diff --git a/.github/workflows/pytest.yml b/.github/workflows/pytest.yml new file mode 100644 index 0000000..d99749a --- /dev/null +++ b/.github/workflows/pytest.yml @@ -0,0 +1,26 @@ +name: Tests + +on: + pull_request: + branches: [ master ] + workflow_dispatch: + +permissions: + contents: read + +jobs: + test: + runs-on: ubuntu-latest + steps: + - name: Checkout + uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2 + - name: Install uv + uses: astral-sh/setup-uv@37802adc94f370d6bfd71619e3f0bf239e1f3b78 # v7.6.0 + - name: Install Python 3.11 + run: uv python install 3.11 + - name: Install deps + run: uv sync --all-groups + - name: Test + env: + HF_TOKEN: ${{ secrets.HF_TOKEN }} + run: uv run pytest diff --git a/pyproject.toml b/pyproject.toml index 8bb26de..8899465 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -18,6 +18,9 @@ dependencies = [ ] [dependency-groups] +dev = [ + "pytest>=9.0.3", +] fastembed = [ "fastembed>=0.7.4", ] diff --git a/tests/__init__.py b/tests/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/tests/data/image.jpeg b/tests/data/image.jpeg new file mode 100644 index 0000000..e131e8e Binary files /dev/null and b/tests/data/image.jpeg differ diff --git a/tests/data/small_image.jpeg b/tests/data/small_image.jpeg new file mode 100644 index 0000000..2e0250a Binary files /dev/null and b/tests/data/small_image.jpeg differ diff --git a/tests/test_relevance_feedback.py b/tests/test_relevance_feedback.py new file mode 100644 index 0000000..2ebda5d --- /dev/null +++ b/tests/test_relevance_feedback.py @@ -0,0 +1,145 @@ +import os +import shutil +from pathlib import Path + +import pytest +from qdrant_client import QdrantClient, models + +from qdrant_relevance_feedback import RelevanceFeedback +from qdrant_relevance_feedback.feedback import FastembedFeedback +from qdrant_relevance_feedback.retriever import QdrantRetriever + + +@pytest.fixture +def client(): + client = QdrantClient(":memory:") + return client + + +def test_example(client: QdrantClient): + RETRIEVER_VECTOR_NAME = None + COLLECTION_NAME = "document_collection" + EMBEDDING_MODEL = "mixedbread-ai/mxbai-embed-large-v1" + docs = [ + "Qdrant has Langchain integrations", + "Qdrant also has Llama Index integrations", + ] + + client.create_collection( + COLLECTION_NAME, + vectors_config=models.VectorParams( + size=client.get_embedding_size(EMBEDDING_MODEL), + distance=models.Distance.COSINE, + ), + ) + + client.upsert( + COLLECTION_NAME, + points=[ + models.PointStruct( + id=id, + payload={"document": doc}, + vector=models.Document(text=doc, model=EMBEDDING_MODEL), + ) + for id, doc in enumerate(docs) + ], + ) + + LIMIT = 50 + + retriever = QdrantRetriever( + EMBEDDING_MODEL, + modality="text", + embed_options={"lazy_load": True}, + ) + feedback = FastembedFeedback( + "colbert-ir/colbertv2.0", score_options={"lazy_load": True} + ) + relevance_feedback = RelevanceFeedback( + retriever=retriever, + feedback=feedback, + client=client, + collection_name=COLLECTION_NAME, + vector_name=RETRIEVER_VECTOR_NAME, + payload_key="document", + ) + + formula_params = relevance_feedback.train( + queries=None, + amount_of_queries=200, + limit=LIMIT, + context_limit=5, + ) + assert formula_params == {"a": 1.0, "b": 1.0, "c": 1.0} + + +def test_image_example(client: QdrantClient): + class RelevanceFeedbackImageCache(RelevanceFeedback): + def retrieve_payload(self, responses: list[models.ScoredPoint]): + cache_dir = ( + Path(os.getenv("XDG_CACHE_HOME", "~/.cache")).expanduser() + / "relevance_feedback" + ) + cache_dir.mkdir(exist_ok=True, parents=True) + + responses_content = [] + for p in responses: + if not (cache_dir / p.payload["file_name"]).is_file(): + with ( + (cache_dir / p.payload["file_name"]).open("wb") as f, + open(p.payload["image_url"], "rb") as i, + ): + shutil.copyfileobj(i, f) + responses_content.append(str(cache_dir / p.payload["file_name"])) + return responses_content + + EMBEDDING_MODEL = "Qdrant/clip-ViT-B-32-vision" + RETRIEVER_VECTOR_NAME = None + COLLECTION_NAME = "image_collection" + LIMIT = 50 + CONTEXT_LIMIT = 5 + + DATA_DIR = Path(__file__).absolute().parent / "data" + docs = [ + "image.jpeg", + "small_image.jpeg", + ] + + client.create_collection( + COLLECTION_NAME, + vectors_config=models.VectorParams( + size=client.get_embedding_size(EMBEDDING_MODEL), + distance=models.Distance.COSINE, + ), + ) + + client.upsert( + COLLECTION_NAME, + points=[ + models.PointStruct( + id=id, + payload={"file_name": doc, "image_url": str(DATA_DIR / doc)}, + vector=models.Image(image=DATA_DIR / doc, model=EMBEDDING_MODEL), + ) + for id, doc in enumerate(docs) + ], + ) + + retriever = QdrantRetriever(EMBEDDING_MODEL, modality="image") + feedback = FastembedFeedback("Qdrant/colpali-v1.3-fp16") + relevance_feedback = RelevanceFeedbackImageCache( + retriever=retriever, + feedback=feedback, + client=client, + collection_name=COLLECTION_NAME, + vector_name=RETRIEVER_VECTOR_NAME, + ) + 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