Vector DBs: Upgrade CDK #31329

flash1293 · 2023-10-12T08:18:34Z

What

Two important bits:

Roll out Vector DB CDK: Add embedding option for openai-compatible embedding services #30137 to all vector db connectors
Adjust for Vector DB CDK: Batch by documents separately for each stream and namespace #31158 to allow for more control on the indexer side and avoid using a lot of memory

Side note:

Use create_from_config to simplify embedder instance generation

How to test

How to run with LocalAI:

git clone https://github.com/go-skynet/LocalAI
cd LocalAI
wget https://huggingface.co/skeskinen/ggml/resolve/main/all-MiniLM-L6-v2/ggml-model-q4_0.bin -O models/bert
Save as models/embeddings.yml:

name: text-embedding-ada-002
parameters:
  model: bert
threads: 14
backend: bert-embeddings
embeddings: true

docker-compose up -d --pull always

Then configure the destination:

Base URL is http://host.docker.internal:8080
Embedding dimensions are 384

vercel · 2023-10-12T08:18:42Z

The latest updates on your projects. Learn more about Vercel for Git ↗︎

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github-actions · 2023-10-12T08:19:00Z

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…ithub.com:airbytehq/airbyte into flash1293/allow-openai-compatible-embedding-modes

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aaronsteers

This is a nice set of improvements and cleanup with the version bump. 👍
LGTM! 🚢

aaronsteers · 2023-10-18T08:50:58Z

airbyte-integrations/connectors/destination-chroma/destination_chroma/destination.py

+        self.embedder = (
+            create_from_config(config.embedding, config.processing)
+            if config.embedding.mode != "no_embedding"
+            else NoEmbedder(config.embedding)
+        )


Could this logic be added into the create_from_config() decision matrix? Not a blocker, just want to get your thoughts.

…nai-compatible-embedding-modes

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Co-authored-by: flash1293 <flash1293@users.noreply.github.com> Co-authored-by: alafanechere <augustin.lafanechere@gmail.com>

add OpenAI-compatible embedding

cb7a5a8

octavia-squidington-iii added area/connectors Connector related issues connectors/destination/weaviate connectors/destination/milvus connectors/destination/pinecone connectors/destination/qdrant connectors/destination/chroma labels Oct 12, 2023

add changelog

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octavia-squidington-iii added the area/documentation Improvements or additions to documentation label Oct 12, 2023

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flash1293 changed the title ~~Vector DBs: Add OpenAI-compatible embedding~~ Vector DBs: Upgrade CDK Oct 12, 2023

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adjust indexers

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da17199

…ate limit

Revert "use GITHUB_TOKEN instead of GH_PAT_MAINTENANCE_OCTAVIA to avo…

024561e

…id GHA rate limit" This reverts commit da17199.

remove repo-token on labeler action to fallback to default

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844b89d

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…nai-compatible-embedding-modes

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airbyte-ci connectors test fails intermittently #31526

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Joe Reuter added 2 commits October 18, 2023 15:15

remove print

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ariesgun pushed a commit to ariesgun/airbyte that referenced this pull request Oct 20, 2023

Vector DBs: Upgrade CDK (airbytehq#31329)

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Co-authored-by: flash1293 <flash1293@users.noreply.github.com> Co-authored-by: alafanechere <augustin.lafanechere@gmail.com>

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Vector DBs: Upgrade CDK (airbytehq#31329)

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Vector DBs: Upgrade CDK #31329

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Vector DBs: Upgrade CDK #31329

Vector DBs: Upgrade CDK #31329

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flash1293 commented Oct 12, 2023 • edited

What

How to test

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airbyte-oss-build-runner commented Oct 18, 2023

destination-milvus test report (commit d6de473658) - ✅

airbyte-oss-build-runner commented Oct 18, 2023

destination-chroma test report (commit d6de473658) - ✅

flash1293 commented Oct 12, 2023 •

edited

vercel bot commented Oct 12, 2023 •

edited

destination-pinecone test report (commit `3992e5852e`) - ✅

destination-weaviate test report (commit `3992e5852e`) - ❌

destination-milvus test report (commit `3992e5852e`) - ✅

destination-qdrant test report (commit `0abba13335`) - ✅

destination-milvus test report (commit `0abba13335`) - ❌

destination-weaviate test report (commit `0abba13335`) - ❌

destination-pinecone test report (commit `0abba13335`) - ✅

destination-chroma test report (commit `0abba13335`) - ✅

destination-qdrant test report (commit `d1cfdf6799`) - ❌

destination-chroma test report (commit `d1cfdf6799`) - ✅

destination-pinecone test report (commit `d1cfdf6799`) - ❌

destination-milvus test report (commit `d1cfdf6799`) - ✅

destination-weaviate test report (commit `d1cfdf6799`) - ❌

destination-qdrant test report (commit `d6de473658`) - ✅

destination-pinecone test report (commit `d6de473658`) - ✅

destination-weaviate test report (commit `d6de473658`) - ✅

destination-milvus test report (commit `d6de473658`) - ✅

destination-chroma test report (commit `d6de473658`) - ✅