llama-stack-mirror/.github/workflows/integration-vector-io-tests.yml
IAN MILLER 007efa6eb5
refactor: replace default all-MiniLM-L6-v2 embedding model by nomic-embed-text-v1.5 in Llama Stack (#3183)
# What does this PR do?
<!-- Provide a short summary of what this PR does and why. Link to
relevant issues if applicable. -->
The purpose of this PR is to replace the Llama Stack's default embedding
model by nomic-embed-text-v1.5.

These are the key reasons why Llama Stack community decided to switch
from all-MiniLM-L6-v2 to nomic-embed-text-v1.5:
1. The training data for
[all-MiniLM-L6-v2](https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2#training-data)
includes a lot of data sets with various licensing terms, so it is
tricky to know when/whether it is appropriate to use this model for
commercial applications.
2. The model is not particularly competitive on major benchmarks. For
example, if you look at the [MTEB
Leaderboard](https://huggingface.co/spaces/mteb/leaderboard) and click
on Miscellaneous/BEIR to see English information retrieval accuracy, you
see that the top of the leaderboard is dominated by enormous models but
also that there are many, many models of relatively modest size whith
much higher Retrieval scores. If you want to look closely at the data, I
recommend clicking "Download Table" because it is easier to browse that
way.

More discussion info can be founded
[here](https://github.com/llamastack/llama-stack/issues/2418)

<!-- If resolving an issue, uncomment and update the line below -->
<!-- Closes #[issue-number] -->
Closes #2418 

## Test Plan
<!-- Describe the tests you ran to verify your changes with result
summaries. *Provide clear instructions so the plan can be easily
re-executed.* -->
1. Run `./scripts/unit-tests.sh`
2. Integration tests via CI wokrflow

---------

Signed-off-by: Sébastien Han <seb@redhat.com>
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
Co-authored-by: Francisco Arceo <arceofrancisco@gmail.com>
Co-authored-by: Sébastien Han <seb@redhat.com>
2025-10-14 10:44:20 -04:00

204 lines
7.6 KiB
YAML

name: Vector IO Integration Tests
run-name: Run the integration test suite with various VectorIO providers
on:
push:
branches: [ main ]
pull_request:
branches: [ main ]
paths:
- 'llama_stack/**'
- '!llama_stack/ui/**'
- 'tests/integration/vector_io/**'
- 'uv.lock'
- 'pyproject.toml'
- 'requirements.txt'
- '.github/workflows/integration-vector-io-tests.yml' # This workflow
schedule:
- cron: '0 0 * * *' # (test on python 3.13) Daily at 12 AM UTC
concurrency:
group: ${{ github.workflow }}-${{ github.ref == 'refs/heads/main' && github.run_id || github.ref }}
cancel-in-progress: true
jobs:
test-matrix:
runs-on: ubuntu-latest
strategy:
matrix:
vector-io-provider: ["inline::faiss", "inline::sqlite-vec", "inline::milvus", "remote::chromadb", "remote::pgvector", "remote::weaviate", "remote::qdrant"]
python-version: ${{ github.event.schedule == '0 0 * * *' && fromJSON('["3.12", "3.13"]') || fromJSON('["3.12"]') }}
fail-fast: false # we want to run all tests regardless of failure
steps:
- name: Checkout repository
uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
- name: Install dependencies
uses: ./.github/actions/setup-runner
with:
python-version: ${{ matrix.python-version }}
- name: Setup Chroma
if: matrix.vector-io-provider == 'remote::chromadb'
run: |
docker run --rm -d --pull always \
--name chromadb \
-p 8000:8000 \
-v ~/chroma:/chroma/chroma \
-e IS_PERSISTENT=TRUE \
-e ANONYMIZED_TELEMETRY=FALSE \
chromadb/chroma:latest
- name: Setup Weaviate
if: matrix.vector-io-provider == 'remote::weaviate'
run: |
docker run --rm -d --pull always \
--name weaviate \
-p 8080:8080 -p 50051:50051 \
cr.weaviate.io/semitechnologies/weaviate:1.32.0
- name: Start PGVector DB
if: matrix.vector-io-provider == 'remote::pgvector'
run: |
docker run -d \
--name pgvector \
-e POSTGRES_USER=llamastack \
-e POSTGRES_PASSWORD=llamastack \
-e POSTGRES_DB=llamastack \
-p 5432:5432 \
pgvector/pgvector:pg17
- name: Wait for PGVector to be ready
if: matrix.vector-io-provider == 'remote::pgvector'
run: |
echo "Waiting for Postgres to be ready..."
for i in {1..30}; do
if docker exec pgvector pg_isready -U llamastack > /dev/null 2>&1; then
echo "Postgres is ready!"
break
fi
echo "Not ready yet... ($i)"
sleep 1
done
- name: Enable pgvector extension
if: matrix.vector-io-provider == 'remote::pgvector'
run: |
PGPASSWORD=llamastack psql -h localhost -U llamastack -d llamastack \
-c "CREATE EXTENSION IF NOT EXISTS vector;"
- name: Setup Qdrant
if: matrix.vector-io-provider == 'remote::qdrant'
run: |
docker run --rm -d --pull always \
--name qdrant \
-p 6333:6333 \
qdrant/qdrant
- name: Wait for Qdrant to be ready
if: matrix.vector-io-provider == 'remote::qdrant'
run: |
echo "Waiting for Qdrant to be ready..."
for i in {1..30}; do
if curl -s http://localhost:6333/collections | grep -q '"status":"ok"'; then
echo "Qdrant is ready!"
exit 0
fi
sleep 2
done
echo "Qdrant failed to start"
docker logs qdrant
exit 1
- name: Wait for ChromaDB to be ready
if: matrix.vector-io-provider == 'remote::chromadb'
run: |
echo "Waiting for ChromaDB to be ready..."
for i in {1..30}; do
if curl -s http://localhost:8000/api/v2/heartbeat | grep -q "nanosecond heartbeat"; then
echo "ChromaDB is ready!"
exit 0
fi
sleep 2
done
echo "ChromaDB failed to start"
docker logs chromadb
exit 1
- name: Wait for Weaviate to be ready
if: matrix.vector-io-provider == 'remote::weaviate'
run: |
echo "Waiting for Weaviate to be ready..."
for i in {1..30}; do
if curl -s http://localhost:8080 | grep -q "https://weaviate.io/developers/weaviate/current/"; then
echo "Weaviate is ready!"
exit 0
fi
sleep 2
done
echo "Weaviate failed to start"
docker logs weaviate
exit 1
- name: Build Llama Stack
run: |
uv run --no-sync llama stack build --template ci-tests --image-type venv
- name: Check Storage and Memory Available Before Tests
if: ${{ always() }}
run: |
free -h
df -h
- name: Run Vector IO Integration Tests
env:
ENABLE_CHROMADB: ${{ matrix.vector-io-provider == 'remote::chromadb' && 'true' || '' }}
CHROMADB_URL: ${{ matrix.vector-io-provider == 'remote::chromadb' && 'http://localhost:8000' || '' }}
ENABLE_PGVECTOR: ${{ matrix.vector-io-provider == 'remote::pgvector' && 'true' || '' }}
PGVECTOR_HOST: ${{ matrix.vector-io-provider == 'remote::pgvector' && 'localhost' || '' }}
PGVECTOR_PORT: ${{ matrix.vector-io-provider == 'remote::pgvector' && '5432' || '' }}
PGVECTOR_DB: ${{ matrix.vector-io-provider == 'remote::pgvector' && 'llamastack' || '' }}
PGVECTOR_USER: ${{ matrix.vector-io-provider == 'remote::pgvector' && 'llamastack' || '' }}
PGVECTOR_PASSWORD: ${{ matrix.vector-io-provider == 'remote::pgvector' && 'llamastack' || '' }}
ENABLE_QDRANT: ${{ matrix.vector-io-provider == 'remote::qdrant' && 'true' || '' }}
QDRANT_URL: ${{ matrix.vector-io-provider == 'remote::qdrant' && 'http://localhost:6333' || '' }}
ENABLE_WEAVIATE: ${{ matrix.vector-io-provider == 'remote::weaviate' && 'true' || '' }}
WEAVIATE_CLUSTER_URL: ${{ matrix.vector-io-provider == 'remote::weaviate' && 'localhost:8080' || '' }}
run: |
uv run --no-sync \
pytest -sv --stack-config="files=inline::localfs,inference=inline::sentence-transformers,vector_io=${{ matrix.vector-io-provider }}" \
tests/integration/vector_io \
--embedding-model nomic-ai/nomic-embed-text-v1.5 \
--embedding-dimension 768
- name: Check Storage and Memory Available After Tests
if: ${{ always() }}
run: |
free -h
df -h
- name: Create sanitized provider name
if: ${{ always() }}
run: |
echo "SANITIZED_PROVIDER=$(echo "${{ matrix.vector-io-provider }}" | tr ':' '_')" >> $GITHUB_ENV
- name: Write ChromaDB logs to file
if: ${{ always() && matrix.vector-io-provider == 'remote::chromadb' }}
run: |
docker logs chromadb > chromadb.log
- name: Write Qdrant logs to file
if: ${{ always() && matrix.vector-io-provider == 'remote::qdrant' }}
run: |
docker logs qdrant > qdrant.log
- name: Upload all logs to artifacts
if: ${{ always() }}
uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # v4.6.2
with:
name: vector-io-logs-${{ github.run_id }}-${{ github.run_attempt }}-${{ env.SANITIZED_PROVIDER }}-${{ matrix.python-version }}
path: |
*.log
retention-days: 1