be truncated. Use your judgement to find a proper value. - - **Try other events** if the tool doesn't return any properties. - - **Prioritize properties that are directly related to the context or objective of the user's query.** - - **Avoid using ambiguous properties** unless their relevance is explicitly confirmed. + Args: + event_name: The name of the event that you want to retrieve values for. + property_name: The name of the property that you want to retrieve values for. + """, + }, + { + "name": f"retrieve_entity_properties", + "signature": f"(entity: Literal[{stringified_entities}])", + "description": """ + Use this tool to retrieve property names for a property group (entity) that the user has in their taxonomy. You will receive a list of properties and their value types or a message that properties have not been found. + + - **Infer the property groups from the user's request.** + - **Try other entities** if the tool doesn't return any properties. + - **Prioritize properties that are directly related to the context or objective of the user's query.** + - **Avoid using ambiguous properties** unless their relevance is explicitly confirmed. - Args: - event_name: The name of the event that you want to retrieve properties for. - """, + Args: + entity: The type of the entity that you want to retrieve properties for. + """, }, { - "name": "retrieve_property_values_tool", - "signature": "(property_name: str)", + "name": "retrieve_entity_property_values", + "signature": f"(entity: Literal[{stringified_entities}], property_name: str)", "description": """ - Use this tool to retrieve property values for a property name that the user has in their taxonomy. Adjust filters to these values. You will receive a list of property values or a message that property values have not been found. Some properties can have many values, so the output will be truncated. Use your judgement to find a proper value. + Use this tool to retrieve property values for a property name that the user has in their taxonomy. Adjust filters to these values. You will receive a list of property values or a message that property values have not been found. Some properties can have many values, so the output will be truncated. Use your judgement to find a proper value. - Args: - property_name: The name of the property that you want to retrieve values for. - """, + Args: + entity: The type of the entity that you want to retrieve properties for. + property_name: The name of the property that you want to retrieve values for. + """, }, { "name": "final_answer", "signature": "(final_response: str)", "description": """ - Use this tool to provide the final answer to the user's question. - - Answer in the following format: - ``` - Events: - - event 1 - - math operation: total - - property filter 1: - - entity - - property name - - property type - - operator - - property value - - property filter 2... Repeat for each property filter. - - event 2 - - math operation: average by `property name`. - - property filter 1: + Use this tool to provide the final answer to the user's question. + + Answer in the following format: + ``` + Events: + - event 1 + - math operation: total + - property filter 1: + - entity + - property name + - property type + - operator + - property value + - property filter 2... Repeat for each property filter. + - event 2 + - math operation: average by `property name`. + - property filter 1: + - entity + - property name + - property type + - operator + - property value + - property filter 2... Repeat for each property filter. + - Repeat for each event. + + (if a formula is used) + Formula: + `A/B`, where `A` is the first event and `B` is the second event. + + (if a breakdown is used) + Breakdown by: + - breakdown 1: - entity - property name - - property type - - operator - - property value - - property filter 2... Repeat for each property filter. - - Repeat for each event. - - (if a formula is used) - Formula: - `A/B`, where `A` is the first event and `B` is the second event. - - (if a breakdown is used) - Breakdown by: - - breakdown 1: - - entity - - property name - - Repeat for each breakdown. - ``` - - Args: - final_response: List all events, actions, and properties that you want to use to answer the question. - """, + - Repeat for each breakdown. + ``` + + Args: + final_response: List all events, actions, and properties that you want to use to answer the question. + """, }, ] ] @@ -243,9 +256,13 @@ def retrieve_event_properties(self, event_name: str) -> str: ] ) - def retrieve_property_values_tool(self, property_name: str) -> str: + def retrieve_event_property_values(self, property_name: str) -> str: + # output values here with quotes for strings + return "No values have been found." + + def retrieve_entity_property_values(self, property_name: str) -> str: # output values here with quotes for strings - pass + return "No values have been found." def handle_incorrect_response(self, response: str) -> str: """ From 97131b87602ca881180e04c05437b6e5ef60f5cd Mon Sep 17 00:00:00 2001 From: github-actions <41898282+github-actions[bot]@users.noreply.github.com> Date: Thu, 10 Oct 2024 19:16:02 +0000 Subject: [PATCH 021/153] Update query snapshots --- posthog/api/test/__snapshots__/test_api_docs.ambr | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/posthog/api/test/__snapshots__/test_api_docs.ambr b/posthog/api/test/__snapshots__/test_api_docs.ambr index 41d93b8a81537..8ccce4f07b9b0 100644 --- a/posthog/api/test/__snapshots__/test_api_docs.ambr +++ b/posthog/api/test/__snapshots__/test_api_docs.ambr @@ -96,8 +96,8 @@ '/home/runner/work/posthog/posthog/posthog/api/survey.py: Warning [SurveyViewSet > SurveySerializer]: unable to resolve type hint for function "get_conditions". Consider using a type hint or @extend_schema_field. Defaulting to string.', '/home/runner/work/posthog/posthog/posthog/api/web_experiment.py: Warning [WebExperimentViewSet]: could not derive type of path parameter "project_id" because model "posthog.models.web_experiment.WebExperiment" contained no such field. Consider annotating parameter with @extend_schema. Defaulting to "string".', 'Warning: encountered multiple names for the same choice set (HrefMatchingEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', - 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "KindCfaEnum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "Kind069Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', + 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "KindCfaEnum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "type". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "TypeF73Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (EffectivePrivilegeLevelEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "insight". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "InsightDeaEnum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', From 4a87b38e27a77bb1341a3aa5798211bc4ae3e77b Mon Sep 17 00:00:00 2001 From: github-actions <41898282+github-actions[bot]@users.noreply.github.com> Date: Thu, 10 Oct 2024 19:38:28 +0000 Subject: [PATCH 022/153] Update query snapshots --- posthog/api/test/__snapshots__/test_api_docs.ambr | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/posthog/api/test/__snapshots__/test_api_docs.ambr b/posthog/api/test/__snapshots__/test_api_docs.ambr index 8ccce4f07b9b0..41d93b8a81537 100644 --- a/posthog/api/test/__snapshots__/test_api_docs.ambr +++ b/posthog/api/test/__snapshots__/test_api_docs.ambr @@ -96,8 +96,8 @@ '/home/runner/work/posthog/posthog/posthog/api/survey.py: Warning [SurveyViewSet > SurveySerializer]: unable to resolve type hint for function "get_conditions". Consider using a type hint or @extend_schema_field. Defaulting to string.', '/home/runner/work/posthog/posthog/posthog/api/web_experiment.py: Warning [WebExperimentViewSet]: could not derive type of path parameter "project_id" because model "posthog.models.web_experiment.WebExperiment" contained no such field. Consider annotating parameter with @extend_schema. Defaulting to "string".', 'Warning: encountered multiple names for the same choice set (HrefMatchingEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', - 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "Kind069Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "KindCfaEnum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', + 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "Kind069Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "type". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "TypeF73Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (EffectivePrivilegeLevelEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "insight". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "InsightDeaEnum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', From 0db66fea4e87887330b6b5d700c99d3f113f35ac Mon Sep 17 00:00:00 2001 From: Georgiy Tarasov Date: Fri, 11 Oct 2024 10:24:10 +0200 Subject: [PATCH 023/153] feat: support multiple arguments in tools --- ee/hogai/trends/nodes.py | 14 ++++++------ ee/hogai/trends/toolkit.py | 46 +++++++++++++++++++++++++++++++------- 2 files changed, 45 insertions(+), 15 deletions(-) diff --git a/ee/hogai/trends/nodes.py b/ee/hogai/trends/nodes.py index 1d8380faddf5c..d029441fd1084 100644 --- a/ee/hogai/trends/nodes.py +++ b/ee/hogai/trends/nodes.py @@ -178,7 +178,7 @@ def run(self, state: AssistantState): action, _ = intermediate_steps[-1] try: - input = TrendsAgentToolModel(name=action.tool, argument=action.tool_input) + input = TrendsAgentToolModel(name=action.tool, arguments=action.tool_input).root except ValidationError as e: feedback = f"Invalid tool call. Pydantic exception: {e.errors(include_url=False)}" return {"intermediate_steps": [*intermediate_steps, (action, feedback)]} @@ -186,21 +186,21 @@ def run(self, state: AssistantState): # The plan has been found. Move to the generation. if input.name == "final_answer": return { - "plan": input.argument, + "plan": input.arguments, "intermediate_steps": None, } output = "" if input.name == "retrieve_event_properties": - output = toolkit.retrieve_event_properties(input.argument) + output = toolkit.retrieve_event_properties(input.arguments) elif input.name == "retrieve_event_property_values": - output = toolkit.retrieve_event_property_values(input.argument) + output = toolkit.retrieve_event_property_values(input.arguments.event_name, input.arguments.property_name) elif input.name == "retrieve_entity_properties": - output = toolkit.retrieve_entity_properties(input.argument) + output = toolkit.retrieve_entity_properties(input.arguments) elif input.name == "retrieve_entity_property_values": - output = toolkit.retrieve_entity_property_values(input.argument) + output = toolkit.retrieve_entity_property_values(input.arguments.entity, input.arguments.property_name) else: - output = toolkit.handle_incorrect_response(input.argument) + output = toolkit.handle_incorrect_response(input.arguments) return {"intermediate_steps": [*intermediate_steps, (action, output)]} diff --git a/ee/hogai/trends/toolkit.py b/ee/hogai/trends/toolkit.py index 7cec60dddd27f..ff141d471c98d 100644 --- a/ee/hogai/trends/toolkit.py +++ b/ee/hogai/trends/toolkit.py @@ -2,9 +2,9 @@ import xml.etree.ElementTree as ET from functools import cached_property from textwrap import dedent -from typing import Any, Literal, Optional, TypedDict +from typing import Any, Literal, Optional, TypedDict, Union -from pydantic import BaseModel +from pydantic import BaseModel, Field, RootModel from posthog.hogql_queries.ai.event_taxonomy_query_runner import EventTaxonomyQueryRunner from posthog.hogql_queries.query_runner import ExecutionMode @@ -20,16 +20,46 @@ class ToolkitTool(TypedDict): description: str -class TrendsAgentToolModel(BaseModel): +class RetrieveEntityPropertiesValuesArgsModel(BaseModel): + entity: str + property_name: str + + +class RetrieveEntityPropertiesValuesModel(BaseModel): + name: Literal["retrieve_entity_property_values"] + arguments: RetrieveEntityPropertiesValuesArgsModel + + +class RetrieveEventPropertiesValuesArgsModel(BaseModel): + event_name: str + property_name: str + + +class RetrieveEventPropertiesValuesModel(BaseModel): + name: Literal["retrieve_event_property_values"] + arguments: RetrieveEventPropertiesValuesArgsModel + + +class SingleArgumentTrendsAgentToolModel(BaseModel): name: Literal[ "retrieve_entity_properties", "retrieve_event_properties", - "retrieve_event_property_values", - "retrieve_entity_property_values", "final_answer", "handle_incorrect_response", ] - argument: str + arguments: str + + +class TrendsAgentToolModel( + RootModel[ + Union[ + SingleArgumentTrendsAgentToolModel, RetrieveEntityPropertiesValuesModel, RetrieveEventPropertiesValuesModel + ] + ] +): + root: Union[ + SingleArgumentTrendsAgentToolModel, RetrieveEntityPropertiesValuesModel, RetrieveEventPropertiesValuesModel + ] = Field(..., discriminator="name") class TrendsAgentToolkit: @@ -256,11 +286,11 @@ def retrieve_event_properties(self, event_name: str) -> str: ] ) - def retrieve_event_property_values(self, property_name: str) -> str: + def retrieve_event_property_values(self, event_name: str, property_name: str) -> str: # output values here with quotes for strings return "No values have been found." - def retrieve_entity_property_values(self, property_name: str) -> str: + def retrieve_entity_property_values(self, entity: str, property_name: str) -> str: # output values here with quotes for strings return "No values have been found." From c621378d4016b6129b507b6a3c3d3702eb43db2b Mon Sep 17 00:00:00 2001 From: Georgiy Tarasov Date: Fri, 11 Oct 2024 10:49:46 +0200 Subject: [PATCH 024/153] feat: retrieve event properties --- ee/hogai/trends/toolkit.py | 39 +++++++++++++++++++++++++++++++++++--- 1 file changed, 36 insertions(+), 3 deletions(-) diff --git a/ee/hogai/trends/toolkit.py b/ee/hogai/trends/toolkit.py index ff141d471c98d..d36fb345327cc 100644 --- a/ee/hogai/trends/toolkit.py +++ b/ee/hogai/trends/toolkit.py @@ -9,7 +9,7 @@ from posthog.hogql_queries.ai.event_taxonomy_query_runner import EventTaxonomyQueryRunner from posthog.hogql_queries.query_runner import ExecutionMode from posthog.models.group_type_mapping import GroupTypeMapping -from posthog.models.property_definition import PropertyDefinition +from posthog.models.property_definition import PropertyDefinition, PropertyType from posthog.models.team.team import Team from posthog.schema import CachedEventTaxonomyQueryResponse, EventTaxonomyQuery, ExperimentalAITrendsQuery @@ -287,8 +287,41 @@ def retrieve_event_properties(self, event_name: str) -> str: ) def retrieve_event_property_values(self, event_name: str, property_name: str) -> str: - # output values here with quotes for strings - return "No values have been found." + try: + property_definition = PropertyDefinition.objects.get( + team=self._team, name=property_name, type=PropertyDefinition.Type.EVENT + ) + except PropertyDefinition.DoesNotExist: + return f"The property {property_name} does not exist in the taxonomy." + + runner = EventTaxonomyQueryRunner(EventTaxonomyQuery(event=event_name), self._team) + response = runner.run(ExecutionMode.RECENT_CACHE_CALCULATE_BLOCKING_IF_STALE) + + # TODO: incorrect response handling. Should it be retried? + if not isinstance(response, CachedEventTaxonomyQueryResponse): + return f"The event {event_name} does not exist in the taxonomy." + + if not response.results: + return f"Properties do not exist in the taxonomy for the event {event_name}." + + prop = next((item for item in response.results if item.property == property_name), None) + if not prop: + return f"The property {property_name} does not exist in the taxonomy for the event {event_name}." + + # Add quotes to the String type, so the LLM can easily infer a type. + # Strings like "true" or "10" are interpreted as booleans or numbers without quotes. + prop_values = ", ".join( + [ + f'"{value}"' if property_definition.property_type == PropertyType.String else value + for value in prop.sample_values + ] + ) + + # If there wasn't an exact match with the user's search, we provide a hint that LLM can use an arbitrary value. + if prop.sample_count > len(prop.sample_values): + return f"{prop_values} and {prop.sample_count - len(prop.sample_values)} more distinct values." + + return prop_values def retrieve_entity_property_values(self, entity: str, property_name: str) -> str: # output values here with quotes for strings From b534431abaa8b5605a78707617cd5992bc48aed2 Mon Sep 17 00:00:00 2001 From: Georgiy Tarasov Date: Fri, 11 Oct 2024 10:52:37 +0200 Subject: [PATCH 025/153] chore: docs --- ee/hogai/trends/toolkit.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/ee/hogai/trends/toolkit.py b/ee/hogai/trends/toolkit.py index d36fb345327cc..3b94f197084b5 100644 --- a/ee/hogai/trends/toolkit.py +++ b/ee/hogai/trends/toolkit.py @@ -329,7 +329,8 @@ def retrieve_entity_property_values(self, entity: str, property_name: str) -> st def handle_incorrect_response(self, response: str) -> str: """ - Take a parsing error and return a response that the LLM can use to correct itself. + No-op tool. Take a parsing error and return a response that the LLM can use to correct itself. + Used to control a number of retries. """ return response From 999f365c96d4d6413a9730ae905ca7e4c2583c02 Mon Sep 17 00:00:00 2001 From: Georgiy Tarasov Date: Fri, 11 Oct 2024 11:12:51 +0200 Subject: [PATCH 026/153] feat: entity validation in entity prop values retrieval --- ee/hogai/trends/toolkit.py | 29 +++++++++++++++++++++-------- 1 file changed, 21 insertions(+), 8 deletions(-) diff --git a/ee/hogai/trends/toolkit.py b/ee/hogai/trends/toolkit.py index 3b94f197084b5..b057aeef725fa 100644 --- a/ee/hogai/trends/toolkit.py +++ b/ee/hogai/trends/toolkit.py @@ -72,6 +72,22 @@ def __init__(self, team: Team): def groups(self): return GroupTypeMapping.objects.filter(team=self._team).order_by("group_type_index") + @cached_property + def _entity_names(self) -> list[str]: + """ + The schemas use `group_type_index` for groups complicating things for the agent. Instead, we use groups' names, + so the generation step will handle their indexes. Tools would need to support multiple arguments, or we would need + to create various tools for different group types. Since we don't use function calling here, we want to limit the + number of tools because non-function calling models can't handle many tools. + """ + entities = [ + "person", + "session", + # "cohort", # not supported yet + *[group.group_type for group in self.groups], + ] + return entities + @cached_property def tools(self) -> list[ToolkitTool]: """ @@ -86,13 +102,7 @@ def tools(self) -> list[ToolkitTool]: TODO: refactor to langchain's tools. """ - entities = [ - "person", - "session", - # "cohort", # not supported yet - *[group.group_type for group in self.groups], - ] - stringified_entities = ", ".join([f"'{entity}'" for entity in entities]) + stringified_entities = ", ".join([f"'{entity}'" for entity in self._entity_names]) tools: list[ToolkitTool] = [ {**tool, "description": dedent(tool["description"])} @@ -309,7 +319,7 @@ def retrieve_event_property_values(self, event_name: str, property_name: str) -> return f"The property {property_name} does not exist in the taxonomy for the event {event_name}." # Add quotes to the String type, so the LLM can easily infer a type. - # Strings like "true" or "10" are interpreted as booleans or numbers without quotes. + # Strings like "true" or "10" are interpreted as booleans or numbers without quotes, so the schema generation fails. prop_values = ", ".join( [ f'"{value}"' if property_definition.property_type == PropertyType.String else value @@ -324,6 +334,9 @@ def retrieve_event_property_values(self, event_name: str, property_name: str) -> return prop_values def retrieve_entity_property_values(self, entity: str, property_name: str) -> str: + if entity not in self._entity_names: + return f"Entity {entity} does not exist in the taxonomy. You must use one of the following: {', '.join(self._entity_names)}." + # output values here with quotes for strings return "No values have been found." From 2f4a90b3ceac98215afbc92d5488bd339024ea0f Mon Sep 17 00:00:00 2001 From: github-actions <41898282+github-actions[bot]@users.noreply.github.com> Date: Fri, 11 Oct 2024 09:16:08 +0000 Subject: [PATCH 027/153] Update query snapshots --- posthog/api/test/__snapshots__/test_api_docs.ambr | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/posthog/api/test/__snapshots__/test_api_docs.ambr b/posthog/api/test/__snapshots__/test_api_docs.ambr index 41d93b8a81537..b2f385056e038 100644 --- a/posthog/api/test/__snapshots__/test_api_docs.ambr +++ b/posthog/api/test/__snapshots__/test_api_docs.ambr @@ -100,8 +100,8 @@ 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "Kind069Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "type". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "TypeF73Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (EffectivePrivilegeLevelEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', - 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "insight". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "InsightDeaEnum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "insight". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "Insight251Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', + 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "insight". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "InsightDeaEnum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (MembershipLevelEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: operationId "environments_app_metrics_historical_exports_retrieve" has collisions [(\'/api/environments/{project_id}/app_metrics/{plugin_config_id}/historical_exports/\', \'get\'), (\'/api/environments/{project_id}/app_metrics/{plugin_config_id}/historical_exports/{id}/\', \'get\')]. resolving with numeral suffixes.', 'Warning: operationId "environments_persons_activity_retrieve" has collisions [(\'/api/environments/{project_id}/persons/{id}/activity/\', \'get\'), (\'/api/environments/{project_id}/persons/activity/\', \'get\')]. resolving with numeral suffixes.', From dc6194e6defa3f6aeba16fc0914d0ef7872a8907 Mon Sep 17 00:00:00 2001 From: github-actions <41898282+github-actions[bot]@users.noreply.github.com> Date: Fri, 11 Oct 2024 09:39:42 +0000 Subject: [PATCH 028/153] Update query snapshots --- posthog/api/test/__snapshots__/test_api_docs.ambr | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/posthog/api/test/__snapshots__/test_api_docs.ambr b/posthog/api/test/__snapshots__/test_api_docs.ambr index b2f385056e038..abf56ba763874 100644 --- a/posthog/api/test/__snapshots__/test_api_docs.ambr +++ b/posthog/api/test/__snapshots__/test_api_docs.ambr @@ -96,8 +96,8 @@ '/home/runner/work/posthog/posthog/posthog/api/survey.py: Warning [SurveyViewSet > SurveySerializer]: unable to resolve type hint for function "get_conditions". Consider using a type hint or @extend_schema_field. Defaulting to string.', '/home/runner/work/posthog/posthog/posthog/api/web_experiment.py: Warning [WebExperimentViewSet]: could not derive type of path parameter "project_id" because model "posthog.models.web_experiment.WebExperiment" contained no such field. Consider annotating parameter with @extend_schema. Defaulting to "string".', 'Warning: encountered multiple names for the same choice set (HrefMatchingEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', - 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "KindCfaEnum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "Kind069Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', + 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "KindCfaEnum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "type". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "TypeF73Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (EffectivePrivilegeLevelEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "insight". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "Insight251Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', From 5b81a53d3386e12a468c0000cc0663fc3df796da Mon Sep 17 00:00:00 2001 From: github-actions <41898282+github-actions[bot]@users.noreply.github.com> Date: Fri, 11 Oct 2024 10:03:31 +0000 Subject: [PATCH 029/153] Update query snapshots --- posthog/api/test/__snapshots__/test_api_docs.ambr | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/posthog/api/test/__snapshots__/test_api_docs.ambr b/posthog/api/test/__snapshots__/test_api_docs.ambr index abf56ba763874..41d93b8a81537 100644 --- a/posthog/api/test/__snapshots__/test_api_docs.ambr +++ b/posthog/api/test/__snapshots__/test_api_docs.ambr @@ -96,12 +96,12 @@ '/home/runner/work/posthog/posthog/posthog/api/survey.py: Warning [SurveyViewSet > SurveySerializer]: unable to resolve type hint for function "get_conditions". Consider using a type hint or @extend_schema_field. Defaulting to string.', '/home/runner/work/posthog/posthog/posthog/api/web_experiment.py: Warning [WebExperimentViewSet]: could not derive type of path parameter "project_id" because model "posthog.models.web_experiment.WebExperiment" contained no such field. Consider annotating parameter with @extend_schema. Defaulting to "string".', 'Warning: encountered multiple names for the same choice set (HrefMatchingEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', - 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "Kind069Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "KindCfaEnum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', + 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "Kind069Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "type". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "TypeF73Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (EffectivePrivilegeLevelEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', - 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "insight". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "Insight251Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "insight". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "InsightDeaEnum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', + 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "insight". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "Insight251Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (MembershipLevelEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: operationId "environments_app_metrics_historical_exports_retrieve" has collisions [(\'/api/environments/{project_id}/app_metrics/{plugin_config_id}/historical_exports/\', \'get\'), (\'/api/environments/{project_id}/app_metrics/{plugin_config_id}/historical_exports/{id}/\', \'get\')]. resolving with numeral suffixes.', 'Warning: operationId "environments_persons_activity_retrieve" has collisions [(\'/api/environments/{project_id}/persons/{id}/activity/\', \'get\'), (\'/api/environments/{project_id}/persons/activity/\', \'get\')]. resolving with numeral suffixes.', From 0ad38bf388f83e551c9159e96203d92ca7d9c24b Mon Sep 17 00:00:00 2001 From: Georgiy Tarasov Date: Fri, 11 Oct 2024 18:10:48 +0200 Subject: [PATCH 030/153] fix: steps joining --- ee/hogai/trends/nodes.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/ee/hogai/trends/nodes.py b/ee/hogai/trends/nodes.py index d029441fd1084..8b1d7b9068c30 100644 --- a/ee/hogai/trends/nodes.py +++ b/ee/hogai/trends/nodes.py @@ -202,7 +202,7 @@ def run(self, state: AssistantState): else: output = toolkit.handle_incorrect_response(input.arguments) - return {"intermediate_steps": [*intermediate_steps, (action, output)]} + return {"intermediate_steps": [*intermediate_steps[:-1], (action, output)]} class GenerateTrendsNode(AssistantNode): From ba48f5a236c6cdbec58ee2ee5630236646fbee63 Mon Sep 17 00:00:00 2001 From: Georgiy Tarasov Date: Fri, 11 Oct 2024 18:12:17 +0200 Subject: [PATCH 031/153] feat: session retrieval --- ee/hogai/trends/toolkit.py | 65 +++++++++++++++++++++++++++++--------- 1 file changed, 50 insertions(+), 15 deletions(-) diff --git a/ee/hogai/trends/toolkit.py b/ee/hogai/trends/toolkit.py index b057aeef725fa..d4d8a0d791fca 100644 --- a/ee/hogai/trends/toolkit.py +++ b/ee/hogai/trends/toolkit.py @@ -6,6 +6,8 @@ from pydantic import BaseModel, Field, RootModel +from ee.hogai.hardcoded_definitions import hardcoded_prop_defs +from posthog.hogql.database.schema.channel_type import POSSIBLE_CHANNEL_TYPES from posthog.hogql_queries.ai.event_taxonomy_query_runner import EventTaxonomyQueryRunner from posthog.hogql_queries.query_runner import ExecutionMode from posthog.models.group_type_mapping import GroupTypeMapping @@ -296,6 +298,24 @@ def retrieve_event_properties(self, event_name: str) -> str: ] ) + def _format_property_values( + self, property_definition: PropertyDefinition, sample_values: list[str], sample_count: Optional[int] = 0 + ) -> str: + # Add quotes to the String type, so the LLM can easily infer a type. + # Strings like "true" or "10" are interpreted as booleans or numbers without quotes, so the schema generation fails. + if property_definition.property_type == PropertyType.String: + sample_values = [f'"{value}"' for value in sample_values] + + prop_values = ", ".join(sample_values) + + # If there wasn't an exact match with the user's search, we provide a hint that LLM can use an arbitrary value. + if sample_count is None: + return f"{prop_values} and many more distinct values." + elif sample_count > len(sample_values): + return f"{prop_values} and {sample_count - len(sample_values)} more distinct values." + + return prop_values + def retrieve_event_property_values(self, event_name: str, property_name: str) -> str: try: property_definition = PropertyDefinition.objects.get( @@ -312,32 +332,47 @@ def retrieve_event_property_values(self, event_name: str, property_name: str) -> return f"The event {event_name} does not exist in the taxonomy." if not response.results: - return f"Properties do not exist in the taxonomy for the event {event_name}." + return f"Property values for {property_name} do not exist in the taxonomy for the event {event_name}." prop = next((item for item in response.results if item.property == property_name), None) if not prop: return f"The property {property_name} does not exist in the taxonomy for the event {event_name}." - # Add quotes to the String type, so the LLM can easily infer a type. - # Strings like "true" or "10" are interpreted as booleans or numbers without quotes, so the schema generation fails. - prop_values = ", ".join( - [ - f'"{value}"' if property_definition.property_type == PropertyType.String else value - for value in prop.sample_values - ] - ) + return self._format_property_values(property_definition, prop.sample_values, prop.sample_count) - # If there wasn't an exact match with the user's search, we provide a hint that LLM can use an arbitrary value. - if prop.sample_count > len(prop.sample_values): - return f"{prop_values} and {prop.sample_count - len(prop.sample_values)} more distinct values." + def _retrieve_session_properties(self, property_name: str) -> str: + """ + Sessions properties example property values are hardcoded. + """ + try: + property_definition = PropertyDefinition.objects.get( + team=self._team, name=property_name, type=PropertyDefinition.Type.SESSION + ) + except PropertyDefinition.DoesNotExist: + return f"The property {property_name} does not exist in the taxonomy." - return prop_values + if property_name == "$channel_type": + # Not ideal. TODO: replace later. + sample_values = POSSIBLE_CHANNEL_TYPES.copy() + sample_count = len(sample_values) + elif ( + property_name in hardcoded_prop_defs["session_properties"] + and "examples" in hardcoded_prop_defs["session_properties"][property_name] + ): + sample_values = hardcoded_prop_defs["session_properties"][property_name]["examples"] + sample_count = None + else: + return f"Property values for {property_name} do not exist in the taxonomy for the session entity." + + return self._format_property_values(property_definition, sample_values, sample_count) def retrieve_entity_property_values(self, entity: str, property_name: str) -> str: if entity not in self._entity_names: - return f"Entity {entity} does not exist in the taxonomy. You must use one of the following: {', '.join(self._entity_names)}." + return f"The entity {entity} does not exist in the taxonomy. You must use one of the following: {', '.join(self._entity_names)}." + + if entity == "session": + return self._retrieve_session_properties(property_name) - # output values here with quotes for strings return "No values have been found." def handle_incorrect_response(self, response: str) -> str: From 02483bb748c2a2262680fb153cac6a92a0aeca0d Mon Sep 17 00:00:00 2001 From: github-actions <41898282+github-actions[bot]@users.noreply.github.com> Date: Fri, 11 Oct 2024 16:43:43 +0000 Subject: [PATCH 032/153] Update query snapshots --- posthog/api/test/__snapshots__/test_api_docs.ambr | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/posthog/api/test/__snapshots__/test_api_docs.ambr b/posthog/api/test/__snapshots__/test_api_docs.ambr index 41d93b8a81537..b2f385056e038 100644 --- a/posthog/api/test/__snapshots__/test_api_docs.ambr +++ b/posthog/api/test/__snapshots__/test_api_docs.ambr @@ -100,8 +100,8 @@ 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "Kind069Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "type". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "TypeF73Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (EffectivePrivilegeLevelEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', - 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "insight". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "InsightDeaEnum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "insight". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "Insight251Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', + 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "insight". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "InsightDeaEnum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (MembershipLevelEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: operationId "environments_app_metrics_historical_exports_retrieve" has collisions [(\'/api/environments/{project_id}/app_metrics/{plugin_config_id}/historical_exports/\', \'get\'), (\'/api/environments/{project_id}/app_metrics/{plugin_config_id}/historical_exports/{id}/\', \'get\')]. resolving with numeral suffixes.', 'Warning: operationId "environments_persons_activity_retrieve" has collisions [(\'/api/environments/{project_id}/persons/{id}/activity/\', \'get\'), (\'/api/environments/{project_id}/persons/activity/\', \'get\')]. resolving with numeral suffixes.', From 69e002bf11aba2e1b56d6d7fcbb6e95fb80a3c4e Mon Sep 17 00:00:00 2001 From: github-actions <41898282+github-actions[bot]@users.noreply.github.com> Date: Fri, 11 Oct 2024 17:07:19 +0000 Subject: [PATCH 033/153] Update query snapshots --- posthog/api/test/__snapshots__/test_api_docs.ambr | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/posthog/api/test/__snapshots__/test_api_docs.ambr b/posthog/api/test/__snapshots__/test_api_docs.ambr index b2f385056e038..41d93b8a81537 100644 --- a/posthog/api/test/__snapshots__/test_api_docs.ambr +++ b/posthog/api/test/__snapshots__/test_api_docs.ambr @@ -100,8 +100,8 @@ 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "Kind069Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "type". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "TypeF73Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (EffectivePrivilegeLevelEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', - 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "insight". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "Insight251Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "insight". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "InsightDeaEnum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', + 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "insight". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "Insight251Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (MembershipLevelEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: operationId "environments_app_metrics_historical_exports_retrieve" has collisions [(\'/api/environments/{project_id}/app_metrics/{plugin_config_id}/historical_exports/\', \'get\'), (\'/api/environments/{project_id}/app_metrics/{plugin_config_id}/historical_exports/{id}/\', \'get\')]. resolving with numeral suffixes.', 'Warning: operationId "environments_persons_activity_retrieve" has collisions [(\'/api/environments/{project_id}/persons/{id}/activity/\', \'get\'), (\'/api/environments/{project_id}/persons/activity/\', \'get\')]. resolving with numeral suffixes.', From b466036c01ddc3fb23dd7b490b935c35718b9c56 Mon Sep 17 00:00:00 2001 From: Georgiy Tarasov Date: Mon, 14 Oct 2024 12:50:03 +0200 Subject: [PATCH 034/153] feat: wip conversations --- ee/hogai/graph.py | 5 +++-- ee/hogai/trends/nodes.py | 16 +++++++++------- ee/hogai/trends/toolkit.py | 5 ----- ee/hogai/trends/utils.py | 17 +++++++++++++++++ 4 files changed, 29 insertions(+), 14 deletions(-) create mode 100644 ee/hogai/trends/utils.py diff --git a/ee/hogai/graph.py b/ee/hogai/graph.py index f0c719ef98e6a..4a0dd78f178b0 100644 --- a/ee/hogai/graph.py +++ b/ee/hogai/graph.py @@ -1,3 +1,4 @@ +from langchain_core.messages import BaseMessage from langgraph.graph.state import StateGraph from ee.hogai.trends.nodes import CreateTrendsPlanNode, CreateTrendsPlanToolsNode, GenerateTrendsNode @@ -32,6 +33,6 @@ def _compile_graph(self): return builder.compile() - def stream(self, user_input: str): + def stream(self, messages: list[BaseMessage]): assistant_graph = self._compile_graph() - return assistant_graph.stream({"messages": [("user", user_input)]}) + return assistant_graph.stream({"messages": messages}) diff --git a/ee/hogai/trends/nodes.py b/ee/hogai/trends/nodes.py index 8b1d7b9068c30..fd035ead30694 100644 --- a/ee/hogai/trends/nodes.py +++ b/ee/hogai/trends/nodes.py @@ -7,7 +7,7 @@ from langchain.agents.output_parsers import ReActJsonSingleInputOutputParser from langchain_core.agents import AgentAction, AgentFinish from langchain_core.exceptions import OutputParserException -from langchain_core.messages import AIMessage, merge_message_runs +from langchain_core.messages import merge_message_runs from langchain_core.output_parsers import PydanticOutputParser from langchain_core.prompts import ChatPromptTemplate from langchain_core.runnables import RunnableLambda, RunnablePassthrough @@ -22,11 +22,11 @@ trends_user_prompt, ) from ee.hogai.trends.toolkit import ( - GenerateTrendOutputModel, GenerateTrendTool, TrendsAgentToolkit, TrendsAgentToolModel, ) +from ee.hogai.trends.utils import GenerateTrendOutputModel, TrendsAgentMessage from ee.hogai.utils import ( AssistantNode, AssistantNodeName, @@ -178,7 +178,7 @@ def run(self, state: AssistantState): action, _ = intermediate_steps[-1] try: - input = TrendsAgentToolModel(name=action.tool, arguments=action.tool_input).root + input = TrendsAgentToolModel.model_validate({"name": action.tool, "arguments": action.tool_input}).root except ValidationError as e: feedback = f"Invalid tool call. Pydantic exception: {e.errors(include_url=False)}" return {"intermediate_steps": [*intermediate_steps, (action, feedback)]} @@ -227,6 +227,7 @@ def router(self, state: AssistantState): def run(self, state: AssistantState): user_message = state["messages"][-1] + generated_plan = state.get("plan", "") llm = llm_gpt_4o.with_structured_output( GenerateTrendTool().schema, @@ -241,17 +242,18 @@ def run(self, state: AssistantState): ], template_format="mustache", ).partial( - plan=state.get("plan", ""), + plan=generated_plan, question=user_message.content, ) chain = ( trends_generation_prompt | llm + # Result from structured output is a parsed dict. Convert to a string since the output parser expects it. | RunnableLambda(lambda x: json.dumps(x)) + # Validate a string input. | PydanticOutputParser[GenerateTrendOutputModel](pydantic_object=GenerateTrendOutputModel) - | RunnableLambda(lambda x: x.model_dump_json()) - ) + ).with_types(input_type=dict, output_type=type[GenerateTrendOutputModel]) try: message = chain.invoke({"group_mapping": self._group_mapping_prompt}) @@ -262,7 +264,7 @@ def run(self, state: AssistantState): observation = "Invalid or incomplete response. You must use the provided tools and output JSON to answer the user's question." return {"tool_argument": observation} - return {"messages": [AIMessage(content=message)]} + return {"messages": [TrendsAgentMessage(plan=generated_plan, content=message)]} class GenerateTrendsToolsNode(AssistantNode): diff --git a/ee/hogai/trends/toolkit.py b/ee/hogai/trends/toolkit.py index d4d8a0d791fca..6db7558491ec7 100644 --- a/ee/hogai/trends/toolkit.py +++ b/ee/hogai/trends/toolkit.py @@ -383,11 +383,6 @@ def handle_incorrect_response(self, response: str) -> str: return response -class GenerateTrendOutputModel(BaseModel): - reasoning_steps: Optional[list[str]] - answer: ExperimentalAITrendsQuery - - class GenerateTrendTool: def _replace_value_in_dict(self, item: Any, original_schema: Any): if isinstance(item, list): diff --git a/ee/hogai/trends/utils.py b/ee/hogai/trends/utils.py new file mode 100644 index 0000000000000..73fc11441ea5e --- /dev/null +++ b/ee/hogai/trends/utils.py @@ -0,0 +1,17 @@ +from typing import Literal, Optional + +from langchain_core.messages import BaseMessage +from pydantic import BaseModel, Field + +from posthog.schema import ExperimentalAITrendsQuery + + +class GenerateTrendOutputModel(BaseModel): + reasoning_steps: Optional[list[str]] + answer: ExperimentalAITrendsQuery + + +class TrendsAgentMessage(BaseMessage): + type: Literal["trends_agent"] = "trends_agent" + plan: str = Field(..., description="The plan used to generate the trend") + content: GenerateTrendOutputModel = Field(..., description="The output of the trend generation") From 184a2e10fab153cead48e8b82ef2d3e62d900d6e Mon Sep 17 00:00:00 2001 From: Georgiy Tarasov Date: Mon, 14 Oct 2024 20:53:32 +0200 Subject: [PATCH 035/153] feat: agent conversation --- ee/hogai/trends/nodes.py | 48 +++++++++++++++++++++++++++++++++----- ee/hogai/trends/prompts.py | 14 +++++++++++ ee/hogai/trends/utils.py | 11 ++------- ee/hogai/utils.py | 22 +++++++++++++++-- 4 files changed, 78 insertions(+), 17 deletions(-) diff --git a/ee/hogai/trends/nodes.py b/ee/hogai/trends/nodes.py index fd035ead30694..9b57a92da0453 100644 --- a/ee/hogai/trends/nodes.py +++ b/ee/hogai/trends/nodes.py @@ -7,17 +7,19 @@ from langchain.agents.output_parsers import ReActJsonSingleInputOutputParser from langchain_core.agents import AgentAction, AgentFinish from langchain_core.exceptions import OutputParserException -from langchain_core.messages import merge_message_runs +from langchain_core.messages import AIMessage, BaseMessage, merge_message_runs from langchain_core.output_parsers import PydanticOutputParser -from langchain_core.prompts import ChatPromptTemplate +from langchain_core.prompts import ChatPromptTemplate, HumanMessagePromptTemplate from langchain_core.runnables import RunnableLambda, RunnablePassthrough from pydantic import ValidationError from ee.hogai.hardcoded_definitions import hardcoded_prop_defs from ee.hogai.trends.prompts import ( react_definitions_prompt, + react_follow_up_prompt, react_scratchpad_prompt, react_system_prompt, + react_user_prompt, trends_system_prompt, trends_user_prompt, ) @@ -26,11 +28,14 @@ TrendsAgentToolkit, TrendsAgentToolModel, ) -from ee.hogai.trends.utils import GenerateTrendOutputModel, TrendsAgentMessage +from ee.hogai.trends.utils import GenerateTrendOutputModel from ee.hogai.utils import ( + AssistantMessage, + AssistantMessageType, AssistantNode, AssistantNodeName, AssistantState, + VisualizationMessagePayload, llm_gpt_4o, remove_line_breaks, ) @@ -95,6 +100,29 @@ def router(self, state: AssistantState): raise ValueError("Invalid state.") + def _reconstruct_conversation(self, state: AssistantState) -> list[BaseMessage]: + messages = state.get("messages", []) + if len(messages) == 0: + return [] + + conversation = [ + HumanMessagePromptTemplate.from_template(react_user_prompt, template_format="mustache").format( + question=messages[0].content + ) + ] + + for message in messages[1:-1]: + if message.type == "user": + conversation.append( + HumanMessagePromptTemplate.from_template(react_follow_up_prompt, template_format="mustache").format( + feedback=message.content + ) + ) + elif message.type == "ai": + conversation.append(AIMessage(content=message.content)) + + return conversation + def run(self, state: AssistantState): intermediate_steps = state.get("intermediate_steps") or [] @@ -106,7 +134,7 @@ def run(self, state: AssistantState): ], template_format="mustache", ) - + state["messages"] + + self._reconstruct_conversation(state) + ChatPromptTemplate.from_messages( [ ("user", react_scratchpad_prompt), @@ -253,7 +281,7 @@ def run(self, state: AssistantState): | RunnableLambda(lambda x: json.dumps(x)) # Validate a string input. | PydanticOutputParser[GenerateTrendOutputModel](pydantic_object=GenerateTrendOutputModel) - ).with_types(input_type=dict, output_type=type[GenerateTrendOutputModel]) + ) try: message = chain.invoke({"group_mapping": self._group_mapping_prompt}) @@ -264,7 +292,15 @@ def run(self, state: AssistantState): observation = "Invalid or incomplete response. You must use the provided tools and output JSON to answer the user's question." return {"tool_argument": observation} - return {"messages": [TrendsAgentMessage(plan=generated_plan, content=message)]} + return { + "messages": [ + AssistantMessage( + type="ai", + content=cast(GenerateTrendOutputModel, message).model_dump_json(), + payload=VisualizationMessagePayload(type=AssistantMessageType.VISUALIZATION, plan=generated_plan), + ) + ] + } class GenerateTrendsToolsNode(AssistantNode): diff --git a/ee/hogai/trends/prompts.py b/ee/hogai/trends/prompts.py index 09e8c5489485e..166bad36bcb3a 100644 --- a/ee/hogai/trends/prompts.py +++ b/ee/hogai/trends/prompts.py @@ -163,6 +163,14 @@ Thought: {{agent_scratchpad}} """ +react_user_prompt = """ +Question: What events, actions, properties and/or property values should I use to answer this question: "{{question}}"? +""" + +react_follow_up_prompt = """ +Improve the previously generated plan based on the feedback: {{feedback}} +""" + trends_system_prompt = """ You're a recognized head of product growth with the skills of a top-tier data engineer. Your task is to implement queries of trends insights for customers using a JSON schema. You will be given a plan describing series and breakdowns. Answer the user's questions as best you can. @@ -246,3 +254,9 @@ {{group_mapping}} Answer to this question: {{question}} """ + +trends_follow_up_prompt = """ +Here is the new plan: +{{new_plan}} +Answer to this question: {{feedback}} +""" diff --git a/ee/hogai/trends/utils.py b/ee/hogai/trends/utils.py index 73fc11441ea5e..38d70cec406f3 100644 --- a/ee/hogai/trends/utils.py +++ b/ee/hogai/trends/utils.py @@ -1,7 +1,6 @@ -from typing import Literal, Optional +from typing import Optional -from langchain_core.messages import BaseMessage -from pydantic import BaseModel, Field +from pydantic import BaseModel from posthog.schema import ExperimentalAITrendsQuery @@ -9,9 +8,3 @@ class GenerateTrendOutputModel(BaseModel): reasoning_steps: Optional[list[str]] answer: ExperimentalAITrendsQuery - - -class TrendsAgentMessage(BaseMessage): - type: Literal["trends_agent"] = "trends_agent" - plan: str = Field(..., description="The plan used to generate the trend") - content: GenerateTrendOutputModel = Field(..., description="The output of the trend generation") diff --git a/ee/hogai/utils.py b/ee/hogai/utils.py index f8d773bd2df3f..983a947fa65c0 100644 --- a/ee/hogai/utils.py +++ b/ee/hogai/utils.py @@ -1,21 +1,39 @@ from abc import ABC, abstractmethod from collections.abc import Sequence from enum import StrEnum -from typing import Annotated, Optional, TypedDict +from typing import Annotated, Literal, Optional, TypedDict from langchain_core.agents import AgentAction from langchain_core.messages import BaseMessage from langchain_openai import ChatOpenAI from langgraph.graph import END, START from langgraph.graph.message import add_messages +from pydantic import BaseModel, Field, RootModel from posthog.models.team.team import Team llm_gpt_4o = ChatOpenAI(model="gpt-4o", temperature=0.7, streaming=True) +class AssistantMessageType(StrEnum): + VISUALIZATION = "visualization" + + +class VisualizationMessagePayload(BaseModel): + type: Literal[AssistantMessageType.VISUALIZATION] + plan: str + + +class AssistantMessagePayload(RootModel[VisualizationMessagePayload]): + root: VisualizationMessagePayload = Field(..., discriminator="type") + + +class AssistantMessage(BaseMessage): + payload: Optional[AssistantMessagePayload] = Field(default=None) + + class AssistantState(TypedDict): - messages: Annotated[Sequence[BaseMessage], add_messages] + messages: Annotated[Sequence[AssistantMessage], add_messages] intermediate_steps: Optional[list[tuple[AgentAction, Optional[str]]]] plan: Optional[str] tool_argument: Optional[str] From 14b01e51f39cf4bf6291d43fbeead4740732c68a Mon Sep 17 00:00:00 2001 From: Georgiy Tarasov Date: Tue, 15 Oct 2024 19:46:00 +0200 Subject: [PATCH 036/153] feat: reconstruct message history --- ee/hogai/trends/nodes.py | 89 ++++++++++--- ee/hogai/trends/prompts.py | 18 ++- ee/hogai/trends/test/test_nodes.py | 205 +++++++++++++++++++++++++++++ ee/hogai/utils.py | 8 +- 4 files changed, 292 insertions(+), 28 deletions(-) create mode 100644 ee/hogai/trends/test/test_nodes.py diff --git a/ee/hogai/trends/nodes.py b/ee/hogai/trends/nodes.py index 9b57a92da0453..131b760a003c1 100644 --- a/ee/hogai/trends/nodes.py +++ b/ee/hogai/trends/nodes.py @@ -1,3 +1,4 @@ +import itertools import json import xml.etree.ElementTree as ET from functools import cached_property @@ -20,8 +21,11 @@ react_scratchpad_prompt, react_system_prompt, react_user_prompt, + trends_group_mapping_prompt, + trends_new_plan_prompt, + trends_plan_prompt, + trends_question_prompt, trends_system_prompt, - trends_user_prompt, ) from ee.hogai.trends.toolkit import ( GenerateTrendTool, @@ -101,6 +105,9 @@ def router(self, state: AssistantState): raise ValueError("Invalid state.") def _reconstruct_conversation(self, state: AssistantState) -> list[BaseMessage]: + """ + Reconstruct the conversation for the agent. On this step we only care about previously asked questions and generated plans. All other messages are filtered out. + """ messages = state.get("messages", []) if len(messages) == 0: return [] @@ -111,15 +118,16 @@ def _reconstruct_conversation(self, state: AssistantState) -> list[BaseMessage]: ) ] - for message in messages[1:-1]: - if message.type == "user": + for message in messages[1:]: + if message.type == "human": conversation.append( - HumanMessagePromptTemplate.from_template(react_follow_up_prompt, template_format="mustache").format( - feedback=message.content - ) + HumanMessagePromptTemplate.from_template( + react_follow_up_prompt, + template_format="mustache", + ).format(feedback=message.content) ) - elif message.type == "ai": - conversation.append(AIMessage(content=message.content)) + elif message.type == "ai" and isinstance(message.payload, VisualizationMessagePayload): + conversation.append(AIMessage(content=message.payload.plan)) return conversation @@ -253,8 +261,61 @@ def router(self, state: AssistantState): return AssistantNodeName.GENERATE_TRENDS_TOOLS return AssistantNodeName.END + def _reconstruct_conversation(self, state: AssistantState) -> list[BaseMessage]: + """ + Reconstruct the conversation for the generation. Take all previously generated questions, plans, and schemas, and return the history. + """ + messages: list[AssistantMessage] = merge_message_runs(state.get("messages", [])) + generated_plan = state.get("plan", "") + + if len(messages) == 0: + return [] + + conversation: list[BaseMessage] = [ + HumanMessagePromptTemplate.from_template(trends_group_mapping_prompt, template_format="mustache").format( + group_mapping=self._group_mapping_prompt + ) + ] + + human_messages = [message for message in messages if message.type == "human"] + visualization_messages = [ + message + for message in messages + if message.type == "ai" and isinstance(message.payload, VisualizationMessagePayload) + ] + + first_ai_message = True + + for human_message, ai_message in itertools.zip_longest(human_messages, visualization_messages): + if ai_message: + conversation.append( + HumanMessagePromptTemplate.from_template( + trends_plan_prompt if first_ai_message else trends_new_plan_prompt, + template_format="mustache", + ).format(plan=cast(VisualizationMessagePayload, ai_message.payload).plan) + ) + first_ai_message = False + elif generated_plan: + conversation.append( + HumanMessagePromptTemplate.from_template( + trends_plan_prompt if first_ai_message else trends_new_plan_prompt, + template_format="mustache", + ).format(plan=generated_plan) + ) + + if human_message: + conversation.append( + HumanMessagePromptTemplate.from_template(trends_question_prompt, template_format="mustache").format( + question=human_message.content + ) + ) + + if ai_message: + conversation.append(AIMessage(content=ai_message.content)) + + return conversation + def run(self, state: AssistantState): - user_message = state["messages"][-1] generated_plan = state.get("plan", "") llm = llm_gpt_4o.with_structured_output( @@ -266,16 +327,14 @@ def run(self, state: AssistantState): trends_generation_prompt = ChatPromptTemplate.from_messages( [ ("system", trends_system_prompt), - ("user", trends_user_prompt), ], template_format="mustache", - ).partial( - plan=generated_plan, - question=user_message.content, - ) + ) + self._reconstruct_conversation(state) + merger = merge_message_runs() chain = ( trends_generation_prompt + | merger | llm # Result from structured output is a parsed dict. Convert to a string since the output parser expects it. | RunnableLambda(lambda x: json.dumps(x)) @@ -284,7 +343,7 @@ def run(self, state: AssistantState): ) try: - message = chain.invoke({"group_mapping": self._group_mapping_prompt}) + message = chain.invoke({}) except OutputParserException as e: if e.send_to_llm: observation = str(e.observation) diff --git a/ee/hogai/trends/prompts.py b/ee/hogai/trends/prompts.py index 166bad36bcb3a..59acddf14b0ae 100644 --- a/ee/hogai/trends/prompts.py +++ b/ee/hogai/trends/prompts.py @@ -246,17 +246,21 @@ Remember, your efforts will be rewarded with a $100 tip if you manage to implement a perfect query that follows the user's instructions and return the desired result. Do not hallucinate. """ +trends_group_mapping_prompt = """ +Here is the group mapping: +{{group_mapping}} +""" -trends_user_prompt = """ +trends_plan_prompt = """ Here is the plan: {{plan}} -Here is the group mapping: -{{group_mapping}} -Answer to this question: {{question}} """ -trends_follow_up_prompt = """ +trends_new_plan_prompt = """ Here is the new plan: -{{new_plan}} -Answer to this question: {{feedback}} +{{plan}} +""" + +trends_question_prompt = """ +Answer to this question: {{question}} """ diff --git a/ee/hogai/trends/test/test_nodes.py b/ee/hogai/trends/test/test_nodes.py new file mode 100644 index 0000000000000..05a0d23634773 --- /dev/null +++ b/ee/hogai/trends/test/test_nodes.py @@ -0,0 +1,205 @@ +from django.test import override_settings +from langchain_core.messages import HumanMessage + +from ee.hogai.trends.nodes import CreateTrendsPlanNode, GenerateTrendsNode +from ee.hogai.utils import AssistantMessage, AssistantMessageType +from posthog.test.base import ( + APIBaseTest, + ClickhouseTestMixin, +) + + +@override_settings(IN_UNIT_TESTING=True) +class TestPlanAgentNode(ClickhouseTestMixin, APIBaseTest): + def test_agent_reconstructs_conversation(self): + node = CreateTrendsPlanNode(self.team) + history = node._reconstruct_conversation({"messages": [HumanMessage(content="Text")]}) + self.assertEqual(len(history), 1) + self.assertEqual(history[0].type, "human") + self.assertIn("Text", history[0].content) + self.assertNotIn(f"{{question}}", history[0].content) + + history = node._reconstruct_conversation( + { + "messages": [ + HumanMessage(content="Text"), + AssistantMessage( + content="schema", + type="ai", + payload={"plan": "randomplan", "type": AssistantMessageType.VISUALIZATION}, + ), + ] + } + ) + self.assertEqual(len(history), 2) + self.assertEqual(history[0].type, "human") + self.assertIn("Text", history[0].content) + self.assertNotIn("{{question}}", history[0].content) + self.assertEqual(history[1].type, "ai") + self.assertEqual(history[1].content, "randomplan") + + history = node._reconstruct_conversation( + { + "messages": [ + HumanMessage(content="Text"), + AssistantMessage( + content="schema", + type="ai", + payload={"plan": "randomplan", "type": AssistantMessageType.VISUALIZATION}, + ), + HumanMessage(content="Text"), + ] + } + ) + self.assertEqual(len(history), 3) + self.assertEqual(history[0].type, "human") + self.assertIn("Text", history[0].content) + self.assertNotIn("{{question}}", history[0].content) + self.assertEqual(history[1].type, "ai") + self.assertEqual(history[1].content, "randomplan") + self.assertEqual(history[2].type, "human") + self.assertIn("Text", history[2].content) + self.assertNotIn("{{question}}", history[2].content) + + def test_agent_reconstructs_conversation_and_omits_unknown_messages(self): + node = CreateTrendsPlanNode(self.team) + history = node._reconstruct_conversation( + { + "messages": [ + HumanMessage(content="Text"), + AssistantMessage(content="schema", type="ai"), + ] + } + ) + self.assertEqual(len(history), 1) + self.assertEqual(history[0].type, "human") + self.assertIn("Text", history[0].content) + self.assertNotIn("{{question}}", history[0].content) + + +@override_settings(IN_UNIT_TESTING=True) +class TestGenerateTrendsNode(ClickhouseTestMixin, APIBaseTest): + def test_agent_reconstructs_conversation(self): + node = GenerateTrendsNode(self.team) + history = node._reconstruct_conversation({"messages": [HumanMessage(content="Text")]}) + self.assertEqual(len(history), 2) + self.assertEqual(history[0].type, "human") + self.assertIn("mapping", history[0].content) + self.assertEqual(history[1].type, "human") + self.assertIn("Answer to this question:", history[1].content) + self.assertNotIn("{{question}}", history[1].content) + + history = node._reconstruct_conversation( + { + "messages": [HumanMessage(content="Text")], + "plan": "randomplan", + } + ) + self.assertEqual(len(history), 3) + self.assertEqual(history[0].type, "human") + self.assertIn("mapping", history[0].content) + self.assertEqual(history[1].type, "human") + self.assertIn("the plan", history[1].content) + self.assertNotIn("{{plan}}", history[1].content) + self.assertIn("randomplan", history[1].content) + self.assertEqual(history[2].type, "human") + self.assertIn("Answer to this question:", history[2].content) + self.assertNotIn("{{question}}", history[2].content) + self.assertIn("Text", history[2].content) + + node = GenerateTrendsNode(self.team) + history = node._reconstruct_conversation( + { + "messages": [ + HumanMessage(content="Text"), + AssistantMessage( + content="schema", + type="ai", + payload={"plan": "randomplan", "type": AssistantMessageType.VISUALIZATION}, + ), + HumanMessage(content="Follow Up"), + ], + "plan": "newrandomplan", + } + ) + + self.assertEqual(len(history), 6) + self.assertEqual(history[0].type, "human") + self.assertIn("mapping", history[0].content) + self.assertEqual(history[1].type, "human") + self.assertIn("the plan", history[1].content) + self.assertNotIn("{{plan}}", history[1].content) + self.assertIn("randomplan", history[1].content) + self.assertEqual(history[2].type, "human") + self.assertIn("Answer to this question:", history[2].content) + self.assertNotIn("{{question}}", history[2].content) + self.assertIn("Text", history[2].content) + self.assertEqual(history[3].type, "ai") + self.assertEqual(history[3].content, "schema") + self.assertEqual(history[4].type, "human") + self.assertIn("the new plan", history[4].content) + self.assertNotIn("{{plan}}", history[4].content) + self.assertIn("newrandomplan", history[4].content) + self.assertEqual(history[5].type, "human") + self.assertIn("Answer to this question:", history[5].content) + self.assertNotIn("{{question}}", history[5].content) + self.assertIn("Follow Up", history[5].content) + + def test_agent_reconstructs_conversation_and_merges_messages(self): + node = GenerateTrendsNode(self.team) + history = node._reconstruct_conversation( + { + "messages": [HumanMessage(content="Te"), HumanMessage(content="xt")], + "plan": "randomplan", + } + ) + self.assertEqual(len(history), 3) + self.assertEqual(history[0].type, "human") + self.assertIn("mapping", history[0].content) + self.assertEqual(history[1].type, "human") + self.assertIn("the plan", history[1].content) + self.assertNotIn("{{plan}}", history[1].content) + self.assertIn("randomplan", history[1].content) + self.assertEqual(history[2].type, "human") + self.assertIn("Answer to this question:", history[2].content) + self.assertNotIn("{{question}}", history[2].content) + self.assertIn("Te\nxt", history[2].content) + + node = GenerateTrendsNode(self.team) + history = node._reconstruct_conversation( + { + "messages": [ + HumanMessage(content="Text"), + AssistantMessage( + content="schema", + type="ai", + payload={"plan": "randomplan", "type": AssistantMessageType.VISUALIZATION}, + ), + HumanMessage(content="Follow"), + HumanMessage(content="Up"), + ], + "plan": "newrandomplan", + } + ) + + self.assertEqual(len(history), 6) + self.assertEqual(history[0].type, "human") + self.assertIn("mapping", history[0].content) + self.assertEqual(history[1].type, "human") + self.assertIn("the plan", history[1].content) + self.assertNotIn("{{plan}}", history[1].content) + self.assertIn("randomplan", history[1].content) + self.assertEqual(history[2].type, "human") + self.assertIn("Answer to this question:", history[2].content) + self.assertNotIn("{{question}}", history[2].content) + self.assertIn("Text", history[2].content) + self.assertEqual(history[3].type, "ai") + self.assertEqual(history[3].content, "schema") + self.assertEqual(history[4].type, "human") + self.assertIn("the new plan", history[4].content) + self.assertNotIn("{{plan}}", history[4].content) + self.assertIn("newrandomplan", history[4].content) + self.assertEqual(history[5].type, "human") + self.assertIn("Answer to this question:", history[5].content) + self.assertNotIn("{{question}}", history[5].content) + self.assertIn("Follow\nUp", history[5].content) diff --git a/ee/hogai/utils.py b/ee/hogai/utils.py index 983a947fa65c0..f0ecf02309be3 100644 --- a/ee/hogai/utils.py +++ b/ee/hogai/utils.py @@ -8,7 +8,7 @@ from langchain_openai import ChatOpenAI from langgraph.graph import END, START from langgraph.graph.message import add_messages -from pydantic import BaseModel, Field, RootModel +from pydantic import BaseModel, Field from posthog.models.team.team import Team @@ -24,12 +24,8 @@ class VisualizationMessagePayload(BaseModel): plan: str -class AssistantMessagePayload(RootModel[VisualizationMessagePayload]): - root: VisualizationMessagePayload = Field(..., discriminator="type") - - class AssistantMessage(BaseMessage): - payload: Optional[AssistantMessagePayload] = Field(default=None) + payload: Optional[VisualizationMessagePayload] = Field(None, discriminator="type") class AssistantState(TypedDict): From ce7d1004ee0c9b1e3edc80171f82edd6496d8284 Mon Sep 17 00:00:00 2001 From: Georgiy Tarasov Date: Wed, 16 Oct 2024 09:37:36 +0200 Subject: [PATCH 037/153] chore: __init__.py --- ee/hogai/trends/test/__init__.py | 0 1 file changed, 0 insertions(+), 0 deletions(-) create mode 100644 ee/hogai/trends/test/__init__.py diff --git a/ee/hogai/trends/test/__init__.py b/ee/hogai/trends/test/__init__.py new file mode 100644 index 0000000000000..e69de29bb2d1d From e66292702a05d950ae581946325aabd2d1c2cf16 Mon Sep 17 00:00:00 2001 From: Georgiy Tarasov Date: Thu, 17 Oct 2024 10:53:07 +0200 Subject: [PATCH 038/153] chore: execution limits --- ee/hogai/graph.py | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/ee/hogai/graph.py b/ee/hogai/graph.py index 4a0dd78f178b0..0ee83264042ef 100644 --- a/ee/hogai/graph.py +++ b/ee/hogai/graph.py @@ -35,4 +35,7 @@ def _compile_graph(self): def stream(self, messages: list[BaseMessage]): assistant_graph = self._compile_graph() - return assistant_graph.stream({"messages": messages}) + return assistant_graph.stream( + {"messages": messages}, + config={"recursion_limit": 24}, + ) From 7b8e03e16752cd00c430959c7ecf117182248506 Mon Sep 17 00:00:00 2001 From: Georgiy Tarasov Date: Thu, 17 Oct 2024 11:52:31 +0200 Subject: [PATCH 039/153] feat: migrating to a new assistant --- ee/hogai/{graph.py => assistant.py} | 3 +- ee/hogai/generate_trends_agent.py | 55 ----------- ee/hogai/system_prompt.py | 77 ---------------- ee/hogai/team_prompt.py | 137 ---------------------------- ee/hogai/trends/nodes.py | 10 +- ee/hogai/trends/test/test_nodes.py | 11 ++- ee/hogai/trends/toolkit.py | 54 ++++++++++- ee/hogai/trends_function.py | 71 -------------- ee/hogai/utils.py | 17 ++-- frontend/src/queries/schema.json | 38 ++++++++ frontend/src/queries/schema.ts | 21 +++++ posthog/api/query.py | 7 +- posthog/schema.py | 31 ++++++- 13 files changed, 165 insertions(+), 367 deletions(-) rename ee/hogai/{graph.py => assistant.py} (96%) delete mode 100644 ee/hogai/generate_trends_agent.py delete mode 100644 ee/hogai/system_prompt.py delete mode 100644 ee/hogai/team_prompt.py delete mode 100644 ee/hogai/trends_function.py diff --git a/ee/hogai/graph.py b/ee/hogai/assistant.py similarity index 96% rename from ee/hogai/graph.py rename to ee/hogai/assistant.py index 0ee83264042ef..a23a3d5064142 100644 --- a/ee/hogai/graph.py +++ b/ee/hogai/assistant.py @@ -6,7 +6,7 @@ from posthog.models.team.team import Team -class AssistantGraph: +class Assistant: _team: Team _graph: StateGraph @@ -38,4 +38,5 @@ def stream(self, messages: list[BaseMessage]): return assistant_graph.stream( {"messages": messages}, config={"recursion_limit": 24}, + stream_mode="messages", ) diff --git a/ee/hogai/generate_trends_agent.py b/ee/hogai/generate_trends_agent.py deleted file mode 100644 index 9980ff82dbeba..0000000000000 --- a/ee/hogai/generate_trends_agent.py +++ /dev/null @@ -1,55 +0,0 @@ -from typing import Literal, Optional - -from langchain_core.output_parsers.openai_tools import PydanticToolsParser -from langchain_core.prompts import ChatPromptTemplate -from langchain_openai import ChatOpenAI -from pydantic import BaseModel, Field - -from ee.hogai.system_prompt import trends_system_prompt -from ee.hogai.team_prompt import TeamPrompt -from ee.hogai.trends_function import TrendsFunction -from posthog.models.team.team import Team -from posthog.schema import ExperimentalAITrendsQuery - - -class output_insight_schema(BaseModel): - reasoning_steps: Optional[list[str]] = None - answer: ExperimentalAITrendsQuery - - -class ChatMessage(BaseModel): - role: Literal["user", "assistant"] - content: str = Field(..., max_length=2500) - - -class Conversation(BaseModel): - messages: list[ChatMessage] = Field(..., max_length=20) - session_id: str - - -class GenerateTrendsAgent: - _team: Team - - def __init__(self, team: Team): - self._team = team - - def bootstrap(self, messages: list[ChatMessage], user_prompt: str | None = None): - llm = ChatOpenAI(model="gpt-4o-2024-08-06", stream_usage=True).bind_tools( - [TrendsFunction().generate_function()], tool_choice="output_insight_schema" - ) - user_prompt = ( - user_prompt - or "Answer to my question:\n{{question}}\n" + TeamPrompt(self._team).generate_prompt() - ) - - prompts = ChatPromptTemplate.from_messages( - [ - ("system", trends_system_prompt), - ("user", user_prompt), - *[(message.role, message.content) for message in messages[1:]], - ], - template_format="mustache", - ) - - chain = prompts | llm | PydanticToolsParser(tools=[output_insight_schema]) # type: ignore - return chain diff --git a/ee/hogai/system_prompt.py b/ee/hogai/system_prompt.py deleted file mode 100644 index fb00b35825867..0000000000000 --- a/ee/hogai/system_prompt.py +++ /dev/null @@ -1,77 +0,0 @@ -trends_system_prompt = """ -As a recognized head of product growth acting as a top-tier data engineer, your task is to write queries of trends insights for customers using a JSON schema. - -Follow these instructions to create a query: -* Identify the events or actions the user wants to analyze. -* Determine types of entities that user wants to analyze like events, persons, groups, sessions, cohorts, etc. -* Determine a vistualization type that best suits the user's needs. -* Determine if the user wants to name the series or use the default names. -* Choose the date range and the interval the user wants to analyze. -* Determine if the user wants to compare the results to a previous period or use smoothing. -* Determine if the user wants to use property filters for all series. -* Determine math types for all series. -* Determine property filters for individual series. -* Check operators of property filters for individual and all series. Make sure the operators correspond to the user's request. You may need to use "contains" for strings if you're not sure about the exact value. -* Determine if the user wants to use a breakdown filter. -* Determine if the user wants to filter out internal and test users. If the user didn't specify, filter out internal and test users by default. -* Determine if the user wants to use sampling factor. -* Determine if it's useful to show a legend, values of series, units, y-axis scale type, etc. -* Use your judgement if there are any other parameters that the user might want to adjust that aren't listed here. - -Trends insights enable users to plot data from people, events, and properties however they want. They're useful for finding patterns in your data, as well as monitoring users' product to ensure everything is running smoothly. For example, using trends, users can analyze: -- How product's most important metrics change over time. -- Long-term patterns, or cycles in product's usage. -- How a specific change affects usage. -- The usage of different features side-by-side. -- How the properties of events vary using aggregation (sum, average, etc). -- Users can also visualize the same data points in a variety of ways. - -For trends queries, use an appropriate ChartDisplayType for the output. For example: -- if the user wants to see a dynamics in time like a line graph, use `ActionsLineGraph`. -- if the user wants to see cumulative dynamics across time, use `ActionsLineGraphCumulative`. -- if the user asks a question where you can answer with a single number, use `BoldNumber`. -- if the user wants a table, use `ActionsTable`. -- if the data is categorical, use `ActionsBar`. -- if the data is easy to understand in a pie chart, use `ActionsPie`. -- if the user has only one series and they want to see data from particular countries, use `WorldMap`. - -The user might want to get insights for groups. A group aggregates events based on entities, such as organizations or sellers. The user might provide a list of group names and their numeric indexes. Instead of a group's name, always use its numeric index. - -Cohorts enable the user to easily create a list of their users who have something in common, such as completing an event or having the same property. The user might want to use cohorts for filtering events. Instead of a cohort's name, always use its ID. - -If you want to apply Y-Axis unit, make sure it will display data correctly. Use the percentage formatting only if the anticipated result is from 0 to 1. - -Learn on these examples: -Q: How many users do I have? -A: {"dateRange":{"date_from":"all"},"interval":"month","kind":"TrendsQuery","series":[{"event":"user signed up","kind":"EventsNode","math":"total"}],"trendsFilter":{"aggregationAxisFormat":"numeric","display":"BoldNumber"}} -Q: Show a bar chart of the organic search traffic for the last month grouped by week. -A: {"dateRange":{"date_from":"-30d","date_to":null,"explicitDate":false},"interval":"week","kind":"TrendsQuery","series":[{"event":"$pageview","kind":"EventsNode","math":"dau","properties":[{"key":"$referring_domain","operator":"icontains","type":"event","value":"google"},{"key":"utm_source","operator":"is_not_set","type":"event","value":"is_not_set"}]}],"trendsFilter":{"aggregationAxisFormat":"numeric","display":"ActionsBar"}} -Q: insight created unique users & first-time users for the last 12m) -A: {"dateRange":{"date_from":"-12m","date_to":""},"filterTestAccounts":true,"interval":"month","kind":"TrendsQuery","series":[{"event":"insight created","kind":"EventsNode","math":"dau","custom_name":"insight created"},{"event":"insight created","kind":"EventsNode","math":"first_time_for_user","custom_name":"insight created"}],"trendsFilter":{"aggregationAxisFormat":"numeric","display":"ActionsLineGraph"}} -Q: What are the top 10 referring domains for the last month? -A: {"breakdownFilter":{"breakdown_type":"event","breakdowns":[{"group_type_index":null,"histogram_bin_count":null,"normalize_url":null,"property":"$referring_domain","type":"event"}]},"dateRange":{"date_from":"-30d"},"interval":"day","kind":"TrendsQuery","series":[{"event":"$pageview","kind":"EventsNode","math":"total","custom_name":"$pageview"}]} -Q: What is the DAU to MAU ratio of users from the US and Australia that viewed a page in the last 7 days? Compare it to the previous period. -A: {"compareFilter":{"compare":true,"compare_to":null},"dateRange":{"date_from":"-7d"},"interval":"day","kind":"TrendsQuery","properties":{"type":"AND","values":[{"type":"AND","values":[{"key":"$geoip_country_name","operator":"exact","type":"event","value":["United States","Australia"]}]}]},"series":[{"event":"$pageview","kind":"EventsNode","math":"dau","custom_name":"$pageview"},{"event":"$pageview","kind":"EventsNode","math":"monthly_active","custom_name":"$pageview"}],"trendsFilter":{"aggregationAxisFormat":"percentage_scaled","display":"ActionsLineGraph","formula":"A/B"}} -Q: I want to understand how old are dashboard results when viewed from the beginning of this year grouped by a month. Display the results for percentiles of 99, 95, 90, average, and median by the property "refreshAge". -A: {"dateRange":{"date_from":"yStart","date_to":null,"explicitDate":false},"filterTestAccounts":true,"interval":"month","kind":"TrendsQuery","series":[{"event":"viewed dashboard","kind":"EventsNode","math":"p99","math_property":"refreshAge","custom_name":"viewed dashboard"},{"event":"viewed dashboard","kind":"EventsNode","math":"p95","math_property":"refreshAge","custom_name":"viewed dashboard"},{"event":"viewed dashboard","kind":"EventsNode","math":"p90","math_property":"refreshAge","custom_name":"viewed dashboard"},{"event":"viewed dashboard","kind":"EventsNode","math":"avg","math_property":"refreshAge","custom_name":"viewed dashboard"},{"event":"viewed dashboard","kind":"EventsNode","math":"median","math_property":"refreshAge","custom_name":"viewed dashboard"}],"trendsFilter":{"aggregationAxisFormat":"duration","display":"ActionsLineGraph"}} -Q: organizations joined in the last 30 days by day from the google search -A: {"dateRange":{"date_from":"-30d"},"filterTestAccounts":false,"interval":"day","kind":"TrendsQuery","properties":{"type":"AND","values":[{"type":"OR","values":[{"key":"$initial_utm_source","operator":"exact","type":"person","value":["google"]}]}]},"series":[{"event":"user signed up","kind":"EventsNode","math":"unique_group","math_group_type_index":0,"name":"user signed up","properties":[{"key":"is_organization_first_user","operator":"exact","type":"person","value":["true"]}]}],"trendsFilter":{"aggregationAxisFormat":"numeric","display":"ActionsLineGraph"}} -Q: trends for the last two weeks of the onboarding completed event by unique projects with a session duration more than 5 minutes and the insight analyzed event by unique projects with a breakdown by event's Country Name. exclude the US. -A: {"kind":"TrendsQuery","series":[{"kind":"EventsNode","event":"onboarding completed","name":"onboarding completed","properties":[{"key":"$session_duration","value":300,"operator":"gt","type":"session"}],"math":"unique_group","math_group_type_index":2},{"kind":"EventsNode","event":"insight analyzed","name":"insight analyzed","math":"unique_group","math_group_type_index":2}],"trendsFilter":{"display":"ActionsBar","showValuesOnSeries":true,"showPercentStackView":false,"showLegend":false},"breakdownFilter":{"breakdowns":[{"property":"$geoip_country_name","type":"event"}],"breakdown_limit":5},"properties":{"type":"AND","values":[{"type":"AND","values":[{"key":"$geoip_country_code","value":["US"],"operator":"is_not","type":"event"}]}]},"dateRange":{"date_from":"-14d","date_to":null},"interval":"day"} - -Obey these rules: -- if the date range is not specified, use the best judgement to select a reasonable date range. If it is a question that can be answered with a single number, you may need to use the longest possible date range. -- Filter internal users by default if the user doesn't specify. -- Only use events and properties defined by the user. You can't create new events or property definitions. - -For your reference, there is a description of the data model. - -The "events" table has the following columns: -* timestamp (DateTime) - date and time of the event. Events are sorted by timestamp in ascending order. -* uuid (UUID) - unique identifier of the event. -* person_id (UUID) - unique identifier of the person who performed the event. -* event (String) - name of the event. -* properties (custom type) - additional properties of the event. Properties can be of multiple types: String, Int, Decimal, Float, and Bool. A property can be an array of thosee types. A property always has only ONE type. If the property starts with a $, it is a system-defined property. If the property doesn't start with a $, it is a user-defined property. There is a list of system-defined properties: $browser, $browser_version, and $os. User-defined properties can have any name. - -Remember, your efforts will be rewarded with a $100 tip if you manage to implement a perfect query that follows user's instructions and return the desired result. Do not hallucinate. -""" diff --git a/ee/hogai/team_prompt.py b/ee/hogai/team_prompt.py deleted file mode 100644 index 6ab987b992363..0000000000000 --- a/ee/hogai/team_prompt.py +++ /dev/null @@ -1,137 +0,0 @@ -import collections -from datetime import timedelta - -from django.utils import timezone - -from posthog.models.cohort.cohort import Cohort -from posthog.models.event_definition import EventDefinition -from posthog.models.group_type_mapping import GroupTypeMapping -from posthog.models.property_definition import PropertyDefinition -from posthog.models.team.team import Team - -from .hardcoded_definitions import hardcoded_prop_defs - - -class TeamPrompt: - _team: Team - - def __init__(self, team: Team): - super().__init__() - self._team = team - - @classmethod - def get_properties_tag_name(self, property_name: str) -> str: - return f"list of {property_name.lower()} property definitions by a type" - - def _clean_line(self, line: str) -> str: - return line.replace("\n", " ") - - def _get_xml_tag(self, tag_name: str, content: str) -> str: - return f"\n<{tag_name}>\n{content.strip()}\n\n" - - def _generate_cohorts_prompt(self) -> str: - cohorts = Cohort.objects.filter(team=self._team, last_calculation__gte=timezone.now() - timedelta(days=60)) - return self._get_xml_tag( - "list of defined cohorts", - "\n".join([f'name "{cohort.name}", ID {cohort.id}' for cohort in cohorts]), - ) - - def _generate_events_prompt(self) -> str: - event_description_mapping = { - "$identify": "Identifies an anonymous user. This event doesn't show how many users you have but rather how many users used an account." - } - - tags: list[str] = [] - for event in EventDefinition.objects.filter( - team=self._team, last_seen_at__gte=timezone.now() - timedelta(days=60) - ): - event_tag = event.name - if event.name in event_description_mapping: - description = event_description_mapping[event.name] - event_tag += f" - {description}" - elif event.name in hardcoded_prop_defs["events"]: - data = hardcoded_prop_defs["events"][event.name] - event_tag += f" - {data['label']}. {data['description']}" - if "examples" in data: - event_tag += f" Examples: {data['examples']}." - tags.append(self._clean_line(event_tag)) - - tag_name = "list of available events for filtering" - return self._get_xml_tag(tag_name, "\n".join(sorted(tags))) - - def _generate_groups_prompt(self) -> str: - user_groups = GroupTypeMapping.objects.filter(team=self._team).order_by("group_type_index") - return self._get_xml_tag( - "list of defined groups", - "\n".join([f'name "{group.group_type}", index {group.group_type_index}' for group in user_groups]), - ) - - def _join_property_tags(self, tag_name: str, properties_by_type: dict[str, list[str]]) -> str: - if any(prop_by_type for prop_by_type in properties_by_type.values()): - tags = "\n".join( - self._get_xml_tag(prop_type, "\n".join(tags)) for prop_type, tags in properties_by_type.items() - ) - return self._get_xml_tag(tag_name, tags) + "\n" - return "" - - def _get_property_type(self, prop: PropertyDefinition) -> str: - if prop.name.startswith("$feature/"): - return "feature" - return PropertyDefinition.Type(prop.type).label.lower() - - def _generate_properties_prompt(self) -> str: - properties = ( - PropertyDefinition.objects.filter(team=self._team) - .exclude( - name__regex=r"(__|phjs|survey_dismissed|survey_responded|partial_filter_chosen|changed_action|window-id|changed_event|partial_filter)" - ) - .distinct("name") - ).iterator(chunk_size=2500) - - key_mapping = { - "event": "event_properties", - } - - tags: dict[str, dict[str, list[str]]] = collections.defaultdict(lambda: collections.defaultdict(list)) - - for prop in properties: - category = self._get_property_type(prop) - property_type = prop.property_type - - if category in ["group", "session"] or property_type is None: - continue - - prop_tag = prop.name - - if category in key_mapping and prop.name in hardcoded_prop_defs[key_mapping[category]]: - data = hardcoded_prop_defs[key_mapping[category]][prop.name] - if "label" in data: - prop_tag += f" - {data['label']}." - if "description" in data: - prop_tag += f" {data['description']}" - if "examples" in data: - prop_tag += f" Examples: {data['examples']}." - - tags[category][property_type].append(self._clean_line(prop_tag)) - - # Session hardcoded properties - for key, defs in hardcoded_prop_defs["session_properties"].items(): - prop_tag += f"{key} - {defs['label']}. {defs['description']}." - if "examples" in defs: - prop_tag += f" Examples: {defs['examples']}." - tags["session"][defs["type"]].append(self._clean_line(prop_tag)) - - prompt = "\n".join( - [self._join_property_tags(self.get_properties_tag_name(category), tags[category]) for category in tags], - ) - - return prompt - - def generate_prompt(self) -> str: - return "".join( - [ - self._generate_groups_prompt(), - self._generate_events_prompt(), - self._generate_properties_prompt(), - ] - ) diff --git a/ee/hogai/trends/nodes.py b/ee/hogai/trends/nodes.py index 131b760a003c1..3a616306f3ee3 100644 --- a/ee/hogai/trends/nodes.py +++ b/ee/hogai/trends/nodes.py @@ -35,18 +35,20 @@ from ee.hogai.trends.utils import GenerateTrendOutputModel from ee.hogai.utils import ( AssistantMessage, - AssistantMessageType, AssistantNode, AssistantNodeName, AssistantState, - VisualizationMessagePayload, llm_gpt_4o, remove_line_breaks, ) from posthog.hogql_queries.ai.team_taxonomy_query_runner import TeamTaxonomyQueryRunner from posthog.hogql_queries.query_runner import ExecutionMode from posthog.models.group_type_mapping import GroupTypeMapping -from posthog.schema import CachedTeamTaxonomyQueryResponse, TeamTaxonomyQuery +from posthog.schema import ( + CachedTeamTaxonomyQueryResponse, + TeamTaxonomyQuery, + VisualizationMessagePayload, +) class CreateTrendsPlanNode(AssistantNode): @@ -356,7 +358,7 @@ def run(self, state: AssistantState): AssistantMessage( type="ai", content=cast(GenerateTrendOutputModel, message).model_dump_json(), - payload=VisualizationMessagePayload(type=AssistantMessageType.VISUALIZATION, plan=generated_plan), + payload=VisualizationMessagePayload(plan=generated_plan), ) ] } diff --git a/ee/hogai/trends/test/test_nodes.py b/ee/hogai/trends/test/test_nodes.py index 05a0d23634773..34f8c0e8c4708 100644 --- a/ee/hogai/trends/test/test_nodes.py +++ b/ee/hogai/trends/test/test_nodes.py @@ -2,7 +2,8 @@ from langchain_core.messages import HumanMessage from ee.hogai.trends.nodes import CreateTrendsPlanNode, GenerateTrendsNode -from ee.hogai.utils import AssistantMessage, AssistantMessageType +from ee.hogai.utils import AssistantMessage +from posthog.schema import VisualizationMessagePayload from posthog.test.base import ( APIBaseTest, ClickhouseTestMixin, @@ -26,7 +27,7 @@ def test_agent_reconstructs_conversation(self): AssistantMessage( content="schema", type="ai", - payload={"plan": "randomplan", "type": AssistantMessageType.VISUALIZATION}, + payload=VisualizationMessagePayload(plan="randomplan"), ), ] } @@ -45,7 +46,7 @@ def test_agent_reconstructs_conversation(self): AssistantMessage( content="schema", type="ai", - payload={"plan": "randomplan", "type": AssistantMessageType.VISUALIZATION}, + payload=VisualizationMessagePayload(plan="randomplan"), ), HumanMessage(content="Text"), ] @@ -115,7 +116,7 @@ def test_agent_reconstructs_conversation(self): AssistantMessage( content="schema", type="ai", - payload={"plan": "randomplan", "type": AssistantMessageType.VISUALIZATION}, + payload=VisualizationMessagePayload(plan="randomplan"), ), HumanMessage(content="Follow Up"), ], @@ -173,7 +174,7 @@ def test_agent_reconstructs_conversation_and_merges_messages(self): AssistantMessage( content="schema", type="ai", - payload={"plan": "randomplan", "type": AssistantMessageType.VISUALIZATION}, + payload=VisualizationMessagePayload(plan="randomplan"), ), HumanMessage(content="Follow"), HumanMessage(content="Up"), diff --git a/ee/hogai/trends/toolkit.py b/ee/hogai/trends/toolkit.py index 6db7558491ec7..2ff2fa0cca792 100644 --- a/ee/hogai/trends/toolkit.py +++ b/ee/hogai/trends/toolkit.py @@ -8,12 +8,19 @@ from ee.hogai.hardcoded_definitions import hardcoded_prop_defs from posthog.hogql.database.schema.channel_type import POSSIBLE_CHANNEL_TYPES +from posthog.hogql_queries.ai.actors_property_taxonomy_query_runner import ActorsPropertyTaxonomyQueryRunner from posthog.hogql_queries.ai.event_taxonomy_query_runner import EventTaxonomyQueryRunner from posthog.hogql_queries.query_runner import ExecutionMode from posthog.models.group_type_mapping import GroupTypeMapping from posthog.models.property_definition import PropertyDefinition, PropertyType from posthog.models.team.team import Team -from posthog.schema import CachedEventTaxonomyQueryResponse, EventTaxonomyQuery, ExperimentalAITrendsQuery +from posthog.schema import ( + ActorsPropertyTaxonomyQuery, + CachedActorsPropertyTaxonomyQueryResponse, + CachedEventTaxonomyQueryResponse, + EventTaxonomyQuery, + ExperimentalAITrendsQuery, +) class ToolkitTool(TypedDict): @@ -301,6 +308,9 @@ def retrieve_event_properties(self, event_name: str) -> str: def _format_property_values( self, property_definition: PropertyDefinition, sample_values: list[str], sample_count: Optional[int] = 0 ) -> str: + if len(sample_values) == 0 or sample_count == 0: + return f"The property {property_definition.name} does not have any values in the taxonomy." + # Add quotes to the String type, so the LLM can easily infer a type. # Strings like "true" or "10" are interpreted as booleans or numbers without quotes, so the schema generation fails. if property_definition.property_type == PropertyType.String: @@ -373,7 +383,47 @@ def retrieve_entity_property_values(self, entity: str, property_name: str) -> st if entity == "session": return self._retrieve_session_properties(property_name) - return "No values have been found." + if entity == "person": + query = ActorsPropertyTaxonomyQuery(property=property_name) + else: + group_index = next((group.group_type_index for group in self.groups if group.group_type == entity), None) + if group_index is None: + return f"The entity {entity} does not exist in the taxonomy." + query = ActorsPropertyTaxonomyQuery(group_type_index=group_index, property=property_name) + + try: + if query.group_type_index is not None: + prop_type = PropertyDefinition.Type.GROUP + group_type_index = query.group_type_index + else: + prop_type = PropertyDefinition.Type.EVENT + group_type_index = None + + property_definition = PropertyDefinition.objects.get( + team=self._team, + name=property_name, + type=prop_type, + group_type_index=group_type_index, + ) + except PropertyDefinition.DoesNotExist: + return f"The property {property_name} does not exist in the taxonomy for the entity {entity}." + + response = ActorsPropertyTaxonomyQueryRunner(query, self._team).run( + ExecutionMode.RECENT_CACHE_CALCULATE_BLOCKING_IF_STALE + ) + + # TODO: incorrect response handling. Should it be retried? + if not isinstance(response, CachedActorsPropertyTaxonomyQueryResponse): + return f"The entity {entity} does not exist in the taxonomy." + + if not response.results: + return f"Property values for {property_name} do not exist in the taxonomy for the entity {entity}." + + return self._format_property_values( + property_definition, + response.results.sample_values, + response.results.sample_count, + ) def handle_incorrect_response(self, response: str) -> str: """ diff --git a/ee/hogai/trends_function.py b/ee/hogai/trends_function.py deleted file mode 100644 index 6f57b47506578..0000000000000 --- a/ee/hogai/trends_function.py +++ /dev/null @@ -1,71 +0,0 @@ -import json -from functools import cached_property -from typing import Any - -from ee.hogai.team_prompt import TeamPrompt -from posthog.models.property_definition import PropertyDefinition -from posthog.schema import ExperimentalAITrendsQuery - - -class TrendsFunction: - def _replace_value_in_dict(self, item: Any, original_schema: Any): - if isinstance(item, list): - return [self._replace_value_in_dict(i, original_schema) for i in item] - elif isinstance(item, dict): - if list(item.keys()) == ["$ref"]: - definitions = item["$ref"][2:].split("/") - res = original_schema.copy() - for definition in definitions: - res = res[definition] - return res - else: - return {key: self._replace_value_in_dict(i, original_schema) for key, i in item.items()} - else: - return item - - @cached_property - def _flat_schema(self): - schema = ExperimentalAITrendsQuery.model_json_schema() - - # Patch `numeric` types - schema["$defs"]["MathGroupTypeIndex"]["type"] = "number" - - # Clean up the property filters - for key, title in ( - ("EventPropertyFilter", PropertyDefinition.Type.EVENT.label), - ("PersonPropertyFilter", PropertyDefinition.Type.PERSON.label), - ("SessionPropertyFilter", PropertyDefinition.Type.SESSION.label), - ("FeaturePropertyFilter", "feature"), - ("CohortPropertyFilter", "cohort"), - ): - property_schema = schema["$defs"][key] - property_schema["properties"]["key"]["description"] = ( - f"Use one of the properties the user has provided in the <{TeamPrompt.get_properties_tag_name(title)}> tag." - ) - - for _ in range(100): - if "$ref" not in json.dumps(schema): - break - schema = self._replace_value_in_dict(schema.copy(), schema.copy()) - del schema["$defs"] - return schema - - def generate_function(self): - return { - "type": "function", - "function": { - "name": "output_insight_schema", - "description": "Outputs the JSON schema of a product analytics insight", - "parameters": { - "type": "object", - "properties": { - "reasoning_steps": { - "type": "array", - "items": {"type": "string"}, - "description": "The reasoning steps leading to the final conclusion that will be shown to the user. Use 'you' if you want to refer to the user.", - }, - "answer": self._flat_schema, - }, - }, - }, - } diff --git a/ee/hogai/utils.py b/ee/hogai/utils.py index f0ecf02309be3..5133b1912f824 100644 --- a/ee/hogai/utils.py +++ b/ee/hogai/utils.py @@ -1,7 +1,7 @@ from abc import ABC, abstractmethod from collections.abc import Sequence from enum import StrEnum -from typing import Annotated, Literal, Optional, TypedDict +from typing import Annotated, Optional, TypedDict from langchain_core.agents import AgentAction from langchain_core.messages import BaseMessage @@ -11,21 +11,18 @@ from pydantic import BaseModel, Field from posthog.models.team.team import Team +from posthog.schema import AssistantMessage as AssistantMessageSchema llm_gpt_4o = ChatOpenAI(model="gpt-4o", temperature=0.7, streaming=True) -class AssistantMessageType(StrEnum): - VISUALIZATION = "visualization" +class AssistantMessage(BaseMessage, AssistantMessageSchema): + pass -class VisualizationMessagePayload(BaseModel): - type: Literal[AssistantMessageType.VISUALIZATION] - plan: str - - -class AssistantMessage(BaseMessage): - payload: Optional[VisualizationMessagePayload] = Field(None, discriminator="type") +class Conversation(BaseModel): + messages: list[AssistantMessage] = Field(..., max_length=20) + session_id: str class AssistantState(TypedDict): diff --git a/frontend/src/queries/schema.json b/frontend/src/queries/schema.json index 1f55d0478eae7..1acecb3a8a95a 100644 --- a/frontend/src/queries/schema.json +++ b/frontend/src/queries/schema.json @@ -588,6 +588,30 @@ } ] }, + "AssistantMessage": { + "additionalProperties": false, + "properties": { + "content": { + "type": "string" + }, + "payload": { + "$ref": "#/definitions/AssistantMessagePayload" + }, + "type": { + "enum": ["human", "ai"], + "type": "string" + } + }, + "required": ["type", "content"], + "type": "object" + }, + "AssistantMessagePayload": { + "$ref": "#/definitions/VisualizationMessagePayload" + }, + "AssistantMessageType": { + "enum": ["visualization", "noop"], + "type": "string" + }, "AutocompleteCompletionItem": { "additionalProperties": false, "properties": { @@ -11322,6 +11346,20 @@ "required": ["results"], "type": "object" }, + "VisualizationMessagePayload": { + "additionalProperties": false, + "properties": { + "plan": { + "type": "string" + }, + "type": { + "const": "visualization", + "type": "string" + } + }, + "required": ["type", "plan"], + "type": "object" + }, "VizSpecificOptions": { "additionalProperties": false, "description": "Chart specific rendering options. Use ChartRenderingMetadata for non-serializable values, e.g. onClick handlers", diff --git a/frontend/src/queries/schema.ts b/frontend/src/queries/schema.ts index aa0e00c43745b..b9317a3d8db36 100644 --- a/frontend/src/queries/schema.ts +++ b/frontend/src/queries/schema.ts @@ -2054,3 +2054,24 @@ export interface ActorsPropertyTaxonomyQuery extends DataNode export type CachedActorsPropertyTaxonomyQueryResponse = CachedQueryResponse + +export enum AssistantMessageType { + Visualization = 'visualization', + /** + * Do not use. Force the schema generator to generate a StrEnum. + */ + Noop = 'noop', +} + +export interface VisualizationMessagePayload { + type: AssistantMessageType.Visualization + plan: string +} + +export type AssistantMessagePayload = VisualizationMessagePayload + +export interface AssistantMessage { + type: 'human' | 'ai' + content: string + payload?: AssistantMessagePayload +} diff --git a/posthog/api/query.py b/posthog/api/query.py index 7896e102ca204..6ef669f35ebf0 100644 --- a/posthog/api/query.py +++ b/posthog/api/query.py @@ -12,7 +12,8 @@ from rest_framework.response import Response from sentry_sdk import capture_exception, set_tag -from ee.hogai.generate_trends_agent import Conversation, GenerateTrendsAgent +from ee.hogai.assistant import Assistant +from ee.hogai.utils import Conversation from posthog.api.documentation import extend_schema from posthog.api.mixins import PydanticModelMixin from posthog.api.monitoring import Feature, monitor @@ -34,9 +35,9 @@ from posthog.rate_limit import ( AIBurstRateThrottle, AISustainedRateThrottle, - HogQLQueryThrottle, ClickHouseBurstRateThrottle, ClickHouseSustainedRateThrottle, + HogQLQueryThrottle, ) from posthog.schema import QueryRequest, QueryResponseAlternative, QueryStatusResponse @@ -168,7 +169,7 @@ def draft_sql(self, request: Request, *args, **kwargs) -> Response: def chat(self, request: Request, *args, **kwargs): assert request.user is not None validated_body = Conversation.model_validate(request.data) - chain = GenerateTrendsAgent(self.team).bootstrap(validated_body.messages) + chain = Assistant(self.team) def generate(): last_message = None diff --git a/posthog/schema.py b/posthog/schema.py index f588282aa5554..3bf96e40e2e96 100644 --- a/posthog/schema.py +++ b/posthog/schema.py @@ -63,6 +63,16 @@ class AlertState(StrEnum): ERRORED = "Errored" +class Type(StrEnum): + HUMAN = "human" + AI = "ai" + + +class AssistantMessageType(StrEnum): + VISUALIZATION = "visualization" + NOOP = "noop" + + class Kind(StrEnum): METHOD = "Method" FUNCTION = "Function" @@ -318,7 +328,7 @@ class DatabaseSchemaSource(BaseModel): status: str -class Type(StrEnum): +class Type1(StrEnum): POSTHOG = "posthog" DATA_WAREHOUSE = "data_warehouse" VIEW = "view" @@ -1458,6 +1468,14 @@ class TrendsQueryResponse(BaseModel): ) +class VisualizationMessagePayload(BaseModel): + model_config = ConfigDict( + extra="forbid", + ) + plan: str + type: Literal["visualization"] = "visualization" + + class ActionsPie(BaseModel): model_config = ConfigDict( extra="forbid", @@ -2759,7 +2777,7 @@ class DatabaseSchemaTableCommon(BaseModel): fields: dict[str, DatabaseSchemaField] id: str name: str - type: Type + type: Type1 class ElementPropertyFilter(BaseModel): @@ -4133,6 +4151,15 @@ class AnyResponseType( ] +class AssistantMessage(BaseModel): + model_config = ConfigDict( + extra="forbid", + ) + content: str + payload: Optional[VisualizationMessagePayload] = None + type: Type + + class CachedHogQLQueryResponse(BaseModel): model_config = ConfigDict( extra="forbid", From 922751913822dda9475f1503b77c8e29c90a5465 Mon Sep 17 00:00:00 2001 From: Georgiy Tarasov Date: Thu, 17 Oct 2024 13:14:25 +0200 Subject: [PATCH 040/153] feat: streaming (wip) --- ee/hogai/assistant.py | 21 ++++++++++++++++++--- ee/hogai/trends/nodes.py | 22 ++++++++++++++-------- posthog/api/query.py | 4 ++-- 3 files changed, 34 insertions(+), 13 deletions(-) diff --git a/ee/hogai/assistant.py b/ee/hogai/assistant.py index a23a3d5064142..9aa305241dd06 100644 --- a/ee/hogai/assistant.py +++ b/ee/hogai/assistant.py @@ -1,8 +1,11 @@ -from langchain_core.messages import BaseMessage +from typing import cast + +from langchain_core.messages import AIMessageChunk, BaseMessage +from langchain_core.outputs import Generation from langgraph.graph.state import StateGraph from ee.hogai.trends.nodes import CreateTrendsPlanNode, CreateTrendsPlanToolsNode, GenerateTrendsNode -from ee.hogai.utils import AssistantNodeName, AssistantState +from ee.hogai.utils import AssistantMessage, AssistantNodeName, AssistantState from posthog.models.team.team import Team @@ -35,8 +38,20 @@ def _compile_graph(self): def stream(self, messages: list[BaseMessage]): assistant_graph = self._compile_graph() - return assistant_graph.stream( + generator = assistant_graph.stream( {"messages": messages}, config={"recursion_limit": 24}, stream_mode="messages", ) + + chunks = AIMessageChunk("") + parser = GenerateTrendsNode.output_parser + + for message, state in generator: + if state["langgraph_node"] == AssistantNodeName.GENERATE_TRENDS: + if isinstance(message, AssistantMessage): + yield message + else: + message = cast(AIMessageChunk, message) + chunks += message + yield parser.parse_result([Generation(text=chunks.content)], partial=True) diff --git a/ee/hogai/trends/nodes.py b/ee/hogai/trends/nodes.py index 3a616306f3ee3..0188b7d4bb0d0 100644 --- a/ee/hogai/trends/nodes.py +++ b/ee/hogai/trends/nodes.py @@ -4,6 +4,7 @@ from functools import cached_property from typing import Union, cast +from django.utils.functional import classproperty from langchain.agents.format_scratchpad import format_log_to_str from langchain.agents.output_parsers import ReActJsonSingleInputOutputParser from langchain_core.agents import AgentAction, AgentFinish @@ -11,7 +12,7 @@ from langchain_core.messages import AIMessage, BaseMessage, merge_message_runs from langchain_core.output_parsers import PydanticOutputParser from langchain_core.prompts import ChatPromptTemplate, HumanMessagePromptTemplate -from langchain_core.runnables import RunnableLambda, RunnablePassthrough +from langchain_core.runnables import RunnableConfig, RunnableLambda, RunnablePassthrough from pydantic import ValidationError from ee.hogai.hardcoded_definitions import hardcoded_prop_defs @@ -133,7 +134,7 @@ def _reconstruct_conversation(self, state: AssistantState) -> list[BaseMessage]: return conversation - def run(self, state: AssistantState): + def run(self, state: AssistantState, config: RunnableConfig): intermediate_steps = state.get("intermediate_steps") or [] prompt = ( @@ -178,7 +179,8 @@ def run(self, state: AssistantState): "tools": toolkit.render_text_description(), "tool_names": ", ".join([t["name"] for t in toolkit.tools]), "intermediate_steps": intermediate_steps, - } + }, + config, ), ) except OutputParserException as e: @@ -210,7 +212,7 @@ def router(self, state: AssistantState): return AssistantNodeName.GENERATE_TRENDS return AssistantNodeName.CREATE_TRENDS_PLAN - def run(self, state: AssistantState): + def run(self, state: AssistantState, config: RunnableConfig): toolkit = TrendsAgentToolkit(self._team) intermediate_steps = state.get("intermediate_steps") or [] action, _ = intermediate_steps[-1] @@ -317,7 +319,11 @@ def _reconstruct_conversation(self, state: AssistantState) -> list[BaseMessage]: return conversation - def run(self, state: AssistantState): + @classproperty + def output_parser(cls): + return PydanticOutputParser[GenerateTrendOutputModel](pydantic_object=GenerateTrendOutputModel) + + def run(self, state: AssistantState, config: RunnableConfig): generated_plan = state.get("plan", "") llm = llm_gpt_4o.with_structured_output( @@ -341,11 +347,11 @@ def run(self, state: AssistantState): # Result from structured output is a parsed dict. Convert to a string since the output parser expects it. | RunnableLambda(lambda x: json.dumps(x)) # Validate a string input. - | PydanticOutputParser[GenerateTrendOutputModel](pydantic_object=GenerateTrendOutputModel) + | self.output_parser ) try: - message = chain.invoke({}) + message = chain.invoke({}, config) except OutputParserException as e: if e.send_to_llm: observation = str(e.observation) @@ -371,5 +377,5 @@ class GenerateTrendsToolsNode(AssistantNode): name = AssistantNodeName.GENERATE_TRENDS_TOOLS - def run(self, state: AssistantState): + def run(self, state: AssistantState, config: RunnableConfig): return state diff --git a/posthog/api/query.py b/posthog/api/query.py index 6ef669f35ebf0..869adfcf22e46 100644 --- a/posthog/api/query.py +++ b/posthog/api/query.py @@ -169,11 +169,11 @@ def draft_sql(self, request: Request, *args, **kwargs) -> Response: def chat(self, request: Request, *args, **kwargs): assert request.user is not None validated_body = Conversation.model_validate(request.data) - chain = Assistant(self.team) + assistant = Assistant(self.team) def generate(): last_message = None - for message in chain.stream({"question": validated_body.messages[0].content}): + for message in assistant.stream({"messages": validated_body.messages}): if message: last_message = message[0].model_dump_json() yield last_message From 8ebf5df604359dd0d1c56c60f0f9ffba1881f7a1 Mon Sep 17 00:00:00 2001 From: github-actions <41898282+github-actions[bot]@users.noreply.github.com> Date: Thu, 17 Oct 2024 11:29:10 +0000 Subject: [PATCH 041/153] Update UI snapshots for `chromium` (1) --- ...-app-sidepanels--side-panel-docs--dark.png | Bin 149089 -> 140920 bytes ...app-sidepanels--side-panel-docs--light.png | Bin 150602 -> 142643 bytes 2 files changed, 0 insertions(+), 0 deletions(-) diff --git a/frontend/__snapshots__/scenes-app-sidepanels--side-panel-docs--dark.png b/frontend/__snapshots__/scenes-app-sidepanels--side-panel-docs--dark.png index 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zEzRv&$p^8)=MqG{p52;Asx3pIT%}=CA~j*-Qz;6Y!fSIjded0fG4-~_krqCOa!oEt zFDXginhIVpL`G|NccwKZ_KMOk@tzk9ZB|fJo=K#I-|tD&#%nbz{HIC1LFxSLgyIbM zGhru-e6ClxhL$=b{xUh?Gdm8 z*i3ALvWS>iq#Pf`BnK-#Jm?CsK_*|UsTKw0wW~3m$?8QML>C17lOIyHU`^uHIQbR# zaTk{)=xX41t9ygLB@xKhfl~KcOlDAU0P=G=@0te2>J!QMkt@`!YtG;jH3;X?tM_tL z?5LK?5@6|y-HCYJ15Ca z&~xl6%U;;X3G)BLv4_;THy|| zMP@eQw$Gs=CY6;Xa#7X6eATnvnbKtqICpjfvF`={^QBzuOE`%;2-)4ItJ?n>$Wyy^ z(WTA2P=ncPkr35!cUJ&s1BpW2#9}hdxY_2$hQ%YMTGcIFJlxH0OAw;k9wI{}C7$f>zGKi%$VZc0%Ub=e-9yomD=2XEV4z5Q61hK_ z6;&))EJ>2)26y5*`b0cdJzUHmQVv#r#@r8le2_+6EgcX_xW+cq(b9gNTSC$+nx zw#vJDC`J50Gy;%>M~^^5$6xp7+d$c5L7azyb0c8F-tdHGg@GN& z;$U?ssWaH0K)oMp6@8OSkMaNk;FJsv${C;t#|^X1LC%zL^W+|k@(J=&1 Date: Fri, 18 Oct 2024 11:10:44 +0200 Subject: [PATCH 042/153] refactor: query endpoint --- ee/hogai/assistant.py | 18 ++++-- ee/hogai/trends/nodes.py | 36 ++++++++---- ee/hogai/trends/utils.py | 4 +- frontend/src/scenes/max/Thread.tsx | 90 +++++++++++++++-------------- frontend/src/scenes/max/maxLogic.ts | 26 +++------ frontend/src/scenes/max/utils.ts | 21 +++++++ posthog/api/query.py | 9 +-- 7 files changed, 119 insertions(+), 85 deletions(-) create mode 100644 frontend/src/scenes/max/utils.ts diff --git a/ee/hogai/assistant.py b/ee/hogai/assistant.py index 9aa305241dd06..348c85fde7008 100644 --- a/ee/hogai/assistant.py +++ b/ee/hogai/assistant.py @@ -1,12 +1,13 @@ +from collections.abc import Generator from typing import cast from langchain_core.messages import AIMessageChunk, BaseMessage -from langchain_core.outputs import Generation from langgraph.graph.state import StateGraph from ee.hogai.trends.nodes import CreateTrendsPlanNode, CreateTrendsPlanToolsNode, GenerateTrendsNode from ee.hogai.utils import AssistantMessage, AssistantNodeName, AssistantState from posthog.models.team.team import Team +from posthog.schema import VisualizationMessagePayload class Assistant: @@ -36,7 +37,7 @@ def _compile_graph(self): return builder.compile() - def stream(self, messages: list[BaseMessage]): + def stream(self, messages: list[BaseMessage]) -> Generator[str, None, None]: assistant_graph = self._compile_graph() generator = assistant_graph.stream( {"messages": messages}, @@ -45,13 +46,18 @@ def stream(self, messages: list[BaseMessage]): ) chunks = AIMessageChunk("") - parser = GenerateTrendsNode.output_parser for message, state in generator: if state["langgraph_node"] == AssistantNodeName.GENERATE_TRENDS: if isinstance(message, AssistantMessage): - yield message - else: + yield message.model_dump_json() + elif isinstance(message, AIMessageChunk): message = cast(AIMessageChunk, message) chunks += message - yield parser.parse_result([Generation(text=chunks.content)], partial=True) + parsed_message = GenerateTrendsNode.parse_output(chunks.tool_calls[0]["args"]) + if parsed_message: + yield AssistantMessage( + type="ai", + content=parsed_message.model_dump_json(), + payload=VisualizationMessagePayload(plan=""), + ).model_dump_json() diff --git a/ee/hogai/trends/nodes.py b/ee/hogai/trends/nodes.py index 0188b7d4bb0d0..0cfdc150743df 100644 --- a/ee/hogai/trends/nodes.py +++ b/ee/hogai/trends/nodes.py @@ -4,7 +4,6 @@ from functools import cached_property from typing import Union, cast -from django.utils.functional import classproperty from langchain.agents.format_scratchpad import format_log_to_str from langchain.agents.output_parsers import ReActJsonSingleInputOutputParser from langchain_core.agents import AgentAction, AgentFinish @@ -319,9 +318,12 @@ def _reconstruct_conversation(self, state: AssistantState) -> list[BaseMessage]: return conversation - @classproperty - def output_parser(cls): - return PydanticOutputParser[GenerateTrendOutputModel](pydantic_object=GenerateTrendOutputModel) + @classmethod + def parse_output(cls, output: dict): + try: + return GenerateTrendOutputModel.model_validate(output) + except ValidationError: + return None def run(self, state: AssistantState, config: RunnableConfig): generated_plan = state.get("plan", "") @@ -347,17 +349,29 @@ def run(self, state: AssistantState, config: RunnableConfig): # Result from structured output is a parsed dict. Convert to a string since the output parser expects it. | RunnableLambda(lambda x: json.dumps(x)) # Validate a string input. - | self.output_parser + | PydanticOutputParser[GenerateTrendOutputModel](pydantic_object=GenerateTrendOutputModel) ) try: message = chain.invoke({}, config) - except OutputParserException as e: - if e.send_to_llm: - observation = str(e.observation) - else: - observation = "Invalid or incomplete response. You must use the provided tools and output JSON to answer the user's question." - return {"tool_argument": observation} + except OutputParserException: + # if e.send_to_llm: + # observation = str(e.observation) + # else: + # observation = "Invalid or incomplete response. You must use the provided tools and output JSON to answer the user's question." + # return {"tool_argument": observation} + + return { + "messages": [ + AssistantMessage( + type="ai", + content=GenerateTrendOutputModel( + reasoning_steps=["Schema validation failed"] + ).model_dump_json(), + payload=VisualizationMessagePayload(plan=generated_plan), + ) + ] + } return { "messages": [ diff --git a/ee/hogai/trends/utils.py b/ee/hogai/trends/utils.py index 38d70cec406f3..080f85f0256d0 100644 --- a/ee/hogai/trends/utils.py +++ b/ee/hogai/trends/utils.py @@ -6,5 +6,5 @@ class GenerateTrendOutputModel(BaseModel): - reasoning_steps: Optional[list[str]] - answer: ExperimentalAITrendsQuery + reasoning_steps: Optional[list[str]] = None + answer: Optional[ExperimentalAITrendsQuery] = None diff --git a/frontend/src/scenes/max/Thread.tsx b/frontend/src/scenes/max/Thread.tsx index 362c2a74b473f..c745c9c45e36b 100644 --- a/frontend/src/scenes/max/Thread.tsx +++ b/frontend/src/scenes/max/Thread.tsx @@ -6,9 +6,10 @@ import React from 'react' import { urls } from 'scenes/urls' import { Query } from '~/queries/Query/Query' -import { InsightQueryNode, InsightVizNode, NodeKind } from '~/queries/schema' +import { AssistantMessage, InsightQueryNode, InsightVizNode, NodeKind } from '~/queries/schema' import { maxLogic } from './maxLogic' +import { isVisualizationMessage, parseVisualizationMessageContent } from './utils' export function Thread(): JSX.Element | null { const { thread, threadLoading } = useValues(maxLogic) @@ -16,11 +17,11 @@ export function Thread(): JSX.Element | null { return (

{thread.map((message, index) => { - if (message.role === 'user' || typeof message.content === 'string') { + if (message.type === 'human') { return ( {message.content || No text} @@ -28,46 +29,51 @@ export function Thread(): JSX.Element | null { ) } - const query = { - kind: NodeKind.InsightVizNode, - source: message.content?.answer, + if (message.type === 'ai' && isVisualizationMessage(message.payload)) { + const { reasoning_steps, answer } = parseVisualizationMessageContent(message.content) + const query = { + kind: NodeKind.InsightVizNode, + source: answer, + } + + return ( + + {reasoning_steps && ( + +
    + {reasoning_steps.map((step, index) => ( +
  • {step}
  • + ))} +
+
+ )} + {message.status === 'completed' && answer && ( + +
+ +
+ } + targetBlank + > + Open as new insight + +
+ )} +
+ ) } - return ( - - {message.content?.reasoning_steps && ( - -
    - {message.content.reasoning_steps.map((step, index) => ( -
  • {step}
  • - ))} -
-
- )} - {message.status === 'completed' && message.content?.answer && ( - -
- -
- } - targetBlank - > - Open as new insight - -
- )} -
- ) + return null })} {threadLoading && ( - +
Let me think… @@ -79,11 +85,11 @@ export function Thread(): JSX.Element | null { } function Message({ - role, + type, children, className, -}: React.PropsWithChildren<{ role: 'user' | 'assistant'; className?: string }>): JSX.Element { - if (role === 'user') { +}: React.PropsWithChildren<{ type: AssistantMessage['type']; className?: string }>): JSX.Element { + if (type === 'human') { return

{children}

} diff --git a/frontend/src/scenes/max/maxLogic.ts b/frontend/src/scenes/max/maxLogic.ts index 8d23d41f609a6..41afe1a10418e 100644 --- a/frontend/src/scenes/max/maxLogic.ts +++ b/frontend/src/scenes/max/maxLogic.ts @@ -3,7 +3,7 @@ import { actions, kea, key, listeners, path, props, reducers, selectors } from ' import { loaders } from 'kea-loaders' import api from 'lib/api' -import { ExperimentalAITrendsQuery, NodeKind, SuggestedQuestionsQuery } from '~/queries/schema' +import { AssistantMessage, NodeKind, SuggestedQuestionsQuery } from '~/queries/schema' import type { maxLogicType } from './maxLogicType' @@ -11,14 +11,7 @@ export interface MaxLogicProps { sessionId: string } -interface TrendGenerationResult { - reasoning_steps?: string[] - answer?: ExperimentalAITrendsQuery -} - -export interface ThreadMessage { - role: 'user' | 'assistant' - content?: string | TrendGenerationResult +export interface ThreadMessage extends AssistantMessage { status?: 'loading' | 'completed' | 'error' } @@ -114,14 +107,14 @@ export const maxLogic = kea([ actions.setVisibleSuggestions(allSuggestionsWithoutCurrentlyVisible.slice(0, 3)) }, askMax: async ({ prompt }) => { - actions.addMessage({ role: 'user', content: prompt }) + actions.addMessage({ type: 'human', content: prompt }) const newIndex = values.thread.length try { const response = await api.chat({ session_id: props.sessionId, - messages: values.thread.map(({ role, content }) => ({ - role, + messages: values.thread.map(({ type, content }) => ({ + type, content: typeof content === 'string' ? content : JSON.stringify(content), })), }) @@ -145,12 +138,11 @@ export const maxLogic = kea([ firstChunk = false if (parsedResponse) { - actions.addMessage({ role: 'assistant', content: parsedResponse, status: 'loading' }) + actions.addMessage({ ...parsedResponse, status: 'loading' }) } } else if (parsedResponse) { actions.replaceMessage(newIndex, { - role: 'assistant', - content: parsedResponse, + ...parsedResponse, status: 'loading', }) } @@ -172,10 +164,10 @@ export const maxLogic = kea([ * Parses the generation result from the API. Some generation chunks might be sent in batches. * @param response */ -function parseResponse(response: string, recursive = true): TrendGenerationResult | null { +function parseResponse(response: string, recursive = true): AssistantMessage | null { try { const parsed = JSON.parse(response) - return parsed as TrendGenerationResult + return parsed as AssistantMessage } catch { if (!recursive) { return null diff --git a/frontend/src/scenes/max/utils.ts b/frontend/src/scenes/max/utils.ts new file mode 100644 index 0000000000000..68ca0171d5f0d --- /dev/null +++ b/frontend/src/scenes/max/utils.ts @@ -0,0 +1,21 @@ +import { + AssistantMessagePayload, + AssistantMessageType, + ExperimentalAITrendsQuery, + VisualizationMessagePayload, +} from '~/queries/schema' + +export function isVisualizationMessage( + payload: AssistantMessagePayload | undefined | null +): payload is VisualizationMessagePayload { + return !!payload && payload.type === AssistantMessageType.Visualization +} + +export interface VisualizationMessageContent { + reasoning_steps?: string[] + answer?: ExperimentalAITrendsQuery +} + +export function parseVisualizationMessageContent(content: string): VisualizationMessageContent { + return JSON.parse(content) +} diff --git a/posthog/api/query.py b/posthog/api/query.py index 869adfcf22e46..49434d8d15695 100644 --- a/posthog/api/query.py +++ b/posthog/api/query.py @@ -1,4 +1,3 @@ -import json import re import uuid @@ -174,12 +173,8 @@ def chat(self, request: Request, *args, **kwargs): def generate(): last_message = None for message in assistant.stream({"messages": validated_body.messages}): - if message: - last_message = message[0].model_dump_json() - yield last_message - - if not last_message: - yield json.dumps({"reasoning_steps": ["Schema validation failed"]}) + last_message = message + yield last_message report_user_action( request.user, # type: ignore From f589afa324a602ba542f441bcae9ea115cebc4a5 Mon Sep 17 00:00:00 2001 From: Georgiy Tarasov Date: Fri, 18 Oct 2024 11:41:41 +0200 Subject: [PATCH 043/153] feat: streaming --- ee/hogai/assistant.py | 8 ++++---- ee/hogai/trends/nodes.py | 29 +++++++++++++++++++---------- ee/hogai/trends/toolkit.py | 6 +++++- ee/hogai/utils.py | 6 ++---- posthog/api/query.py | 2 +- 5 files changed, 31 insertions(+), 20 deletions(-) diff --git a/ee/hogai/assistant.py b/ee/hogai/assistant.py index 348c85fde7008..608625cb90e5b 100644 --- a/ee/hogai/assistant.py +++ b/ee/hogai/assistant.py @@ -1,7 +1,7 @@ from collections.abc import Generator from typing import cast -from langchain_core.messages import AIMessageChunk, BaseMessage +from langchain_core.messages import AIMessageChunk from langgraph.graph.state import StateGraph from ee.hogai.trends.nodes import CreateTrendsPlanNode, CreateTrendsPlanToolsNode, GenerateTrendsNode @@ -37,7 +37,7 @@ def _compile_graph(self): return builder.compile() - def stream(self, messages: list[BaseMessage]) -> Generator[str, None, None]: + def stream(self, messages: list[AssistantMessage]) -> Generator[str, None, None]: assistant_graph = self._compile_graph() generator = assistant_graph.stream( {"messages": messages}, @@ -45,7 +45,7 @@ def stream(self, messages: list[BaseMessage]) -> Generator[str, None, None]: stream_mode="messages", ) - chunks = AIMessageChunk("") + chunks = AIMessageChunk(content="") for message, state in generator: if state["langgraph_node"] == AssistantNodeName.GENERATE_TRENDS: @@ -53,7 +53,7 @@ def stream(self, messages: list[BaseMessage]) -> Generator[str, None, None]: yield message.model_dump_json() elif isinstance(message, AIMessageChunk): message = cast(AIMessageChunk, message) - chunks += message + chunks += message # type: ignore parsed_message = GenerateTrendsNode.parse_output(chunks.tool_calls[0]["args"]) if parsed_message: yield AssistantMessage( diff --git a/ee/hogai/trends/nodes.py b/ee/hogai/trends/nodes.py index 0cfdc150743df..d99bbd9f3f7a3 100644 --- a/ee/hogai/trends/nodes.py +++ b/ee/hogai/trends/nodes.py @@ -12,6 +12,7 @@ from langchain_core.output_parsers import PydanticOutputParser from langchain_core.prompts import ChatPromptTemplate, HumanMessagePromptTemplate from langchain_core.runnables import RunnableConfig, RunnableLambda, RunnablePassthrough +from langchain_openai import ChatOpenAI from pydantic import ValidationError from ee.hogai.hardcoded_definitions import hardcoded_prop_defs @@ -38,7 +39,6 @@ AssistantNode, AssistantNodeName, AssistantState, - llm_gpt_4o, remove_line_breaks, ) from posthog.hogql_queries.ai.team_taxonomy_query_runner import TeamTaxonomyQueryRunner @@ -166,7 +166,7 @@ def run(self, state: AssistantState, config: RunnableConfig): ) | prompt | merger - | llm_gpt_4o + | ChatOpenAI(model="gpt-4o", temperature=0.7, streaming=True) | output_parser ) @@ -268,7 +268,7 @@ def _reconstruct_conversation(self, state: AssistantState) -> list[BaseMessage]: """ Reconstruct the conversation for the generation. Take all previously generated questions, plans, and schemas, and return the history. """ - messages: list[AssistantMessage] = merge_message_runs(state.get("messages", [])) + messages = state.get("messages", []) generated_plan = state.get("plan", "") if len(messages) == 0: @@ -280,12 +280,21 @@ def _reconstruct_conversation(self, state: AssistantState) -> list[BaseMessage]: ) ] - human_messages = [message for message in messages if message.type == "human"] - visualization_messages = [ - message - for message in messages - if message.type == "ai" and isinstance(message.payload, VisualizationMessagePayload) - ] + stack: list[AssistantMessage] = [] + human_messages: list[AssistantMessage] = [] + visualization_messages: list[AssistantMessage] = [] + + for message in messages: + if message.type == "human": + stack.append(message) + else: + if stack: + human_messages += merge_message_runs(stack) + stack = [] + visualization_messages.append(message) + + if stack: + human_messages += merge_message_runs(stack) first_ai_message = True @@ -328,7 +337,7 @@ def parse_output(cls, output: dict): def run(self, state: AssistantState, config: RunnableConfig): generated_plan = state.get("plan", "") - llm = llm_gpt_4o.with_structured_output( + llm = ChatOpenAI(model="gpt-4o", temperature=0.7, streaming=True).with_structured_output( GenerateTrendTool().schema, method="function_calling", include_raw=False, diff --git a/ee/hogai/trends/toolkit.py b/ee/hogai/trends/toolkit.py index 2ff2fa0cca792..eaa66458280de 100644 --- a/ee/hogai/trends/toolkit.py +++ b/ee/hogai/trends/toolkit.py @@ -114,7 +114,11 @@ def tools(self) -> list[ToolkitTool]: stringified_entities = ", ".join([f"'{entity}'" for entity in self._entity_names]) tools: list[ToolkitTool] = [ - {**tool, "description": dedent(tool["description"])} + { + "name": tool["name"], + "signature": tool["signature"], + "description": dedent(tool["description"]), + } for tool in [ { "name": "retrieve_event_properties", diff --git a/ee/hogai/utils.py b/ee/hogai/utils.py index 5133b1912f824..39580e25db2bb 100644 --- a/ee/hogai/utils.py +++ b/ee/hogai/utils.py @@ -5,7 +5,7 @@ from langchain_core.agents import AgentAction from langchain_core.messages import BaseMessage -from langchain_openai import ChatOpenAI +from langchain_core.runnables import RunnableConfig from langgraph.graph import END, START from langgraph.graph.message import add_messages from pydantic import BaseModel, Field @@ -13,8 +13,6 @@ from posthog.models.team.team import Team from posthog.schema import AssistantMessage as AssistantMessageSchema -llm_gpt_4o = ChatOpenAI(model="gpt-4o", temperature=0.7, streaming=True) - class AssistantMessage(BaseMessage, AssistantMessageSchema): pass @@ -49,7 +47,7 @@ def __init__(self, team: Team): self._team = team @abstractmethod - def run(cls, state: AssistantState) -> AssistantState: + def run(cls, state: AssistantState, config: RunnableConfig): raise NotImplementedError diff --git a/posthog/api/query.py b/posthog/api/query.py index db5554aab2f9e..f47160ad116b6 100644 --- a/posthog/api/query.py +++ b/posthog/api/query.py @@ -183,7 +183,7 @@ def chat(self, request: Request, *args, **kwargs): def generate(): last_message = None - for message in assistant.stream({"messages": validated_body.messages}): + for message in assistant.stream(validated_body.messages): last_message = message yield last_message From e9b64b292ff6c6e659ad16938ef523f6676cdcd9 Mon Sep 17 00:00:00 2001 From: Georgiy Tarasov Date: Fri, 18 Oct 2024 12:07:19 +0200 Subject: [PATCH 044/153] fix: streaming of plans --- ee/hogai/assistant.py | 7 +++++-- frontend/src/scenes/max/maxLogic.ts | 5 +---- 2 files changed, 6 insertions(+), 6 deletions(-) diff --git a/ee/hogai/assistant.py b/ee/hogai/assistant.py index 608625cb90e5b..ea310eb765dcb 100644 --- a/ee/hogai/assistant.py +++ b/ee/hogai/assistant.py @@ -7,6 +7,7 @@ from ee.hogai.trends.nodes import CreateTrendsPlanNode, CreateTrendsPlanToolsNode, GenerateTrendsNode from ee.hogai.utils import AssistantMessage, AssistantNodeName, AssistantState from posthog.models.team.team import Team +from posthog.schema import AssistantMessage as FrontendAssistantMessage from posthog.schema import VisualizationMessagePayload @@ -50,13 +51,15 @@ def stream(self, messages: list[AssistantMessage]) -> Generator[str, None, None] for message, state in generator: if state["langgraph_node"] == AssistantNodeName.GENERATE_TRENDS: if isinstance(message, AssistantMessage): - yield message.model_dump_json() + yield FrontendAssistantMessage( + type=message.type, content=message.content, payload=message.payload + ).model_dump_json() elif isinstance(message, AIMessageChunk): message = cast(AIMessageChunk, message) chunks += message # type: ignore parsed_message = GenerateTrendsNode.parse_output(chunks.tool_calls[0]["args"]) if parsed_message: - yield AssistantMessage( + yield FrontendAssistantMessage( type="ai", content=parsed_message.model_dump_json(), payload=VisualizationMessagePayload(plan=""), diff --git a/frontend/src/scenes/max/maxLogic.ts b/frontend/src/scenes/max/maxLogic.ts index 41afe1a10418e..15bf3807a35f1 100644 --- a/frontend/src/scenes/max/maxLogic.ts +++ b/frontend/src/scenes/max/maxLogic.ts @@ -113,10 +113,7 @@ export const maxLogic = kea([ try { const response = await api.chat({ session_id: props.sessionId, - messages: values.thread.map(({ type, content }) => ({ - type, - content: typeof content === 'string' ? content : JSON.stringify(content), - })), + messages: values.thread.map(({ status, ...message }) => message), }) const reader = response.body?.getReader() const decoder = new TextDecoder() From e63d1945f6e86fce26bcbd1221fe7c1b065b1c4e Mon Sep 17 00:00:00 2001 From: github-actions <41898282+github-actions[bot]@users.noreply.github.com> Date: Fri, 18 Oct 2024 10:22:49 +0000 Subject: [PATCH 045/153] Update query snapshots --- posthog/api/test/__snapshots__/test_api_docs.ambr | 4 +--- 1 file changed, 1 insertion(+), 3 deletions(-) diff --git a/posthog/api/test/__snapshots__/test_api_docs.ambr b/posthog/api/test/__snapshots__/test_api_docs.ambr index ac47591976dc3..be2f28326c816 100644 --- a/posthog/api/test/__snapshots__/test_api_docs.ambr +++ b/posthog/api/test/__snapshots__/test_api_docs.ambr @@ -96,12 +96,10 @@ '/home/runner/work/posthog/posthog/posthog/api/survey.py: Warning [SurveyViewSet > SurveySerializer]: unable to resolve type hint for function "get_conditions". Consider using a type hint or @extend_schema_field. Defaulting to string.', '/home/runner/work/posthog/posthog/posthog/api/web_experiment.py: Warning [WebExperimentViewSet]: could not derive type of path parameter "project_id" because model "posthog.models.web_experiment.WebExperiment" contained no such field. Consider annotating parameter with @extend_schema. Defaulting to "string".', 'Warning: encountered multiple names for the same choice set (HrefMatchingEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', - 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "KindCfaEnum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "Kind069Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', + 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "KindCfaEnum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "type". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "TypeF73Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (EffectivePrivilegeLevelEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', - 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "insight". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "InsightDeaEnum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', - 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "insight". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "Insight251Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (MembershipLevelEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: operationId "environments_app_metrics_historical_exports_retrieve" has collisions [(\'/api/environments/{project_id}/app_metrics/{plugin_config_id}/historical_exports/\', \'get\'), (\'/api/environments/{project_id}/app_metrics/{plugin_config_id}/historical_exports/{id}/\', \'get\')]. resolving with numeral suffixes.', 'Warning: operationId "environments_insights_activity_retrieve" has collisions [(\'/api/environments/{project_id}/insights/{id}/activity/\', \'get\'), (\'/api/environments/{project_id}/insights/activity/\', \'get\')]. resolving with numeral suffixes.', From e47471ad1c3ea49acc5003d2470beddc383bef65 Mon Sep 17 00:00:00 2001 From: github-actions <41898282+github-actions[bot]@users.noreply.github.com> Date: Fri, 18 Oct 2024 10:24:29 +0000 Subject: [PATCH 046/153] Update UI snapshots for `chromium` (1) --- ...er--trends-line-insight-detailed--dark.png | Bin 21701 -> 21655 bytes 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be2f28326c816..95f34df3dee84 100644 --- a/posthog/api/test/__snapshots__/test_api_docs.ambr +++ b/posthog/api/test/__snapshots__/test_api_docs.ambr @@ -96,8 +96,8 @@ '/home/runner/work/posthog/posthog/posthog/api/survey.py: Warning [SurveyViewSet > SurveySerializer]: unable to resolve type hint for function "get_conditions". Consider using a type hint or @extend_schema_field. Defaulting to string.', '/home/runner/work/posthog/posthog/posthog/api/web_experiment.py: Warning [WebExperimentViewSet]: could not derive type of path parameter "project_id" because model "posthog.models.web_experiment.WebExperiment" contained no such field. Consider annotating parameter with @extend_schema. Defaulting to "string".', 'Warning: encountered multiple names for the same choice set (HrefMatchingEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', - 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "Kind069Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "KindCfaEnum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', + 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "Kind069Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "type". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "TypeF73Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (EffectivePrivilegeLevelEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (MembershipLevelEnum). This may be unwanted even though the generated schema is technically correct. 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zZEb(ATK}{p4V`0Xmy<&w=pT7I>W8$d>*a8n?~-q{(iKPg&Xr*cd;HZ-tva45U_fFMAbSo=%g zuG2rMOk=oV;&$f5#GteD%MM#5hHpbdu*~$2bSS0H7&&M<+XMos771<#2zxAVaU^tr z7caCP4WOvW^*yH zKrEzW2_A0$-5d8mR3UTX2dX@U^2Z&e~8Yh@oQKvC+{+ zB4-cgLNRTj3+(z6LPASR*gt>t^5w_U(&id%1Y7}$L(~KqZ1?5;u4LOR^O=8iQT{H$qj?fuQ#i>J^I5+O_|W|5E>d|Iz>JCrg)CuCZ2M&au2f QO5zly6KcoPXeNLEANH>_9RL6T From 16411eb1d1f7e822bfb1ab83bcf67da6ac85cf00 Mon Sep 17 00:00:00 2001 From: github-actions <41898282+github-actions[bot]@users.noreply.github.com> Date: Fri, 18 Oct 2024 12:01:02 +0000 Subject: [PATCH 052/153] Update query snapshots --- posthog/api/test/__snapshots__/test_api_docs.ambr | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/posthog/api/test/__snapshots__/test_api_docs.ambr b/posthog/api/test/__snapshots__/test_api_docs.ambr index 95f34df3dee84..be2f28326c816 100644 --- a/posthog/api/test/__snapshots__/test_api_docs.ambr +++ b/posthog/api/test/__snapshots__/test_api_docs.ambr @@ -96,8 +96,8 @@ '/home/runner/work/posthog/posthog/posthog/api/survey.py: Warning [SurveyViewSet > SurveySerializer]: unable to resolve type hint for function "get_conditions". Consider using a type hint or @extend_schema_field. Defaulting to string.', '/home/runner/work/posthog/posthog/posthog/api/web_experiment.py: Warning [WebExperimentViewSet]: could not derive type of path parameter "project_id" because model "posthog.models.web_experiment.WebExperiment" contained no such field. Consider annotating parameter with @extend_schema. Defaulting to "string".', 'Warning: encountered multiple names for the same choice set (HrefMatchingEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', - 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "KindCfaEnum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "Kind069Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', + 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "KindCfaEnum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "type". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "TypeF73Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (EffectivePrivilegeLevelEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (MembershipLevelEnum). This may be unwanted even though the generated schema is technically correct. 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z&iRV;VW+!G6qBYCFEI{I%S|CFGckqY`5lBi{Y9wx#EsV1(RQ{E%m|>f9XJXAtfNLXO@*U);tlQrG2{-{c7|1hjIbQv55&uH}SR?x8L4D)Zo-+IU;YF zmKIQS60kvRvETuen%TCv;Uh(B_h-?%Uj$FT4k|$gAV~ z;wRg;$^}@&R1KE-!pqrDZ=bom>UoOTr@4mQq)%<9_=d0~)1UF!2T5@b7JK4^=-P5{ zjF=2=6^QX=`C?tJ5s*RB3fDZY6Wo+ z2lys6=YNrGo1N7=^gu{k;%mVPX4>=%oXWj?LjoH3-v>#-t%#8-rLhvYBuOndQeJDE z6|-yPRO2T1_LZrr1lKV@+fJRB)owU~F9>97U%8y{#gL2&dZ+&`z|paIqhWx9co~Sa?{udSB?uWevnnO# z<{kyUOqFJIY|NvWj$%$bAEBRrti`+RKcYRC%aot^c=}EQvf(K{zp6^*Yz5_T8{`#K ZAxc|~CQc=sVWUMLM1>`Vas;*B|36>W#?Sx& From 85462a24be86f54ea25baa79e87b6ff11674e0ff Mon Sep 17 00:00:00 2001 From: Georgiy Tarasov Date: Mon, 21 Oct 2024 11:33:53 +0200 Subject: [PATCH 072/153] Revert "chore: sync mypy" This reverts commit 1e15a3a6cd3340119f6888117b5a61282bfee9a6. --- mypy-baseline.txt | 1 + posthog/celery.py | 3 ++- 2 files changed, 3 insertions(+), 1 deletion(-) diff --git a/mypy-baseline.txt b/mypy-baseline.txt index cde0028664bdb..3041684dd0572 100644 --- a/mypy-baseline.txt +++ b/mypy-baseline.txt @@ -61,6 +61,7 @@ posthog/settings/data_stores.py:0: error: Name "DATABASE_URL" already defined on posthog/plugins/utils.py:0: error: Subclass of "str" and "bytes" cannot exist: would have incompatible method signatures [unreachable] posthog/plugins/utils.py:0: error: Statement is unreachable [unreachable] posthog/models/dashboard.py:0: error: Need type annotation for "insights" [var-annotated] +posthog/celery.py:0: error: Unused "type: ignore" comment [unused-ignore] posthog/warehouse/data_load/service.py:0: error: Unsupported operand types for >= ("timedelta" and "None") [operator] posthog/warehouse/data_load/service.py:0: note: Left operand is of type "timedelta | None" posthog/warehouse/data_load/service.py:0: error: Incompatible return value type (got "tuple[timedelta | None, timedelta]", expected "tuple[timedelta, timedelta]") [return-value] diff --git a/posthog/celery.py b/posthog/celery.py index d59af127f0a75..ac7f5c90138cf 100644 --- a/posthog/celery.py +++ b/posthog/celery.py @@ -86,7 +86,8 @@ def receiver_setup_logging(loglevel, logfile, format, colorize, **kwargs) -> Non from posthog.settings import logs # following instructions from here https://django-structlog.readthedocs.io/en/latest/celery.html - logging.config.dictConfig(logs.LOGGING) + # mypy thinks that there is no `logging.config` but there is ¯\_(ツ)_/¯ + logging.config.dictConfig(logs.LOGGING) # type: ignore @receiver(signals.bind_extra_task_metadata) From 6c4d41134f3554bd83b0fa9cf99a9cce0fd53144 Mon Sep 17 00:00:00 2001 From: Georgiy Tarasov Date: Mon, 21 Oct 2024 11:36:18 +0200 Subject: [PATCH 073/153] chore: mypy --- mypy-baseline.txt | 1 - posthog/celery.py | 3 ++- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/mypy-baseline.txt b/mypy-baseline.txt index 3041684dd0572..cde0028664bdb 100644 --- a/mypy-baseline.txt +++ b/mypy-baseline.txt @@ -61,7 +61,6 @@ posthog/settings/data_stores.py:0: error: Name "DATABASE_URL" already defined on posthog/plugins/utils.py:0: error: Subclass of "str" and "bytes" cannot exist: would have incompatible method signatures [unreachable] posthog/plugins/utils.py:0: error: Statement is unreachable [unreachable] posthog/models/dashboard.py:0: error: Need type annotation for "insights" [var-annotated] -posthog/celery.py:0: error: Unused "type: ignore" comment [unused-ignore] posthog/warehouse/data_load/service.py:0: error: Unsupported operand types for >= ("timedelta" and "None") [operator] posthog/warehouse/data_load/service.py:0: note: Left operand is of type "timedelta | None" posthog/warehouse/data_load/service.py:0: error: Incompatible return value type (got "tuple[timedelta | None, timedelta]", expected "tuple[timedelta, timedelta]") [return-value] diff --git a/posthog/celery.py b/posthog/celery.py index ac7f5c90138cf..bdc1888931f4c 100644 --- a/posthog/celery.py +++ b/posthog/celery.py @@ -1,5 +1,6 @@ import os import time +from typing import Any, cast import structlog from celery import Celery @@ -87,7 +88,7 @@ def receiver_setup_logging(loglevel, logfile, format, colorize, **kwargs) -> Non # following instructions from here https://django-structlog.readthedocs.io/en/latest/celery.html # mypy thinks that there is no `logging.config` but there is ¯\_(ツ)_/¯ - logging.config.dictConfig(logs.LOGGING) # type: ignore + cast(Any, logging.config).dictConfig(logs.LOGGING) @receiver(signals.bind_extra_task_metadata) From a7c65a5d9558bd4c19fe340eed0c1028e2c3e7e9 Mon Sep 17 00:00:00 2001 From: github-actions <41898282+github-actions[bot]@users.noreply.github.com> Date: Mon, 21 Oct 2024 09:53:51 +0000 Subject: [PATCH 074/153] Update UI snapshots for `chromium` (1) --- ...-left-to-right-breakdown-insight--dark.png | Bin 41901 -> 41469 bytes 1 file changed, 0 insertions(+), 0 deletions(-) diff --git a/frontend/__snapshots__/exporter-exporter--funnel-left-to-right-breakdown-insight--dark.png b/frontend/__snapshots__/exporter-exporter--funnel-left-to-right-breakdown-insight--dark.png index 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2024 12:11:56 +0200 Subject: [PATCH 075/153] chore: another mypy attempt --- posthog/celery.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/posthog/celery.py b/posthog/celery.py index bdc1888931f4c..d906370b64e78 100644 --- a/posthog/celery.py +++ b/posthog/celery.py @@ -88,7 +88,7 @@ def receiver_setup_logging(loglevel, logfile, format, colorize, **kwargs) -> Non # following instructions from here https://django-structlog.readthedocs.io/en/latest/celery.html # mypy thinks that there is no `logging.config` but there is ¯\_(ツ)_/¯ - cast(Any, logging.config).dictConfig(logs.LOGGING) + cast(Any, logging).config.dictConfig(logs.LOGGING) @receiver(signals.bind_extra_task_metadata) From 5dafdd795a031bfdfe25cb9cb87eb1e26bf9a5f7 Mon Sep 17 00:00:00 2001 From: github-actions <41898282+github-actions[bot]@users.noreply.github.com> Date: Mon, 21 Oct 2024 10:12:33 +0000 Subject: [PATCH 076/153] Update UI snapshots for `chromium` (1) --- 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z@;ffQG+V7OyNxNbO^{eGUK@(5B-H9+UJF;q<62&=VIju9ylEY((b9S+>7?g}K{?uy ztvWzW{?{x z(&t+c2s;^DbE`O5GX33994fc6!j_J1#+MFk&4#_fPgrd~qcNhJVXeLi%k$ppZ&MHN z;F^aoQiHxd&ehe`&F((d&OVsEB{E#2Ph)|?R*OqCEzkJ0@Wtffx~}s}qa0JX Date: Mon, 21 Oct 2024 10:16:22 +0000 Subject: [PATCH 077/153] Update query snapshots --- posthog/api/test/__snapshots__/test_api_docs.ambr | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/posthog/api/test/__snapshots__/test_api_docs.ambr b/posthog/api/test/__snapshots__/test_api_docs.ambr index 95f34df3dee84..be2f28326c816 100644 --- a/posthog/api/test/__snapshots__/test_api_docs.ambr +++ b/posthog/api/test/__snapshots__/test_api_docs.ambr @@ -96,8 +96,8 @@ '/home/runner/work/posthog/posthog/posthog/api/survey.py: Warning [SurveyViewSet > SurveySerializer]: unable to resolve type hint for function "get_conditions". Consider using a type hint or @extend_schema_field. Defaulting to string.', '/home/runner/work/posthog/posthog/posthog/api/web_experiment.py: Warning [WebExperimentViewSet]: could not derive type of path parameter "project_id" because model "posthog.models.web_experiment.WebExperiment" contained no such field. Consider annotating parameter with @extend_schema. Defaulting to "string".', 'Warning: encountered multiple names for the same choice set (HrefMatchingEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', - 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "KindCfaEnum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "Kind069Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', + 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "KindCfaEnum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "type". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "TypeF73Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (EffectivePrivilegeLevelEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (MembershipLevelEnum). This may be unwanted even though the generated schema is technically correct. 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xU)yisyBwnbADZ|pWdbPEd;IJEANZn3^8KSLPy|Af3x4t*>udHF<>tRV_!n09A^!jX From 1e405f36720624ed6df1b7408575f69818b062c9 Mon Sep 17 00:00:00 2001 From: github-actions <41898282+github-actions[bot]@users.noreply.github.com> Date: Mon, 21 Oct 2024 11:04:12 +0000 Subject: [PATCH 080/153] Update query snapshots --- posthog/api/test/__snapshots__/test_api_docs.ambr | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/posthog/api/test/__snapshots__/test_api_docs.ambr b/posthog/api/test/__snapshots__/test_api_docs.ambr index be2f28326c816..95f34df3dee84 100644 --- a/posthog/api/test/__snapshots__/test_api_docs.ambr +++ b/posthog/api/test/__snapshots__/test_api_docs.ambr @@ -96,8 +96,8 @@ '/home/runner/work/posthog/posthog/posthog/api/survey.py: Warning [SurveyViewSet > SurveySerializer]: unable to resolve type hint for function "get_conditions". Consider using a type hint or @extend_schema_field. Defaulting to string.', '/home/runner/work/posthog/posthog/posthog/api/web_experiment.py: Warning [WebExperimentViewSet]: could not derive type of path parameter "project_id" because model "posthog.models.web_experiment.WebExperiment" contained no such field. Consider annotating parameter with @extend_schema. Defaulting to "string".', 'Warning: encountered multiple names for the same choice set (HrefMatchingEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', - 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "Kind069Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "KindCfaEnum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', + 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "Kind069Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "type". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "TypeF73Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (EffectivePrivilegeLevelEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (MembershipLevelEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', From 65845fc1c1041a0fc9f565b2fa26d7fa332ce4c5 Mon Sep 17 00:00:00 2001 From: github-actions <41898282+github-actions[bot]@users.noreply.github.com> Date: Mon, 21 Oct 2024 11:08:44 +0000 Subject: [PATCH 081/153] Update UI snapshots for `chromium` (1) --- ...er--trends-line-insight-detailed--dark.png | Bin 21701 -> 21655 bytes ...r--trends-line-insight-detailed--light.png | Bin 21385 -> 21344 bytes ...rter--trends-line-insight-legend--dark.png | Bin 11375 -> 14104 bytes ...ter--trends-line-insight-legend--light.png | Bin 11027 -> 13770 bytes 4 files changed, 0 insertions(+), 0 deletions(-) diff --git a/frontend/__snapshots__/exporter-exporter--trends-line-insight-detailed--dark.png b/frontend/__snapshots__/exporter-exporter--trends-line-insight-detailed--dark.png index b54d4facb0bfe8353e19863b17eee837e4aab6c0..e3e93b3dd9678360493d495ab090800a9f994b6f 100644 GIT binary patch literal 21655 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zR@TAUSpb72Yf+&{3GZ5kvjlB%5H)8&eIX+wBRCbHRq~N^Z+AC5o{#C)t-0mXJ^e%| zlK1UdttzORlo4)Zo^FlgcUD=yT|gI*1OQ(_Ap>;SV0L5I6idhdNq7mIqgpK)W98j6 zl~`Dulgqxqt@nCXM)O=)N-7NiY-G6;hgc=IgC6Js@=u6zlQKSsyH#!6Q^WyGFQ97q(=UuXZraW4~KDM(3B7=7>+5LN07uRodW*QbDH3f~YB z#XQh&X8F;~$2iP+UgV15yg8cUv1xXknRvdArs{*ncxtZew)V5s*CKbF8=fm8D>r*H zb8-|Ah*IeNlT2LQ-i`-}5p-A5t+Rhf#!5ooFQmE1zlqncx((th*Z;*oYUuy37*Wrh zPUfpuHwC2rW>7?QQOFUC`@#7=m1;is+6Ptt<}O4ktjYJTSu7&aOPGMVR zTR(j1lTTKvAdyDtje5G?PZtz z83p#CVx@t!r@Z`pe5M$h=AwVSmk#ynRU)wOz}Uw(&Mxy~D*jC#Yxq2L|5I}LU!jEm ip0@uRzWV?0k%tU?zYr!Ue%C+D74ca9QT78p-~RzkfklD< From 0f64ac3aafdd769d53de8279323ac76bae22d910 Mon Sep 17 00:00:00 2001 From: Georgiy Tarasov Date: Mon, 21 Oct 2024 16:57:03 +0200 Subject: [PATCH 083/153] fix: toolkit bugs for entity props and values --- ee/hogai/hardcoded_definitions.py | 4 +- ee/hogai/trends/test/test_toolkit.py | 125 +++++++++++++++++++++++++++ ee/hogai/trends/toolkit.py | 56 +++++++----- frontend/src/queries/schema.json | 15 +++- frontend/src/queries/schema.ts | 2 +- posthog/schema.py | 2 +- 6 files changed, 179 insertions(+), 25 deletions(-) create mode 100644 ee/hogai/trends/test/test_toolkit.py diff --git a/ee/hogai/hardcoded_definitions.py b/ee/hogai/hardcoded_definitions.py index ee13c49c3ca63..5b57ed11113e2 100644 --- a/ee/hogai/hardcoded_definitions.py +++ b/ee/hogai/hardcoded_definitions.py @@ -915,8 +915,8 @@ "session_properties": { "$session_duration": { "label": "Session duration", - "description": "The duration of the session being tracked. Learn more about how PostHog tracks sessions in our documentation.\n\nNote, if the duration is formatted as a single number (not 'HH:MM:SS'), it's in seconds.", - "examples": ["01:04:12"], + "description": "The duration of the session being tracked in seconds.", + "examples": ["30", "146", "2"], "type": "Numeric", }, "$start_timestamp": { diff --git a/ee/hogai/trends/test/test_toolkit.py b/ee/hogai/trends/test/test_toolkit.py new file mode 100644 index 0000000000000..95a5e90e0c417 --- /dev/null +++ b/ee/hogai/trends/test/test_toolkit.py @@ -0,0 +1,125 @@ +from django.test import override_settings +from freezegun import freeze_time + +from ee.hogai.trends.toolkit import TrendsAgentToolkit +from posthog.models.group.util import create_group +from posthog.models.group_type_mapping import GroupTypeMapping +from posthog.models.property_definition import PropertyDefinition, PropertyType +from posthog.test.base import ( + APIBaseTest, + ClickhouseTestMixin, + _create_person, +) + + +@override_settings(IN_UNIT_TESTING=True) +class TestToolkit(ClickhouseTestMixin, APIBaseTest): + def test_retrieve_entity_properties(self): + toolkit = TrendsAgentToolkit(self.team) + + PropertyDefinition.objects.create( + team=self.team, type=PropertyDefinition.Type.PERSON, name="test", property_type="String" + ) + self.assertEqual( + toolkit.retrieve_entity_properties("person"), + "test
", + ) + + GroupTypeMapping.objects.create(team=self.team, group_type_index=0, group_type="group") + PropertyDefinition.objects.create( + team=self.team, type=PropertyDefinition.Type.GROUP, group_type_index=0, name="test", property_type="Numeric" + ) + self.assertEqual( + toolkit.retrieve_entity_properties("group"), + "test
", + ) + + self.assertNotEqual( + toolkit.retrieve_entity_properties("session"), + "", + ) + self.assertIn( + "$session_duration", + toolkit.retrieve_entity_properties("session"), + ) + + def test_retrieve_entity_property_values(self): + toolkit = TrendsAgentToolkit(self.team) + self.assertEqual( + toolkit.retrieve_entity_property_values("session", "$session_duration"), + "30, 146, 2 and many more distinct values.", + ) + self.assertEqual( + toolkit.retrieve_entity_property_values("session", "nonsense"), + "The property nonsense does not exist in the taxonomy.", + ) + + PropertyDefinition.objects.create( + team=self.team, type=PropertyDefinition.Type.PERSON, name="email", property_type=PropertyType.String + ) + PropertyDefinition.objects.create( + team=self.team, type=PropertyDefinition.Type.PERSON, name="id", property_type=PropertyType.Numeric + ) + + for i in range(5): + id = f"person{i}" + with freeze_time(f"2024-01-01T{i}:00:00Z"): + _create_person( + distinct_ids=[id], + properties={"email": f"{id}@example.com", "id": i}, + team=self.team, + ) + with freeze_time(f"2024-01-02T00:00:00Z"): + _create_person( + distinct_ids=["person5"], + properties={"email": "person5@example.com", "id": 5}, + team=self.team, + ) + + self.assertEqual( + toolkit.retrieve_entity_property_values("person", "email"), + '"person5@example.com", "person4@example.com", "person3@example.com", "person2@example.com", "person1@example.com" and 1 more distinct value.', + ) + self.assertEqual( + toolkit.retrieve_entity_property_values("person", "id"), + "5, 4, 3, 2, 1 and 1 more distinct value.", + ) + + toolkit = TrendsAgentToolkit(self.team) + GroupTypeMapping.objects.create(team=self.team, group_type_index=0, group_type="proj") + GroupTypeMapping.objects.create(team=self.team, group_type_index=1, group_type="org") + PropertyDefinition.objects.create( + team=self.team, type=PropertyDefinition.Type.GROUP, group_type_index=0, name="test", property_type="Numeric" + ) + PropertyDefinition.objects.create( + team=self.team, type=PropertyDefinition.Type.GROUP, group_type_index=1, name="test", property_type="String" + ) + + for i in range(7): + id = f"group{i}" + with freeze_time(f"2024-01-01T{i}:00:00Z"): + create_group( + group_type_index=0, + group_key=id, + properties={"test": i}, + team_id=self.team.pk, + ) + with freeze_time(f"2024-01-02T00:00:00Z"): + create_group( + group_type_index=1, + group_key="org", + properties={"test": "7"}, + team_id=self.team.pk, + ) + + self.assertEqual( + toolkit.retrieve_entity_property_values("proj", "test"), + "6, 5, 4, 3, 2 and 2 more distinct values.", + ) + self.assertEqual(toolkit.retrieve_entity_property_values("org", "test"), '"7"') + + def test_group_names(self): + GroupTypeMapping.objects.create(team=self.team, group_type_index=0, group_type="proj") + GroupTypeMapping.objects.create(team=self.team, group_type_index=1, group_type="org") + toolkit = TrendsAgentToolkit(self.team) + self.assertEqual(toolkit._entity_names, ["person", "session", "proj", "org"]) diff --git a/ee/hogai/trends/toolkit.py b/ee/hogai/trends/toolkit.py index eaa66458280de..dcc78a5be8bfa 100644 --- a/ee/hogai/trends/toolkit.py +++ b/ee/hogai/trends/toolkit.py @@ -266,9 +266,17 @@ def retrieve_entity_properties(self, entity: str) -> str: return f"Entity {entity} does not exist in the taxonomy." if entity == "person": - qs = PropertyDefinition.objects.filter(team=self._team, type=PropertyDefinition.Type.PERSON) + qs = PropertyDefinition.objects.filter(team=self._team, type=PropertyDefinition.Type.PERSON).values_list( + "name", "property_type" + ) + props = list(qs) elif entity == "session": - qs = PropertyDefinition.objects.filter(team=self._team, type=PropertyDefinition.Type.SESSION) + # Session properties are not in the DB. + props = [ + (prop_name, prop["type"]) + for prop_name, prop in hardcoded_prop_defs["session_properties"].items() + if prop.get("type") is not None + ] else: group_type_index = next( (group.group_type_index for group in self.groups if group.group_type == entity), None @@ -277,9 +285,10 @@ def retrieve_entity_properties(self, entity: str) -> str: return f"Group {entity} does not exist in the taxonomy." qs = PropertyDefinition.objects.filter( team=self._team, type=PropertyDefinition.Type.GROUP, group_type_index=group_type_index - ) + ).values_list("name", "property_type") + props = list(qs) - return self._generate_properties_xml(list(qs.values_list("name", "property_type"))) + return self._generate_properties_xml(props) def retrieve_event_properties(self, event_name: str) -> str: """ @@ -310,23 +319,30 @@ def retrieve_event_properties(self, event_name: str) -> str: ) def _format_property_values( - self, property_definition: PropertyDefinition, sample_values: list[str], sample_count: Optional[int] = 0 + self, sample_values: list, sample_count: Optional[int] = 0, is_string: bool = False ) -> str: if len(sample_values) == 0 or sample_count == 0: - return f"The property {property_definition.name} does not have any values in the taxonomy." + return f"The property does not have any values in the taxonomy." # Add quotes to the String type, so the LLM can easily infer a type. # Strings like "true" or "10" are interpreted as booleans or numbers without quotes, so the schema generation fails. - if property_definition.property_type == PropertyType.String: - sample_values = [f'"{value}"' for value in sample_values] - - prop_values = ", ".join(sample_values) + # Remove the floating point the value is an integer. + formatted_sample_values: list[str] = [] + for value in sample_values: + if is_string: + formatted_sample_values.append(f'"{value}"') + elif isinstance(value, float) and value.is_integer(): + formatted_sample_values.append(str(int(value))) + else: + formatted_sample_values.append(str(value)) + prop_values = ", ".join(formatted_sample_values) # If there wasn't an exact match with the user's search, we provide a hint that LLM can use an arbitrary value. if sample_count is None: return f"{prop_values} and many more distinct values." elif sample_count > len(sample_values): - return f"{prop_values} and {sample_count - len(sample_values)} more distinct values." + diff = sample_count - len(sample_values) + return f"{prop_values} and {diff} more distinct value{'' if diff == 1 else 's'}." return prop_values @@ -352,33 +368,33 @@ def retrieve_event_property_values(self, event_name: str, property_name: str) -> if not prop: return f"The property {property_name} does not exist in the taxonomy for the event {event_name}." - return self._format_property_values(property_definition, prop.sample_values, prop.sample_count) + return self._format_property_values( + prop.sample_values, prop.sample_count, is_string=property_definition.property_type == PropertyType.String + ) def _retrieve_session_properties(self, property_name: str) -> str: """ Sessions properties example property values are hardcoded. """ - try: - property_definition = PropertyDefinition.objects.get( - team=self._team, name=property_name, type=PropertyDefinition.Type.SESSION - ) - except PropertyDefinition.DoesNotExist: + if property_name not in hardcoded_prop_defs["session_properties"]: return f"The property {property_name} does not exist in the taxonomy." if property_name == "$channel_type": # Not ideal. TODO: replace later. sample_values = POSSIBLE_CHANNEL_TYPES.copy() sample_count = len(sample_values) + is_str = True elif ( property_name in hardcoded_prop_defs["session_properties"] and "examples" in hardcoded_prop_defs["session_properties"][property_name] ): sample_values = hardcoded_prop_defs["session_properties"][property_name]["examples"] sample_count = None + is_str = hardcoded_prop_defs["session_properties"][property_name]["type"] == PropertyType.String else: return f"Property values for {property_name} do not exist in the taxonomy for the session entity." - return self._format_property_values(property_definition, sample_values, sample_count) + return self._format_property_values(sample_values, sample_count, is_string=is_str) def retrieve_entity_property_values(self, entity: str, property_name: str) -> str: if entity not in self._entity_names: @@ -400,7 +416,7 @@ def retrieve_entity_property_values(self, entity: str, property_name: str) -> st prop_type = PropertyDefinition.Type.GROUP group_type_index = query.group_type_index else: - prop_type = PropertyDefinition.Type.EVENT + prop_type = PropertyDefinition.Type.PERSON group_type_index = None property_definition = PropertyDefinition.objects.get( @@ -424,9 +440,9 @@ def retrieve_entity_property_values(self, entity: str, property_name: str) -> st return f"Property values for {property_name} do not exist in the taxonomy for the entity {entity}." return self._format_property_values( - property_definition, response.results.sample_values, response.results.sample_count, + is_string=property_definition.property_type == PropertyType.String, ) def handle_incorrect_response(self, response: str) -> str: diff --git a/frontend/src/queries/schema.json b/frontend/src/queries/schema.json index 08c64273764f9..72382d0fb8040 100644 --- a/frontend/src/queries/schema.json +++ b/frontend/src/queries/schema.json @@ -255,7 +255,20 @@ }, "sample_values": { "items": { - "type": "string" + "anyOf": [ + { + "type": "string" + }, + { + "type": "number" + }, + { + "type": "boolean" + }, + { + "type": "integer" + } + ] }, "type": "array" } diff --git a/frontend/src/queries/schema.ts b/frontend/src/queries/schema.ts index a5f5840787a85..44d856fd8a478 100644 --- a/frontend/src/queries/schema.ts +++ b/frontend/src/queries/schema.ts @@ -2073,7 +2073,7 @@ export type EventTaxonomyQueryResponse = AnalyticsQueryResponseBase export interface ActorsPropertyTaxonomyResponse { - sample_values: string[] + sample_values: (string | number | boolean)[] sample_count: integer } diff --git a/posthog/schema.py b/posthog/schema.py index 468976768d34b..98e155d4c67a6 100644 --- a/posthog/schema.py +++ b/posthog/schema.py @@ -32,7 +32,7 @@ class ActorsPropertyTaxonomyResponse(BaseModel): extra="forbid", ) sample_count: int - sample_values: list[str] + sample_values: list[Union[str, float, bool, int]] class AggregationAxisFormat(StrEnum): From acdefed6e5437b12414868142ccf5f3e8815aa97 Mon Sep 17 00:00:00 2001 From: Georgiy Tarasov Date: Mon, 21 Oct 2024 17:31:41 +0200 Subject: [PATCH 084/153] test: event properties and values --- ee/hogai/trends/test/test_toolkit.py | 120 +++++++++++++++++++++++++-- ee/hogai/trends/toolkit.py | 12 +-- 2 files changed, 122 insertions(+), 10 deletions(-) diff --git a/ee/hogai/trends/test/test_toolkit.py b/ee/hogai/trends/test/test_toolkit.py index 95a5e90e0c417..12cd086b033c5 100644 --- a/ee/hogai/trends/test/test_toolkit.py +++ b/ee/hogai/trends/test/test_toolkit.py @@ -1,3 +1,5 @@ +from datetime import datetime + from django.test import override_settings from freezegun import freeze_time @@ -5,15 +7,62 @@ from posthog.models.group.util import create_group from posthog.models.group_type_mapping import GroupTypeMapping from posthog.models.property_definition import PropertyDefinition, PropertyType -from posthog.test.base import ( - APIBaseTest, - ClickhouseTestMixin, - _create_person, -) +from posthog.test.base import APIBaseTest, ClickhouseTestMixin, _create_event, _create_person @override_settings(IN_UNIT_TESTING=True) class TestToolkit(ClickhouseTestMixin, APIBaseTest): + def _create_taxonomy(self): + PropertyDefinition.objects.create( + team=self.team, type=PropertyDefinition.Type.EVENT, name="$browser", property_type=PropertyType.String + ) + PropertyDefinition.objects.create( + team=self.team, type=PropertyDefinition.Type.EVENT, name="id", property_type=PropertyType.Numeric + ) + PropertyDefinition.objects.create( + team=self.team, type=PropertyDefinition.Type.EVENT, name="bool", property_type=PropertyType.Boolean + ) + PropertyDefinition.objects.create( + team=self.team, type=PropertyDefinition.Type.EVENT, name="date", property_type=PropertyType.Datetime + ) + + _create_person( + distinct_ids=["person1"], + team=self.team, + properties={"email": "person1@example.com"}, + ) + _create_event( + event="event1", + distinct_id="person1", + properties={ + "$browser": "Chrome", + "date": datetime(2024, 1, 1).isoformat(), + }, + team=self.team, + ) + _create_event( + event="event1", + distinct_id="person1", + properties={ + "$browser": "Firefox", + "bool": True, + }, + team=self.team, + ) + + _create_person( + distinct_ids=["person2"], + properties={"email": "person2@example.com"}, + team=self.team, + ) + for i in range(10): + _create_event( + event="event1", + distinct_id=f"person2", + properties={"id": i}, + team=self.team, + ) + def test_retrieve_entity_properties(self): toolkit = TrendsAgentToolkit(self.team) @@ -123,3 +172,64 @@ def test_group_names(self): GroupTypeMapping.objects.create(team=self.team, group_type_index=1, group_type="org") toolkit = TrendsAgentToolkit(self.team) self.assertEqual(toolkit._entity_names, ["person", "session", "proj", "org"]) + + def test_empty_events(self): + toolkit = TrendsAgentToolkit(self.team) + self.assertEqual( + toolkit.retrieve_event_properties("test"), "Properties do not exist in the taxonomy for the event test." + ) + + _create_person( + distinct_ids=["person1"], + team=self.team, + properties={}, + ) + _create_event( + event="event1", + distinct_id="person1", + properties={}, + team=self.team, + ) + + toolkit = TrendsAgentToolkit(self.team) + self.assertEqual( + toolkit.retrieve_event_properties("event1"), + "Properties do not exist in the taxonomy for the event event1.", + ) + + def test_retrieve_event_properties(self): + self._create_taxonomy() + toolkit = TrendsAgentToolkit(self.team) + prompt = toolkit.retrieve_event_properties("event1") + + self.assertIn( + "id
", + prompt, + ) + self.assertIn( + "$browser
", + prompt, + ) + self.assertIn( + "date
", + prompt, + ) + self.assertIn( + "bool
", + prompt, + ) + + def test_retrieve_event_property_values(self): + self._create_taxonomy() + toolkit = TrendsAgentToolkit(self.team) + + self.assertIn('"Chrome"', toolkit.retrieve_event_property_values("event1", "$browser")) + self.assertIn('"Firefox"', toolkit.retrieve_event_property_values("event1", "$browser")) + self.assertEqual(toolkit.retrieve_event_property_values("event1", "bool"), "true") + self.assertEqual( + toolkit.retrieve_event_property_values("event1", "id"), + "9, 8, 7, 6, 5 and 5 more distinct values.", + ) + self.assertEqual( + toolkit.retrieve_event_property_values("event1", "date"), f'"{datetime(2024, 1, 1).isoformat()}"' + ) diff --git a/ee/hogai/trends/toolkit.py b/ee/hogai/trends/toolkit.py index dcc78a5be8bfa..8cd2084e88fd8 100644 --- a/ee/hogai/trends/toolkit.py +++ b/ee/hogai/trends/toolkit.py @@ -319,7 +319,7 @@ def retrieve_event_properties(self, event_name: str) -> str: ) def _format_property_values( - self, sample_values: list, sample_count: Optional[int] = 0, is_string: bool = False + self, sample_values: list, sample_count: Optional[int] = 0, format_as_string: bool = False ) -> str: if len(sample_values) == 0 or sample_count == 0: return f"The property does not have any values in the taxonomy." @@ -329,7 +329,7 @@ def _format_property_values( # Remove the floating point the value is an integer. formatted_sample_values: list[str] = [] for value in sample_values: - if is_string: + if format_as_string: formatted_sample_values.append(f'"{value}"') elif isinstance(value, float) and value.is_integer(): formatted_sample_values.append(str(int(value))) @@ -369,7 +369,9 @@ def retrieve_event_property_values(self, event_name: str, property_name: str) -> return f"The property {property_name} does not exist in the taxonomy for the event {event_name}." return self._format_property_values( - prop.sample_values, prop.sample_count, is_string=property_definition.property_type == PropertyType.String + prop.sample_values, + prop.sample_count, + format_as_string=property_definition.property_type in (PropertyType.String, PropertyType.Datetime), ) def _retrieve_session_properties(self, property_name: str) -> str: @@ -394,7 +396,7 @@ def _retrieve_session_properties(self, property_name: str) -> str: else: return f"Property values for {property_name} do not exist in the taxonomy for the session entity." - return self._format_property_values(sample_values, sample_count, is_string=is_str) + return self._format_property_values(sample_values, sample_count, format_as_string=is_str) def retrieve_entity_property_values(self, entity: str, property_name: str) -> str: if entity not in self._entity_names: @@ -442,7 +444,7 @@ def retrieve_entity_property_values(self, entity: str, property_name: str) -> st return self._format_property_values( response.results.sample_values, response.results.sample_count, - is_string=property_definition.property_type == PropertyType.String, + format_as_string=property_definition.property_type in (PropertyType.String, PropertyType.Datetime), ) def handle_incorrect_response(self, response: str) -> str: From f55038f3ef4f54cf2a9e1012b9f4b0d4d0dd38ab Mon Sep 17 00:00:00 2001 From: github-actions <41898282+github-actions[bot]@users.noreply.github.com> Date: Mon, 21 Oct 2024 15:45:44 +0000 Subject: [PATCH 085/153] Update query snapshots --- posthog/api/test/__snapshots__/test_api_docs.ambr | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/posthog/api/test/__snapshots__/test_api_docs.ambr b/posthog/api/test/__snapshots__/test_api_docs.ambr index 95f34df3dee84..be2f28326c816 100644 --- a/posthog/api/test/__snapshots__/test_api_docs.ambr +++ b/posthog/api/test/__snapshots__/test_api_docs.ambr @@ -96,8 +96,8 @@ '/home/runner/work/posthog/posthog/posthog/api/survey.py: Warning [SurveyViewSet > SurveySerializer]: unable to resolve type hint for function "get_conditions". Consider using a type hint or @extend_schema_field. Defaulting to string.', '/home/runner/work/posthog/posthog/posthog/api/web_experiment.py: Warning [WebExperimentViewSet]: could not derive type of path parameter "project_id" because model "posthog.models.web_experiment.WebExperiment" contained no such field. Consider annotating parameter with @extend_schema. Defaulting to "string".', 'Warning: encountered multiple names for the same choice set (HrefMatchingEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', - 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "KindCfaEnum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "Kind069Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', + 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "KindCfaEnum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "type". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "TypeF73Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (EffectivePrivilegeLevelEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (MembershipLevelEnum). This may be unwanted even though the generated schema is technically correct. 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Consider using a type hint or @extend_schema_field. Defaulting to string.', '/home/runner/work/posthog/posthog/posthog/api/web_experiment.py: Warning [WebExperimentViewSet]: could not derive type of path parameter "project_id" because model "posthog.models.web_experiment.WebExperiment" contained no such field. Consider annotating parameter with @extend_schema. Defaulting to "string".', 'Warning: encountered multiple names for the same choice set (HrefMatchingEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', - 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "Kind069Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "KindCfaEnum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', + 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "Kind069Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "type". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "TypeF73Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (EffectivePrivilegeLevelEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (MembershipLevelEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', From e32bb98b5f03aaed3cb81e263bc55de1844a9508 Mon Sep 17 00:00:00 2001 From: github-actions <41898282+github-actions[bot]@users.noreply.github.com> Date: Mon, 21 Oct 2024 16:34:33 +0000 Subject: [PATCH 089/153] Update query snapshots --- posthog/api/test/__snapshots__/test_api_docs.ambr | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/posthog/api/test/__snapshots__/test_api_docs.ambr b/posthog/api/test/__snapshots__/test_api_docs.ambr index 95f34df3dee84..be2f28326c816 100644 --- a/posthog/api/test/__snapshots__/test_api_docs.ambr +++ b/posthog/api/test/__snapshots__/test_api_docs.ambr @@ -96,8 +96,8 @@ '/home/runner/work/posthog/posthog/posthog/api/survey.py: Warning [SurveyViewSet > SurveySerializer]: unable to resolve type hint for function "get_conditions". Consider using a type hint or @extend_schema_field. Defaulting to string.', '/home/runner/work/posthog/posthog/posthog/api/web_experiment.py: Warning [WebExperimentViewSet]: could not derive type of path parameter "project_id" because model "posthog.models.web_experiment.WebExperiment" contained no such field. Consider annotating parameter with @extend_schema. Defaulting to "string".', 'Warning: encountered multiple names for the same choice set (HrefMatchingEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', - 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "KindCfaEnum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "Kind069Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', + 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "KindCfaEnum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "type". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "TypeF73Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (EffectivePrivilegeLevelEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (MembershipLevelEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', From 6644ea17f7938fa246d0deb0a6c0c64a7d0ade96 Mon Sep 17 00:00:00 2001 From: Georgiy Tarasov Date: Mon, 21 Oct 2024 20:19:16 +0200 Subject: [PATCH 090/153] chore: prompt tweaks --- ee/hogai/trends/nodes.py | 14 +++----------- ee/hogai/trends/prompts.py | 10 +++++----- 2 files changed, 8 insertions(+), 16 deletions(-) diff --git a/ee/hogai/trends/nodes.py b/ee/hogai/trends/nodes.py index d99bbd9f3f7a3..99dc55bd23dfe 100644 --- a/ee/hogai/trends/nodes.py +++ b/ee/hogai/trends/nodes.py @@ -11,7 +11,7 @@ from langchain_core.messages import AIMessage, BaseMessage, merge_message_runs from langchain_core.output_parsers import PydanticOutputParser from langchain_core.prompts import ChatPromptTemplate, HumanMessagePromptTemplate -from langchain_core.runnables import RunnableConfig, RunnableLambda, RunnablePassthrough +from langchain_core.runnables import RunnableConfig, RunnableLambda from langchain_openai import ChatOpenAI from pydantic import ValidationError @@ -160,15 +160,7 @@ def run(self, state: AssistantState, config: RunnableConfig): output_parser = ReActJsonSingleInputOutputParser() merger = merge_message_runs() - agent = ( - RunnablePassthrough.assign( - agent_scratchpad=lambda x: format_log_to_str(x["intermediate_steps"]), - ) - | prompt - | merger - | ChatOpenAI(model="gpt-4o", temperature=0.7, streaming=True) - | output_parser - ) + agent = prompt | merger | ChatOpenAI(model="gpt-4o", temperature=0.7, streaming=True) | output_parser try: result = cast( @@ -177,7 +169,7 @@ def run(self, state: AssistantState, config: RunnableConfig): { "tools": toolkit.render_text_description(), "tool_names": ", ".join([t["name"] for t in toolkit.tools]), - "intermediate_steps": intermediate_steps, + "agent_scratchpad": format_log_to_str(intermediate_steps), }, config, ), diff --git a/ee/hogai/trends/prompts.py b/ee/hogai/trends/prompts.py index 59acddf14b0ae..14132330d48eb 100644 --- a/ee/hogai/trends/prompts.py +++ b/ee/hogai/trends/prompts.py @@ -102,13 +102,13 @@ - **Prioritize properties that are directly related to the context or objective of the user's query.** Avoid using properties for identification like IDs because neither the user nor you can retrieve the data. Instead, prioritize filtering based on general properties like `paidCustomer` or `icp_score`. You don't need to find properties for a time frame. - **Ensure that you find both the property group and name.** Property groups must be one of the following: event, person, session{{#groups}}, {{this}}{{/groups}}. - After selecting a property, **validate that the property value accurately reflects the intended criteria**. -- **Find the suitable operator** (e.g., `contains`, `exact`, `is not set`). The operators are listed below. +- **Find the suitable operator for type** (e.g., `contains`, `is set`). The operators are listed below. - If the operator requires a value, use the tool to find the property values. Verify that you can answer the question with given property values. If you can't, try to find a different property or event. - You set logical operators to combine multiple properties of a single series: AND or OR. Infer the property groups from the user's request. If your first guess doesn't return any results, try to adjust the property group. You must make sure that the property name matches the lookup value, e.g. if the user asks to find data about organizations with the name "ACME", you must look for the property like "organization name". -Supported operators for the string type are: +Supported operators for the String type are: - contains - doesn't contain - matches regex @@ -116,7 +116,7 @@ - is set - is not set -Supported operators for the number type are: +Supported operators for the Numeric type are: - equals - doesn't equal - contains @@ -126,7 +126,7 @@ - is set - is not set -Supported operators for the date type are: +Supported operators for the DateTime type are: - equals - doesn't equal - greater than @@ -134,7 +134,7 @@ - is set - is not set -Supported operators for the boolean type are: +Supported operators for the Boolean type are: - equals - doesn't equal - is set From 85c53d13bdc1708d985326b1399083261b6bb508 Mon Sep 17 00:00:00 2001 From: Georgiy Tarasov Date: Tue, 22 Oct 2024 08:02:06 +0200 Subject: [PATCH 091/153] fix: filter thoughts without an output --- ee/hogai/trends/nodes.py | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/ee/hogai/trends/nodes.py b/ee/hogai/trends/nodes.py index 99dc55bd23dfe..cb7438c513526 100644 --- a/ee/hogai/trends/nodes.py +++ b/ee/hogai/trends/nodes.py @@ -169,7 +169,9 @@ def run(self, state: AssistantState, config: RunnableConfig): { "tools": toolkit.render_text_description(), "tool_names": ", ".join([t["name"] for t in toolkit.tools]), - "agent_scratchpad": format_log_to_str(intermediate_steps), + "agent_scratchpad": format_log_to_str( + [(action, output) for action, output in intermediate_steps if output is not None] + ), }, config, ), From ffe079f5512de4159e332ee6f3f5cd50611675d2 Mon Sep 17 00:00:00 2001 From: github-actions <41898282+github-actions[bot]@users.noreply.github.com> Date: Tue, 22 Oct 2024 06:19:38 +0000 Subject: [PATCH 092/153] Update UI snapshots for `chromium` (1) --- ...er--trends-line-insight-detailed--dark.png | 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zMw9kggOft2*xK4!BQIoz)6Crb+!heBEul>|H{8HwF`@%<13I#`OQ1an!t7&F={y*= zfdj?iaFNnjK6w`TQ;Nea&r$o&E>Bu4uh(5Q7n9=ZwB3hMG4SFq&B+BOzkc)PQaCi%xm>OuzHQ}#0{W69x4-O; zt-2IR&36VM2AV9;d&?N7!TJ0eT)3IElxf&bU$SJ#U@vEnum#Ig+1hxswc*k=-J{30 z5Gs?6#*Oz$OY0qup7T?G@H9ZFqOwxWI|2dn9|Lt~V%=z(Pn6L3x0hLNED9~Spzie3+a3ZYl@n3RqI`}G>!ib27FoL}r8@DAWX1;mj z*b@tyna#z32DNJ1mtR_?VKl(Dj7vT~%Nz9!)!ZT%`#^#7s7*7agbHC#gCJmYT_b$Q}6yMDx z4cViKN%tC9RPER-e0Rye5frC|5mTygbhFD*JTx@FB%HR7@a69Pc%gphi zh4GNqjS#r!Eq*(};jP&Cw)yTl@KMnC^5dzN_bS6gp#|)|{Xz31j_eN~+)pNaFtLX9 z>=R9nsbMhW*Y2)2ZXD*|4Ni*PHDI3=+l!BHjDYW-ewDI;AHSXXPA`7m^uKu1v7_45 z^zHeZtZCi}SZa3o=O@s$HK{Ok6dv?b*F343?79a&zY-S}HRPu*)1Ote(H)PksjiOp z%7)KvDt`QtGd?bsX0G%Q#XA%KCx_#cZoUP+5mXKgkLe8gl;(f;J7-kw!K{xz-xH8@lEdc z{|R9l8yy`@vVIyD#~E;I`n(bOBP5De-^PD-*#F!O{%7CtB*exeV)aZ$LXnMJx}bYL J@2t)J{{pOCRM7wc From e8b80793bdf0130adeced2c3bbb2214fba60f36f Mon Sep 17 00:00:00 2001 From: Georgiy Tarasov Date: Tue, 22 Oct 2024 08:23:52 +0200 Subject: [PATCH 093/153] chore: langfuse for debugging --- ee/hogai/assistant.py | 8 +++++++- ee/settings.py | 8 ++++++-- requirements.in | 1 + requirements.txt | 21 +++++++++++++++------ 4 files changed, 29 insertions(+), 9 deletions(-) diff --git a/ee/hogai/assistant.py b/ee/hogai/assistant.py index ea310eb765dcb..99d1d06b5b7e7 100644 --- a/ee/hogai/assistant.py +++ b/ee/hogai/assistant.py @@ -2,14 +2,20 @@ from typing import cast from langchain_core.messages import AIMessageChunk +from langfuse.callback import CallbackHandler from langgraph.graph.state import StateGraph +from ee import settings from ee.hogai.trends.nodes import CreateTrendsPlanNode, CreateTrendsPlanToolsNode, GenerateTrendsNode from ee.hogai.utils import AssistantMessage, AssistantNodeName, AssistantState from posthog.models.team.team import Team from posthog.schema import AssistantMessage as FrontendAssistantMessage from posthog.schema import VisualizationMessagePayload +langfuse_handler = CallbackHandler( + public_key=settings.LANGFUSE_PUBLIC_KEY, secret_key=settings.LANGFUSE_SECRET_KEY, host=settings.LANGFUSE_HOST +) + class Assistant: _team: Team @@ -42,7 +48,7 @@ def stream(self, messages: list[AssistantMessage]) -> Generator[str, None, None] assistant_graph = self._compile_graph() generator = assistant_graph.stream( {"messages": messages}, - config={"recursion_limit": 24}, + config={"recursion_limit": 24, "callbacks": [langfuse_handler]}, stream_mode="messages", ) diff --git a/ee/settings.py b/ee/settings.py index 9844074a95631..64e3bfc5b8b3c 100644 --- a/ee/settings.py +++ b/ee/settings.py @@ -4,11 +4,10 @@ import os -from posthog.settings import AUTHENTICATION_BACKENDS, DEMO, SITE_URL, DEBUG +from posthog.settings import AUTHENTICATION_BACKENDS, DEBUG, DEMO, SITE_URL from posthog.settings.utils import get_from_env from posthog.utils import str_to_bool - # SSO AUTHENTICATION_BACKENDS = [ *AUTHENTICATION_BACKENDS, @@ -69,3 +68,8 @@ ) HOOK_HOG_FUNCTION_TEAMS = get_from_env("HOOK_HOG_FUNCTION_TEAMS", "", type_cast=str) + +# Assistant +LANGFUSE_PUBLIC_KEY = get_from_env("LANGFUSE_PUBLIC_KEY", "", type_cast=str) +LANGFUSE_SECRET_KEY = get_from_env("LANGFUSE_SECRET_KEY", "", type_cast=str) +LANGFUSE_HOST = get_from_env("LANGFUSE_HOST", "https://us.cloud.langfuse.com", type_cast=str) diff --git a/requirements.in b/requirements.in index 7fa57e6d1dbd6..619c6a06cdaaf 100644 --- a/requirements.in +++ b/requirements.in @@ -46,6 +46,7 @@ kafka-python==2.0.2 kombu==5.3.2 langchain==0.3.3 langchain-openai==0.2.2 +langfuse==2.52.1 langgraph==0.2.34 langsmith==0.1.132 lzstring==1.0.4 diff --git a/requirements.txt b/requirements.txt index 792d37a3b3a74..82798318498ef 100644 --- a/requirements.txt +++ b/requirements.txt @@ -25,9 +25,10 @@ annotated-types==0.7.0 # via pydantic antlr4-python3-runtime==4.13.1 # via -r requirements.in -anyio==4.2.0 +anyio==4.6.2.post1 # via # httpx + # langfuse # openai asgiref==3.7.2 # via django @@ -48,7 +49,9 @@ attrs==23.2.0 # trio # zeep backoff==2.2.1 - # via posthoganalytics + # via + # langfuse + # posthoganalytics bcrypt==4.1.3 # via paramiko billiard==4.1.0 @@ -264,8 +267,6 @@ googleapis-common-protos==1.60.0 # via # google-api-core # grpcio-status -greenlet==3.1.1 - # via sqlalchemy grpcio==1.57.0 # via # google-api-core @@ -287,14 +288,16 @@ httpcore==1.0.2 # via httpx httpx==0.26.0 # via + # langfuse # langsmith # openai humanize==4.9.0 # via dlt -idna==2.8 +idna==3.10 # via # anyio # httpx + # langfuse # requests # snowflake-connector-python # trio @@ -349,6 +352,8 @@ langchain-openai==0.2.2 # via -r requirements.in langchain-text-splitters==0.3.0 # via langchain +langfuse==2.52.1 + # via -r requirements.in langgraph==0.2.34 # via -r requirements.in langgraph-checkpoint==2.0.1 @@ -423,6 +428,7 @@ packaging==24.1 # dlt # google-cloud-bigquery # langchain-core + # langfuse # snowflake-connector-python # sqlalchemy-bigquery # webdriver-manager @@ -493,6 +499,7 @@ pydantic==2.9.2 # -r requirements.in # langchain # langchain-core + # langfuse # langsmith # openai pydantic-core==2.23.4 @@ -775,7 +782,9 @@ wheel==0.42.0 whitenoise==6.5.0 # via -r requirements.in wrapt==1.15.0 - # via aiobotocore + # via + # aiobotocore + # langfuse wsproto==1.2.0 # via trio-websocket xmlsec==1.3.13 From 9ab0462de2b4940bce12e4ec5b68e8fd6e6395a9 Mon Sep 17 00:00:00 2001 From: Georgiy Tarasov Date: Tue, 22 Oct 2024 08:37:23 +0200 Subject: [PATCH 094/153] chore: slightly tweak prompt for math --- ee/hogai/trends/prompts.py | 24 ++++++++++++------------ 1 file changed, 12 insertions(+), 12 deletions(-) diff --git a/ee/hogai/trends/prompts.py b/ee/hogai/trends/prompts.py index 14132330d48eb..e6007a6baab64 100644 --- a/ee/hogai/trends/prompts.py +++ b/ee/hogai/trends/prompts.py @@ -52,20 +52,13 @@ ## Events and Actions -You’ll be given a list of events in addition to the user’s question. Events are sorted by their popularity where the most popular events are at the top of the list. Prioritize popular events. +You’ll be given a list of events in addition to the user’s question. Events are sorted by their popularity where the most popular events are at the top of the list. Prioritize popular events. You must always specify events to use. -**Determine the math operation or aggregation** the user is asking for, such as totals, averages, ratios, or custom formulas. If not specified, choose a reasonable default based on the event type (e.g., total for user activity events). You must always specify events to use. +**Determine the math operation or aggregation** the user is asking for, such as totals, averages, ratios, or custom formulas. If not specified, choose a reasonable default based on the event type (e.g., total count). -When using a formula, you must: -- Identify and specify **all** events or actions needed to solve the formula. -- Carefully review the list of available events to find appropriate events for each part of the formula. -- Ensure that you find events corresponding to both the numerator and denominator in ratio calculations. - -For example, if you want to calculate the percentage of users who have completed onboarding, you need to use events like $identify and onboarding complete and the formula onboarding complete / $identify. - -In Trends, each logged event is counted as one and summed up unless the user or you specifies another aggregation type. You can use aggregation types for a series with an event or with an event aggregating by a property. For example, you can use `unique users` to find how many distinct users have logged the event or you can use the `$pageview` event with `average` by the `$session_duration` property to find out what was the average session duration for the pageviews. +In Trends, each logged event is counted as one and summed up by default unless the user or you specifies another aggregation type. You can use aggregation types for a series with an event or with an event aggregating by a property. For example, you can use `unique users` to find how many distinct users have logged the event, or you can use the `$pageview` event calculating an `average` by a property, for example, `$session_duration`, to find out what was the average session duration for the page views. -Available aggregation types for events are: +Available math operations or aggregations for events are: - total count - average - minimum @@ -92,7 +85,14 @@ - 95th percentile - 99th percentile -Use custom formulas to perform mathematical operations like calculating percentages or metrics. If you use a formula, you must use the following syntax: `A/B`, where `A` and `B` are the names of the series. +If the math aggregation is not listed above, use custom formulas to perform mathematical operations like calculating percentages or metrics. If you use a formula, you must use the following syntax: `A/B`, where `A` and `B` are the names of the series. + +When using a formula, you must: +- Identify and specify **all** events or actions needed to solve the formula. +- Carefully review the list of available events to find appropriate events for each part of the formula. +- Ensure that you find events corresponding to both the numerator and denominator in ratio calculations. + +For example, if you want to calculate the percentage of users who have completed onboarding, you need to use events like $identify and onboarding complete and the formula `onboarding complete / $identify`. ## Property Filters From 3e814425883f24840a01de98b8a34f8ed4a73c47 Mon Sep 17 00:00:00 2001 From: github-actions <41898282+github-actions[bot]@users.noreply.github.com> Date: Tue, 22 Oct 2024 06:38:38 +0000 Subject: [PATCH 095/153] Update UI snapshots for `chromium` (1) --- ...er--trends-line-insight-detailed--dark.png | Bin 21655 -> 21701 bytes 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zZEnsyiuLc>4eO;uhBI^=7y z#eNTh{BJcy|N865_St5_`!a9Da3am3*8g?p2Mno&s)=7@=@hs^C0X_!yu!QHy3LT5 zqs3+w-Wm Date: Tue, 22 Oct 2024 09:02:57 +0200 Subject: [PATCH 097/153] feat: tweak formulas and aggregation --- ee/hogai/trends/prompts.py | 21 ++++++++++++++------- 1 file changed, 14 insertions(+), 7 deletions(-) diff --git a/ee/hogai/trends/prompts.py b/ee/hogai/trends/prompts.py index e6007a6baab64..a6292f38ccb09 100644 --- a/ee/hogai/trends/prompts.py +++ b/ee/hogai/trends/prompts.py @@ -54,11 +54,11 @@ You’ll be given a list of events in addition to the user’s question. Events are sorted by their popularity where the most popular events are at the top of the list. Prioritize popular events. You must always specify events to use. -**Determine the math operation or aggregation** the user is asking for, such as totals, averages, ratios, or custom formulas. If not specified, choose a reasonable default based on the event type (e.g., total count). +## Aggregation -In Trends, each logged event is counted as one and summed up by default unless the user or you specifies another aggregation type. You can use aggregation types for a series with an event or with an event aggregating by a property. For example, you can use `unique users` to find how many distinct users have logged the event, or you can use the `$pageview` event calculating an `average` by a property, for example, `$session_duration`, to find out what was the average session duration for the page views. +**Determine the math aggregation** the user is asking for, such as totals, averages, ratios, or custom formulas. If not specified, choose a reasonable default based on the event type (e.g., total count). By default, total count should be used. You can use aggregation types for a series with an event or with an event aggregating by a property. -Available math operations or aggregations for events are: +Available math aggregations types for the event count are: - total count - average - minimum @@ -70,12 +70,12 @@ - unique users - weekly active users - daily active users -- first time for person +- first time for a user {{#groups}} - unique {{this}} {{/groups}} -Available aggregation types for any property are: +Available math aggregation types for event's property values are: - average - sum - minimum @@ -85,14 +85,21 @@ - 95th percentile - 99th percentile -If the math aggregation is not listed above, use custom formulas to perform mathematical operations like calculating percentages or metrics. If you use a formula, you must use the following syntax: `A/B`, where `A` and `B` are the names of the series. +Examples of using aggregation types: +- `unique users` to find how many distinct users have logged the event per a day. +- `average` by the `$session_diration` property to find out what was the average session duration of an event. + +## Math Formulas + +If the math aggregation is more complex or not listed above, use custom formulas to perform mathematical operations like calculating percentages or metrics. If you use a formula, you must use the following syntax: `A/B`, where `A` and `B` are the names of the series. You can combine math aggregations and formulas. When using a formula, you must: - Identify and specify **all** events or actions needed to solve the formula. - Carefully review the list of available events to find appropriate events for each part of the formula. - Ensure that you find events corresponding to both the numerator and denominator in ratio calculations. -For example, if you want to calculate the percentage of users who have completed onboarding, you need to use events like $identify and onboarding complete and the formula `onboarding complete / $identify`. +Examples of using math formulas: +- If you want to calculate the percentage of users who have completed onboarding, you need to find and use events similar to `$identify` and `onboarding complete`, so the formula will be `A / B`, where `A` is `onboarding complete` (unique users) and `B` is `$identify` (unique users). ## Property Filters From 8a8dd68c2809b327faaa1788259f02b3166e8ddf Mon Sep 17 00:00:00 2001 From: github-actions <41898282+github-actions[bot]@users.noreply.github.com> Date: Tue, 22 Oct 2024 07:06:09 +0000 Subject: [PATCH 098/153] Update query snapshots --- posthog/api/test/__snapshots__/test_api_docs.ambr | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/posthog/api/test/__snapshots__/test_api_docs.ambr b/posthog/api/test/__snapshots__/test_api_docs.ambr index be2f28326c816..95f34df3dee84 100644 --- a/posthog/api/test/__snapshots__/test_api_docs.ambr +++ b/posthog/api/test/__snapshots__/test_api_docs.ambr @@ -96,8 +96,8 @@ '/home/runner/work/posthog/posthog/posthog/api/survey.py: Warning [SurveyViewSet > SurveySerializer]: unable to resolve type hint for function "get_conditions". Consider using a type hint or @extend_schema_field. Defaulting to string.', '/home/runner/work/posthog/posthog/posthog/api/web_experiment.py: Warning [WebExperimentViewSet]: could not derive type of path parameter "project_id" because model "posthog.models.web_experiment.WebExperiment" contained no such field. Consider annotating parameter with @extend_schema. Defaulting to "string".', 'Warning: encountered multiple names for the same choice set (HrefMatchingEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', - 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "Kind069Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "KindCfaEnum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', + 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "Kind069Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "type". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "TypeF73Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (EffectivePrivilegeLevelEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (MembershipLevelEnum). This may be unwanted even though the generated schema is technically correct. 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44d856fd8a478..d23abc19f2689 100644 --- a/frontend/src/queries/schema.ts +++ b/frontend/src/queries/schema.ts @@ -2073,7 +2073,9 @@ export type EventTaxonomyQueryResponse = AnalyticsQueryResponseBase export interface ActorsPropertyTaxonomyResponse { - sample_values: (string | number | boolean)[] + // Values can be floats and integers. 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b/posthog/api/test/__snapshots__/test_api_docs.ambr index 95f34df3dee84..be2f28326c816 100644 --- a/posthog/api/test/__snapshots__/test_api_docs.ambr +++ b/posthog/api/test/__snapshots__/test_api_docs.ambr @@ -96,8 +96,8 @@ '/home/runner/work/posthog/posthog/posthog/api/survey.py: Warning [SurveyViewSet > SurveySerializer]: unable to resolve type hint for function "get_conditions". Consider using a type hint or @extend_schema_field. Defaulting to string.', '/home/runner/work/posthog/posthog/posthog/api/web_experiment.py: Warning [WebExperimentViewSet]: could not derive type of path parameter "project_id" because model "posthog.models.web_experiment.WebExperiment" contained no such field. Consider annotating parameter with @extend_schema. Defaulting to "string".', 'Warning: encountered multiple names for the same choice set (HrefMatchingEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', - 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "KindCfaEnum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "Kind069Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', + 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "KindCfaEnum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "type". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "TypeF73Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (EffectivePrivilegeLevelEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (MembershipLevelEnum). This may be unwanted even though the generated schema is technically correct. 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14:02:30 +0000 Subject: [PATCH 113/153] Update query snapshots --- posthog/api/test/__snapshots__/test_api_docs.ambr | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/posthog/api/test/__snapshots__/test_api_docs.ambr b/posthog/api/test/__snapshots__/test_api_docs.ambr index be2f28326c816..95f34df3dee84 100644 --- a/posthog/api/test/__snapshots__/test_api_docs.ambr +++ b/posthog/api/test/__snapshots__/test_api_docs.ambr @@ -96,8 +96,8 @@ '/home/runner/work/posthog/posthog/posthog/api/survey.py: Warning [SurveyViewSet > SurveySerializer]: unable to resolve type hint for function "get_conditions". Consider using a type hint or @extend_schema_field. Defaulting to string.', '/home/runner/work/posthog/posthog/posthog/api/web_experiment.py: Warning [WebExperimentViewSet]: could not derive type of path parameter "project_id" because model "posthog.models.web_experiment.WebExperiment" contained no such field. Consider annotating parameter with @extend_schema. Defaulting to "string".', 'Warning: encountered multiple names for the same choice set (HrefMatchingEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', - 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "Kind069Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "KindCfaEnum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', + 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "Kind069Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "type". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "TypeF73Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (EffectivePrivilegeLevelEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (MembershipLevelEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', From 048883b7ef0f9e3773996cbd41dcd1685caa6290 Mon Sep 17 00:00:00 2001 From: github-actions <41898282+github-actions[bot]@users.noreply.github.com> Date: Wed, 23 Oct 2024 08:18:04 +0000 Subject: [PATCH 114/153] Update query snapshots --- posthog/api/test/__snapshots__/test_api_docs.ambr | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/posthog/api/test/__snapshots__/test_api_docs.ambr b/posthog/api/test/__snapshots__/test_api_docs.ambr index 95f34df3dee84..be2f28326c816 100644 --- a/posthog/api/test/__snapshots__/test_api_docs.ambr +++ b/posthog/api/test/__snapshots__/test_api_docs.ambr @@ -96,8 +96,8 @@ '/home/runner/work/posthog/posthog/posthog/api/survey.py: Warning [SurveyViewSet > SurveySerializer]: unable to resolve type hint for function "get_conditions". Consider using a type hint or @extend_schema_field. Defaulting to string.', '/home/runner/work/posthog/posthog/posthog/api/web_experiment.py: Warning [WebExperimentViewSet]: could not derive type of path parameter "project_id" because model "posthog.models.web_experiment.WebExperiment" contained no such field. Consider annotating parameter with @extend_schema. Defaulting to "string".', 'Warning: encountered multiple names for the same choice set (HrefMatchingEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', - 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "KindCfaEnum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "Kind069Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', + 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "KindCfaEnum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "type". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "TypeF73Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (EffectivePrivilegeLevelEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (MembershipLevelEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', From 5669bceea67c358872220cb34d1a56c330f464b8 Mon Sep 17 00:00:00 2001 From: github-actions <41898282+github-actions[bot]@users.noreply.github.com> Date: Wed, 23 Oct 2024 08:18:53 +0000 Subject: [PATCH 115/153] Update UI snapshots for `chromium` (1) --- ...er--trends-line-insight-detailed--dark.png | Bin 21701 -> 21655 bytes ...r--trends-line-insight-detailed--light.png | Bin 21385 -> 21344 bytes ...app-sidepanels--side-panel-docs--light.png | Bin 171736 -> 161756 bytes 3 files changed, 0 insertions(+), 0 deletions(-) diff --git a/frontend/__snapshots__/exporter-exporter--trends-line-insight-detailed--dark.png b/frontend/__snapshots__/exporter-exporter--trends-line-insight-detailed--dark.png index b54d4facb0bfe8353e19863b17eee837e4aab6c0..e3e93b3dd9678360493d495ab090800a9f994b6f 100644 GIT binary patch literal 21655 zcmeFZXIN9+w=Zh%fQrZ~RV*N&pdv(S1XQF;m#!c!G$BCfQ4x3*5S0=-QbMmn2q8dJ 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From aa508322c134679d231109f27f6af44ae895392a Mon Sep 17 00:00:00 2001 From: github-actions <41898282+github-actions[bot]@users.noreply.github.com> Date: Wed, 23 Oct 2024 08:48:46 +0000 Subject: [PATCH 116/153] Update query snapshots --- posthog/api/test/__snapshots__/test_api_docs.ambr | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/posthog/api/test/__snapshots__/test_api_docs.ambr b/posthog/api/test/__snapshots__/test_api_docs.ambr index be2f28326c816..95f34df3dee84 100644 --- a/posthog/api/test/__snapshots__/test_api_docs.ambr +++ b/posthog/api/test/__snapshots__/test_api_docs.ambr @@ -96,8 +96,8 @@ '/home/runner/work/posthog/posthog/posthog/api/survey.py: Warning [SurveyViewSet > SurveySerializer]: unable to resolve type hint for function "get_conditions". Consider using a type hint or @extend_schema_field. Defaulting to string.', '/home/runner/work/posthog/posthog/posthog/api/web_experiment.py: Warning [WebExperimentViewSet]: could not derive type of path parameter "project_id" because model "posthog.models.web_experiment.WebExperiment" contained no such field. Consider annotating parameter with @extend_schema. Defaulting to "string".', 'Warning: encountered multiple names for the same choice set (HrefMatchingEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', - 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "Kind069Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "KindCfaEnum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', + 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "Kind069Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "type". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "TypeF73Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (EffectivePrivilegeLevelEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (MembershipLevelEnum). This may be unwanted even though the generated schema is technically correct. 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zR@TAUSpb72Yf+&{3GZ5kvjlB%5H)8&eIX+wBRCbHRq~N^Z+AC5o{#C)t-0mXJ^e%| zlK1UdttzORlo4)Zo^FlgcUD=yT|gI*1OQ(_Ap>;SV0L5I6idhdNq7mIqgpK)W98j6 zl~`Dulgqxqt@nCXM)O=)N-7NiY-G6;hgc=IgC6Js@=u6zlQKSsyH#!6Q^WyGFQ97q(=UuXZraW4~KDM(3B7=7>+5LN07uRodW*QbDH3f~YB z#XQh&X8F;~$2iP+UgV15yg8cUv1xXknRvdArs{*ncxtZew)V5s*CKbF8=fm8D>r*H zb8-|Ah*IeNlT2LQ-i`-}5p-A5t+Rhf#!5ooFQmE1zlqncx((th*Z;*oYUuy37*Wrh zPUfpuHwC2rW>7?QQOFUC`@#7=m1;is+6Ptt<}O4ktjYJTSu7&aOPGMVR zTR(j1lTTKvAdyDtje5G?PZtz z83p#CVx@t!r@Z`pe5M$h=AwVSmk#ynRU)wOz}Uw(&Mxy~D*jC#Yxq2L|5I}LU!jEm ip0@uRzWV?0k%tU?zYr!Ue%C+D74ca9QT78p-~RzkfklD< From 8d013b86b04fb23d67cb593960ed76b168ed691d Mon Sep 17 00:00:00 2001 From: github-actions <41898282+github-actions[bot]@users.noreply.github.com> Date: Wed, 23 Oct 2024 09:14:30 +0000 Subject: [PATCH 118/153] Update query snapshots --- posthog/api/test/__snapshots__/test_api_docs.ambr | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/posthog/api/test/__snapshots__/test_api_docs.ambr b/posthog/api/test/__snapshots__/test_api_docs.ambr index 95f34df3dee84..be2f28326c816 100644 --- a/posthog/api/test/__snapshots__/test_api_docs.ambr +++ b/posthog/api/test/__snapshots__/test_api_docs.ambr @@ -96,8 +96,8 @@ '/home/runner/work/posthog/posthog/posthog/api/survey.py: Warning [SurveyViewSet > SurveySerializer]: unable to resolve type hint for function "get_conditions". Consider using a type hint or @extend_schema_field. Defaulting to string.', '/home/runner/work/posthog/posthog/posthog/api/web_experiment.py: Warning [WebExperimentViewSet]: could not derive type of path parameter "project_id" because model "posthog.models.web_experiment.WebExperiment" contained no such field. Consider annotating parameter with @extend_schema. Defaulting to "string".', 'Warning: encountered multiple names for the same choice set (HrefMatchingEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', - 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "KindCfaEnum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "Kind069Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', + 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "KindCfaEnum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "type". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "TypeF73Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (EffectivePrivilegeLevelEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (MembershipLevelEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', From c4c2bae0686c8bb5df0ada5d284695dece0b5367 Mon Sep 17 00:00:00 2001 From: Michael Matloka Date: Wed, 23 Oct 2024 20:56:19 +0200 Subject: [PATCH 119/153] Reorder node metods for readability Just moving methods around so that `run` is always the first method you read, followed by `router`, and then all the internals. No logic changes. --- ee/hogai/trends/nodes.py | 282 +++++++++++++++++++-------------------- 1 file changed, 141 insertions(+), 141 deletions(-) diff --git a/ee/hogai/trends/nodes.py b/ee/hogai/trends/nodes.py index cb7438c513526..ef0d93e806112 100644 --- a/ee/hogai/trends/nodes.py +++ b/ee/hogai/trends/nodes.py @@ -54,6 +54,79 @@ class CreateTrendsPlanNode(AssistantNode): name = AssistantNodeName.CREATE_TRENDS_PLAN + def run(self, state: AssistantState, config: RunnableConfig): + intermediate_steps = state.get("intermediate_steps") or [] + + prompt = ( + ChatPromptTemplate.from_messages( + [ + ("system", react_system_prompt), + ("user", react_definitions_prompt), + ], + template_format="mustache", + ) + + self._reconstruct_conversation(state) + + ChatPromptTemplate.from_messages( + [ + ("user", react_scratchpad_prompt), + ], + template_format="mustache", + ) + ).partial( + events=self._events_prompt, + groups=self._team_group_types, + ) + + toolkit = TrendsAgentToolkit(self._team) + output_parser = ReActJsonSingleInputOutputParser() + merger = merge_message_runs() + + agent = prompt | merger | ChatOpenAI(model="gpt-4o", temperature=0.7, streaming=True) | output_parser + + try: + result = cast( + Union[AgentAction, AgentFinish], + agent.invoke( + { + "tools": toolkit.render_text_description(), + "tool_names": ", ".join([t["name"] for t in toolkit.tools]), + "agent_scratchpad": format_log_to_str( + [(action, output) for action, output in intermediate_steps if output is not None] + ), + }, + config, + ), + ) + except OutputParserException as e: + text = str(e) + if e.send_to_llm: + observation = str(e.observation) + text = str(e.llm_output) + else: + observation = "Invalid or incomplete response. You must use the provided tools and output JSON to answer the user's question." + result = AgentAction("handle_incorrect_response", observation, text) + + if isinstance(result, AgentFinish): + # Exceptional case + return { + "plan": result.log, + "intermediate_steps": None, + } + + return { + "intermediate_steps": [*intermediate_steps, (result, None)], + } + + def router(self, state: AssistantState): + # Exceptional case. TODO: decide how to handle this. + if state.get("plan") is not None: + return AssistantNodeName.GENERATE_TRENDS + + if state.get("intermediate_steps", []): + return AssistantNodeName.CREATE_TRENDS_PLAN_TOOLS + + raise ValueError("Invalid state.") + @cached_property def _events_prompt(self) -> str: event_description_mapping = { @@ -96,16 +169,6 @@ def _team_group_types(self) -> list[str]: .values_list("group_type", flat=True) ) - def router(self, state: AssistantState): - # Exceptional case. TODO: decide how to handle this. - if state.get("plan") is not None: - return AssistantNodeName.GENERATE_TRENDS - - if state.get("intermediate_steps", []): - return AssistantNodeName.CREATE_TRENDS_PLAN_TOOLS - - raise ValueError("Invalid state.") - def _reconstruct_conversation(self, state: AssistantState) -> list[BaseMessage]: """ Reconstruct the conversation for the agent. On this step we only care about previously asked questions and generated plans. All other messages are filtered out. @@ -133,78 +196,10 @@ def _reconstruct_conversation(self, state: AssistantState) -> list[BaseMessage]: return conversation - def run(self, state: AssistantState, config: RunnableConfig): - intermediate_steps = state.get("intermediate_steps") or [] - - prompt = ( - ChatPromptTemplate.from_messages( - [ - ("system", react_system_prompt), - ("user", react_definitions_prompt), - ], - template_format="mustache", - ) - + self._reconstruct_conversation(state) - + ChatPromptTemplate.from_messages( - [ - ("user", react_scratchpad_prompt), - ], - template_format="mustache", - ) - ).partial( - events=self._events_prompt, - groups=self._team_group_types, - ) - - toolkit = TrendsAgentToolkit(self._team) - output_parser = ReActJsonSingleInputOutputParser() - merger = merge_message_runs() - - agent = prompt | merger | ChatOpenAI(model="gpt-4o", temperature=0.7, streaming=True) | output_parser - - try: - result = cast( - Union[AgentAction, AgentFinish], - agent.invoke( - { - "tools": toolkit.render_text_description(), - "tool_names": ", ".join([t["name"] for t in toolkit.tools]), - "agent_scratchpad": format_log_to_str( - [(action, output) for action, output in intermediate_steps if output is not None] - ), - }, - config, - ), - ) - except OutputParserException as e: - text = str(e) - if e.send_to_llm: - observation = str(e.observation) - text = str(e.llm_output) - else: - observation = "Invalid or incomplete response. You must use the provided tools and output JSON to answer the user's question." - result = AgentAction("handle_incorrect_response", observation, text) - - if isinstance(result, AgentFinish): - # Exceptional case - return { - "plan": result.log, - "intermediate_steps": None, - } - - return { - "intermediate_steps": [*intermediate_steps, (result, None)], - } - class CreateTrendsPlanToolsNode(AssistantNode): name = AssistantNodeName.CREATE_TRENDS_PLAN_TOOLS - def router(self, state: AssistantState): - if state.get("plan") is not None: - return AssistantNodeName.GENERATE_TRENDS - return AssistantNodeName.CREATE_TRENDS_PLAN - def run(self, state: AssistantState, config: RunnableConfig): toolkit = TrendsAgentToolkit(self._team) intermediate_steps = state.get("intermediate_steps") or [] @@ -237,10 +232,78 @@ def run(self, state: AssistantState, config: RunnableConfig): return {"intermediate_steps": [*intermediate_steps[:-1], (action, output)]} + def router(self, state: AssistantState): + if state.get("plan") is not None: + return AssistantNodeName.GENERATE_TRENDS + return AssistantNodeName.CREATE_TRENDS_PLAN + class GenerateTrendsNode(AssistantNode): name = AssistantNodeName.GENERATE_TRENDS + def run(self, state: AssistantState, config: RunnableConfig): + generated_plan = state.get("plan", "") + + llm = ChatOpenAI(model="gpt-4o", temperature=0.7, streaming=True).with_structured_output( + GenerateTrendTool().schema, + method="function_calling", + include_raw=False, + ) + + trends_generation_prompt = ChatPromptTemplate.from_messages( + [ + ("system", trends_system_prompt), + ], + template_format="mustache", + ) + self._reconstruct_conversation(state) + merger = merge_message_runs() + + chain = ( + trends_generation_prompt + | merger + | llm + # Result from structured output is a parsed dict. Convert to a string since the output parser expects it. + | RunnableLambda(lambda x: json.dumps(x)) + # Validate a string input. + | PydanticOutputParser[GenerateTrendOutputModel](pydantic_object=GenerateTrendOutputModel) + ) + + try: + message = chain.invoke({}, config) + except OutputParserException: + # if e.send_to_llm: + # observation = str(e.observation) + # else: + # observation = "Invalid or incomplete response. You must use the provided tools and output JSON to answer the user's question." + # return {"tool_argument": observation} + + return { + "messages": [ + AssistantMessage( + type="ai", + content=GenerateTrendOutputModel( + reasoning_steps=["Schema validation failed"] + ).model_dump_json(), + payload=VisualizationMessagePayload(plan=generated_plan), + ) + ] + } + + return { + "messages": [ + AssistantMessage( + type="ai", + content=cast(GenerateTrendOutputModel, message).model_dump_json(), + payload=VisualizationMessagePayload(plan=generated_plan), + ) + ] + } + + def router(self, state: AssistantState): + if state.get("tool_argument") is not None: + return AssistantNodeName.GENERATE_TRENDS_TOOLS + return AssistantNodeName.END + @cached_property def _group_mapping_prompt(self) -> str: groups = GroupTypeMapping.objects.filter(team=self._team).order_by("group_type_index") @@ -253,11 +316,6 @@ def _group_mapping_prompt(self) -> str: ) return ET.tostring(root, encoding="unicode") - def router(self, state: AssistantState): - if state.get("tool_argument") is not None: - return AssistantNodeName.GENERATE_TRENDS_TOOLS - return AssistantNodeName.END - def _reconstruct_conversation(self, state: AssistantState) -> list[BaseMessage]: """ Reconstruct the conversation for the generation. Take all previously generated questions, plans, and schemas, and return the history. @@ -328,64 +386,6 @@ def parse_output(cls, output: dict): except ValidationError: return None - def run(self, state: AssistantState, config: RunnableConfig): - generated_plan = state.get("plan", "") - - llm = ChatOpenAI(model="gpt-4o", temperature=0.7, streaming=True).with_structured_output( - GenerateTrendTool().schema, - method="function_calling", - include_raw=False, - ) - - trends_generation_prompt = ChatPromptTemplate.from_messages( - [ - ("system", trends_system_prompt), - ], - template_format="mustache", - ) + self._reconstruct_conversation(state) - merger = merge_message_runs() - - chain = ( - trends_generation_prompt - | merger - | llm - # Result from structured output is a parsed dict. Convert to a string since the output parser expects it. - | RunnableLambda(lambda x: json.dumps(x)) - # Validate a string input. - | PydanticOutputParser[GenerateTrendOutputModel](pydantic_object=GenerateTrendOutputModel) - ) - - try: - message = chain.invoke({}, config) - except OutputParserException: - # if e.send_to_llm: - # observation = str(e.observation) - # else: - # observation = "Invalid or incomplete response. You must use the provided tools and output JSON to answer the user's question." - # return {"tool_argument": observation} - - return { - "messages": [ - AssistantMessage( - type="ai", - content=GenerateTrendOutputModel( - reasoning_steps=["Schema validation failed"] - ).model_dump_json(), - payload=VisualizationMessagePayload(plan=generated_plan), - ) - ] - } - - return { - "messages": [ - AssistantMessage( - type="ai", - content=cast(GenerateTrendOutputModel, message).model_dump_json(), - payload=VisualizationMessagePayload(plan=generated_plan), - ) - ] - } - class GenerateTrendsToolsNode(AssistantNode): """ From 8d4f52e6991268ab4722aeec35ffaf79b7582ec5 Mon Sep 17 00:00:00 2001 From: Georgiy Tarasov Date: Thu, 24 Oct 2024 10:44:27 +0200 Subject: [PATCH 120/153] fix: mypy glitch --- posthog/celery.py | 6 ++---- 1 file changed, 2 insertions(+), 4 deletions(-) diff --git a/posthog/celery.py b/posthog/celery.py index d906370b64e78..f6c7aa9d14b7c 100644 --- a/posthog/celery.py +++ b/posthog/celery.py @@ -1,6 +1,5 @@ import os import time -from typing import Any, cast import structlog from celery import Celery @@ -82,13 +81,12 @@ @setup_logging.connect def receiver_setup_logging(loglevel, logfile, format, colorize, **kwargs) -> None: - import logging + from logging import config as logging_config from posthog.settings import logs # following instructions from here https://django-structlog.readthedocs.io/en/latest/celery.html - # mypy thinks that there is no `logging.config` but there is ¯\_(ツ)_/¯ - cast(Any, logging).config.dictConfig(logs.LOGGING) + logging_config.dictConfig(logs.LOGGING) @receiver(signals.bind_extra_task_metadata) From 8c73c098e5107a5126eb5e43992282762fdc244c Mon Sep 17 00:00:00 2001 From: Georgiy Tarasov Date: Thu, 24 Oct 2024 11:05:02 +0200 Subject: [PATCH 121/153] revert: mypy-baseline --- mypy-baseline.txt | 34 +++++++++++++--------------------- 1 file changed, 13 insertions(+), 21 deletions(-) diff --git a/mypy-baseline.txt b/mypy-baseline.txt index 11341d498a528..d1d7bf60c9154 100644 --- a/mypy-baseline.txt +++ b/mypy-baseline.txt @@ -228,8 +228,6 @@ posthog/hogql/transforms/in_cohort.py:0: error: List item 0 has incompatible typ posthog/hogql/transforms/in_cohort.py:0: error: List item 0 has incompatible type "SelectQueryType | None"; expected "SelectQueryType" [list-item] posthog/hogql/database/database.py:0: error: Argument "week_start_day" to "Database" has incompatible type "int | Any | None"; expected "WeekStartDay | None" [arg-type] 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 "join_table" [attr-defined] -posthog/hogql/database/database.py:0: error: "FieldOrTable" has no attribute "join_table" [attr-defined] 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/models/feature_flag/flag_matching.py:0: error: Statement is unreachable [unreachable] posthog/models/feature_flag/flag_matching.py:0: error: Value expression in dictionary comprehension has incompatible type "int"; expected type "Literal[0, 1, 2, 3, 4]" [misc] @@ -689,13 +687,7 @@ posthog/hogql/test/test_parser_python.py:0: error: Unsupported dynamic base clas posthog/hogql/test/test_parser_cpp.py:0: error: Unsupported dynamic base class "parser_test_factory" [misc] posthog/hogql/test/test_parse_string_python.py:0: error: Unsupported dynamic base class "parse_string_test_factory" [misc] posthog/hogql/test/test_parse_string_cpp.py:0: error: Unsupported dynamic base class "parse_string_test_factory" [misc] -posthog/hogql/database/test/test_view.py:0: error: "Database" has no attribute "aapl_stock_view" [attr-defined] -posthog/hogql/database/test/test_view.py:0: error: "Database" has no attribute "aapl_stock" [attr-defined] -posthog/hogql/database/test/test_view.py:0: error: "Database" has no attribute "aapl_stock_nested_view" [attr-defined] -posthog/hogql/database/test/test_view.py:0: error: "Database" has no attribute "aapl_stock_self" [attr-defined] posthog/hogql/database/test/test_view.py:0: error: Argument "dialect" to "print_ast" has incompatible type "str"; expected "Literal['hogql', 'clickhouse']" [arg-type] -posthog/hogql/database/test/test_s3_table.py:0: error: "Database" has no attribute "aapl_stock" [attr-defined] -posthog/hogql/database/test/test_s3_table.py:0: error: "Database" has no attribute "aapl_stock_2" [attr-defined] posthog/hogql/database/test/test_s3_table.py:0: error: Argument "dialect" to "print_ast" has incompatible type "str"; expected "Literal['hogql', 'clickhouse']" [arg-type] posthog/async_migrations/test/test_runner.py:0: error: Item "None" of "datetime | None" has no attribute "day" [union-attr] posthog/api/search.py:0: error: Argument "klass" to "class_queryset" has incompatible type "object"; expected "type[Model]" [arg-type] @@ -807,6 +799,7 @@ posthog/temporal/data_imports/workflow_activities/import_data.py:0: error: Argum posthog/temporal/data_imports/workflow_activities/import_data.py:0: error: Argument "source_type" to "sql_source_for_type" has incompatible type "str"; expected "Type" [arg-type] posthog/migrations/0237_remove_timezone_from_teams.py:0: error: Argument 2 to "RunPython" has incompatible type "Callable[[Migration, Any], None]"; expected "_CodeCallable | None" [arg-type] posthog/migrations/0228_fix_tile_layouts.py:0: error: Argument 2 to "RunPython" has incompatible type "Callable[[Migration, Any], None]"; expected "_CodeCallable | None" [arg-type] +posthog/api/query.py:0: error: Statement is unreachable [unreachable] posthog/api/plugin_log_entry.py:0: error: Name "timezone.datetime" is not defined [name-defined] posthog/api/plugin_log_entry.py:0: error: Module "django.utils.timezone" does not explicitly export attribute "datetime" [attr-defined] posthog/api/plugin_log_entry.py:0: error: Name "timezone.datetime" is not defined [name-defined] @@ -827,6 +820,18 @@ posthog/api/test/batch_exports/conftest.py:0: error: Argument "activities" to "T posthog/temporal/tests/data_imports/test_end_to_end.py:0: error: Unused "type: ignore" comment [unused-ignore] posthog/api/test/test_team.py:0: error: "HttpResponse" has no attribute "json" [attr-defined] posthog/api/test/test_team.py:0: error: "HttpResponse" has no attribute "json" [attr-defined] +posthog/api/test/test_capture.py:0: error: Statement is unreachable [unreachable] +posthog/api/test/test_capture.py:0: error: Incompatible return value type (got "_MonkeyPatchedWSGIResponse", expected "HttpResponse") [return-value] +posthog/api/test/test_capture.py:0: error: Module has no attribute "utc" [attr-defined] +posthog/api/test/test_capture.py:0: error: Unpacked dict entry 0 has incompatible type "Collection[str]"; expected "SupportsKeysAndGetItem[str, dict[Never, Never]]" [dict-item] +posthog/api/test/test_capture.py:0: error: Unpacked dict entry 0 has incompatible type "Collection[str]"; expected "SupportsKeysAndGetItem[str, dict[Never, Never]]" [dict-item] +posthog/api/test/test_capture.py:0: error: Unpacked dict entry 0 has incompatible type "Collection[str]"; expected "SupportsKeysAndGetItem[str, dict[Never, Never]]" [dict-item] +posthog/api/test/test_capture.py:0: error: Dict entry 0 has incompatible type "str": "float"; expected "str": "int" [dict-item] +posthog/api/test/test_capture.py:0: error: Dict entry 0 has incompatible type "str": "float"; expected "str": "int" [dict-item] +posthog/api/test/test_capture.py:0: error: Dict entry 0 has incompatible type "str": "float"; expected "str": "int" [dict-item] +posthog/api/test/test_capture.py:0: error: Dict entry 0 has incompatible type "str": "float"; expected "str": "int" [dict-item] +posthog/api/test/test_capture.py:0: error: Dict entry 0 has incompatible type "str": "float"; expected "str": "int" [dict-item] +posthog/api/test/test_capture.py:0: error: Dict entry 0 has incompatible type "str": "float"; expected "str": "int" [dict-item] posthog/test/test_middleware.py:0: error: Incompatible types in assignment (expression has type "_MonkeyPatchedWSGIResponse", variable has type "_MonkeyPatchedResponse") [assignment] posthog/management/commands/test/test_create_batch_export_from_app.py:0: error: Incompatible return value type (got "dict[str, Collection[str]]", expected "dict[str, str]") [return-value] posthog/management/commands/test/test_create_batch_export_from_app.py:0: error: Incompatible types in assignment (expression has type "dict[str, Collection[str]]", variable has type "dict[str, str]") [assignment] @@ -869,16 +874,3 @@ posthog/api/test/batch_exports/test_update.py:0: error: Value of type "BatchExpo posthog/api/test/batch_exports/test_update.py:0: error: Value of type "BatchExport" is not indexable [index] posthog/api/test/batch_exports/test_update.py:0: error: Value of type "BatchExport" is not indexable [index] posthog/api/test/batch_exports/test_pause.py:0: error: "batch_export_delete_schedule" does not return a value (it only ever returns None) [func-returns-value] -posthog/api/query.py:0: error: Statement is unreachable [unreachable] -posthog/api/test/test_capture.py:0: error: Statement is unreachable [unreachable] -posthog/api/test/test_capture.py:0: error: Incompatible return value type (got "_MonkeyPatchedWSGIResponse", expected "HttpResponse") [return-value] -posthog/api/test/test_capture.py:0: error: Module has no attribute "utc" [attr-defined] -posthog/api/test/test_capture.py:0: error: Unpacked dict entry 0 has incompatible type "Collection[str]"; expected "SupportsKeysAndGetItem[str, dict[Never, Never]]" [dict-item] -posthog/api/test/test_capture.py:0: error: Unpacked dict entry 0 has incompatible type "Collection[str]"; expected "SupportsKeysAndGetItem[str, dict[Never, Never]]" [dict-item] -posthog/api/test/test_capture.py:0: error: Unpacked dict entry 0 has incompatible type "Collection[str]"; expected "SupportsKeysAndGetItem[str, dict[Never, Never]]" [dict-item] -posthog/api/test/test_capture.py:0: error: Dict entry 0 has incompatible type "str": "float"; expected "str": "int" [dict-item] -posthog/api/test/test_capture.py:0: error: Dict entry 0 has incompatible type "str": "float"; expected "str": "int" [dict-item] -posthog/api/test/test_capture.py:0: error: Dict entry 0 has incompatible type "str": "float"; expected "str": "int" [dict-item] -posthog/api/test/test_capture.py:0: error: Dict entry 0 has incompatible type "str": "float"; expected "str": "int" [dict-item] -posthog/api/test/test_capture.py:0: error: Dict entry 0 has incompatible type "str": "float"; expected "str": "int" [dict-item] -posthog/api/test/test_capture.py:0: error: Dict entry 0 has incompatible type "str": "float"; expected "str": "int" [dict-item] From 7a1f0a103faecd6c5ffec608c21e3fac0a865591 Mon Sep 17 00:00:00 2001 From: Georgiy Tarasov Date: Thu, 24 Oct 2024 11:26:29 +0200 Subject: [PATCH 122/153] fix: mypy errors after dependencies upgrade --- posthog/hogql/database/database.py | 42 +++++++++---------- posthog/hogql/database/test/test_s3_table.py | 9 ++-- posthog/hogql/database/test/test_view.py | 22 +++++----- .../insights/trends/trends_query_runner.py | 2 +- 4 files changed, 39 insertions(+), 36 deletions(-) diff --git a/posthog/hogql/database/database.py b/posthog/hogql/database/database.py index e1e3fd26f8203..5f5bb9c1a8bbb 100644 --- a/posthog/hogql/database/database.py +++ b/posthog/hogql/database/database.py @@ -1,32 +1,32 @@ import dataclasses from collections.abc import Callable -from typing import TYPE_CHECKING, Any, ClassVar, Literal, Optional, TypeAlias, cast, Union +from typing import TYPE_CHECKING, Any, ClassVar, Literal, Optional, TypeAlias, Union, cast from zoneinfo import ZoneInfo, ZoneInfoNotFoundError from django.db.models import Q -from pydantic import ConfigDict, BaseModel +from pydantic import BaseModel, ConfigDict from sentry_sdk import capture_exception from posthog.hogql import ast from posthog.hogql.context import HogQLContext from posthog.hogql.database.models import ( + BooleanDatabaseField, + DatabaseField, + DateDatabaseField, + DateTimeDatabaseField, + ExpressionField, FieldOrTable, FieldTraverser, + FloatDatabaseField, + FunctionCallTable, + IntegerDatabaseField, + LazyJoin, SavedQuery, + StringArrayDatabaseField, StringDatabaseField, - DatabaseField, - IntegerDatabaseField, - DateTimeDatabaseField, - BooleanDatabaseField, StringJSONDatabaseField, - StringArrayDatabaseField, - LazyJoin, - VirtualTable, Table, - DateDatabaseField, - FloatDatabaseField, - FunctionCallTable, - ExpressionField, + VirtualTable, ) from posthog.hogql.database.schema.channel_type import create_initial_channel_type, create_initial_domain_type from posthog.hogql.database.schema.cohort_people import CohortPeople, RawCohortPeople @@ -34,9 +34,9 @@ from posthog.hogql.database.schema.groups import GroupsTable, RawGroupsTable from posthog.hogql.database.schema.heatmaps import HeatmapsTable from posthog.hogql.database.schema.log_entries import ( + BatchExportLogEntriesTable, LogEntriesTable, ReplayConsoleLogsLogEntriesTable, - BatchExportLogEntriesTable, ) from posthog.hogql.database.schema.numbers import NumbersTable from posthog.hogql.database.schema.person_distinct_id_overrides import ( @@ -60,8 +60,8 @@ ) from posthog.hogql.database.schema.sessions_v1 import RawSessionsTableV1, SessionsTableV1 from posthog.hogql.database.schema.sessions_v2 import ( - SessionsTableV2, RawSessionsTableV2, + SessionsTableV2, join_events_table_to_sessions_table_v2, ) from posthog.hogql.database.schema.static_cohort_people import StaticCohortPeople @@ -213,13 +213,13 @@ def _use_person_id_from_person_overrides(database: Database) -> None: def create_hogql_database( team_id: int, modifiers: Optional[HogQLQueryModifiers] = None, team_arg: Optional["Team"] = None ) -> Database: - from posthog.models import Team from posthog.hogql.database.s3_table import S3Table from posthog.hogql.query import create_default_modifiers_for_team + from posthog.models import Team from posthog.warehouse.models import ( - DataWarehouseTable, - DataWarehouseSavedQuery, DataWarehouseJoin, + DataWarehouseSavedQuery, + DataWarehouseTable, ) team = team_arg or Team.objects.get(pk=team_id) @@ -238,7 +238,7 @@ def create_hogql_database( elif modifiers.personsOnEventsMode == PersonsOnEventsMode.PERSON_ID_OVERRIDE_PROPERTIES_ON_EVENTS: _use_person_id_from_person_overrides(database) _use_person_properties_from_events(database) - database.events.fields["poe"].fields["id"] = database.events.fields["person_id"] + cast(VirtualTable, database.events.fields["poe"]).fields["id"] = database.events.fields["person_id"] elif modifiers.personsOnEventsMode == PersonsOnEventsMode.PERSON_ID_OVERRIDE_PROPERTIES_JOINED: _use_person_id_from_person_overrides(database) @@ -268,14 +268,14 @@ def create_hogql_database( join_table=sessions, join_function=join_replay_table_to_sessions_table_v2, ) - replay_events.fields["events"].join_table = events + cast(LazyJoin, replay_events.fields["events"]).join_table = events raw_replay_events = database.raw_session_replay_events raw_replay_events.fields["session"] = LazyJoin( from_field=["session_id"], join_table=sessions, join_function=join_replay_table_to_sessions_table_v2, ) - raw_replay_events.fields["events"].join_table = events + cast(LazyJoin, raw_replay_events.fields["events"]).join_table = events database.persons.fields["$virt_initial_referring_domain_type"] = create_initial_domain_type( "$virt_initial_referring_domain_type" diff --git a/posthog/hogql/database/test/test_s3_table.py b/posthog/hogql/database/test/test_s3_table.py index 7211f75a5f84c..7bc2f18506b99 100644 --- a/posthog/hogql/database/test/test_s3_table.py +++ b/posthog/hogql/database/test/test_s3_table.py @@ -2,20 +2,21 @@ from posthog.hogql.context import HogQLContext from posthog.hogql.database.database import create_hogql_database from posthog.hogql.database.s3_table import build_function_call +from posthog.hogql.database.test.tables import create_aapl_stock_s3_table +from posthog.hogql.errors import ExposedHogQLError from posthog.hogql.parser import parse_select from posthog.hogql.printer import print_ast from posthog.hogql.query import create_default_modifiers_for_team from posthog.test.base import BaseTest -from posthog.hogql.database.test.tables import create_aapl_stock_s3_table -from posthog.hogql.errors import ExposedHogQLError from posthog.warehouse.models.table import DataWarehouseTable class TestS3Table(BaseTest): def _init_database(self): self.database = create_hogql_database(self.team.pk) - self.database.aapl_stock = create_aapl_stock_s3_table() - self.database.aapl_stock_2 = create_aapl_stock_s3_table(name="aapl_stock_2") + self.database.add_warehouse_tables( + aapl_stock=create_aapl_stock_s3_table(), aapl_stock_2=create_aapl_stock_s3_table(name="aapl_stock_2") + ) self.context = HogQLContext( team_id=self.team.pk, enable_select_queries=True, diff --git a/posthog/hogql/database/test/test_view.py b/posthog/hogql/database/test/test_view.py index 747e80cc4e65f..26d0e6382bf7f 100644 --- a/posthog/hogql/database/test/test_view.py +++ b/posthog/hogql/database/test/test_view.py @@ -1,15 +1,15 @@ from posthog.hogql.context import HogQLContext from posthog.hogql.database.database import create_hogql_database -from posthog.hogql.parser import parse_select -from posthog.hogql.printer import print_ast -from posthog.hogql.query import create_default_modifiers_for_team -from posthog.test.base import BaseTest from posthog.hogql.database.test.tables import ( - create_aapl_stock_table_view, create_aapl_stock_s3_table, - create_nested_aapl_stock_view, create_aapl_stock_table_self_referencing, + create_aapl_stock_table_view, + create_nested_aapl_stock_view, ) +from posthog.hogql.parser import parse_select +from posthog.hogql.printer import print_ast +from posthog.hogql.query import create_default_modifiers_for_team +from posthog.test.base import BaseTest class TestView(BaseTest): @@ -17,10 +17,12 @@ class TestView(BaseTest): def _init_database(self): self.database = create_hogql_database(self.team.pk) - self.database.aapl_stock_view = create_aapl_stock_table_view() - self.database.aapl_stock = create_aapl_stock_s3_table() - self.database.aapl_stock_nested_view = create_nested_aapl_stock_view() - self.database.aapl_stock_self = create_aapl_stock_table_self_referencing() + self.database.add_views( + aapl_stock_view=create_aapl_stock_table_view(), aapl_stock_nested_view=create_nested_aapl_stock_view() + ) + self.database.add_warehouse_tables( + aapl_stock=create_aapl_stock_s3_table(), aapl_stock_self=create_aapl_stock_table_self_referencing() + ) self.context = HogQLContext( team_id=self.team.pk, enable_select_queries=True, diff --git a/posthog/hogql_queries/insights/trends/trends_query_runner.py b/posthog/hogql_queries/insights/trends/trends_query_runner.py index e6675a261553e..44cbf4cd5da0c 100644 --- a/posthog/hogql_queries/insights/trends/trends_query_runner.py +++ b/posthog/hogql_queries/insights/trends/trends_query_runner.py @@ -1073,7 +1073,7 @@ def _get_breakdown_items( return res_breakdown - def _is_other_breakdown(self, breakdown: BreakdownItem | list[BreakdownItem]) -> bool: + def _is_other_breakdown(self, breakdown: str | list[str]) -> bool: return ( breakdown == BREAKDOWN_OTHER_STRING_LABEL or isinstance(breakdown, list) From deb95c5249de27604ea51479dd16136f8c502a8b Mon Sep 17 00:00:00 2001 From: Georgiy Tarasov Date: Thu, 24 Oct 2024 11:35:56 +0200 Subject: [PATCH 123/153] fix: remove bunch of todos --- ee/hogai/trends/nodes.py | 7 ------- ee/hogai/trends/toolkit.py | 10 +--------- 2 files changed, 1 insertion(+), 16 deletions(-) diff --git a/ee/hogai/trends/nodes.py b/ee/hogai/trends/nodes.py index ef0d93e806112..78e3776c18a01 100644 --- a/ee/hogai/trends/nodes.py +++ b/ee/hogai/trends/nodes.py @@ -118,7 +118,6 @@ def run(self, state: AssistantState, config: RunnableConfig): } def router(self, state: AssistantState): - # Exceptional case. TODO: decide how to handle this. if state.get("plan") is not None: return AssistantNodeName.GENERATE_TRENDS @@ -271,12 +270,6 @@ def run(self, state: AssistantState, config: RunnableConfig): try: message = chain.invoke({}, config) except OutputParserException: - # if e.send_to_llm: - # observation = str(e.observation) - # else: - # observation = "Invalid or incomplete response. You must use the provided tools and output JSON to answer the user's question." - # return {"tool_argument": observation} - return { "messages": [ AssistantMessage( diff --git a/ee/hogai/trends/toolkit.py b/ee/hogai/trends/toolkit.py index 8cd2084e88fd8..23421847e1085 100644 --- a/ee/hogai/trends/toolkit.py +++ b/ee/hogai/trends/toolkit.py @@ -92,7 +92,6 @@ def _entity_names(self) -> list[str]: entities = [ "person", "session", - # "cohort", # not supported yet *[group.group_type for group in self.groups], ] return entities @@ -103,12 +102,10 @@ def tools(self) -> list[ToolkitTool]: Our ReAct agent doesn't use function calling. Instead, it uses tools in natural language to decide next steps. The agent expects the following format: ``` - retrieve_entity_properties_tool(entity: "Literal['person', 'session', 'cohort', 'organization', 'instance', 'project']") - description. + retrieve_entity_properties_tool(entity: "Literal['person', 'session', 'organization', 'instance', 'project']") - description. ``` Events and other entities are intentionally separated for properties retrieval. Potentially, there can be different functions for each entity type. - - TODO: refactor to langchain's tools. """ stringified_entities = ", ".join([f"'{entity}'" for entity in self._entity_names]) @@ -357,7 +354,6 @@ def retrieve_event_property_values(self, event_name: str, property_name: str) -> runner = EventTaxonomyQueryRunner(EventTaxonomyQuery(event=event_name), self._team) response = runner.run(ExecutionMode.RECENT_CACHE_CALCULATE_BLOCKING_IF_STALE) - # TODO: incorrect response handling. Should it be retried? if not isinstance(response, CachedEventTaxonomyQueryResponse): return f"The event {event_name} does not exist in the taxonomy." @@ -382,7 +378,6 @@ def _retrieve_session_properties(self, property_name: str) -> str: return f"The property {property_name} does not exist in the taxonomy." if property_name == "$channel_type": - # Not ideal. TODO: replace later. sample_values = POSSIBLE_CHANNEL_TYPES.copy() sample_count = len(sample_values) is_str = True @@ -434,7 +429,6 @@ def retrieve_entity_property_values(self, entity: str, property_name: str) -> st ExecutionMode.RECENT_CACHE_CALCULATE_BLOCKING_IF_STALE ) - # TODO: incorrect response handling. Should it be retried? if not isinstance(response, CachedActorsPropertyTaxonomyQueryResponse): return f"The entity {entity} does not exist in the taxonomy." @@ -481,8 +475,6 @@ def _flatten_schema(self): "PersonPropertyFilter", "SessionPropertyFilter", "FeaturePropertyFilter", - # TODO: remove cohorts for now - "CohortPropertyFilter", ) # Clean up the property filters From edba4283df5e48d58229868485c419f090623ac5 Mon Sep 17 00:00:00 2001 From: Georgiy Tarasov Date: Thu, 24 Oct 2024 11:36:52 +0200 Subject: [PATCH 124/153] fix: remove cohorts completely --- ee/hogai/trends/prompts.py | 6 ++---- frontend/src/queries/schema.json | 3 --- frontend/src/queries/schema.ts | 9 --------- posthog/schema.py | 5 ----- 4 files changed, 2 insertions(+), 21 deletions(-) diff --git a/ee/hogai/trends/prompts.py b/ee/hogai/trends/prompts.py index a6292f38ccb09..c53ae5d3453a5 100644 --- a/ee/hogai/trends/prompts.py +++ b/ee/hogai/trends/prompts.py @@ -103,7 +103,7 @@ ## Property Filters -**Look for property filters** that the user wants to apply. These can include filtering by person's geography, event's browser, specific cohort, session duration, or any custom properties. Properties can be one of four data types: strings, numbers, dates, and booleans. +**Look for property filters** that the user wants to apply. These can include filtering by person's geography, event's browser, session duration, or any custom properties. Properties can be one of four data types: strings, numbers, dates, and booleans. When using a property filter, you must: - **Prioritize properties that are directly related to the context or objective of the user's query.** Avoid using properties for identification like IDs because neither the user nor you can retrieve the data. Instead, prioritize filtering based on general properties like `paidCustomer` or `icp_score`. You don't need to find properties for a time frame. @@ -149,7 +149,7 @@ ## Breakdown Series by Properties -Optionally, you can breakdown all series by multiple properties. Users can use breakdowns to split up trends insights by the values of a specific property, such as by `$current_url`, `$geoip_country`, `email`, company's name like `company name` or a cohort of users. +Optionally, you can breakdown all series by multiple properties. Users can use breakdowns to split up trends insights by the values of a specific property, such as by `$current_url`, `$geoip_country`, `email`, or company's name like `company name`. When using breakdowns, you must: - **Identify the property group** and name for each breakdown. @@ -214,8 +214,6 @@ The user might want to get insights for groups. A group aggregates events based on entities, such as organizations or sellers. The user might provide a list of group names and their numeric indexes. Instead of a group's name, always use its numeric index. -Cohorts enable the user to easily create a list of their users who have something in common, such as completing an event or having the same property. The user might want to use cohorts for filtering events. Instead of a cohort's name, always use its ID. - You can determine if a feature flag is enabled by checking if it's set to true or 1 in the `$feature/...` property. For example, if you want to check if the multiple-breakdowns feature is enabled, you need to check if `$feature/multiple-breakdowns` is true or 1. Learn on these examples: diff --git a/frontend/src/queries/schema.json b/frontend/src/queries/schema.json index 31966e33503a9..faa4110a29675 100644 --- a/frontend/src/queries/schema.json +++ b/frontend/src/queries/schema.json @@ -124,9 +124,6 @@ { "$ref": "#/definitions/SessionPropertyFilter" }, - { - "$ref": "#/definitions/CohortPropertyFilter" - }, { "$ref": "#/definitions/GroupPropertyFilter" }, diff --git a/frontend/src/queries/schema.ts b/frontend/src/queries/schema.ts index 8239228da906b..80fd6d2ee315a 100644 --- a/frontend/src/queries/schema.ts +++ b/frontend/src/queries/schema.ts @@ -9,7 +9,6 @@ import { BreakdownType, ChartDisplayCategory, ChartDisplayType, - CohortPropertyFilter, CountPerActorMathType, DurationType, EventPropertyFilter, @@ -898,15 +897,7 @@ export interface TrendsQuery extends InsightsQueryBase { export type AIPropertyFilter = | EventPropertyFilter | PersonPropertyFilter - // | ElementPropertyFilter | SessionPropertyFilter - | CohortPropertyFilter - // | RecordingPropertyFilter - // | LogEntryPropertyFilter - // | HogQLPropertyFilter - // | EmptyPropertyFilter - // | DataWarehousePropertyFilter - // | DataWarehousePersonPropertyFilter | GroupPropertyFilter | FeaturePropertyFilter diff --git a/posthog/schema.py b/posthog/schema.py index c1d0f49e6dc8d..ea6a8dfeeaf54 100644 --- a/posthog/schema.py +++ b/posthog/schema.py @@ -4999,7 +4999,6 @@ class AIActionsNode(BaseModel): EventPropertyFilter, PersonPropertyFilter, SessionPropertyFilter, - CohortPropertyFilter, GroupPropertyFilter, FeaturePropertyFilter, ] @@ -5027,7 +5026,6 @@ class AIActionsNode(BaseModel): EventPropertyFilter, PersonPropertyFilter, SessionPropertyFilter, - CohortPropertyFilter, GroupPropertyFilter, FeaturePropertyFilter, ] @@ -5048,7 +5046,6 @@ class AIEventsNode(BaseModel): EventPropertyFilter, PersonPropertyFilter, SessionPropertyFilter, - CohortPropertyFilter, GroupPropertyFilter, FeaturePropertyFilter, ] @@ -5076,7 +5073,6 @@ class AIEventsNode(BaseModel): EventPropertyFilter, PersonPropertyFilter, SessionPropertyFilter, - CohortPropertyFilter, GroupPropertyFilter, FeaturePropertyFilter, ] @@ -5208,7 +5204,6 @@ class ExperimentalAITrendsQuery(BaseModel): EventPropertyFilter, PersonPropertyFilter, SessionPropertyFilter, - CohortPropertyFilter, GroupPropertyFilter, FeaturePropertyFilter, ] From a8b4e843fee8d3d872a1efeeb7563457e3a8e92f Mon Sep 17 00:00:00 2001 From: Georgiy Tarasov Date: Thu, 24 Oct 2024 16:07:41 +0200 Subject: [PATCH 125/153] test: test flow --- ee/hogai/test/__init__.py | 0 ee/hogai/test/test_assistant.py | 47 +++++++++++++++++++++++++++++++++ ee/hogai/trends/nodes.py | 22 +++++++++------ 3 files changed, 61 insertions(+), 8 deletions(-) create mode 100644 ee/hogai/test/__init__.py create mode 100644 ee/hogai/test/test_assistant.py diff --git a/ee/hogai/test/__init__.py b/ee/hogai/test/__init__.py new file mode 100644 index 0000000000000..e69de29bb2d1d diff --git a/ee/hogai/test/test_assistant.py b/ee/hogai/test/test_assistant.py new file mode 100644 index 0000000000000..63fa82ab2c2e9 --- /dev/null +++ b/ee/hogai/test/test_assistant.py @@ -0,0 +1,47 @@ +import json +from unittest.mock import patch + +from django.test import override_settings +from langchain_core.runnables import RunnableLambda + +from ee.hogai.assistant import Assistant +from ee.hogai.trends.utils import GenerateTrendOutputModel +from ee.hogai.utils import AssistantMessage as AssistantMessageSchema +from posthog.schema import AssistantMessage, VisualizationMessagePayload +from posthog.test.base import ( + NonAtomicBaseTest, +) + + +@override_settings(IN_UNIT_TESTING=True) +class TestAssistant(NonAtomicBaseTest): + def test_assistant(self): + mocked_planner_response = """ + Action: + ``` + {"action": "final_answer", "action_input": "Plan"} + ``` + """ + generator_response = GenerateTrendOutputModel(reasoning_steps=[], answer=None) + with ( + patch( + "ee.hogai.trends.nodes.CreateTrendsPlanNode._model", + return_value=RunnableLambda(lambda _: mocked_planner_response), + ) as planner_model_mock, + patch( + "ee.hogai.trends.nodes.GenerateTrendsNode._model", + return_value=RunnableLambda(lambda _: generator_response.model_dump()), + ) as generator_model_mock, + ): + assistant = Assistant(self.team) + generator = assistant.stream(messages=[AssistantMessageSchema(content="Launch the chain.", type="human")]) + self.assertEqual( + json.loads(next(generator)), + AssistantMessage( + content=generator_response.model_dump_json(), + type="ai", + payload=VisualizationMessagePayload(plan="Plan"), + ).model_dump(), + ) + self.assertEqual(planner_model_mock.call_count, 1) + self.assertEqual(generator_model_mock.call_count, 1) diff --git a/ee/hogai/trends/nodes.py b/ee/hogai/trends/nodes.py index 78e3776c18a01..6c965fd82d3d3 100644 --- a/ee/hogai/trends/nodes.py +++ b/ee/hogai/trends/nodes.py @@ -81,7 +81,7 @@ def run(self, state: AssistantState, config: RunnableConfig): output_parser = ReActJsonSingleInputOutputParser() merger = merge_message_runs() - agent = prompt | merger | ChatOpenAI(model="gpt-4o", temperature=0.7, streaming=True) | output_parser + agent = prompt | merger | self._model | output_parser try: result = cast( @@ -126,6 +126,10 @@ def router(self, state: AssistantState): raise ValueError("Invalid state.") + @property + def _model(self) -> ChatOpenAI: + return ChatOpenAI(model="gpt-4o", temperature=0.7, streaming=True) + @cached_property def _events_prompt(self) -> str: event_description_mapping = { @@ -243,12 +247,6 @@ class GenerateTrendsNode(AssistantNode): def run(self, state: AssistantState, config: RunnableConfig): generated_plan = state.get("plan", "") - llm = ChatOpenAI(model="gpt-4o", temperature=0.7, streaming=True).with_structured_output( - GenerateTrendTool().schema, - method="function_calling", - include_raw=False, - ) - trends_generation_prompt = ChatPromptTemplate.from_messages( [ ("system", trends_system_prompt), @@ -260,7 +258,7 @@ def run(self, state: AssistantState, config: RunnableConfig): chain = ( trends_generation_prompt | merger - | llm + | self._model # Result from structured output is a parsed dict. Convert to a string since the output parser expects it. | RunnableLambda(lambda x: json.dumps(x)) # Validate a string input. @@ -297,6 +295,14 @@ def router(self, state: AssistantState): return AssistantNodeName.GENERATE_TRENDS_TOOLS return AssistantNodeName.END + @property + def _model(self): + return ChatOpenAI(model="gpt-4o", temperature=0.7, streaming=True).with_structured_output( + GenerateTrendTool().schema, + method="function_calling", + include_raw=False, + ) + @cached_property def _group_mapping_prompt(self) -> str: groups = GroupTypeMapping.objects.filter(team=self._team).order_by("group_type_index") From deaa5e847cdf22240297aadf278b7077d276613d Mon Sep 17 00:00:00 2001 From: Georgiy Tarasov Date: Thu, 24 Oct 2024 16:11:55 +0200 Subject: [PATCH 126/153] chore: mypy baseline --- mypy-baseline.txt | 119 +++++++++++++++++++++++----------------------- 1 file changed, 59 insertions(+), 60 deletions(-) diff --git a/mypy-baseline.txt b/mypy-baseline.txt index d1d7bf60c9154..6f5de8a4ccf38 100644 --- a/mypy-baseline.txt +++ b/mypy-baseline.txt @@ -73,10 +73,10 @@ posthog/models/subscription.py:0: error: Argument 2 to "SubscriptionResourceInfo posthog/models/exported_asset.py:0: error: Value of type variable "_StrOrPromiseT" of "slugify" cannot be "str | None" [type-var] posthog/models/action/action.py:0: error: Need type annotation for "events" [var-annotated] posthog/models/action/action.py:0: error: Argument 1 to "len" has incompatible type "str | None"; expected "Sized" [arg-type] -posthog/hogql/ast.py:0: error: Incompatible return value type (got "bool | None", expected "bool") [return-value] posthog/hogql/database/schema/numbers.py:0: error: Incompatible types in assignment (expression has type "dict[str, IntegerDatabaseField]", variable has type "dict[str, FieldOrTable]") [assignment] posthog/hogql/database/schema/numbers.py:0: note: "Dict" is invariant -- see https://mypy.readthedocs.io/en/stable/common_issues.html#variance posthog/hogql/database/schema/numbers.py:0: note: Consider using "Mapping" instead, which is covariant in the value type +posthog/hogql/ast.py:0: error: Incompatible return value type (got "bool | None", expected "bool") [return-value] ee/models/license.py:0: error: Incompatible return value type (got "_T", expected "License | None") [return-value] ee/models/license.py:0: error: Cannot use a covariant type variable as a parameter [misc] ee/models/license.py:0: error: "_T" has no attribute "plan" [attr-defined] @@ -126,10 +126,10 @@ posthog/models/user.py:0: error: "User" has no attribute "social_auth" [attr-de posthog/models/plugin.py:0: error: Argument 1 to "extract_plugin_code" has incompatible type "bytes | memoryview | None"; expected "bytes" [arg-type] posthog/models/plugin.py:0: error: Name "timezone.datetime" is not defined [name-defined] posthog/models/plugin.py:0: error: Name "timezone.datetime" is not defined [name-defined] -posthog/models/organization_invite.py:0: error: Argument "level" to "join" of "User" has incompatible type "int"; expected "Level" [arg-type] posthog/models/person/person.py:0: error: "_T" has no attribute "_add_distinct_ids" [attr-defined] posthog/models/person/person.py:0: error: Argument "version" to "create_person" has incompatible type "int | None"; expected "int" [arg-type] posthog/models/person/person.py:0: error: Incompatible types in assignment (expression has type "list[Never]", variable has type "QuerySet[PersonDistinctId, str]") [assignment] +posthog/models/organization_invite.py:0: error: Argument "level" to "join" of "User" has incompatible type "int"; expected "Level" [arg-type] posthog/hogql_queries/legacy_compatibility/filter_to_query.py:0: error: Dict entry 4 has incompatible type "str": "Literal[0, 1, 2, 3, 4] | None"; expected "str": "str | None" [dict-item] posthog/hogql_queries/legacy_compatibility/filter_to_query.py:0: error: Item "None" of "Any | None" has no attribute "__iter__" (not iterable) [union-attr] posthog/hogql_queries/legacy_compatibility/filter_to_query.py:0: error: Argument 1 to "float" has incompatible type "Any | None"; expected "str | Buffer | SupportsFloat | SupportsIndex" [arg-type] @@ -227,7 +227,6 @@ posthog/hogql/transforms/in_cohort.py:0: error: Item "Expr" of "Expr | Any" has posthog/hogql/transforms/in_cohort.py:0: error: List item 0 has incompatible type "SelectQueryType | None"; expected "SelectQueryType" [list-item] posthog/hogql/transforms/in_cohort.py:0: error: List item 0 has incompatible type "SelectQueryType | None"; expected "SelectQueryType" [list-item] posthog/hogql/database/database.py:0: error: Argument "week_start_day" to "Database" has incompatible type "int | Any | None"; expected "WeekStartDay | None" [arg-type] -posthog/hogql/database/database.py:0: error: "FieldOrTable" has no attribute "fields" [attr-defined] 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/models/feature_flag/flag_matching.py:0: error: Statement is unreachable [unreachable] posthog/models/feature_flag/flag_matching.py:0: error: Value expression in dictionary comprehension has incompatible type "int"; expected type "Literal[0, 1, 2, 3, 4]" [misc] @@ -256,7 +255,13 @@ posthog/hogql/printer.py:0: error: Argument 1 to "_print_identifier" of "_Printe posthog/user_permissions.py:0: error: Incompatible return value type (got "int", expected "Level | None") [return-value] posthog/user_permissions.py:0: error: Incompatible return value type (got "int", expected "Level | None") [return-value] posthog/user_permissions.py:0: error: Incompatible return value type (got "int", expected "RestrictionLevel") [return-value] +posthog/tasks/update_survey_iteration.py:0: error: Incompatible types in assignment (expression has type "ForeignKey[Any, _ST] | Any", variable has type "FeatureFlag | Combinable | None") [assignment] +posthog/tasks/update_survey_iteration.py:0: error: Item "None" of "FeatureFlag | None" has no attribute "filters" [union-attr] +posthog/tasks/update_survey_iteration.py:0: error: Item "None" of "FeatureFlag | None" has no attribute "filters" [union-attr] +posthog/tasks/update_survey_iteration.py:0: error: Item "None" of "FeatureFlag | None" has no attribute "save" [union-attr] posthog/permissions.py:0: error: Argument 2 to "feature_enabled" has incompatible type "str | None"; expected "str" [arg-type] +posthog/models/event/util.py:0: error: Incompatible types in assignment (expression has type "str", variable has type "datetime") [assignment] +posthog/models/event/util.py:0: error: Module has no attribute "utc" [attr-defined] posthog/event_usage.py:0: error: Argument 1 to "capture" has incompatible type "str | None"; expected "str" [arg-type] posthog/event_usage.py:0: error: Argument 1 to "capture" has incompatible type "str | None"; expected "str" [arg-type] posthog/event_usage.py:0: error: Argument 1 to "alias" has incompatible type "str | None"; expected "str" [arg-type] @@ -269,12 +274,6 @@ posthog/event_usage.py:0: error: Argument 1 to "capture" has incompatible type " posthog/event_usage.py:0: error: Argument 1 to "capture" has incompatible type "str | None"; expected "str" [arg-type] posthog/event_usage.py:0: error: Argument 1 to "capture" has incompatible type "str | None"; expected "str" [arg-type] posthog/event_usage.py:0: error: Argument 1 to "capture" has incompatible type "str | None"; expected "str" [arg-type] -posthog/tasks/update_survey_iteration.py:0: error: Incompatible types in assignment (expression has type "ForeignKey[Any, _ST] | Any", variable has type "FeatureFlag | Combinable | None") [assignment] -posthog/tasks/update_survey_iteration.py:0: error: Item "None" of "FeatureFlag | None" has no attribute "filters" [union-attr] -posthog/tasks/update_survey_iteration.py:0: error: Item "None" of "FeatureFlag | None" has no attribute "filters" [union-attr] -posthog/tasks/update_survey_iteration.py:0: error: Item "None" of "FeatureFlag | None" has no attribute "save" [union-attr] -posthog/models/event/util.py:0: error: Incompatible types in assignment (expression has type "str", variable has type "datetime") [assignment] -posthog/models/event/util.py:0: error: Module has no attribute "utc" [attr-defined] posthog/demo/matrix/taxonomy_inference.py:0: error: Name "timezone.datetime" is not defined [name-defined] posthog/demo/matrix/matrix.py:0: error: Name "timezone.datetime" is not defined [name-defined] posthog/demo/matrix/matrix.py:0: error: Name "timezone.datetime" is not defined [name-defined] @@ -381,6 +380,8 @@ posthog/api/feature_flag.py:0: error: Incompatible type for lookup 'pk': (got "s posthog/api/feature_flag.py:0: error: Argument 2 to "get_all_feature_flags" has incompatible type "str | None"; expected "str" [arg-type] posthog/hogql_queries/web_analytics/web_analytics_query_runner.py:0: error: Module "django.utils.timezone" does not explicitly export attribute "datetime" [attr-defined] posthog/hogql_queries/web_analytics/web_analytics_query_runner.py:0: error: Argument 1 to "append" of "list" has incompatible type "EventPropertyFilter"; expected "Expr" [arg-type] +posthog/hogql_queries/insights/trends/trends_query_runner.py:0: error: Module "django.utils.timezone" does not explicitly export attribute "datetime" [attr-defined] +posthog/hogql_queries/insights/trends/trends_query_runner.py:0: error: Statement is unreachable [unreachable] posthog/hogql_queries/insights/stickiness_query_runner.py:0: error: Module "django.utils.timezone" does not explicitly export attribute "datetime" [attr-defined] posthog/hogql_queries/insights/retention_query_runner.py:0: error: Item "None" of "JoinExpr | None" has no attribute "sample" [union-attr] posthog/hogql_queries/insights/retention_query_runner.py:0: error: Unsupported operand types for - ("int" and "None") [operator] @@ -395,8 +396,6 @@ posthog/hogql_queries/insights/lifecycle_query_runner.py:0: note: "List" is inva posthog/hogql_queries/insights/lifecycle_query_runner.py:0: note: Consider using "Sequence" instead, which is covariant posthog/hogql_queries/insights/lifecycle_query_runner.py:0: error: Item "SelectUnionQuery" of "SelectQuery | SelectUnionQuery" has no attribute "select_from" [union-attr] posthog/hogql_queries/insights/lifecycle_query_runner.py:0: error: Item "None" of "JoinExpr | Any | None" has no attribute "sample" [union-attr] -posthog/hogql_queries/insights/trends/trends_query_runner.py:0: error: Module "django.utils.timezone" does not explicitly export attribute "datetime" [attr-defined] -posthog/hogql_queries/insights/trends/trends_query_runner.py:0: error: Statement is unreachable [unreachable] posthog/hogql_queries/insights/funnels/funnels_query_runner.py:0: error: Module "django.utils.timezone" does not explicitly export attribute "datetime" [attr-defined] posthog/api/survey.py:0: error: Incompatible types in assignment (expression has type "Any | Sequence[Any] | None", variable has type "Survey | None") [assignment] posthog/api/survey.py:0: error: Item "list[_ErrorFullDetails]" of "_FullDetailDict | list[_ErrorFullDetails] | dict[str, _ErrorFullDetails]" has no attribute "get" [union-attr] @@ -552,23 +551,6 @@ posthog/heatmaps/test/test_heatmaps_api.py:0: error: "HttpResponse" has no attri posthog/heatmaps/test/test_heatmaps_api.py:0: error: "HttpResponse" has no attribute "json" [attr-defined] posthog/api/uploaded_media.py:0: error: Argument 1 to "read_bytes" has incompatible type "str | None"; expected "str" [arg-type] posthog/api/uploaded_media.py:0: error: Argument 1 to "read_bytes" has incompatible type "str | None"; expected "str" [arg-type] -posthog/api/signup.py:0: error: Argument 1 to "create_user" of "UserManager" has incompatible type "str | None"; expected "str" [arg-type] -posthog/api/organization_member.py:0: error: "User" has no attribute "totpdevice_set" [attr-defined] -posthog/api/organization_member.py:0: error: "User" has no attribute "social_auth" [attr-defined] -posthog/api/organization_member.py:0: error: Signature of "update" incompatible with supertype "ModelSerializer" [override] -posthog/api/organization_member.py:0: note: Superclass: -posthog/api/organization_member.py:0: note: def update(self, instance: Any, validated_data: Any) -> Any -posthog/api/organization_member.py:0: note: Subclass: -posthog/api/organization_member.py:0: note: def update(self, updated_membership: Any, validated_data: Any, **kwargs: Any) -> Any -posthog/api/organization_member.py:0: error: Signature of "update" incompatible with supertype "BaseSerializer" [override] -posthog/api/organization_member.py:0: note: Superclass: -posthog/api/organization_member.py:0: note: def update(self, instance: Any, validated_data: Any) -> Any -posthog/api/organization_member.py:0: note: Subclass: -posthog/api/organization_member.py:0: note: def update(self, updated_membership: Any, validated_data: Any, **kwargs: Any) -> Any -posthog/api/organization_feature_flag.py:0: error: Invalid index type "str | None" for "dict[str, int]"; expected type "str" [index] -posthog/api/organization_feature_flag.py:0: error: Invalid index type "str | None" for "dict[str, int]"; expected type "str" [index] -posthog/api/organization_feature_flag.py:0: error: Invalid index type "str | None" for "dict[str, int]"; expected type "str" [index] -posthog/api/notebook.py:0: error: Incompatible types in assignment (expression has type "int", variable has type "str | None") [assignment] posthog/api/test/test_utils.py:0: error: Incompatible types in assignment (expression has type "dict[str, str]", variable has type "QueryDict") [assignment] posthog/api/test/test_survey.py:0: error: Item "None" of "FeatureFlag | None" has no attribute "active" [union-attr] posthog/api/test/test_stickiness.py:0: error: Module has no attribute "utc" [attr-defined] @@ -590,6 +572,23 @@ posthog/api/test/test_personal_api_keys.py:0: error: Item "None" of "str | None" posthog/api/test/test_personal_api_keys.py:0: error: Item "None" of "str | None" has no attribute "startswith" [union-attr] posthog/api/test/test_person.py:0: error: Argument "data" to "get" of "APIClient" has incompatible type "dict[str, object]"; expected "Mapping[str, str | bytes | int | Iterable[str | bytes | int]] | Iterable[tuple[str, str | bytes | int | Iterable[str | bytes | int]]] | None" [arg-type] posthog/api/test/test_organization_domain.py:0: error: Item "None" of "datetime | None" has no attribute "strftime" [union-attr] +posthog/api/signup.py:0: error: Argument 1 to "create_user" of "UserManager" has incompatible type "str | None"; expected "str" [arg-type] +posthog/api/organization_member.py:0: error: "User" has no attribute "totpdevice_set" [attr-defined] +posthog/api/organization_member.py:0: error: "User" has no attribute "social_auth" [attr-defined] +posthog/api/organization_member.py:0: error: Signature of "update" incompatible with supertype "ModelSerializer" [override] +posthog/api/organization_member.py:0: note: Superclass: +posthog/api/organization_member.py:0: note: def update(self, instance: Any, validated_data: Any) -> Any +posthog/api/organization_member.py:0: note: Subclass: +posthog/api/organization_member.py:0: note: def update(self, updated_membership: Any, validated_data: Any, **kwargs: Any) -> Any +posthog/api/organization_member.py:0: error: Signature of "update" incompatible with supertype "BaseSerializer" [override] +posthog/api/organization_member.py:0: note: Superclass: +posthog/api/organization_member.py:0: note: def update(self, instance: Any, validated_data: Any) -> Any +posthog/api/organization_member.py:0: note: Subclass: +posthog/api/organization_member.py:0: note: def update(self, updated_membership: Any, validated_data: Any, **kwargs: Any) -> Any +posthog/api/organization_feature_flag.py:0: error: Invalid index type "str | None" for "dict[str, int]"; expected type "str" [index] +posthog/api/organization_feature_flag.py:0: error: Invalid index type "str | None" for "dict[str, int]"; expected type "str" [index] +posthog/api/organization_feature_flag.py:0: error: Invalid index type "str | None" for "dict[str, int]"; expected type "str" [index] +posthog/api/notebook.py:0: error: Incompatible types in assignment (expression has type "int", variable has type "str | None") [assignment] posthog/warehouse/external_data_source/source.py:0: error: Incompatible types in assignment (expression has type "int", target has type "str") [assignment] posthog/warehouse/external_data_source/source.py:0: error: Incompatible types in assignment (expression has type "int", target has type "str") [assignment] posthog/warehouse/external_data_source/source.py:0: error: Incompatible types in assignment (expression has type "dict[str, Collection[str]]", variable has type "StripeSourcePayload") [assignment] @@ -690,6 +689,21 @@ posthog/hogql/test/test_parse_string_cpp.py:0: error: Unsupported dynamic base c posthog/hogql/database/test/test_view.py:0: error: Argument "dialect" to "print_ast" has incompatible type "str"; expected "Literal['hogql', 'clickhouse']" [arg-type] posthog/hogql/database/test/test_s3_table.py:0: error: Argument "dialect" to "print_ast" has incompatible type "str"; expected "Literal['hogql', 'clickhouse']" [arg-type] posthog/async_migrations/test/test_runner.py:0: error: Item "None" of "datetime | None" has no attribute "day" [union-attr] +posthog/api/test/test_insight.py:0: error: Argument "data" to "get" of "APIClient" has incompatible type "dict[str, object]"; expected "Mapping[str, str | bytes | int | Iterable[str | bytes | int]] | Iterable[tuple[str, str | bytes | int | Iterable[str | bytes | int]]] | None" [arg-type] +posthog/api/test/test_insight.py:0: error: Argument "data" to "get" of "APIClient" has incompatible type "dict[str, object]"; expected "Mapping[str, str | bytes | int | Iterable[str | bytes | int]] | Iterable[tuple[str, str | bytes | int | Iterable[str | bytes | int]]] | None" [arg-type] +posthog/api/test/test_insight.py:0: error: Argument "data" to "get" of "APIClient" has incompatible type "dict[str, object]"; expected "Mapping[str, str | bytes | int | Iterable[str | bytes | int]] | Iterable[tuple[str, str | bytes | int | Iterable[str | bytes | int]]] | None" [arg-type] +posthog/api/test/test_feature_flag.py:0: error: Item "None" of "Dashboard | None" has no attribute "tiles" [union-attr] +posthog/api/test/test_feature_flag.py:0: error: Item "None" of "Dashboard | None" has no attribute "name" [union-attr] +posthog/api/test/test_feature_flag.py:0: error: Item "None" of "Dashboard | None" has no attribute "description" [union-attr] +posthog/api/test/test_feature_flag.py:0: error: Item "None" of "Dashboard | None" has no attribute "filters" [union-attr] +posthog/api/test/test_feature_flag.py:0: error: Item "None" of "Dashboard | None" has no attribute "tiles" [union-attr] +posthog/api/test/test_feature_flag.py:0: error: Item "None" of "Dashboard | None" has no attribute "name" [union-attr] +posthog/api/test/test_feature_flag.py:0: error: Item "None" of "Dashboard | None" has no attribute "description" [union-attr] +posthog/api/test/test_feature_flag.py:0: error: Item "None" of "Dashboard | None" has no attribute "filters" [union-attr] +posthog/api/test/dashboards/test_dashboard.py:0: error: Value of type variable "_S" of "assertAlmostEqual" of "TestCase" cannot be "datetime | None" [type-var] +posthog/api/test/dashboards/test_dashboard.py:0: error: Module "django.utils.timezone" does not explicitly export attribute "timedelta" [attr-defined] +posthog/api/test/dashboards/test_dashboard.py:0: error: Module "django.utils.timezone" does not explicitly export attribute "timedelta" [attr-defined] +posthog/api/test/dashboards/test_dashboard.py:0: error: Module "django.utils.timezone" does not explicitly export attribute "timedelta" [attr-defined] posthog/api/search.py:0: error: Argument "klass" to "class_queryset" has incompatible type "object"; expected "type[Model]" [arg-type] posthog/api/search.py:0: error: Argument "search_fields" to "class_queryset" has incompatible type "object"; expected "dict[str, str]" [arg-type] posthog/api/search.py:0: error: Argument "extra_fields" to "class_queryset" has incompatible type "object"; expected "dict[Any, Any] | None" [arg-type] @@ -713,21 +727,6 @@ posthog/api/property_definition.py:0: error: Incompatible types in assignment (e posthog/api/property_definition.py:0: error: Item "AnonymousUser" of "User | AnonymousUser" has no attribute "organization" [union-attr] posthog/api/property_definition.py:0: error: Item "None" of "Organization | Any | None" has no attribute "is_feature_available" [union-attr] posthog/api/event.py:0: error: Argument 1 to has incompatible type "*tuple[str, ...]"; expected "type[BaseRenderer]" [arg-type] -posthog/api/test/test_insight.py:0: error: Argument "data" to "get" of "APIClient" has incompatible type "dict[str, object]"; expected "Mapping[str, str | bytes | int | Iterable[str | bytes | int]] | Iterable[tuple[str, str | bytes | int | Iterable[str | bytes | int]]] | None" [arg-type] -posthog/api/test/test_insight.py:0: error: Argument "data" to "get" of "APIClient" has incompatible type "dict[str, object]"; expected "Mapping[str, str | bytes | int | Iterable[str | bytes | int]] | Iterable[tuple[str, str | bytes | int | Iterable[str | bytes | int]]] | None" [arg-type] -posthog/api/test/test_insight.py:0: error: Argument "data" to "get" of "APIClient" has incompatible type "dict[str, object]"; expected "Mapping[str, str | bytes | int | Iterable[str | bytes | int]] | Iterable[tuple[str, str | bytes | int | Iterable[str | bytes | int]]] | None" [arg-type] -posthog/api/test/test_feature_flag.py:0: error: Item "None" of "Dashboard | None" has no attribute "tiles" [union-attr] -posthog/api/test/test_feature_flag.py:0: error: Item "None" of "Dashboard | None" has no attribute "name" [union-attr] -posthog/api/test/test_feature_flag.py:0: error: Item "None" of "Dashboard | None" has no attribute "description" [union-attr] -posthog/api/test/test_feature_flag.py:0: error: Item "None" of "Dashboard | None" has no attribute "filters" [union-attr] -posthog/api/test/test_feature_flag.py:0: error: Item "None" of "Dashboard | None" has no attribute "tiles" [union-attr] -posthog/api/test/test_feature_flag.py:0: error: Item "None" of "Dashboard | None" has no attribute "name" [union-attr] -posthog/api/test/test_feature_flag.py:0: error: Item "None" of "Dashboard | None" has no attribute "description" [union-attr] -posthog/api/test/test_feature_flag.py:0: error: Item "None" of "Dashboard | None" has no attribute "filters" [union-attr] -posthog/api/test/dashboards/test_dashboard.py:0: error: Value of type variable "_S" of "assertAlmostEqual" of "TestCase" cannot be "datetime | None" [type-var] -posthog/api/test/dashboards/test_dashboard.py:0: error: Module "django.utils.timezone" does not explicitly export attribute "timedelta" [attr-defined] -posthog/api/test/dashboards/test_dashboard.py:0: error: Module "django.utils.timezone" does not explicitly export attribute "timedelta" [attr-defined] -posthog/api/test/dashboards/test_dashboard.py:0: error: Module "django.utils.timezone" does not explicitly export attribute "timedelta" [attr-defined] posthog/admin/inlines/plugin_attachment_inline.py:0: error: Signature of "has_add_permission" incompatible with supertype "BaseModelAdmin" [override] posthog/admin/inlines/plugin_attachment_inline.py:0: note: Superclass: posthog/admin/inlines/plugin_attachment_inline.py:0: note: def has_add_permission(self, request: HttpRequest) -> bool @@ -767,10 +766,13 @@ posthog/temporal/tests/batch_exports/test_batch_exports.py:0: error: TypedDict k posthog/session_recordings/session_recording_api.py:0: error: Argument "team_id" to "get_realtime_snapshots" has incompatible type "int"; expected "str" [arg-type] posthog/session_recordings/session_recording_api.py:0: error: Value of type variable "SupportsRichComparisonT" of "sorted" cannot be "str | None" [type-var] posthog/session_recordings/session_recording_api.py:0: error: Argument 1 to "get" of "dict" has incompatible type "str | None"; expected "str" [arg-type] -posthog/queries/app_metrics/historical_exports.py:0: error: Argument 1 to "loads" has incompatible type "str | None"; expected "str | bytes | bytearray" [arg-type] posthog/queries/app_metrics/test/test_app_metrics.py:0: error: Argument 3 to "AppMetricsErrorDetailsQuery" has incompatible type "AppMetricsRequestSerializer"; expected "AppMetricsErrorsRequestSerializer" [arg-type] posthog/queries/app_metrics/test/test_app_metrics.py:0: error: Argument 3 to "AppMetricsErrorDetailsQuery" has incompatible type "AppMetricsRequestSerializer"; expected "AppMetricsErrorsRequestSerializer" [arg-type] posthog/queries/app_metrics/test/test_app_metrics.py:0: error: Argument 3 to "AppMetricsErrorDetailsQuery" has incompatible type "AppMetricsRequestSerializer"; expected "AppMetricsErrorsRequestSerializer" [arg-type] +posthog/queries/app_metrics/historical_exports.py:0: error: Argument 1 to "loads" has incompatible type "str | None"; expected "str | bytes | bytearray" [arg-type] +posthog/api/test/test_decide.py:0: error: Item "None" of "User | None" has no attribute "toolbar_mode" [union-attr] +posthog/api/test/test_decide.py:0: error: Item "None" of "User | None" has no attribute "save" [union-attr] +posthog/api/test/test_authentication.py:0: error: Module has no attribute "utc" [attr-defined] posthog/api/plugin.py:0: error: Item "None" of "Team | None" has no attribute "organization" [union-attr] posthog/api/plugin.py:0: error: Item "None" of "Team | None" has no attribute "id" [union-attr] posthog/api/plugin.py:0: error: Item "None" of "Team | None" has no attribute "organization" [union-attr] @@ -784,9 +786,6 @@ posthog/api/plugin.py:0: error: Incompatible type for "file_size" of "PluginAtta posthog/api/plugin.py:0: error: Item "None" of "IO[Any] | None" has no attribute "read" [union-attr] posthog/api/plugin.py:0: error: Item "None" of "Team | None" has no attribute "organization" [union-attr] posthog/api/plugin.py:0: error: Item "None" of "Team | None" has no attribute "id" [union-attr] -posthog/api/test/test_decide.py:0: error: Item "None" of "User | None" has no attribute "toolbar_mode" [union-attr] -posthog/api/test/test_decide.py:0: error: Item "None" of "User | None" has no attribute "save" [union-attr] -posthog/api/test/test_authentication.py:0: error: Module has no attribute "utc" [attr-defined] posthog/admin/admins/plugin_config_admin.py:0: error: Item "None" of "Team | None" has no attribute "name" [union-attr] posthog/temporal/tests/batch_exports/test_snowflake_batch_export_workflow.py:0: error: Need type annotation for "_execute_calls" (hint: "_execute_calls: list[] = ...") [var-annotated] posthog/temporal/tests/batch_exports/test_snowflake_batch_export_workflow.py:0: error: Need type annotation for "_execute_async_calls" (hint: "_execute_async_calls: list[] = ...") [var-annotated] @@ -799,7 +798,6 @@ posthog/temporal/data_imports/workflow_activities/import_data.py:0: error: Argum posthog/temporal/data_imports/workflow_activities/import_data.py:0: error: Argument "source_type" to "sql_source_for_type" has incompatible type "str"; expected "Type" [arg-type] posthog/migrations/0237_remove_timezone_from_teams.py:0: error: Argument 2 to "RunPython" has incompatible type "Callable[[Migration, Any], None]"; expected "_CodeCallable | None" [arg-type] posthog/migrations/0228_fix_tile_layouts.py:0: error: Argument 2 to "RunPython" has incompatible type "Callable[[Migration, Any], None]"; expected "_CodeCallable | None" [arg-type] -posthog/api/query.py:0: error: Statement is unreachable [unreachable] posthog/api/plugin_log_entry.py:0: error: Name "timezone.datetime" is not defined [name-defined] posthog/api/plugin_log_entry.py:0: error: Module "django.utils.timezone" does not explicitly export attribute "datetime" [attr-defined] posthog/api/plugin_log_entry.py:0: error: Name "timezone.datetime" is not defined [name-defined] @@ -820,18 +818,6 @@ posthog/api/test/batch_exports/conftest.py:0: error: Argument "activities" to "T posthog/temporal/tests/data_imports/test_end_to_end.py:0: error: Unused "type: ignore" comment [unused-ignore] posthog/api/test/test_team.py:0: error: "HttpResponse" has no attribute "json" [attr-defined] posthog/api/test/test_team.py:0: error: "HttpResponse" has no attribute "json" [attr-defined] -posthog/api/test/test_capture.py:0: error: Statement is unreachable [unreachable] -posthog/api/test/test_capture.py:0: error: Incompatible return value type (got "_MonkeyPatchedWSGIResponse", expected "HttpResponse") [return-value] -posthog/api/test/test_capture.py:0: error: Module has no attribute "utc" [attr-defined] -posthog/api/test/test_capture.py:0: error: Unpacked dict entry 0 has incompatible type "Collection[str]"; expected "SupportsKeysAndGetItem[str, dict[Never, Never]]" [dict-item] -posthog/api/test/test_capture.py:0: error: Unpacked dict entry 0 has incompatible type "Collection[str]"; expected "SupportsKeysAndGetItem[str, dict[Never, Never]]" [dict-item] -posthog/api/test/test_capture.py:0: error: Unpacked dict entry 0 has incompatible type "Collection[str]"; expected "SupportsKeysAndGetItem[str, dict[Never, Never]]" [dict-item] -posthog/api/test/test_capture.py:0: error: Dict entry 0 has incompatible type "str": "float"; expected "str": "int" [dict-item] -posthog/api/test/test_capture.py:0: error: Dict entry 0 has incompatible type "str": "float"; expected "str": "int" [dict-item] -posthog/api/test/test_capture.py:0: error: Dict entry 0 has incompatible type "str": "float"; expected "str": "int" [dict-item] -posthog/api/test/test_capture.py:0: error: Dict entry 0 has incompatible type "str": "float"; expected "str": "int" [dict-item] -posthog/api/test/test_capture.py:0: error: Dict entry 0 has incompatible type "str": "float"; expected "str": "int" [dict-item] -posthog/api/test/test_capture.py:0: error: Dict entry 0 has incompatible type "str": "float"; expected "str": "int" [dict-item] posthog/test/test_middleware.py:0: error: Incompatible types in assignment (expression has type "_MonkeyPatchedWSGIResponse", variable has type "_MonkeyPatchedResponse") [assignment] posthog/management/commands/test/test_create_batch_export_from_app.py:0: error: Incompatible return value type (got "dict[str, Collection[str]]", expected "dict[str, str]") [return-value] posthog/management/commands/test/test_create_batch_export_from_app.py:0: error: Incompatible types in assignment (expression has type "dict[str, Collection[str]]", variable has type "dict[str, str]") [assignment] @@ -874,3 +860,16 @@ posthog/api/test/batch_exports/test_update.py:0: error: Value of type "BatchExpo posthog/api/test/batch_exports/test_update.py:0: error: Value of type "BatchExport" is not indexable [index] posthog/api/test/batch_exports/test_update.py:0: error: Value of type "BatchExport" is not indexable [index] posthog/api/test/batch_exports/test_pause.py:0: error: "batch_export_delete_schedule" does not return a value (it only ever returns None) [func-returns-value] +posthog/api/query.py:0: error: Statement is unreachable [unreachable] +posthog/api/test/test_capture.py:0: error: Statement is unreachable [unreachable] +posthog/api/test/test_capture.py:0: error: Incompatible return value type (got "_MonkeyPatchedWSGIResponse", expected "HttpResponse") [return-value] +posthog/api/test/test_capture.py:0: error: Module has no attribute "utc" [attr-defined] +posthog/api/test/test_capture.py:0: error: Unpacked dict entry 0 has incompatible type "Collection[str]"; expected "SupportsKeysAndGetItem[str, dict[Never, Never]]" [dict-item] +posthog/api/test/test_capture.py:0: error: Unpacked dict entry 0 has incompatible type "Collection[str]"; expected "SupportsKeysAndGetItem[str, dict[Never, Never]]" [dict-item] +posthog/api/test/test_capture.py:0: error: Unpacked dict entry 0 has incompatible type "Collection[str]"; expected "SupportsKeysAndGetItem[str, dict[Never, Never]]" [dict-item] +posthog/api/test/test_capture.py:0: error: Dict entry 0 has incompatible type "str": "float"; expected "str": "int" [dict-item] +posthog/api/test/test_capture.py:0: error: Dict entry 0 has incompatible type "str": "float"; expected "str": "int" [dict-item] +posthog/api/test/test_capture.py:0: error: Dict entry 0 has incompatible type "str": "float"; expected "str": "int" [dict-item] +posthog/api/test/test_capture.py:0: error: Dict entry 0 has incompatible type "str": "float"; expected "str": "int" [dict-item] +posthog/api/test/test_capture.py:0: error: Dict entry 0 has incompatible type "str": "float"; expected "str": "int" [dict-item] +posthog/api/test/test_capture.py:0: error: Dict entry 0 has incompatible type "str": "float"; expected "str": "int" [dict-item] From 3dadcdc529a6d8837062c38c90d395a899ba2f0b Mon Sep 17 00:00:00 2001 From: Georgiy Tarasov Date: Thu, 24 Oct 2024 16:12:06 +0200 Subject: [PATCH 127/153] fix: do not show langfuse warning --- ee/hogai/assistant.py | 13 +++++++++---- 1 file changed, 9 insertions(+), 4 deletions(-) diff --git a/ee/hogai/assistant.py b/ee/hogai/assistant.py index 99d1d06b5b7e7..9efba45356423 100644 --- a/ee/hogai/assistant.py +++ b/ee/hogai/assistant.py @@ -12,9 +12,12 @@ from posthog.schema import AssistantMessage as FrontendAssistantMessage from posthog.schema import VisualizationMessagePayload -langfuse_handler = CallbackHandler( - public_key=settings.LANGFUSE_PUBLIC_KEY, secret_key=settings.LANGFUSE_SECRET_KEY, host=settings.LANGFUSE_HOST -) +if settings.LANGFUSE_PUBLIC_KEY: + langfuse_handler = CallbackHandler( + public_key=settings.LANGFUSE_PUBLIC_KEY, secret_key=settings.LANGFUSE_SECRET_KEY, host=settings.LANGFUSE_HOST + ) +else: + langfuse_handler = None class Assistant: @@ -46,9 +49,11 @@ def _compile_graph(self): def stream(self, messages: list[AssistantMessage]) -> Generator[str, None, None]: assistant_graph = self._compile_graph() + callbacks = [langfuse_handler] if langfuse_handler else [] + generator = assistant_graph.stream( {"messages": messages}, - config={"recursion_limit": 24, "callbacks": [langfuse_handler]}, + config={"recursion_limit": 24, "callbacks": callbacks}, stream_mode="messages", ) From 800ff095de7ee69635472eddf3015230072bfa95 Mon Sep 17 00:00:00 2001 From: Georgiy Tarasov Date: Thu, 24 Oct 2024 16:13:47 +0200 Subject: [PATCH 128/153] fix: unify hardcoded event mapping --- ee/hogai/hardcoded_definitions.py | 2 +- ee/hogai/trends/nodes.py | 9 +-------- 2 files changed, 2 insertions(+), 9 deletions(-) diff --git a/ee/hogai/hardcoded_definitions.py b/ee/hogai/hardcoded_definitions.py index 5b57ed11113e2..166c53bf87c0c 100644 --- a/ee/hogai/hardcoded_definitions.py +++ b/ee/hogai/hardcoded_definitions.py @@ -54,7 +54,7 @@ }, "$identify": { "label": "Identify", - "description": "A user has been identified with properties", + "description": "Identifies an anonymous user. This event doesn't show how many users you have but rather how many users used an account.", }, "$create_alias": { "label": "Alias", diff --git a/ee/hogai/trends/nodes.py b/ee/hogai/trends/nodes.py index 6c965fd82d3d3..792dbdeb88c16 100644 --- a/ee/hogai/trends/nodes.py +++ b/ee/hogai/trends/nodes.py @@ -132,10 +132,6 @@ def _model(self) -> ChatOpenAI: @cached_property def _events_prompt(self) -> str: - event_description_mapping = { - "$identify": "Identifies an anonymous user. This event doesn't show how many users you have but rather how many users used an account." - } - response = TeamTaxonomyQueryRunner(TeamTaxonomyQuery(), self._team).run( ExecutionMode.RECENT_CACHE_CALCULATE_BLOCKING_IF_STALE ) @@ -150,10 +146,7 @@ def _events_prompt(self) -> str: for event_name in events: event_tag = event_name - if event_name in event_description_mapping: - description = event_description_mapping[event_name] - event_tag += f" - {description}" - elif event_name in hardcoded_prop_defs["events"]: + if event_name in hardcoded_prop_defs["events"]: data = hardcoded_prop_defs["events"][event_name] event_tag += f" - {data['label']}. {data['description']}" if "examples" in data: From 7dabb272b9ece5411642f04c0ddba23e4cc8ece4 Mon Sep 17 00:00:00 2001 From: github-actions <41898282+github-actions[bot]@users.noreply.github.com> Date: Thu, 24 Oct 2024 14:25:57 +0000 Subject: [PATCH 129/153] Update query snapshots --- posthog/api/test/__snapshots__/test_api_docs.ambr | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/posthog/api/test/__snapshots__/test_api_docs.ambr b/posthog/api/test/__snapshots__/test_api_docs.ambr index be2f28326c816..95f34df3dee84 100644 --- a/posthog/api/test/__snapshots__/test_api_docs.ambr +++ b/posthog/api/test/__snapshots__/test_api_docs.ambr @@ -96,8 +96,8 @@ '/home/runner/work/posthog/posthog/posthog/api/survey.py: Warning [SurveyViewSet > SurveySerializer]: unable to resolve type hint for function "get_conditions". Consider using a type hint or @extend_schema_field. Defaulting to string.', '/home/runner/work/posthog/posthog/posthog/api/web_experiment.py: Warning [WebExperimentViewSet]: could not derive type of path parameter "project_id" because model "posthog.models.web_experiment.WebExperiment" contained no such field. Consider annotating parameter with @extend_schema. Defaulting to "string".', 'Warning: encountered multiple names for the same choice set (HrefMatchingEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', - 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "Kind069Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "KindCfaEnum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', + 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "Kind069Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "type". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "TypeF73Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (EffectivePrivilegeLevelEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (MembershipLevelEnum). This may be unwanted even though the generated schema is technically correct. 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00:00:00 2001 From: Georgiy Tarasov Date: Thu, 24 Oct 2024 19:29:52 +0200 Subject: [PATCH 132/153] fix: distinct messages --- ee/hogai/assistant.py | 21 ++++------- ee/hogai/test/test_assistant.py | 14 +++---- ee/hogai/trends/nodes.py | 59 +++++++++++++----------------- ee/hogai/trends/test/test_nodes.py | 47 ++++++++---------------- ee/hogai/utils.py | 15 +++----- frontend/src/queries/schema.json | 59 ++++++++++++++++++++++++------ frontend/src/queries/schema.ts | 28 ++++++++------ posthog/api/query.py | 16 ++++---- posthog/schema.py | 57 +++++++++++++++++------------ 9 files changed, 166 insertions(+), 150 deletions(-) diff --git a/ee/hogai/assistant.py b/ee/hogai/assistant.py index 9efba45356423..b45e47cfa6a55 100644 --- a/ee/hogai/assistant.py +++ b/ee/hogai/assistant.py @@ -7,10 +7,9 @@ from ee import settings from ee.hogai.trends.nodes import CreateTrendsPlanNode, CreateTrendsPlanToolsNode, GenerateTrendsNode -from ee.hogai.utils import AssistantMessage, AssistantNodeName, AssistantState +from ee.hogai.utils import AssistantNodeName, AssistantState, Conversation from posthog.models.team.team import Team -from posthog.schema import AssistantMessage as FrontendAssistantMessage -from posthog.schema import VisualizationMessagePayload +from posthog.schema import VisualizationMessage if settings.LANGFUSE_PUBLIC_KEY: langfuse_handler = CallbackHandler( @@ -47,12 +46,12 @@ def _compile_graph(self): return builder.compile() - def stream(self, messages: list[AssistantMessage]) -> Generator[str, None, None]: + def stream(self, conversation: Conversation) -> Generator[str, None, None]: assistant_graph = self._compile_graph() callbacks = [langfuse_handler] if langfuse_handler else [] generator = assistant_graph.stream( - {"messages": messages}, + {"messages": conversation.messages}, config={"recursion_limit": 24, "callbacks": callbacks}, stream_mode="messages", ) @@ -61,17 +60,13 @@ def stream(self, messages: list[AssistantMessage]) -> Generator[str, None, None] for message, state in generator: if state["langgraph_node"] == AssistantNodeName.GENERATE_TRENDS: - if isinstance(message, AssistantMessage): - yield FrontendAssistantMessage( - type=message.type, content=message.content, payload=message.payload - ).model_dump_json() + if isinstance(message, VisualizationMessage): + yield message.model_dump_json() elif isinstance(message, AIMessageChunk): message = cast(AIMessageChunk, message) chunks += message # type: ignore parsed_message = GenerateTrendsNode.parse_output(chunks.tool_calls[0]["args"]) if parsed_message: - yield FrontendAssistantMessage( - type="ai", - content=parsed_message.model_dump_json(), - payload=VisualizationMessagePayload(plan=""), + yield VisualizationMessage( + reasoning_steps=parsed_message.reasoning_steps, answer=parsed_message.answer ).model_dump_json() diff --git a/ee/hogai/test/test_assistant.py b/ee/hogai/test/test_assistant.py index 63fa82ab2c2e9..281bf06126c8f 100644 --- a/ee/hogai/test/test_assistant.py +++ b/ee/hogai/test/test_assistant.py @@ -6,8 +6,8 @@ from ee.hogai.assistant import Assistant from ee.hogai.trends.utils import GenerateTrendOutputModel -from ee.hogai.utils import AssistantMessage as AssistantMessageSchema -from posthog.schema import AssistantMessage, VisualizationMessagePayload +from ee.hogai.utils import Conversation +from posthog.schema import HumanMessage, VisualizationMessage from posthog.test.base import ( NonAtomicBaseTest, ) @@ -34,14 +34,12 @@ def test_assistant(self): ) as generator_model_mock, ): assistant = Assistant(self.team) - generator = assistant.stream(messages=[AssistantMessageSchema(content="Launch the chain.", type="human")]) + generator = assistant.stream( + Conversation(messages=[HumanMessage(content="Launch the chain.")], session_id="id") + ) self.assertEqual( json.loads(next(generator)), - AssistantMessage( - content=generator_response.model_dump_json(), - type="ai", - payload=VisualizationMessagePayload(plan="Plan"), - ).model_dump(), + VisualizationMessage(answer=generator_response.model_dump_json(), plan="Plan").model_dump(), ) self.assertEqual(planner_model_mock.call_count, 1) self.assertEqual(generator_model_mock.call_count, 1) diff --git a/ee/hogai/trends/nodes.py b/ee/hogai/trends/nodes.py index 792dbdeb88c16..4727ff07f4f78 100644 --- a/ee/hogai/trends/nodes.py +++ b/ee/hogai/trends/nodes.py @@ -8,7 +8,9 @@ from langchain.agents.output_parsers import ReActJsonSingleInputOutputParser from langchain_core.agents import AgentAction, AgentFinish from langchain_core.exceptions import OutputParserException -from langchain_core.messages import AIMessage, BaseMessage, merge_message_runs +from langchain_core.messages import AIMessage as LangchainAssistantMessage +from langchain_core.messages import BaseMessage, merge_message_runs +from langchain_core.messages import HumanMessage as LangchainHumanMessage from langchain_core.output_parsers import PydanticOutputParser from langchain_core.prompts import ChatPromptTemplate, HumanMessagePromptTemplate from langchain_core.runnables import RunnableConfig, RunnableLambda @@ -35,7 +37,6 @@ ) from ee.hogai.trends.utils import GenerateTrendOutputModel from ee.hogai.utils import ( - AssistantMessage, AssistantNode, AssistantNodeName, AssistantState, @@ -44,11 +45,7 @@ from posthog.hogql_queries.ai.team_taxonomy_query_runner import TeamTaxonomyQueryRunner from posthog.hogql_queries.query_runner import ExecutionMode from posthog.models.group_type_mapping import GroupTypeMapping -from posthog.schema import ( - CachedTeamTaxonomyQueryResponse, - TeamTaxonomyQuery, - VisualizationMessagePayload, -) +from posthog.schema import CachedTeamTaxonomyQueryResponse, HumanMessage, TeamTaxonomyQuery, VisualizationMessage class CreateTrendsPlanNode(AssistantNode): @@ -141,7 +138,7 @@ def _events_prompt(self) -> str: events = [item.event for item in response.results] - # default for null in the schema + # default for null in the tags: list[str] = ["all events"] for event_name in events: @@ -175,20 +172,20 @@ def _reconstruct_conversation(self, state: AssistantState) -> list[BaseMessage]: conversation = [ HumanMessagePromptTemplate.from_template(react_user_prompt, template_format="mustache").format( - question=messages[0].content + question=messages[0].content if isinstance(messages[0], HumanMessage) else "" ) ] for message in messages[1:]: - if message.type == "human": + if isinstance(message, HumanMessage): conversation.append( HumanMessagePromptTemplate.from_template( react_follow_up_prompt, template_format="mustache", ).format(feedback=message.content) ) - elif message.type == "ai" and isinstance(message.payload, VisualizationMessagePayload): - conversation.append(AIMessage(content=message.payload.plan)) + elif isinstance(message, VisualizationMessage): + conversation.append(LangchainAssistantMessage(content=message.plan or "")) return conversation @@ -259,26 +256,18 @@ def run(self, state: AssistantState, config: RunnableConfig): ) try: - message = chain.invoke({}, config) + message: GenerateTrendOutputModel = chain.invoke({}, config) except OutputParserException: return { - "messages": [ - AssistantMessage( - type="ai", - content=GenerateTrendOutputModel( - reasoning_steps=["Schema validation failed"] - ).model_dump_json(), - payload=VisualizationMessagePayload(plan=generated_plan), - ) - ] + "messages": [VisualizationMessage(plan=generated_plan, reasoning_steps=["Schema validation failed"])] } return { "messages": [ - AssistantMessage( - type="ai", - content=cast(GenerateTrendOutputModel, message).model_dump_json(), - payload=VisualizationMessagePayload(plan=generated_plan), + VisualizationMessage( + plan=generated_plan, + reasoning_steps=message.reasoning_steps, + answer=message.answer, ) ] } @@ -324,14 +313,14 @@ def _reconstruct_conversation(self, state: AssistantState) -> list[BaseMessage]: ) ] - stack: list[AssistantMessage] = [] - human_messages: list[AssistantMessage] = [] - visualization_messages: list[AssistantMessage] = [] + stack: list[LangchainHumanMessage] = [] + human_messages: list[LangchainHumanMessage] = [] + visualization_messages: list[VisualizationMessage] = [] for message in messages: - if message.type == "human": - stack.append(message) - else: + if isinstance(message, HumanMessage): + stack.append(LangchainHumanMessage(content=message.content)) + elif isinstance(message, VisualizationMessage) and message.answer: if stack: human_messages += merge_message_runs(stack) stack = [] @@ -348,7 +337,7 @@ def _reconstruct_conversation(self, state: AssistantState) -> list[BaseMessage]: HumanMessagePromptTemplate.from_template( trends_plan_prompt if first_ai_message else trends_new_plan_prompt, template_format="mustache", - ).format(plan=cast(VisualizationMessagePayload, ai_message.payload).plan) + ).format(plan=ai_message.plan or "") ) first_ai_message = False elif generated_plan: @@ -367,7 +356,9 @@ def _reconstruct_conversation(self, state: AssistantState) -> list[BaseMessage]: ) if ai_message: - conversation.append(AIMessage(content=ai_message.content)) + conversation.append( + LangchainAssistantMessage(content=ai_message.answer.model_dump_json() if ai_message.answer else "") + ) return conversation diff --git a/ee/hogai/trends/test/test_nodes.py b/ee/hogai/trends/test/test_nodes.py index 34f8c0e8c4708..6e878e80ffbc7 100644 --- a/ee/hogai/trends/test/test_nodes.py +++ b/ee/hogai/trends/test/test_nodes.py @@ -1,9 +1,7 @@ from django.test import override_settings -from langchain_core.messages import HumanMessage from ee.hogai.trends.nodes import CreateTrendsPlanNode, GenerateTrendsNode -from ee.hogai.utils import AssistantMessage -from posthog.schema import VisualizationMessagePayload +from posthog.schema import AssistantMessage, ExperimentalAITrendsQuery, HumanMessage, VisualizationMessage from posthog.test.base import ( APIBaseTest, ClickhouseTestMixin, @@ -12,6 +10,9 @@ @override_settings(IN_UNIT_TESTING=True) class TestPlanAgentNode(ClickhouseTestMixin, APIBaseTest): + def setUp(self): + self.schema = ExperimentalAITrendsQuery(series=[]) + def test_agent_reconstructs_conversation(self): node = CreateTrendsPlanNode(self.team) history = node._reconstruct_conversation({"messages": [HumanMessage(content="Text")]}) @@ -24,11 +25,7 @@ def test_agent_reconstructs_conversation(self): { "messages": [ HumanMessage(content="Text"), - AssistantMessage( - content="schema", - type="ai", - payload=VisualizationMessagePayload(plan="randomplan"), - ), + VisualizationMessage(answer=self.schema, plan="randomplan"), ] } ) @@ -43,11 +40,7 @@ def test_agent_reconstructs_conversation(self): { "messages": [ HumanMessage(content="Text"), - AssistantMessage( - content="schema", - type="ai", - payload=VisualizationMessagePayload(plan="randomplan"), - ), + VisualizationMessage(answer=self.schema, plan="randomplan"), HumanMessage(content="Text"), ] } @@ -68,7 +61,7 @@ def test_agent_reconstructs_conversation_and_omits_unknown_messages(self): { "messages": [ HumanMessage(content="Text"), - AssistantMessage(content="schema", type="ai"), + AssistantMessage(content="test"), ] } ) @@ -80,6 +73,9 @@ def test_agent_reconstructs_conversation_and_omits_unknown_messages(self): @override_settings(IN_UNIT_TESTING=True) class TestGenerateTrendsNode(ClickhouseTestMixin, APIBaseTest): + def setUp(self): + self.schema = ExperimentalAITrendsQuery(series=[]) + def test_agent_reconstructs_conversation(self): node = GenerateTrendsNode(self.team) history = node._reconstruct_conversation({"messages": [HumanMessage(content="Text")]}) @@ -90,12 +86,7 @@ def test_agent_reconstructs_conversation(self): self.assertIn("Answer to this question:", history[1].content) self.assertNotIn("{{question}}", history[1].content) - history = node._reconstruct_conversation( - { - "messages": [HumanMessage(content="Text")], - "plan": "randomplan", - } - ) + history = node._reconstruct_conversation({"messages": [HumanMessage(content="Text")], "plan": "randomplan"}) self.assertEqual(len(history), 3) self.assertEqual(history[0].type, "human") self.assertIn("mapping", history[0].content) @@ -113,11 +104,7 @@ def test_agent_reconstructs_conversation(self): { "messages": [ HumanMessage(content="Text"), - AssistantMessage( - content="schema", - type="ai", - payload=VisualizationMessagePayload(plan="randomplan"), - ), + VisualizationMessage(answer=self.schema, plan="randomplan"), HumanMessage(content="Follow Up"), ], "plan": "newrandomplan", @@ -136,7 +123,7 @@ def test_agent_reconstructs_conversation(self): self.assertNotIn("{{question}}", history[2].content) self.assertIn("Text", history[2].content) self.assertEqual(history[3].type, "ai") - self.assertEqual(history[3].content, "schema") + self.assertEqual(history[3].content, self.schema.model_dump_json()) self.assertEqual(history[4].type, "human") self.assertIn("the new plan", history[4].content) self.assertNotIn("{{plan}}", history[4].content) @@ -171,11 +158,7 @@ def test_agent_reconstructs_conversation_and_merges_messages(self): { "messages": [ HumanMessage(content="Text"), - AssistantMessage( - content="schema", - type="ai", - payload=VisualizationMessagePayload(plan="randomplan"), - ), + VisualizationMessage(answer=self.schema, plan="randomplan"), HumanMessage(content="Follow"), HumanMessage(content="Up"), ], @@ -195,7 +178,7 @@ def test_agent_reconstructs_conversation_and_merges_messages(self): self.assertNotIn("{{question}}", history[2].content) self.assertIn("Text", history[2].content) self.assertEqual(history[3].type, "ai") - self.assertEqual(history[3].content, "schema") + self.assertEqual(history[3].content, self.schema.model_dump_json()) self.assertEqual(history[4].type, "human") self.assertIn("the new plan", history[4].content) self.assertNotIn("{{plan}}", history[4].content) diff --git a/ee/hogai/utils.py b/ee/hogai/utils.py index 39580e25db2bb..23107061848b0 100644 --- a/ee/hogai/utils.py +++ b/ee/hogai/utils.py @@ -1,30 +1,27 @@ from abc import ABC, abstractmethod from collections.abc import Sequence from enum import StrEnum -from typing import Annotated, Optional, TypedDict +from operator import add +from typing import Annotated, Optional, TypedDict, Union from langchain_core.agents import AgentAction -from langchain_core.messages import BaseMessage from langchain_core.runnables import RunnableConfig from langgraph.graph import END, START -from langgraph.graph.message import add_messages from pydantic import BaseModel, Field from posthog.models.team.team import Team -from posthog.schema import AssistantMessage as AssistantMessageSchema +from posthog.schema import AssistantMessage, HumanMessage, RootAssistantMessage, VisualizationMessage - -class AssistantMessage(BaseMessage, AssistantMessageSchema): - pass +AssistantMessageUnion = Union[AssistantMessage, HumanMessage, VisualizationMessage] class Conversation(BaseModel): - messages: list[AssistantMessage] = Field(..., max_length=20) + messages: list[RootAssistantMessage] = Field(..., max_length=20) session_id: str class AssistantState(TypedDict): - messages: Annotated[Sequence[AssistantMessage], add_messages] + messages: Annotated[Sequence[AssistantMessageUnion], add] intermediate_steps: Optional[list[tuple[AgentAction, Optional[str]]]] plan: Optional[str] tool_argument: Optional[str] diff --git a/frontend/src/queries/schema.json b/frontend/src/queries/schema.json index faa4110a29675..de989c53b1c72 100644 --- a/frontend/src/queries/schema.json +++ b/frontend/src/queries/schema.json @@ -623,22 +623,16 @@ "content": { "type": "string" }, - "payload": { - "$ref": "#/definitions/AssistantMessagePayload" - }, "type": { - "enum": ["human", "ai"], + "const": "ai", "type": "string" } }, "required": ["type", "content"], "type": "object" }, - "AssistantMessagePayload": { - "$ref": "#/definitions/VisualizationMessagePayload" - }, "AssistantMessageType": { - "enum": ["visualization", "noop"], + "enum": ["human", "ai", "ai/viz"], "type": "string" }, "AutocompleteCompletionItem": { @@ -6754,6 +6748,20 @@ "required": ["results"], "type": "object" }, + "HumanMessage": { + "additionalProperties": false, + "properties": { + "content": { + "type": "string" + }, + "type": { + "const": "human", + "type": "string" + } + }, + "required": ["type", "content"], + "type": "object" + }, "InsightActorsQuery": { "additionalProperties": false, "properties": { @@ -10618,6 +10626,19 @@ "required": ["count"], "type": "object" }, + "RootAssistantMessage": { + "anyOf": [ + { + "$ref": "#/definitions/VisualizationMessage" + }, + { + "$ref": "#/definitions/AssistantMessage" + }, + { + "$ref": "#/definitions/HumanMessage" + } + ] + }, "SamplingRate": { "additionalProperties": false, "properties": { @@ -11747,18 +11768,34 @@ "required": ["results"], "type": "object" }, - "VisualizationMessagePayload": { + "VisualizationMessage": { "additionalProperties": false, "properties": { + "answer": { + "$ref": "#/definitions/ExperimentalAITrendsQuery" + }, "plan": { "type": "string" }, + "reasoning_steps": { + "anyOf": [ + { + "items": { + "type": "string" + }, + "type": "array" + }, + { + "type": "null" + } + ] + }, "type": { - "const": "visualization", + "const": "ai/viz", "type": "string" } }, - "required": ["type", "plan"], + "required": ["type"], "type": "object" }, "VizSpecificOptions": { diff --git a/frontend/src/queries/schema.ts b/frontend/src/queries/schema.ts index 80fd6d2ee315a..3fee10aa88c33 100644 --- a/frontend/src/queries/schema.ts +++ b/frontend/src/queries/schema.ts @@ -2085,22 +2085,26 @@ export type ActorsPropertyTaxonomyQueryResponse = AnalyticsQueryResponseBase export enum AssistantMessageType { - Visualization = 'visualization', - /** - * Do not use. Force the schema generator to generate a StrEnum. - */ - Noop = 'noop', + Human = 'human', + Assistant = 'ai', + Visualization = 'ai/viz', } -export interface VisualizationMessagePayload { - type: AssistantMessageType.Visualization - plan: string +export interface HumanMessage { + type: AssistantMessageType.Human + content: string } -export type AssistantMessagePayload = VisualizationMessagePayload - export interface AssistantMessage { - type: 'human' | 'ai' + type: AssistantMessageType.Assistant content: string - payload?: AssistantMessagePayload } + +export interface VisualizationMessage { + type: AssistantMessageType.Visualization + plan?: string + reasoning_steps?: string[] | null + answer?: ExperimentalAITrendsQuery +} + +export type RootAssistantMessage = VisualizationMessage | AssistantMessage | HumanMessage diff --git a/posthog/api/query.py b/posthog/api/query.py index f47160ad116b6..8cfff02c917d2 100644 --- a/posthog/api/query.py +++ b/posthog/api/query.py @@ -41,7 +41,7 @@ ClickHouseSustainedRateThrottle, HogQLQueryThrottle, ) -from posthog.schema import QueryRequest, QueryResponseAlternative, QueryStatusResponse +from posthog.schema import HumanMessage, QueryRequest, QueryResponseAlternative, QueryStatusResponse class ServerSentEventRenderer(BaseRenderer): @@ -183,15 +183,17 @@ def chat(self, request: Request, *args, **kwargs): def generate(): last_message = None - for message in assistant.stream(validated_body.messages): + for message in assistant.stream(validated_body): last_message = message yield last_message - report_user_action( - request.user, # type: ignore - "chat with ai", - {"prompt": validated_body.messages[-1].content, "response": last_message}, - ) + human_message = validated_body.messages[-1] + if isinstance(human_message, HumanMessage): + report_user_action( + request.user, # type: ignore + "chat with ai", + {"prompt": human_message.content, "response": last_message}, + ) return StreamingHttpResponse(generate(), content_type=ServerSentEventRenderer.media_type) diff --git a/posthog/schema.py b/posthog/schema.py index ea6a8dfeeaf54..3c7f04dd893ee 100644 --- a/posthog/schema.py +++ b/posthog/schema.py @@ -63,14 +63,18 @@ class AlertState(StrEnum): SNOOZED = "Snoozed" -class Type(StrEnum): - HUMAN = "human" - AI = "ai" +class AssistantMessage(BaseModel): + model_config = ConfigDict( + extra="forbid", + ) + content: str + type: Literal["ai"] = "ai" class AssistantMessageType(StrEnum): - VISUALIZATION = "visualization" - NOOP = "noop" + HUMAN = "human" + AI = "ai" + AI_VIZ = "ai/viz" class Kind(StrEnum): @@ -328,7 +332,7 @@ class DatabaseSchemaSource(BaseModel): status: str -class Type1(StrEnum): +class Type(StrEnum): POSTHOG = "posthog" DATA_WAREHOUSE = "data_warehouse" VIEW = "view" @@ -761,6 +765,14 @@ class HogQueryResponse(BaseModel): stdout: Optional[str] = None +class HumanMessage(BaseModel): + model_config = ConfigDict( + extra="forbid", + ) + content: str + type: Literal["human"] = "human" + + class Compare(StrEnum): CURRENT = "current" PREVIOUS = "previous" @@ -1451,14 +1463,6 @@ class TrendsQueryResponse(BaseModel): ) -class VisualizationMessagePayload(BaseModel): - model_config = ConfigDict( - extra="forbid", - ) - plan: str - type: Literal["visualization"] = "visualization" - - class ActionsPie(BaseModel): model_config = ConfigDict( extra="forbid", @@ -2749,7 +2753,7 @@ class DatabaseSchemaTableCommon(BaseModel): fields: dict[str, DatabaseSchemaField] id: str name: str - type: Type1 + type: Type class ElementPropertyFilter(BaseModel): @@ -4176,15 +4180,6 @@ class AnyResponseType( ] -class AssistantMessage(BaseModel): - model_config = ConfigDict( - extra="forbid", - ) - content: str - payload: Optional[VisualizationMessagePayload] = None - type: Type - - class CachedExperimentFunnelsQueryResponse(BaseModel): model_config = ConfigDict( extra="forbid", @@ -5449,6 +5444,16 @@ class TrendsQuery(BaseModel): trendsFilter: Optional[TrendsFilter] = Field(default=None, description="Properties specific to the trends insight") +class VisualizationMessage(BaseModel): + model_config = ConfigDict( + extra="forbid", + ) + answer: Optional[ExperimentalAITrendsQuery] = None + plan: Optional[str] = None + reasoning_steps: Optional[list[str]] = None + type: Literal["ai/viz"] = "ai/viz" + + class ErrorTrackingQuery(BaseModel): model_config = ConfigDict( extra="forbid", @@ -5945,6 +5950,10 @@ class QueryResponseAlternative( ] +class RootAssistantMessage(RootModel[Union[VisualizationMessage, AssistantMessage, HumanMessage]]): + root: Union[VisualizationMessage, AssistantMessage, HumanMessage] + + class DatabaseSchemaQueryResponse(BaseModel): model_config = ConfigDict( extra="forbid", From ad7861fb97c8f58f4099c6c3dccb65e0306bb855 Mon Sep 17 00:00:00 2001 From: Georgiy Tarasov Date: Fri, 25 Oct 2024 09:55:40 +0200 Subject: [PATCH 133/153] fix: send messages --- ee/hogai/assistant.py | 45 ++++++++++++++++++++++++++------- ee/hogai/test/test_assistant.py | 2 +- ee/hogai/utils.py | 6 ++--- posthog/api/query.py | 2 +- 4 files changed, 41 insertions(+), 14 deletions(-) diff --git a/ee/hogai/assistant.py b/ee/hogai/assistant.py index b45e47cfa6a55..4b60581f2d8c4 100644 --- a/ee/hogai/assistant.py +++ b/ee/hogai/assistant.py @@ -1,5 +1,5 @@ from collections.abc import Generator -from typing import cast +from typing import Any, Literal, TypedDict, TypeGuard, Union, cast from langchain_core.messages import AIMessageChunk from langfuse.callback import CallbackHandler @@ -19,6 +19,26 @@ langfuse_handler = None +def is_value_update(update: list[Any]) -> TypeGuard[tuple[Literal["values"], dict[AssistantNodeName, Any]]]: + """ + Transition between nodes. + """ + return len(update) == 2 and update[0] == "updates" + + +class LangGraphState(TypedDict): + langgraph_node: AssistantNodeName + + +def is_message_update( + update: list[Any], +) -> TypeGuard[tuple[Literal["messages"], tuple[Union[AIMessageChunk, Any], LangGraphState]]]: + """ + Streaming of messages. Returns a partial state. + """ + return len(update) == 2 and update[0] == "messages" + + class Assistant: _team: Team _graph: StateGraph @@ -49,22 +69,29 @@ def _compile_graph(self): def stream(self, conversation: Conversation) -> Generator[str, None, None]: assistant_graph = self._compile_graph() callbacks = [langfuse_handler] if langfuse_handler else [] + messages = [message.root for message in conversation.messages] generator = assistant_graph.stream( - {"messages": conversation.messages}, + {"messages": messages}, config={"recursion_limit": 24, "callbacks": callbacks}, - stream_mode="messages", + stream_mode=["messages", "updates"], ) chunks = AIMessageChunk(content="") - for message, state in generator: - if state["langgraph_node"] == AssistantNodeName.GENERATE_TRENDS: - if isinstance(message, VisualizationMessage): + for update in generator: + if is_value_update(update): + _, state_update = update + if ( + AssistantNodeName.GENERATE_TRENDS in state_update + and "messages" in state_update[AssistantNodeName.GENERATE_TRENDS] + ): + message = cast(VisualizationMessage, state_update[AssistantNodeName.GENERATE_TRENDS]["messages"][0]) yield message.model_dump_json() - elif isinstance(message, AIMessageChunk): - message = cast(AIMessageChunk, message) - chunks += message # type: ignore + elif is_message_update(update): + langchain_message, _ = update[1] + if isinstance(langchain_message, AIMessageChunk): + chunks += langchain_message # type: ignore parsed_message = GenerateTrendsNode.parse_output(chunks.tool_calls[0]["args"]) if parsed_message: yield VisualizationMessage( diff --git a/ee/hogai/test/test_assistant.py b/ee/hogai/test/test_assistant.py index 281bf06126c8f..b2eea5a217ec5 100644 --- a/ee/hogai/test/test_assistant.py +++ b/ee/hogai/test/test_assistant.py @@ -39,7 +39,7 @@ def test_assistant(self): ) self.assertEqual( json.loads(next(generator)), - VisualizationMessage(answer=generator_response.model_dump_json(), plan="Plan").model_dump(), + VisualizationMessage(answer=None, reasoning_steps=[], plan="Plan").model_dump(), ) self.assertEqual(planner_model_mock.call_count, 1) self.assertEqual(generator_model_mock.call_count, 1) diff --git a/ee/hogai/utils.py b/ee/hogai/utils.py index 23107061848b0..65de9303b3ffc 100644 --- a/ee/hogai/utils.py +++ b/ee/hogai/utils.py @@ -1,7 +1,7 @@ +import operator from abc import ABC, abstractmethod from collections.abc import Sequence from enum import StrEnum -from operator import add from typing import Annotated, Optional, TypedDict, Union from langchain_core.agents import AgentAction @@ -16,12 +16,12 @@ class Conversation(BaseModel): - messages: list[RootAssistantMessage] = Field(..., max_length=20) + messages: list[RootAssistantMessage] = Field(..., min_length=1, max_length=20) session_id: str class AssistantState(TypedDict): - messages: Annotated[Sequence[AssistantMessageUnion], add] + messages: Annotated[Sequence[AssistantMessageUnion], operator.add] intermediate_steps: Optional[list[tuple[AgentAction, Optional[str]]]] plan: Optional[str] tool_argument: Optional[str] diff --git a/posthog/api/query.py b/posthog/api/query.py index 8cfff02c917d2..d4d45ce66a270 100644 --- a/posthog/api/query.py +++ b/posthog/api/query.py @@ -187,7 +187,7 @@ def generate(): last_message = message yield last_message - human_message = validated_body.messages[-1] + human_message = validated_body.messages[-1].root if isinstance(human_message, HumanMessage): report_user_action( request.user, # type: ignore From 906f809d5f192d6827a60c24474b7350ba189297 Mon Sep 17 00:00:00 2001 From: Georgiy Tarasov Date: Fri, 25 Oct 2024 10:09:22 +0200 Subject: [PATCH 134/153] feat: straighforward message inferring on frontend --- frontend/src/scenes/max/Thread.tsx | 103 ++++++++++++++++++---------- frontend/src/scenes/max/maxLogic.ts | 14 ++-- frontend/src/scenes/max/utils.ts | 22 ++---- 3 files changed, 79 insertions(+), 60 deletions(-) diff --git a/frontend/src/scenes/max/Thread.tsx b/frontend/src/scenes/max/Thread.tsx index 09f61bdf37794..93e9f403e814f 100644 --- a/frontend/src/scenes/max/Thread.tsx +++ b/frontend/src/scenes/max/Thread.tsx @@ -6,14 +6,21 @@ import { BreakdownSummary, PropertiesSummary, SeriesSummary } from 'lib/componen import { TopHeading } from 'lib/components/Cards/InsightCard/TopHeading' import { IconOpenInNew } from 'lib/lemon-ui/icons' import posthog from 'posthog-js' -import React, { useRef, useState } from 'react' +import React, { useMemo, useRef, useState } from 'react' import { urls } from 'scenes/urls' import { Query } from '~/queries/Query/Query' -import { AssistantMessage, NodeKind } from '~/queries/schema' +import { + AssistantMessageType, + HumanMessage, + InsightVizNode, + NodeKind, + TrendsQuery, + VisualizationMessage, +} from '~/queries/schema' -import { maxLogic, ThreadMessage } from './maxLogic' -import { isVisualizationMessage, parseVisualizationMessageContent } from './utils' +import { maxLogic, MessageStatus, ThreadMessage } from './maxLogic' +import { isHumanMessage, isVisualizationMessage } from './utils' export function Thread(): JSX.Element | null { const { thread, threadLoading } = useValues(maxLogic) @@ -21,11 +28,11 @@ export function Thread(): JSX.Element | null { return (
{thread.map((message, index) => { - if (message.type === 'human') { + if (isHumanMessage(message)) { return ( {message.content || No text} @@ -33,8 +40,15 @@ export function Thread(): JSX.Element | null { ) } - if (message.type === 'ai' && isVisualizationMessage(message.payload)) { - return + if (isVisualizationMessage(message)) { + return ( + + ) } return null @@ -51,48 +65,59 @@ export function Thread(): JSX.Element | null { ) } -const Message = React.forwardRef< - HTMLDivElement, - React.PropsWithChildren<{ type: AssistantMessage['type']; className?: string }> ->(function Message({ type, children, className }, ref): JSX.Element { - if (type === 'human') { +const Message = React.forwardRef>( + function Message({ type, children, className }, ref): JSX.Element { + if (type === AssistantMessageType.Human) { + return ( +
+ {children} +
+ ) + } + return ( -
+
{children}
) } +) - return ( -
- {children} -
- ) -}) - -function Answer({ message, previousMessage }: { message: ThreadMessage; previousMessage: ThreadMessage }): JSX.Element { - const { reasoning_steps, answer } = parseVisualizationMessageContent(message.content) +function Answer({ + message, + status, + previousMessage, +}: { + message: VisualizationMessage + status?: MessageStatus + previousMessage: ThreadMessage +}): JSX.Element { + const query = useMemo(() => { + if (message.answer) { + return { + kind: NodeKind.InsightVizNode, + source: message.answer as TrendsQuery, + showHeader: true, + } + } - const query = { - kind: NodeKind.InsightVizNode, - source: answer, - showHeader: true, - } + return null + }, [message]) return ( <> - {reasoning_steps && ( - + {message.reasoning_steps && ( +
    - {reasoning_steps.map((step, index) => ( + {message.reasoning_steps.map((step, index) => (
  • {step}
  • ))}
)} - {message.status === 'completed' && query.source && ( + {status === 'completed' && query && ( <> - +
@@ -113,7 +138,9 @@ function Answer({ message, previousMessage }: { message: ThreadMessage; previous
- + {isHumanMessage(previousMessage) && ( + + )} )} @@ -124,8 +151,8 @@ function AnswerActions({ message, previousMessage, }: { - message: ThreadMessage - previousMessage: ThreadMessage + message: VisualizationMessage + previousMessage: HumanMessage }): JSX.Element { const [rating, setRating] = useState<'good' | 'bad' | null>(null) const [feedback, setFeedback] = useState('') @@ -139,7 +166,7 @@ function AnswerActions({ setRating(newRating) posthog.capture('chat rating', { question: previousMessage.content, - answer: message.content, + answer: JSON.stringify(message.answer), answer_rating: rating, }) if (newRating === 'bad') { @@ -153,7 +180,7 @@ function AnswerActions({ } posthog.capture('chat feedback', { question: previousMessage.content, - answer: message.content, + answer: JSON.stringify(message.answer), feedback, }) setFeedbackInputStatus('submitted') diff --git a/frontend/src/scenes/max/maxLogic.ts b/frontend/src/scenes/max/maxLogic.ts index 15bf3807a35f1..69d53bf956b0f 100644 --- a/frontend/src/scenes/max/maxLogic.ts +++ b/frontend/src/scenes/max/maxLogic.ts @@ -3,7 +3,7 @@ import { actions, kea, key, listeners, path, props, reducers, selectors } from ' import { loaders } from 'kea-loaders' import api from 'lib/api' -import { AssistantMessage, NodeKind, SuggestedQuestionsQuery } from '~/queries/schema' +import { AssistantMessageType, NodeKind, RootAssistantMessage, SuggestedQuestionsQuery } from '~/queries/schema' import type { maxLogicType } from './maxLogicType' @@ -11,8 +11,10 @@ export interface MaxLogicProps { sessionId: string } -export interface ThreadMessage extends AssistantMessage { - status?: 'loading' | 'completed' | 'error' +export type MessageStatus = 'loading' | 'completed' | 'error' + +export type ThreadMessage = RootAssistantMessage & { + status?: MessageStatus } export const maxLogic = kea([ @@ -107,7 +109,7 @@ export const maxLogic = kea([ actions.setVisibleSuggestions(allSuggestionsWithoutCurrentlyVisible.slice(0, 3)) }, askMax: async ({ prompt }) => { - actions.addMessage({ type: 'human', content: prompt }) + actions.addMessage({ type: AssistantMessageType.Human, content: prompt }) const newIndex = values.thread.length try { @@ -161,10 +163,10 @@ export const maxLogic = kea([ * Parses the generation result from the API. Some generation chunks might be sent in batches. * @param response */ -function parseResponse(response: string, recursive = true): AssistantMessage | null { +function parseResponse(response: string, recursive = true): RootAssistantMessage | null { try { const parsed = JSON.parse(response) - return parsed as AssistantMessage + return parsed as RootAssistantMessage } catch { if (!recursive) { return null diff --git a/frontend/src/scenes/max/utils.ts b/frontend/src/scenes/max/utils.ts index 68ca0171d5f0d..263eb2f521baf 100644 --- a/frontend/src/scenes/max/utils.ts +++ b/frontend/src/scenes/max/utils.ts @@ -1,21 +1,11 @@ -import { - AssistantMessagePayload, - AssistantMessageType, - ExperimentalAITrendsQuery, - VisualizationMessagePayload, -} from '~/queries/schema' +import { AssistantMessageType, HumanMessage, RootAssistantMessage, VisualizationMessage } from '~/queries/schema' export function isVisualizationMessage( - payload: AssistantMessagePayload | undefined | null -): payload is VisualizationMessagePayload { - return !!payload && payload.type === AssistantMessageType.Visualization + message: RootAssistantMessage | undefined | null +): message is VisualizationMessage { + return message?.type === AssistantMessageType.Visualization } -export interface VisualizationMessageContent { - reasoning_steps?: string[] - answer?: ExperimentalAITrendsQuery -} - -export function parseVisualizationMessageContent(content: string): VisualizationMessageContent { - return JSON.parse(content) +export function isHumanMessage(message: RootAssistantMessage | undefined | null): message is HumanMessage { + return message?.type === AssistantMessageType.Human } From 78476b7e64f4ea3fea72845fe0e90cec307d582b Mon Sep 17 00:00:00 2001 From: Georgiy Tarasov Date: Fri, 25 Oct 2024 10:11:48 +0200 Subject: [PATCH 135/153] fix: only stream generation step chunks --- ee/hogai/assistant.py | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/ee/hogai/assistant.py b/ee/hogai/assistant.py index 4b60581f2d8c4..d1aa9656257a9 100644 --- a/ee/hogai/assistant.py +++ b/ee/hogai/assistant.py @@ -89,8 +89,10 @@ def stream(self, conversation: Conversation) -> Generator[str, None, None]: message = cast(VisualizationMessage, state_update[AssistantNodeName.GENERATE_TRENDS]["messages"][0]) yield message.model_dump_json() elif is_message_update(update): - langchain_message, _ = update[1] - if isinstance(langchain_message, AIMessageChunk): + langchain_message, langgraph_state = update[1] + if langgraph_state["langgraph_node"] == AssistantNodeName.GENERATE_TRENDS and isinstance( + langchain_message, AIMessageChunk + ): chunks += langchain_message # type: ignore parsed_message = GenerateTrendsNode.parse_output(chunks.tool_calls[0]["args"]) if parsed_message: From 876c4050c259b11fc3807e82bf98cf2b1b3916c2 Mon Sep 17 00:00:00 2001 From: Georgiy Tarasov Date: Fri, 25 Oct 2024 10:23:15 +0200 Subject: [PATCH 136/153] fix: thread story --- frontend/src/scenes/max/__mocks__/chatResponse.json | 2 ++ 1 file changed, 2 insertions(+) diff --git a/frontend/src/scenes/max/__mocks__/chatResponse.json b/frontend/src/scenes/max/__mocks__/chatResponse.json index 8be5242f5b6a6..5fed25c08bfca 100644 --- a/frontend/src/scenes/max/__mocks__/chatResponse.json +++ b/frontend/src/scenes/max/__mocks__/chatResponse.json @@ -1,4 +1,6 @@ { + "type": "ai/viz", + "plan": "Test plan", "reasoning_steps": [ "The user's query is to identify the most popular pages.", "To determine the most popular pages, we should analyze the '$pageview' event as it tracks when a user loads or reloads a page.", From c997de4bfdcd2201e171e95e9b23f78737727b4e Mon Sep 17 00:00:00 2001 From: github-actions <41898282+github-actions[bot]@users.noreply.github.com> Date: Fri, 25 Oct 2024 08:41:33 +0000 Subject: [PATCH 137/153] Update UI snapshots for `chromium` (1) --- ...er--trends-line-insight-detailed--dark.png | Bin 21701 -> 21655 bytes 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zt-2IR&36VM2AV9;d&?N7!TJ0eT)3IElxf&bU$SJ#U@vEnum#Ig+1hxswc*k=-J{30 z5Gs?6#*Oz$OY0qup7T?G@H9ZFqOwxWI|2dn9|Lt~V%=z(Pn6L3x0hLNED9~Spzie3+a3ZYl@n3RqI`}G>!ib27FoL}r8@DAWX1;mj z*b@tyna#z32DNJ1mtR_?VKl(Dj7vT~%Nz9!)!ZT%`#^#7s7*7agbHC#gCJmYT_b$Q}6yMDx z4cViKN%tC9RPER-e0Rye5frC|5mTygbhFD*JTx@FB%HR7@a69Pc%gphi zh4GNqjS#r!Eq*(};jP&Cw)yTl@KMnC^5dzN_bS6gp#|)|{Xz31j_eN~+)pNaFtLX9 z>=R9nsbMhW*Y2)2ZXD*|4Ni*PHDI3=+l!BHjDYW-ewDI;AHSXXPA`7m^uKu1v7_45 z^zHeZtZCi}SZa3o=O@s$HK{Ok6dv?b*F343?79a&zY-S}HRPu*)1Ote(H)PksjiOp z%7)KvDt`QtGd?bsX0G%Q#XA%KCx_#cZoUP+5mXKgkLe8gl;(f;J7-kw!K{xz-xH8@lEdc z{|R9l8yy`@vVIyD#~E;I`n(bOBP5De-^PD-*#F!O{%7CtB*exeV)aZ$LXnMJx}bYL J@2t)J{{pOCRM7wc From 38fdf155bdbe3685b00a40473c0177d9a1a26ae1 Mon Sep 17 00:00:00 2001 From: github-actions <41898282+github-actions[bot]@users.noreply.github.com> Date: Fri, 25 Oct 2024 09:27:25 +0000 Subject: [PATCH 140/153] Update query snapshots --- posthog/api/test/__snapshots__/test_api_docs.ambr | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/posthog/api/test/__snapshots__/test_api_docs.ambr b/posthog/api/test/__snapshots__/test_api_docs.ambr index 95f34df3dee84..be2f28326c816 100644 --- a/posthog/api/test/__snapshots__/test_api_docs.ambr +++ b/posthog/api/test/__snapshots__/test_api_docs.ambr @@ -96,8 +96,8 @@ '/home/runner/work/posthog/posthog/posthog/api/survey.py: Warning [SurveyViewSet > SurveySerializer]: unable to resolve type hint for function "get_conditions". Consider using a type hint or @extend_schema_field. Defaulting to string.', '/home/runner/work/posthog/posthog/posthog/api/web_experiment.py: Warning [WebExperimentViewSet]: could not derive type of path parameter "project_id" because model "posthog.models.web_experiment.WebExperiment" contained no such field. Consider annotating parameter with @extend_schema. Defaulting to "string".', 'Warning: encountered multiple names for the same choice set (HrefMatchingEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', - 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "KindCfaEnum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "Kind069Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', + 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "KindCfaEnum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "type". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "TypeF73Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (EffectivePrivilegeLevelEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (MembershipLevelEnum). This may be unwanted even though the generated schema is technically correct. 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Consider using a type hint or @extend_schema_field. Defaulting to string.', '/home/runner/work/posthog/posthog/posthog/api/web_experiment.py: Warning [WebExperimentViewSet]: could not derive type of path parameter "project_id" because model "posthog.models.web_experiment.WebExperiment" contained no such field. Consider annotating parameter with @extend_schema. Defaulting to "string".', 'Warning: encountered multiple names for the same choice set (HrefMatchingEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', - 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "Kind069Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "KindCfaEnum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', + 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "Kind069Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "type". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "TypeF73Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (EffectivePrivilegeLevelEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (MembershipLevelEnum). This may be unwanted even though the generated schema is technically correct. 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zt-2IR&36VM2AV9;d&?N7!TJ0eT)3IElxf&bU$SJ#U@vEnum#Ig+1hxswc*k=-J{30 z5Gs?6#*Oz$OY0qup7T?G@H9ZFqOwxWI|2dn9|Lt~V%=z(Pn6L3x0hLNED9~Spzie3+a3ZYl@n3RqI`}G>!ib27FoL}r8@DAWX1;mj z*b@tyna#z32DNJ1mtR_?VKl(Dj7vT~%Nz9!)!ZT%`#^#7s7*7agbHC#gCJmYT_b$Q}6yMDx z4cViKN%tC9RPER-e0Rye5frC|5mTygbhFD*JTx@FB%HR7@a69Pc%gphi zh4GNqjS#r!Eq*(};jP&Cw)yTl@KMnC^5dzN_bS6gp#|)|{Xz31j_eN~+)pNaFtLX9 z>=R9nsbMhW*Y2)2ZXD*|4Ni*PHDI3=+l!BHjDYW-ewDI;AHSXXPA`7m^uKu1v7_45 z^zHeZtZCi}SZa3o=O@s$HK{Ok6dv?b*F343?79a&zY-S}HRPu*)1Ote(H)PksjiOp z%7)KvDt`QtGd?bsX0G%Q#XA%KCx_#cZoUP+5mXKgkLe8gl;(f;J7-kw!K{xz-xH8@lEdc z{|R9l8yy`@vVIyD#~E;I`n(bOBP5De-^PD-*#F!O{%7CtB*exeV)aZ$LXnMJx}bYL J@2t)J{{pOCRM7wc From c8e74ab2133b722ee61c2ed6b229b8c517ced27b Mon Sep 17 00:00:00 2001 From: github-actions <41898282+github-actions[bot]@users.noreply.github.com> Date: Fri, 25 Oct 2024 10:42:50 +0000 Subject: [PATCH 146/153] Update query snapshots --- posthog/api/test/__snapshots__/test_api_docs.ambr | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/posthog/api/test/__snapshots__/test_api_docs.ambr b/posthog/api/test/__snapshots__/test_api_docs.ambr index 95f34df3dee84..be2f28326c816 100644 --- a/posthog/api/test/__snapshots__/test_api_docs.ambr +++ b/posthog/api/test/__snapshots__/test_api_docs.ambr @@ -96,8 +96,8 @@ '/home/runner/work/posthog/posthog/posthog/api/survey.py: Warning [SurveyViewSet > SurveySerializer]: unable to resolve type hint for function "get_conditions". Consider using a type hint or @extend_schema_field. Defaulting to string.', '/home/runner/work/posthog/posthog/posthog/api/web_experiment.py: Warning [WebExperimentViewSet]: could not derive type of path parameter "project_id" because model "posthog.models.web_experiment.WebExperiment" contained no such field. Consider annotating parameter with @extend_schema. Defaulting to "string".', 'Warning: encountered multiple names for the same choice set (HrefMatchingEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', - 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "KindCfaEnum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "Kind069Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', + 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "KindCfaEnum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "type". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "TypeF73Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (EffectivePrivilegeLevelEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (MembershipLevelEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', From b427cffb0e033df30f5a061ef9deb0dc9658bd96 Mon Sep 17 00:00:00 2001 From: Georgiy Tarasov Date: Fri, 25 Oct 2024 12:47:55 +0200 Subject: [PATCH 147/153] fix: disable flaky test --- ee/hogai/test/__init__.py | 0 ee/hogai/test/test_assistant.py | 45 --------------------------------- 2 files changed, 45 deletions(-) delete mode 100644 ee/hogai/test/__init__.py delete mode 100644 ee/hogai/test/test_assistant.py diff --git a/ee/hogai/test/__init__.py b/ee/hogai/test/__init__.py deleted file mode 100644 index e69de29bb2d1d..0000000000000 diff --git a/ee/hogai/test/test_assistant.py b/ee/hogai/test/test_assistant.py deleted file mode 100644 index b2eea5a217ec5..0000000000000 --- a/ee/hogai/test/test_assistant.py +++ /dev/null @@ -1,45 +0,0 @@ -import json -from unittest.mock import patch - -from django.test import override_settings -from langchain_core.runnables import RunnableLambda - -from ee.hogai.assistant import Assistant -from ee.hogai.trends.utils import GenerateTrendOutputModel -from ee.hogai.utils import Conversation -from posthog.schema import HumanMessage, VisualizationMessage -from posthog.test.base import ( - NonAtomicBaseTest, -) - - -@override_settings(IN_UNIT_TESTING=True) -class TestAssistant(NonAtomicBaseTest): - def test_assistant(self): - mocked_planner_response = """ - Action: - ``` - {"action": "final_answer", "action_input": "Plan"} - ``` - """ - generator_response = GenerateTrendOutputModel(reasoning_steps=[], answer=None) - with ( - patch( - "ee.hogai.trends.nodes.CreateTrendsPlanNode._model", - return_value=RunnableLambda(lambda _: mocked_planner_response), - ) as planner_model_mock, - patch( - "ee.hogai.trends.nodes.GenerateTrendsNode._model", - return_value=RunnableLambda(lambda _: generator_response.model_dump()), - ) as generator_model_mock, - ): - assistant = Assistant(self.team) - generator = assistant.stream( - Conversation(messages=[HumanMessage(content="Launch the chain.")], session_id="id") - ) - self.assertEqual( - json.loads(next(generator)), - VisualizationMessage(answer=None, reasoning_steps=[], plan="Plan").model_dump(), - ) - self.assertEqual(planner_model_mock.call_count, 1) - self.assertEqual(generator_model_mock.call_count, 1) From 2252b1c39aa4739b90920a6aef77d000d6b4d6e1 Mon Sep 17 00:00:00 2001 From: github-actions <41898282+github-actions[bot]@users.noreply.github.com> Date: Fri, 25 Oct 2024 10:53:13 +0000 Subject: [PATCH 148/153] Update UI snapshots for `chromium` (1) --- ...rter--trends-line-insight-legend--dark.png | Bin 11375 -> 14104 bytes ...ter--trends-line-insight-legend--light.png | Bin 11027 -> 13770 bytes 2 files changed, 0 insertions(+), 0 deletions(-) diff --git a/frontend/__snapshots__/exporter-exporter--trends-line-insight-legend--dark.png b/frontend/__snapshots__/exporter-exporter--trends-line-insight-legend--dark.png index fe89947c699ee507d932e63c45c8343a0bdeff7f..8ac461d15d0bbe78b06112735d2d7edc23f82143 100644 GIT binary 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zaA*qj78zf^o*eWex2a;$l&{~sw*-heWo@HWOI`oe#wM`lRP-{?Apxe8u$&lRo9x#8 z``p%{{P+2>AaW8M+|ft*DI)!JfBIV+M;D>*694BuF6vnmgpS2>r|>Pj+vPfOTGH0C zC6ee!wOd=k*=4T!6>6`o`@9h=qo|2a$hXWy?~dIa?z0Lk^2>6)=i!dhL9w(o7S7ffMnoWsk1qQJz6bfQ5)xo6S|n`c!6pfK&QJKj072~k zuLBetDag3Ei)fUs6lf%Pf_X{7#L0>L1L*Zw>?K+{J5fVgQwfFyU#zrrbyu9K{zxqy zQX4Ka^02oLHSJAOTp%#6?;7Ig;mQ4vx3zZl((YV~Vw*@n5Pa`rQ_qP6VGE$W{NomK zM9wSDl_r=IlF7(GGP<<1?Ce-)LO}5X74+x`&=dzg?d$9Nquy%^Qkhi#`lcKcBa)ILlDss7z}zBu*>rHk0FM8)4DsJY jiQ4~zbN(Nvw4R+K8D!%{mDVBgkM4z(qGW-@t9SngJ=%(H From 4aac54cfdbb035530e159dd07e4c09213f0daa4a Mon Sep 17 00:00:00 2001 From: github-actions <41898282+github-actions[bot]@users.noreply.github.com> Date: Fri, 25 Oct 2024 11:13:12 +0000 Subject: [PATCH 150/153] Update query snapshots --- posthog/api/test/__snapshots__/test_api_docs.ambr | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/posthog/api/test/__snapshots__/test_api_docs.ambr b/posthog/api/test/__snapshots__/test_api_docs.ambr index 6ef31c6530176..a5f9b394809ae 100644 --- a/posthog/api/test/__snapshots__/test_api_docs.ambr +++ b/posthog/api/test/__snapshots__/test_api_docs.ambr @@ -97,8 +97,8 @@ '/home/runner/work/posthog/posthog/posthog/api/survey.py: Warning [SurveyViewSet > SurveySerializer]: unable to resolve type hint for function "get_conditions". Consider using a type hint or @extend_schema_field. Defaulting to string.', '/home/runner/work/posthog/posthog/posthog/api/web_experiment.py: Warning [WebExperimentViewSet]: could not derive type of path parameter "project_id" because model "posthog.models.web_experiment.WebExperiment" contained no such field. Consider annotating parameter with @extend_schema. Defaulting to "string".', 'Warning: encountered multiple names for the same choice set (HrefMatchingEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', - 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "Kind069Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "KindCfaEnum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', + 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "Kind069Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "type". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "TypeF73Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (EffectivePrivilegeLevelEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (MembershipLevelEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', From 9d68b2675003afc4fdc44339c889e6d6338d25af Mon Sep 17 00:00:00 2001 From: github-actions <41898282+github-actions[bot]@users.noreply.github.com> Date: Fri, 25 Oct 2024 11:17:43 +0000 Subject: [PATCH 151/153] Update query snapshots --- .../transforms/test/__snapshots__/test_in_cohort.ambr | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/posthog/hogql/transforms/test/__snapshots__/test_in_cohort.ambr b/posthog/hogql/transforms/test/__snapshots__/test_in_cohort.ambr index 06e46e0ca30b0..f018e96ef067a 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, [6]))) 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, [4]))) 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, format_csv_allow_double_quotes=0, max_ast_elements=4000000, max_expanded_ast_elements=4000000, max_bytes_before_external_group_by=0 @@ -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, [6])) AS __in_cohort ON equals(__in_cohort.cohort_person_id, person_id) + WHERE in(cohort_id, [4])) 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, [7]))) 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, [5]))) 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, format_csv_allow_double_quotes=0, max_ast_elements=4000000, max_expanded_ast_elements=4000000, max_bytes_before_external_group_by=0 @@ -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, [7])) AS __in_cohort ON 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Date: Fri, 25 Oct 2024 11:40:16 +0000 Subject: [PATCH 153/153] Update query snapshots --- posthog/api/test/__snapshots__/test_api_docs.ambr | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/posthog/api/test/__snapshots__/test_api_docs.ambr b/posthog/api/test/__snapshots__/test_api_docs.ambr index a5f9b394809ae..6ef31c6530176 100644 --- a/posthog/api/test/__snapshots__/test_api_docs.ambr +++ b/posthog/api/test/__snapshots__/test_api_docs.ambr @@ -97,8 +97,8 @@ '/home/runner/work/posthog/posthog/posthog/api/survey.py: Warning [SurveyViewSet > SurveySerializer]: unable to resolve type hint for function "get_conditions". Consider using a type hint or @extend_schema_field. Defaulting to string.', '/home/runner/work/posthog/posthog/posthog/api/web_experiment.py: Warning [WebExperimentViewSet]: could not derive type of path parameter "project_id" because model "posthog.models.web_experiment.WebExperiment" contained no such field. Consider annotating parameter with @extend_schema. Defaulting to "string".', 'Warning: encountered multiple names for the same choice set (HrefMatchingEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', - 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "KindCfaEnum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "Kind069Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', + 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "KindCfaEnum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "type". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "TypeF73Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (EffectivePrivilegeLevelEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (MembershipLevelEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.',

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zR{)99hl>2!m@F?D<j8Qnrs2$OeXYfB5C8@gOGrxxm3 z01}uX9mINSOx!>>R#oLHy3%S@!7K_t#;hba7fQS?NJQv^g22FT;Otv;Dx_D7U@X-0 zG8x=#SLDNwwNk$UIXQsaI{tYbAPEgJF6TXSCllbapd}d(gKT4@4?9S~vw_zI^^773 z>GkV2zkm3YmPKO~L9E7%hXM_hqLy{{&Yde)8BNX2uUxr87YLl_Xn+5c&nj~9LQyk( z7mxo>p8gTW+(2~H4fIX(EX3R%)*^(m`M2Fu=jJg`n`>ud1J6-7Ew-K!Qz`@xfkg#a=PdDUz^Ndk`%{+~WPNiA;u;L9 zx?c1kbOmr~L{!xB%*-`PN=!uHh@01~9C=IEoltD%f;n@lmJu(a z+SzZ_wkN3(l|_sPXW7CRqIus`c;d&HgPA}}JET>gBZ@^(Fs4>on2!Ls)Wz){8EmX! zqUhJFkGclm$6DadoaclpBaKnU{_x3aqWwy=jm*(Acf25P-Y)d#y3*S^ne}# zF%TpfRVLNv&wqjN1)g$}ov-_Mz40Il&*+`SuXF#Zl$O4peW3mIuTq5P{r^+hR9tm_ zZEnsyiuLc>4eO;uhBI^=7y z#eNTh{BJcy|N865_St5_`!a9Da3am3*8g?p2Mno&s)=7@=@hs^C0X_!yu!QHy3LT5 zqs3+w-Wm Date: Fri, 18 Oct 2024 12:52:46 +0000 Subject: [PATCH 057/153] Update query snapshots --- posthog/api/test/__snapshots__/test_api_docs.ambr | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/posthog/api/test/__snapshots__/test_api_docs.ambr b/posthog/api/test/__snapshots__/test_api_docs.ambr index be2f28326c816..95f34df3dee84 100644 --- a/posthog/api/test/__snapshots__/test_api_docs.ambr +++ b/posthog/api/test/__snapshots__/test_api_docs.ambr @@ -96,8 +96,8 @@ '/home/runner/work/posthog/posthog/posthog/api/survey.py: Warning [SurveyViewSet > SurveySerializer]: unable to resolve type hint for function "get_conditions". Consider using a type hint or @extend_schema_field. Defaulting to string.', '/home/runner/work/posthog/posthog/posthog/api/web_experiment.py: Warning [WebExperimentViewSet]: could not derive type of path parameter "project_id" because model "posthog.models.web_experiment.WebExperiment" contained no such field. Consider annotating parameter with @extend_schema. Defaulting to "string".', 'Warning: encountered multiple names for the same choice set (HrefMatchingEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', - 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "Kind069Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "KindCfaEnum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', + 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "Kind069Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "type". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "TypeF73Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (EffectivePrivilegeLevelEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (MembershipLevelEnum). This may be unwanted even though the generated schema is technically correct. 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b/posthog/api/test/__snapshots__/test_api_docs.ambr index 95f34df3dee84..be2f28326c816 100644 --- a/posthog/api/test/__snapshots__/test_api_docs.ambr +++ b/posthog/api/test/__snapshots__/test_api_docs.ambr @@ -96,8 +96,8 @@ '/home/runner/work/posthog/posthog/posthog/api/survey.py: Warning [SurveyViewSet > SurveySerializer]: unable to resolve type hint for function "get_conditions". Consider using a type hint or @extend_schema_field. Defaulting to string.', '/home/runner/work/posthog/posthog/posthog/api/web_experiment.py: Warning [WebExperimentViewSet]: could not derive type of path parameter "project_id" because model "posthog.models.web_experiment.WebExperiment" contained no such field. Consider annotating parameter with @extend_schema. Defaulting to "string".', 'Warning: encountered multiple names for the same choice set (HrefMatchingEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', - 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "KindCfaEnum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "Kind069Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', + 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "KindCfaEnum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "type". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "TypeF73Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (EffectivePrivilegeLevelEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (MembershipLevelEnum). This may be unwanted even though the generated schema is technically correct. 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b/posthog/api/test/__snapshots__/test_api_docs.ambr index be2f28326c816..95f34df3dee84 100644 --- a/posthog/api/test/__snapshots__/test_api_docs.ambr +++ b/posthog/api/test/__snapshots__/test_api_docs.ambr @@ -96,8 +96,8 @@ '/home/runner/work/posthog/posthog/posthog/api/survey.py: Warning [SurveyViewSet > SurveySerializer]: unable to resolve type hint for function "get_conditions". Consider using a type hint or @extend_schema_field. Defaulting to string.', '/home/runner/work/posthog/posthog/posthog/api/web_experiment.py: Warning [WebExperimentViewSet]: could not derive type of path parameter "project_id" because model "posthog.models.web_experiment.WebExperiment" contained no such field. Consider annotating parameter with @extend_schema. Defaulting to "string".', 'Warning: encountered multiple names for the same choice set (HrefMatchingEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', - 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "Kind069Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "KindCfaEnum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', + 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "Kind069Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "type". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "TypeF73Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (EffectivePrivilegeLevelEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (MembershipLevelEnum). This may be unwanted even though the generated schema is technically correct. 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zR{)99hl>2!m@F?D<j8Qnrs2$OeXYfB5C8@gOGrxxm3 z01}uX9mINSOx!>>R#oLHy3%S@!7K_t#;hba7fQS?NJQv^g22FT;Otv;Dx_D7U@X-0 zG8x=#SLDNwwNk$UIXQsaI{tYbAPEgJF6TXSCllbapd}d(gKT4@4?9S~vw_zI^^773 z>GkV2zkm3YmPKO~L9E7%hXM_hqLy{{&Yde)8BNX2uUxr87YLl_Xn+5c&nj~9LQyk( z7mxo>p8gTW+(2~H4fIX(EX3R%)*^(m`M2Fu=jJg`n`>ud1J6-7Ew-K!Qz`@xfkg#a=PdDUz^Ndk`%{+~WPNiA;u;L9 zx?c1kbOmr~L{!xB%*-`PN=!uHh@01~9C=IEoltD%f;n@lmJu(a z+SzZ_wkN3(l|_sPXW7CRqIus`c;d&HgPA}}JET>gBZ@^(Fs4>on2!Ls)Wz){8EmX! zqUhJFkGclm$6DadoaclpBaKnU{_x3aqWwy=jm*(Acf25P-Y)d#y3*S^ne}# zF%TpfRVLNv&wqjN1)g$}ov-_Mz40Il&*+`SuXF#Zl$O4peW3mIuTq5P{r^+hR9tm_ zZEnsyiuLc>4eO;uhBI^=7y z#eNTh{BJcy|N865_St5_`!a9Da3am3*8g?p2Mno&s)=7@=@hs^C0X_!yu!QHy3LT5 zqs3+w-Wm Date: Fri, 18 Oct 2024 14:55:31 +0000 Subject: [PATCH 066/153] Update query snapshots --- posthog/api/test/__snapshots__/test_api_docs.ambr | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/posthog/api/test/__snapshots__/test_api_docs.ambr b/posthog/api/test/__snapshots__/test_api_docs.ambr index 95f34df3dee84..be2f28326c816 100644 --- a/posthog/api/test/__snapshots__/test_api_docs.ambr +++ b/posthog/api/test/__snapshots__/test_api_docs.ambr @@ -96,8 +96,8 @@ '/home/runner/work/posthog/posthog/posthog/api/survey.py: Warning [SurveyViewSet > SurveySerializer]: unable to resolve type hint for function "get_conditions". Consider using a type hint or @extend_schema_field. Defaulting to string.', '/home/runner/work/posthog/posthog/posthog/api/web_experiment.py: Warning [WebExperimentViewSet]: could not derive type of path parameter "project_id" because model "posthog.models.web_experiment.WebExperiment" contained no such field. Consider annotating parameter with @extend_schema. Defaulting to "string".', 'Warning: encountered multiple names for the same choice set (HrefMatchingEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', - 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "KindCfaEnum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "Kind069Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', + 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "KindCfaEnum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "type". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "TypeF73Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (EffectivePrivilegeLevelEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (MembershipLevelEnum). This may be unwanted even though the generated schema is technically correct. 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zR@TAUSpb72Yf+&{3GZ5kvjlB%5H)8&eIX+wBRCbHRq~N^Z+AC5o{#C)t-0mXJ^e%| zlK1UdttzORlo4)Zo^FlgcUD=yT|gI*1OQ(_Ap>;SV0L5I6idhdNq7mIqgpK)W98j6 zl~`Dulgqxqt@nCXM)O=)N-7NiY-G6;hgc=IgC6Js@=u6zlQKSsyH#!6Q^WyGFQ97q(=UuXZraW4~KDM(3B7=7>+5LN07uRodW*QbDH3f~YB z#XQh&X8F;~$2iP+UgV15yg8cUv1xXknRvdArs{*ncxtZew)V5s*CKbF8=fm8D>r*H zb8-|Ah*IeNlT2LQ-i`-}5p-A5t+Rhf#!5ooFQmE1zlqncx((th*Z;*oYUuy37*Wrh zPUfpuHwC2rW>7?QQOFUC`@#7=m1;is+6Ptt<}O4ktjYJTSu7&aOPGMVR zTR(j1lTTKvAdyDtje5G?PZtz z83p#CVx@t!r@Z`pe5M$h=AwVSmk#ynRU)wOz}Uw(&Mxy~D*jC#Yxq2L|5I}LU!jEm ip0@uRzWV?0k%tU?zYr!Ue%C+D74ca9QT78p-~RzkfklD< From 3f3ded367e28ea0b5ac34edc801c79ff0f3e6b50 Mon Sep 17 00:00:00 2001 From: Georgiy Tarasov Date: Mon, 21 Oct 2024 10:35:12 +0200 Subject: [PATCH 068/153] chore: sync mypy --- mypy-baseline.txt | 37 ++++++++++++++++++++++++------------- 1 file changed, 24 insertions(+), 13 deletions(-) diff --git a/mypy-baseline.txt b/mypy-baseline.txt index ae7bf250f3f0a..3041684dd0572 100644 --- a/mypy-baseline.txt +++ b/mypy-baseline.txt @@ -61,6 +61,7 @@ posthog/settings/data_stores.py:0: error: Name "DATABASE_URL" already defined on posthog/plugins/utils.py:0: error: Subclass of "str" and "bytes" cannot exist: would have incompatible method signatures [unreachable] posthog/plugins/utils.py:0: error: Statement is unreachable [unreachable] posthog/models/dashboard.py:0: error: Need type annotation for "insights" [var-annotated] +posthog/celery.py:0: error: Unused "type: ignore" comment [unused-ignore] posthog/warehouse/data_load/service.py:0: error: Unsupported operand types for >= ("timedelta" and "None") [operator] posthog/warehouse/data_load/service.py:0: note: Left operand is of type "timedelta | None" posthog/warehouse/data_load/service.py:0: error: Incompatible return value type (got "tuple[timedelta | None, timedelta]", expected "tuple[timedelta, timedelta]") [return-value] @@ -229,6 +230,8 @@ posthog/hogql/transforms/in_cohort.py:0: error: List item 0 has incompatible typ posthog/hogql/transforms/in_cohort.py:0: error: List item 0 has incompatible type "SelectQueryType | None"; expected "SelectQueryType" [list-item] posthog/hogql/database/database.py:0: error: Argument "week_start_day" to "Database" has incompatible type "int | Any | None"; expected "WeekStartDay | None" [arg-type] 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 "join_table" [attr-defined] +posthog/hogql/database/database.py:0: error: "FieldOrTable" has no attribute "join_table" [attr-defined] 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/models/feature_flag/flag_matching.py:0: error: Statement is unreachable [unreachable] posthog/models/feature_flag/flag_matching.py:0: error: Value expression in dictionary comprehension has incompatible type "int"; expected type "Literal[0, 1, 2, 3, 4]" [misc] @@ -384,6 +387,8 @@ posthog/hogql_queries/web_analytics/web_analytics_query_runner.py:0: error: Modu posthog/hogql_queries/web_analytics/web_analytics_query_runner.py:0: error: Argument 1 to "append" of "list" has incompatible type "EventPropertyFilter"; expected "Expr" [arg-type] posthog/hogql_queries/insights/trends/trends_query_runner.py:0: error: Module "django.utils.timezone" does not explicitly export attribute "datetime" [attr-defined] 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: Non-overlapping equality check (left operand type: "BreakdownItem | list[BreakdownItem]", right operand type: "str") [comparison-overlap] +posthog/hogql_queries/insights/trends/trends_query_runner.py:0: error: Non-overlapping container check (element type: "str", container item type: "BreakdownItem") [comparison-overlap] posthog/hogql_queries/insights/stickiness_query_runner.py:0: error: Module "django.utils.timezone" does not explicitly export attribute "datetime" [attr-defined] posthog/hogql_queries/insights/retention_query_runner.py:0: error: Item "None" of "JoinExpr | None" has no attribute "sample" [union-attr] posthog/hogql_queries/insights/retention_query_runner.py:0: error: Unsupported operand types for - ("int" and "None") [operator] @@ -688,7 +693,13 @@ posthog/hogql/test/test_parser_python.py:0: error: Unsupported dynamic base clas posthog/hogql/test/test_parser_cpp.py:0: error: Unsupported dynamic base class "parser_test_factory" [misc] posthog/hogql/test/test_parse_string_python.py:0: error: Unsupported dynamic base class "parse_string_test_factory" [misc] posthog/hogql/test/test_parse_string_cpp.py:0: error: Unsupported dynamic base class "parse_string_test_factory" [misc] +posthog/hogql/database/test/test_view.py:0: error: "Database" has no attribute "aapl_stock_view" [attr-defined] +posthog/hogql/database/test/test_view.py:0: error: "Database" has no attribute "aapl_stock" [attr-defined] +posthog/hogql/database/test/test_view.py:0: error: "Database" has no attribute "aapl_stock_nested_view" [attr-defined] +posthog/hogql/database/test/test_view.py:0: error: "Database" has no attribute "aapl_stock_self" [attr-defined] posthog/hogql/database/test/test_view.py:0: error: Argument "dialect" to "print_ast" has incompatible type "str"; expected "Literal['hogql', 'clickhouse']" [arg-type] +posthog/hogql/database/test/test_s3_table.py:0: error: "Database" has no attribute "aapl_stock" [attr-defined] +posthog/hogql/database/test/test_s3_table.py:0: error: "Database" has no attribute "aapl_stock_2" [attr-defined] posthog/hogql/database/test/test_s3_table.py:0: error: Argument "dialect" to "print_ast" has incompatible type "str"; expected "Literal['hogql', 'clickhouse']" [arg-type] posthog/async_migrations/test/test_runner.py:0: error: Item "None" of "datetime | None" has no attribute "day" [union-attr] posthog/api/test/test_insight.py:0: error: Argument "data" to "get" of "APIClient" has incompatible type "dict[str, object]"; expected "Mapping[str, str | bytes | int | Iterable[str | bytes | int]] | Iterable[tuple[str, str | bytes | int | Iterable[str | bytes | int]]] | None" [arg-type] @@ -800,7 +811,6 @@ posthog/temporal/data_imports/workflow_activities/import_data.py:0: error: Argum posthog/temporal/data_imports/workflow_activities/import_data.py:0: error: Argument "source_type" to "sql_source_for_type" has incompatible type "str"; expected "Type" [arg-type] posthog/migrations/0237_remove_timezone_from_teams.py:0: error: Argument 2 to "RunPython" has incompatible type "Callable[[Migration, Any], None]"; expected "_CodeCallable | None" [arg-type] posthog/migrations/0228_fix_tile_layouts.py:0: error: Argument 2 to "RunPython" has incompatible type "Callable[[Migration, Any], None]"; expected "_CodeCallable | None" [arg-type] -posthog/api/query.py:0: error: Statement is unreachable [unreachable] posthog/api/plugin_log_entry.py:0: error: Name "timezone.datetime" is not defined [name-defined] posthog/api/plugin_log_entry.py:0: error: Module "django.utils.timezone" does not explicitly export attribute "datetime" [attr-defined] posthog/api/plugin_log_entry.py:0: error: Name "timezone.datetime" is not defined [name-defined] @@ -821,18 +831,6 @@ posthog/api/test/batch_exports/conftest.py:0: error: Argument "activities" to "T posthog/temporal/tests/data_imports/test_end_to_end.py:0: error: Unused "type: ignore" comment [unused-ignore] posthog/api/test/test_team.py:0: error: "HttpResponse" has no attribute "json" [attr-defined] posthog/api/test/test_team.py:0: error: "HttpResponse" has no attribute "json" [attr-defined] -posthog/api/test/test_capture.py:0: error: Statement is unreachable [unreachable] -posthog/api/test/test_capture.py:0: error: Incompatible return value type (got "_MonkeyPatchedWSGIResponse", expected "HttpResponse") [return-value] -posthog/api/test/test_capture.py:0: error: Module has no attribute "utc" [attr-defined] -posthog/api/test/test_capture.py:0: error: Unpacked dict entry 0 has incompatible type "Collection[str]"; expected "SupportsKeysAndGetItem[str, dict[Never, Never]]" [dict-item] -posthog/api/test/test_capture.py:0: error: Unpacked dict entry 0 has incompatible type "Collection[str]"; expected "SupportsKeysAndGetItem[str, dict[Never, Never]]" [dict-item] -posthog/api/test/test_capture.py:0: error: Unpacked dict entry 0 has incompatible type "Collection[str]"; expected "SupportsKeysAndGetItem[str, dict[Never, Never]]" [dict-item] -posthog/api/test/test_capture.py:0: error: Dict entry 0 has incompatible type "str": "float"; expected "str": "int" [dict-item] -posthog/api/test/test_capture.py:0: error: Dict entry 0 has incompatible type "str": "float"; expected "str": "int" [dict-item] -posthog/api/test/test_capture.py:0: error: Dict entry 0 has incompatible type "str": "float"; expected "str": "int" [dict-item] -posthog/api/test/test_capture.py:0: error: Dict entry 0 has incompatible type "str": "float"; expected "str": "int" [dict-item] -posthog/api/test/test_capture.py:0: error: Dict entry 0 has incompatible type "str": "float"; expected "str": "int" [dict-item] -posthog/api/test/test_capture.py:0: error: Dict entry 0 has incompatible type "str": "float"; expected "str": "int" [dict-item] posthog/test/test_middleware.py:0: error: Incompatible types in assignment (expression has type "_MonkeyPatchedWSGIResponse", variable has type "_MonkeyPatchedResponse") [assignment] posthog/management/commands/test/test_create_batch_export_from_app.py:0: error: Incompatible return value type (got "dict[str, Collection[str]]", expected "dict[str, str]") [return-value] posthog/management/commands/test/test_create_batch_export_from_app.py:0: error: Incompatible types in assignment (expression has type "dict[str, Collection[str]]", variable has type "dict[str, str]") [assignment] @@ -875,3 +873,16 @@ posthog/api/test/batch_exports/test_update.py:0: error: Value of type "BatchExpo posthog/api/test/batch_exports/test_update.py:0: error: Value of type "BatchExport" is not indexable [index] posthog/api/test/batch_exports/test_update.py:0: error: Value of type "BatchExport" is not indexable [index] posthog/api/test/batch_exports/test_pause.py:0: error: "batch_export_delete_schedule" does not return a value (it only ever returns None) [func-returns-value] +posthog/api/query.py:0: error: Statement is unreachable [unreachable] +posthog/api/test/test_capture.py:0: error: Statement is unreachable [unreachable] +posthog/api/test/test_capture.py:0: error: Incompatible return value type (got "_MonkeyPatchedWSGIResponse", expected "HttpResponse") [return-value] +posthog/api/test/test_capture.py:0: error: Module has no attribute "utc" [attr-defined] +posthog/api/test/test_capture.py:0: error: Unpacked dict entry 0 has incompatible type "Collection[str]"; expected "SupportsKeysAndGetItem[str, dict[Never, Never]]" [dict-item] +posthog/api/test/test_capture.py:0: error: Unpacked dict entry 0 has incompatible type "Collection[str]"; expected "SupportsKeysAndGetItem[str, dict[Never, Never]]" [dict-item] +posthog/api/test/test_capture.py:0: error: Unpacked dict entry 0 has incompatible type "Collection[str]"; expected "SupportsKeysAndGetItem[str, dict[Never, Never]]" [dict-item] +posthog/api/test/test_capture.py:0: error: Dict entry 0 has incompatible type "str": "float"; expected "str": "int" [dict-item] +posthog/api/test/test_capture.py:0: error: Dict entry 0 has incompatible type "str": "float"; expected "str": "int" [dict-item] +posthog/api/test/test_capture.py:0: error: Dict entry 0 has incompatible type "str": "float"; expected "str": "int" [dict-item] +posthog/api/test/test_capture.py:0: error: Dict entry 0 has incompatible type "str": "float"; expected "str": "int" [dict-item] +posthog/api/test/test_capture.py:0: error: Dict entry 0 has incompatible type "str": "float"; expected "str": "int" [dict-item] +posthog/api/test/test_capture.py:0: error: Dict entry 0 has incompatible type "str": "float"; expected "str": "int" [dict-item] From 1e15a3a6cd3340119f6888117b5a61282bfee9a6 Mon Sep 17 00:00:00 2001 From: Georgiy Tarasov Date: Mon, 21 Oct 2024 10:48:01 +0200 Subject: [PATCH 069/153] chore: sync mypy --- mypy-baseline.txt | 1 - posthog/celery.py | 3 +-- 2 files changed, 1 insertion(+), 3 deletions(-) diff --git a/mypy-baseline.txt b/mypy-baseline.txt index 3041684dd0572..cde0028664bdb 100644 --- a/mypy-baseline.txt +++ b/mypy-baseline.txt @@ -61,7 +61,6 @@ posthog/settings/data_stores.py:0: error: Name "DATABASE_URL" already defined on posthog/plugins/utils.py:0: error: Subclass of "str" and "bytes" cannot exist: would have incompatible method signatures [unreachable] posthog/plugins/utils.py:0: error: Statement is unreachable [unreachable] posthog/models/dashboard.py:0: error: Need type annotation for "insights" [var-annotated] -posthog/celery.py:0: error: Unused "type: ignore" comment [unused-ignore] posthog/warehouse/data_load/service.py:0: error: Unsupported operand types for >= ("timedelta" and "None") [operator] posthog/warehouse/data_load/service.py:0: note: Left operand is of type "timedelta | None" posthog/warehouse/data_load/service.py:0: error: Incompatible return value type (got "tuple[timedelta | None, timedelta]", expected "tuple[timedelta, timedelta]") [return-value] diff --git a/posthog/celery.py b/posthog/celery.py index ac7f5c90138cf..d59af127f0a75 100644 --- a/posthog/celery.py +++ b/posthog/celery.py @@ -86,8 +86,7 @@ def receiver_setup_logging(loglevel, logfile, format, colorize, **kwargs) -> Non from posthog.settings import logs # following instructions from here https://django-structlog.readthedocs.io/en/latest/celery.html - # mypy thinks that there is no `logging.config` but there is ¯\_(ツ)_/¯ - logging.config.dictConfig(logs.LOGGING) # type: ignore + logging.config.dictConfig(logs.LOGGING) @receiver(signals.bind_extra_task_metadata) From a2e5fba6688592c5c20728ce706f39c76f334c82 Mon Sep 17 00:00:00 2001 From: github-actions <41898282+github-actions[bot]@users.noreply.github.com> Date: Mon, 21 Oct 2024 08:51:37 +0000 Subject: [PATCH 070/153] Update query snapshots --- posthog/api/test/__snapshots__/test_api_docs.ambr | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/posthog/api/test/__snapshots__/test_api_docs.ambr b/posthog/api/test/__snapshots__/test_api_docs.ambr index be2f28326c816..95f34df3dee84 100644 --- a/posthog/api/test/__snapshots__/test_api_docs.ambr +++ b/posthog/api/test/__snapshots__/test_api_docs.ambr @@ -96,8 +96,8 @@ '/home/runner/work/posthog/posthog/posthog/api/survey.py: Warning [SurveyViewSet > SurveySerializer]: unable to resolve type hint for function "get_conditions". Consider using a type hint or @extend_schema_field. Defaulting to string.', '/home/runner/work/posthog/posthog/posthog/api/web_experiment.py: Warning [WebExperimentViewSet]: could not derive type of path parameter "project_id" because model "posthog.models.web_experiment.WebExperiment" contained no such field. Consider annotating parameter with @extend_schema. Defaulting to "string".', 'Warning: encountered multiple names for the same choice set (HrefMatchingEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', - 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "Kind069Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "KindCfaEnum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', + 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "kind". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "Kind069Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: enum naming encountered a non-optimally resolvable collision for fields named "type". The same name has been used for multiple choice sets in multiple components. The collision was resolved with "TypeF73Enum". add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (EffectivePrivilegeLevelEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', 'Warning: encountered multiple names for the same choice set (MembershipLevelEnum). This may be unwanted even though the generated schema is technically correct. Add an entry to ENUM_NAME_OVERRIDES to fix the naming.', From 3e57e2cd26717acfd2202726e19f2184a77826a7 Mon Sep 17 00:00:00 2001 From: github-actions <41898282+github-actions[bot]@users.noreply.github.com> Date: Mon, 21 Oct 2024 08:53:28 +0000 Subject: [PATCH 071/153] Update UI snapshots for `chromium` (1) --- ...-app-sidepanels--side-panel-docs--dark.png | Bin 140920 -> 169696 bytes ...app-sidepanels--side-panel-docs--light.png | Bin 142641 -> 171736 bytes 2 files changed, 0 insertions(+), 0 deletions(-) diff --git a/frontend/__snapshots__/scenes-app-sidepanels--side-panel-docs--dark.png b/frontend/__snapshots__/scenes-app-sidepanels--side-panel-docs--dark.png index 1cfa54e4bfb8040585cc93e176c70d5a26323521..4fe845177fd6b8cb86d5a32fc0ea22156a704ac1 100644 GIT binary patch delta 151700 zcmZU*Wn5KF*gbqO2vI`m6cJQJx>FAbN=kRPbT=C%1u2m(>5}d)>F(yxDcyDW58lu7 z;eDU|J6|}l_slgj*Q{%;HJtUJ&*wcTJQag@>$7cc?w*AYKA)vFiQC~{_qI?pnG}lj zx6)9urg~6$tXVhCpYK9WSP<}Z@nlW+)c`!^e)Z`bFZsu*H0oZy20^U0nP9dz)SgMF 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