From 3b2d0bbb44c711b4489277581c99e073135bbbf1 Mon Sep 17 00:00:00 2001 From: Benjamin BERNARD Date: Mon, 5 Aug 2024 15:56:23 +0200 Subject: [PATCH 1/3] :construction: First design draft, still a lot to cover for this design. Fixes #1707 --- docs/_data/tocs/en.yml | 4 + ...6-gen-ai-data-ingestion-pipeline-gitlab.md | 81 ++++++++++++++++++ ...ion_gitlab_architecture_aws.excalidraw.png | Bin 0 -> 1212905 bytes ...on_gitlab_pipeline_workflow.excalidraw.png | Bin 0 -> 680427 bytes docs/_en/toc.md | 2 + 5 files changed, 87 insertions(+) create mode 100644 docs/_en/dev/feature-technical-designs/1706-gen-ai-data-ingestion-pipeline-gitlab.md create mode 100644 docs/_en/img/feat-design-1706-data_ingestion_gitlab_architecture_aws.excalidraw.png create mode 100644 docs/_en/img/feat-design-1706-data_ingestion_gitlab_pipeline_workflow.excalidraw.png diff --git a/docs/_data/tocs/en.yml b/docs/_data/tocs/en.yml index dd4c114092..7b3fc4c3f9 100644 --- a/docs/_data/tocs/en.yml +++ b/docs/_data/tocs/en.yml @@ -35,6 +35,10 @@ content: url: 'en/dev/i18n' - title: 'API documentation' url: 'en/api' + - title: 'Feature technical designs' + children: + - title: '#1706 Gen AI data ingestion workflow / pipeline (gitlab based)' + url: 'en/dev/feature-technical-designs/1706-gen-ai-data-ingestion-pipeline-gitlab' - title: 'About' children: - title: 'Why Tock' diff --git a/docs/_en/dev/feature-technical-designs/1706-gen-ai-data-ingestion-pipeline-gitlab.md b/docs/_en/dev/feature-technical-designs/1706-gen-ai-data-ingestion-pipeline-gitlab.md new file mode 100644 index 0000000000..a53d1509ed --- /dev/null +++ b/docs/_en/dev/feature-technical-designs/1706-gen-ai-data-ingestion-pipeline-gitlab.md @@ -0,0 +1,81 @@ +--- +title: Gen AI Data Ingestion pipeline (gitlab) design +--- + +# Gen AI Data Ingestion pipeline (gitlab) design #1706 + +- Proposal PR: [https://github.com/theopenconversationkit/tock/pull/TODO](https://github.com/theopenconversationkit/tock/pull/TODO) +- Github Issue for this feature: [#1706](https://github.com/theopenconversationkit/tock/issues/1706) + + +## Introduction + +Data Ingestion is a complex task and ingested documents needs to be refreshed / renewed continuously. For now this task can be performed using our basic python tooling available here [tock-llm-indexing-tools](https://github.com/theopenconversationkit/tock/blob/tock-24.3.4/gen-ai/orchestrator-server/src/main/python/tock-llm-indexing-tools/README.md). + +This is done manually and we are going to automate it a be more and also include testing features based on Langfuse datasets. + +Our approach will be based on Gitlab pipelines, this solution is simple and will let us schedule data ingestion or even trigger them using Gitlab's API. We will also be able to keep track of each ingestion jobs using gitlab and each job states. + + +## Overall pipeline + +TODO make a clean workflow diagram using Mermaid. + +[![Workflow - Data Ingestion Pipeline (excalidraw)](../../../img/feat-design-1706-data_ingestion_gitlab_pipeline_workflow.excalidraw.png)](../../../img/feat-design-1706-data_ingestion_gitlab_pipeline_workflow.excalidraw.png){:target="_blank"} + + +### Gitlab repositories organisation + +TODO: for each project we will assume that we will need some kind of scripting to fetch data, clean it, organize it, keep important metadata .. +we need to think about how we will organize this repositories, pipeline dependencies ? session ID / naming convention if we have multiple repositories ... + + +## Architecture design + +This design will illustrate 2 cloud based architecture for AWS and GCP (using kubernetes). + +### AWS deployment + +[![Architecture AWS - Data Ingestion Pipeline (excalidraw)](../../../img/feat-design-1706-data_ingestion_gitlab_architecture_aws.excalidraw.png)](../../../img/feat-design-1706-data_ingestion_gitlab_architecture_aws.excalidraw.png){:target="_blank"} + +*File editable using [Excalidraw](https://excalidraw.com/) simply import the PNG, it contains scene data.* + +### GCP deployment + +TODO: Something using [kube jobs](https://kubernetes.io/docs/concepts/workloads/controllers/job/) could be used ? +*Spike currently in progress.* + +## Docker images ? + +TODO: list docker images that will be used for this pipeline, maybe juste 1 python image with necessary tools. + + +### Normalization method `normalized(NAMESPACE)` + + +## Environnement variable settings + + +### CI / CD settings + +|Environment variable name | Default | Allowed values | Description | +|--- |--- |--- |--- | +| `sample`| `sample` | `sample` | sample | + + +### Lambda environment variables ? + +|Environment variable name | Default | Allowed values | Description | +|--- |--- |--- |--- | +| `sample`| `sample` | `sample` | sample | + + +## Technical change that should be made + +### Breaking changes + +* TODO + + +### Other changes +* TODO diff --git a/docs/_en/img/feat-design-1706-data_ingestion_gitlab_architecture_aws.excalidraw.png b/docs/_en/img/feat-design-1706-data_ingestion_gitlab_architecture_aws.excalidraw.png new file mode 100644 index 0000000000000000000000000000000000000000..30615b1e44248a85f6c413caed69852adea64377 GIT binary patch literal 1212905 zcma%jbzEHA(q(`k!4iU72#^55-CY8K;Ly0cyIVTJodkCY?$StbcL>3~aSQG~hx_Kf z@ZQ|{X8z**`kX#{cUA4$YptqHkerM-8ZrU$lP6EmK1hfvJb8jh^yCTr0TKf6iD@AJ z2jCBkgMzs5lae8#ttU@jKlvakq~xmodmd3qNqiCEzyyVOOBzF7uGPQsd_jL-%V6wH zb-ejUrlu_>KBjro-@vCH41w@UFXSQ@aGfuk@GEJIgajG$hLcx%lZ^HT<`x_KJ!D?p zvjh(e416q;{{)Mb{sf*%5C&Q9|9VOF`O{~x0mhi?v;W6~4{v%6kH>i=_Wyh*@IWwa zOG|l=V?*Ts#}ss-Jud&(`8^tps^SS;H`(Z+@c;00{{1+ZeDQz!*?&Km-UEwD6!Nhf z<=y{irGGt+5blZiKU?#!=fGqrjJCAQ#0=m6U&aR>2MkL5_hcT7AjpLB<}Kyx*9W{M 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b4e9024dcb2a953cfc4d96ea5bdbba5b2483b18b Mon Sep 17 00:00:00 2001 From: Benjamin BERNARD Date: Mon, 5 Aug 2024 15:57:45 +0200 Subject: [PATCH 2/3] :construction: Add PR number. Fixes #1707 --- .../1706-gen-ai-data-ingestion-pipeline-gitlab.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/_en/dev/feature-technical-designs/1706-gen-ai-data-ingestion-pipeline-gitlab.md b/docs/_en/dev/feature-technical-designs/1706-gen-ai-data-ingestion-pipeline-gitlab.md index a53d1509ed..6ab4509ff7 100644 --- a/docs/_en/dev/feature-technical-designs/1706-gen-ai-data-ingestion-pipeline-gitlab.md +++ b/docs/_en/dev/feature-technical-designs/1706-gen-ai-data-ingestion-pipeline-gitlab.md @@ -4,7 +4,7 @@ title: Gen AI Data Ingestion pipeline (gitlab) design # Gen AI Data Ingestion pipeline (gitlab) design #1706 -- Proposal PR: [https://github.com/theopenconversationkit/tock/pull/TODO](https://github.com/theopenconversationkit/tock/pull/TODO) +- Proposal PR: [https://github.com/theopenconversationkit/tock/pull/1713](https://github.com/theopenconversationkit/tock/pull/1713) - Github Issue for this feature: 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