tensorchord · kemingy · Aug 20, 2025 · Aug 18, 2025 · Aug 18, 2025 · Aug 18, 2025
diff --git a/Makefile b/Makefile
@@ -21,6 +21,7 @@ publish: build
 	@uv publish
 
 test:
+	@uv sync --extra spacy --inexact
 	@uv run -- pytest -v tests
 
 sync:

diff --git a/README.md b/README.md
@@ -42,6 +42,7 @@ The related Docker images can be found in [VectorChord Suite][vectorchord-suite]
   - [x] `Extractor` to extract the content from PDF, HTML, etc.
   - [x] `EntityRecognizer` to extract the entities and relations from the text
   - [x] `Reranker` for hybrid search
+  - [x] `GroundTruth` to generate the ground truth for evaluation
 
 ## Examples
 

diff --git a/docs/source/api.md b/docs/source/api.md
@@ -45,6 +45,14 @@
    :show-inheritance:
 ```
 
+## Extract
+
+```{eval-rst}
+.. automodule:: vechord.extract
+   :members:
+   :show-inheritance:
+```
+
 ## Evaluate
 
 ```{eval-rst}
@@ -53,10 +61,18 @@
    :show-inheritance:
 ```
 
-## Extract
+## GroundTruth
 
 ```{eval-rst}
-.. automodule:: vechord.extract
+.. automodule:: vechord.groundtruth
+   :members: GroundTruth
+   :show-inheritance:
+```
+
+## Graph
+
+```{eval-rst}
+.. automodule:: vechord.graph
    :members:
    :show-inheritance:
 ```

diff --git a/docs/source/utils.md b/docs/source/utils.md
@@ -22,10 +22,18 @@ pip install vechord[openai,spacy,cohere]
     - {py:class}`~vechord.embedding.VoyageDenseEmbedding`: VoyageAI embedding
     - {py:class}`~vechord.embedding.SpacyDenseEmbedding`: Spacy embedding
 - Evaluate
-    - {py:class}`~vechord.evaluate.GeminiEvaluator`: Gemini based evaluator
+    - {py:class}`~vechord.evaluate.GeminiEvaluator`: Gemini based query generator
+    - {py:class}`~vechord.evaluate.GeminiUMBRELAEvaluator`: Gemini UMBRELA evaluator
 - Extract
     - {py:class}`~vechord.extract.SimpleExtractor`: Simple extractor
     - {py:class}`~vechord.extract.GeminiExtractor`: Gemini extractor
+    - {py:class}`~vechord.extract.LlamaParseExtractor`: Llama extractor
+- Graph
+    - {py:class}`~vechord.graph.SpacyEntityRecognizer`: Spacy based entity recognizer
+    - {py:class}`~vechord.graph.GeminiEntityRecognizer`: Gemini based entity recognizer
+- GroundTruth
+    - {py:class}`~vechord.groundtruth.GroundTruth`: generate ground truth
 - Rerank
     - {py:class}`~vechord.rerank.CohereReranker`: Cohere reranker
+    - {py:class}`~vechord.rerank.JinaReranker`: Jina MultiModal reranker
     - {py:class}`~vechord.rerank.ReciprocalRankFusion`: fuse function for hybrid retrieval
diff --git a/tests/conftest.py b/tests/conftest.py
@@ -26,7 +26,7 @@ def anyio_backend():
 @pytest.fixture(name="registry")
 async def fixture_registry(request):
     namespace = request.node.obj.__name__
-    tables = request.param or ()
+    tables = getattr(request, "param", ())
     async with VechordRegistry(namespace, TEST_POSTGRES, tables=tables) as registry:
         yield registry
 

diff --git a/tests/test_groundtruth.py b/tests/test_groundtruth.py
@@ -0,0 +1,57 @@
+import uuid
+from unittest.mock import AsyncMock
+
+import pytest
+
+from vechord.client import set_namespace
+from vechord.groundtruth import GroundTruth
+from vechord.registry import VechordRegistry
+from vechord.spec import _DefaultChunk
+
+pytestmark = pytest.mark.anyio
+
+
+@pytest.fixture(name="ground_truth_cleanup")
+async def fixture_ground_truth_cleanup(request, registry: VechordRegistry):
+    namespace = request.node.obj.__name__
+    yield
+    # cleanup
+    async with set_namespace(namespace):
+        await registry.client.drop("test_query")
+
+
+async def test_ground_truth(registry: VechordRegistry, ground_truth_cleanup):
+    queries = [
+        "What is the largest mammal?",
+        "What is the longest river in the world?",
+        "What is the smallest bird?",
+    ]
+
+    async def mock_retrieve(query: str):
+        return [
+            _DefaultChunk(
+                uid=uuid.uuid5(uuid.NAMESPACE_DNS, query),
+                doc_id=None,
+                text=query,
+                vec=None,
+                keyword=None,
+            )
+        ]
+
+    async def mock_estimate(query: str, passage: str, chunk_type=None):
+        return 1.0 + 2.0 if query == passage else 0.0
+
+    retrieve = AsyncMock()
+    retrieve.side_effect = mock_retrieve
+    evaluator = AsyncMock()
+    evaluator.estimate = mock_estimate
+    evaluator.relevant_threshold = 2.0
+
+    ground_truth = GroundTruth(name="test", vr=registry)
+    await ground_truth.generate(queries, retrieve, evaluator)
+
+    assert retrieve.call_count == len(queries)
+
+    # evaluate
+    metric = await ground_truth.evaluate(retrieve=retrieve)
+    assert metric.ndcg == 1.0, metric
diff --git a/tests/test_run.py b/tests/test_run.py
@@ -0,0 +1,42 @@
+import inspect
+
+import pytest
+
+from vechord.client import set_namespace
+from vechord.model import ResourceRequest, RunIngestAck, RunRequest
+from vechord.pipeline import DynamicPipeline
+from vechord.registry import VechordRegistry
+from vechord.spec import DefaultDocument
+
+pytestmark = pytest.mark.anyio
+
+
+@pytest.fixture(name="run_pipeline_cleanup")
+async def fixture_run_pipeline_cleanup(request, registry: VechordRegistry):
+    namespace = request.node.obj.__name__
+    yield
+    # cleanup
+    async with set_namespace(namespace):
+        for table_name in ("defaultdocument", "chunk"):
+            await registry.client.drop(table_name)
+
+
+async def test_run_pipeline(registry: VechordRegistry, run_pipeline_cleanup):
+    steps = [
+        ResourceRequest(kind="text-emb", provider="spacy", args={}),
+        ResourceRequest(
+            kind="chunk", provider="regex", args={"size": 128, "overlap": 0}
+        ),
+        ResourceRequest(kind="index", provider="vectorchord", args={"vector": {}}),
+    ]
+    namespace = inspect.currentframe().f_code.co_name
+    pipe = DynamicPipeline.from_steps(steps=steps)
+    ack: RunIngestAck = await pipe.run(
+        RunRequest(name=namespace, data="what to insert".encode(), steps=steps),
+        vr=registry,
+    )
+    assert ack.name == namespace
+    assert ack.uid
+
+    docs = await registry.select_by(DefaultDocument.partial_init())
+    assert len(docs) == 1
-Original file line number
+Diff line change
@@ Expand Up / @@ -21,6 +21,7 @@ publish: build @@
     	@uv publish
     test:
+    	@uv sync --extra spacy --inexact
     	@uv run -- pytest -v tests
     sync:
@@ Expand Down @@