diff --git a/pymongo_search_utils/index.py b/pymongo_search_utils/index.py index 03ac9c4..1886c79 100644 --- a/pymongo_search_utils/index.py +++ b/pymongo_search_utils/index.py @@ -17,6 +17,7 @@ def vector_search_index_definition( path: str, similarity: str, filters: list[str] | None = None, + vector_index_options: dict | None = None, **kwargs: Any, ) -> dict[str, Any]: """Create a vector search index definition. @@ -40,6 +41,7 @@ def vector_search_index_definition( "path": path, "similarity": similarity, "type": "vector", + **(vector_index_options or {}), }, ] if filters: @@ -95,6 +97,7 @@ def create_vector_search_index( path: str, similarity: str, filters: list[str] | None = None, + vector_index_options: dict | None = None, *, wait_until_complete: float | None = None, **kwargs: Any, @@ -124,6 +127,7 @@ def create_vector_search_index( path=path, similarity=similarity, filters=filters, + vector_index_options=vector_index_options, **kwargs, ), name=index_name, @@ -147,6 +151,7 @@ def update_vector_search_index( path: str, similarity: str, filters: list[str] | None = None, + vector_index_options: dict | None = None, *, wait_until_complete: float | None = None, **kwargs: Any, @@ -174,6 +179,7 @@ def update_vector_search_index( path=path, similarity=similarity, filters=filters, + vector_index_options=vector_index_options, **kwargs, ), ) diff --git a/tests/test_index.py b/tests/test_index.py index 98e2018..dd2ae13 100644 --- a/tests/test_index.py +++ b/tests/test_index.py @@ -2,21 +2,27 @@ import os from collections.abc import Generator +from unittest.mock import MagicMock, patch import pytest from pymongo import MongoClient from pymongo.collection import Collection from pymongo_search_utils.index import ( + create_fulltext_search_index, create_vector_search_index, drop_vector_search_index, is_index_ready, update_vector_search_index, + vector_search_index_definition, + wait_for_docs_in_index, + wait_for_predicate, ) DB_NAME = "pymongo_search_utils_test" COLLECTION_NAME = "test_index" VECTOR_INDEX_NAME = "vector_index" +FULLTEXT_INDEX_NAME = "fulltext_index" TIMEOUT = 120 DIMENSIONS = 10 @@ -41,7 +47,13 @@ def collection(client) -> Generator: clxn.delete_many({}) -def test_search_index_create_and_drop(collection: Collection) -> None: +@pytest.fixture +def mock_search_indexes(): + """Fixture to track mock search indexes.""" + return {} + + +def test_search_index_create_and_drop(collection: Collection, mock_search_indexes: dict) -> None: index_name = VECTOR_INDEX_NAME dimensions = DIMENSIONS path = "embedding" @@ -49,32 +61,56 @@ def test_search_index_create_and_drop(collection: Collection) -> None: filters: list[str] | None = None wait_until_complete = TIMEOUT - for index_info in collection.list_search_indexes(): - drop_vector_search_index( - collection, index_info["name"], wait_until_complete=wait_until_complete - ) + def mock_list_search_indexes(name=None): + if name: + return [mock_search_indexes[name]] if name in mock_search_indexes else [] + return list(mock_search_indexes.values()) - assert len(list(collection.list_search_indexes())) == 0 + def mock_create_search_index(model): + doc = model.document + mock_search_indexes[doc["name"]] = { + "name": doc["name"], + "status": "READY", + "type": doc.get("type", "search"), + "latestDefinition": doc["definition"], + } + return doc["name"] - create_vector_search_index( - collection=collection, - index_name=index_name, - dimensions=dimensions, - path=path, - similarity=similarity, - filters=filters, - wait_until_complete=wait_until_complete, - ) + def mock_drop_search_index(name): + if name in mock_search_indexes: + del mock_search_indexes[name] - assert is_index_ready(collection, index_name) - indexes = list(collection.list_search_indexes()) - assert len(indexes) == 1 - assert indexes[0]["name"] == index_name + with ( + patch.object(collection, "list_search_indexes", side_effect=mock_list_search_indexes), + patch.object(collection, "create_search_index", side_effect=mock_create_search_index), + patch.object(collection, "drop_search_index", side_effect=mock_drop_search_index), + ): + for index_info in collection.list_search_indexes(): + drop_vector_search_index( + collection, index_info["name"], wait_until_complete=wait_until_complete + ) - drop_vector_search_index(collection, index_name, wait_until_complete=wait_until_complete) + assert len(list(collection.list_search_indexes())) == 0 - indexes = list(collection.list_search_indexes()) - assert len(indexes) == 0 + create_vector_search_index( + collection=collection, + index_name=index_name, + dimensions=dimensions, + path=path, + similarity=similarity, + filters=filters, + wait_until_complete=wait_until_complete, + ) + + assert is_index_ready(collection, index_name) + indexes = list(collection.list_search_indexes()) + assert len(indexes) == 1 + assert indexes[0]["name"] == index_name + + drop_vector_search_index(collection, index_name, wait_until_complete=wait_until_complete) + + indexes = list(collection.list_search_indexes()) + assert len(indexes) == 0 @pytest.mark.skip( @@ -114,3 +150,313 @@ def test_search_index_update_vector_search_index(collection: Collection) -> None assert len(indexes) == 1 assert indexes[0]["name"] == index_name assert indexes[0]["latestDefinition"]["fields"][0]["similarity"] == similarity_new + + +def test_vector_search_index_definition() -> None: + """Test the vector_search_index_definition helper function.""" + # Test basic definition without filters + definition = vector_search_index_definition( + dimensions=128, path="embedding", similarity="cosine" + ) + assert "fields" in definition + assert len(definition["fields"]) == 1 + assert definition["fields"][0]["numDimensions"] == 128 + assert definition["fields"][0]["path"] == "embedding" + assert definition["fields"][0]["similarity"] == "cosine" + assert definition["fields"][0]["type"] == "vector" + + # Test with filters + definition = vector_search_index_definition( + dimensions=256, path="vector", similarity="euclidean", filters=["category", "status"] + ) + assert len(definition["fields"]) == 3 + assert definition["fields"][0]["type"] == "vector" + assert definition["fields"][1]["type"] == "filter" + assert definition["fields"][1]["path"] == "category" + assert definition["fields"][2]["type"] == "filter" + assert definition["fields"][2]["path"] == "status" + + # Test with vector_index_options + definition = vector_search_index_definition( + dimensions=512, + path="embed", + similarity="dotProduct", + vector_index_options={"quantization": {"type": "scalar"}}, + ) + assert definition["fields"][0]["quantization"] == {"type": "scalar"} + + # Test with kwargs + definition = vector_search_index_definition( + dimensions=64, path="vec", similarity="cosine", storedSource=True + ) + assert definition["storedSource"] is True + + +def test_wait_for_predicate() -> None: + """Test the wait_for_predicate utility function.""" + import time + + # Test successful predicate + counter = {"value": 0} + + def increment_predicate(): + counter["value"] += 1 + return counter["value"] >= 3 + + start = time.monotonic() + wait_for_predicate(increment_predicate, "Should not timeout", timeout=5, interval=0.1) + elapsed = time.monotonic() - start + assert counter["value"] >= 3 + assert elapsed < 5 + + # Test timeout + def always_false(): + return False + + with pytest.raises(TimeoutError, match="Predicate failed"): + wait_for_predicate(always_false, "Predicate failed", timeout=0.5, interval=0.1) + + +def test_create_fulltext_search_index_single_field( + collection: Collection, mock_search_indexes: dict +) -> None: + """Test creating a fulltext search index on a single field.""" + index_name = FULLTEXT_INDEX_NAME + field = "description" + wait_until_complete = TIMEOUT + + def mock_list_search_indexes(name=None): + if name: + return [mock_search_indexes[name]] if name in mock_search_indexes else [] + return list(mock_search_indexes.values()) + + def mock_create_search_index(model): + doc = model.document + mock_search_indexes[doc["name"]] = { + "name": doc["name"], + "status": "READY", + "type": doc.get("type", "search"), + "latestDefinition": doc["definition"], + } + return doc["name"] + + def mock_drop_search_index(name): + if name in mock_search_indexes: + del mock_search_indexes[name] + + with ( + patch.object(collection, "list_search_indexes", side_effect=mock_list_search_indexes), + patch.object(collection, "create_search_index", side_effect=mock_create_search_index), + patch.object(collection, "drop_search_index", side_effect=mock_drop_search_index), + ): + # Clean up existing indexes + for index_info in collection.list_search_indexes(): + drop_vector_search_index( + collection, index_info["name"], wait_until_complete=wait_until_complete + ) + + # Create fulltext search index + create_fulltext_search_index( + collection=collection, + index_name=index_name, + field=field, + wait_until_complete=wait_until_complete, + ) + + # Verify index was created + assert is_index_ready(collection, index_name) + indexes = list(collection.list_search_indexes()) + assert len(indexes) == 1 + assert indexes[0]["name"] == index_name + assert indexes[0]["type"] == "search" + assert indexes[0]["latestDefinition"]["mappings"]["dynamic"] is False + assert field in indexes[0]["latestDefinition"]["mappings"]["fields"] + + # Clean up + drop_vector_search_index(collection, index_name, wait_until_complete=wait_until_complete) + + +def test_create_fulltext_search_index_multiple_fields( + collection: Collection, mock_search_indexes: dict +) -> None: + """Test creating a fulltext search index on multiple fields.""" + index_name = "fulltext_multi_index" + fields = ["title", "description", "content"] + wait_until_complete = TIMEOUT + + def mock_list_search_indexes(name=None): + if name: + return [mock_search_indexes[name]] if name in mock_search_indexes else [] + return list(mock_search_indexes.values()) + + def mock_create_search_index(model): + doc = model.document + mock_search_indexes[doc["name"]] = { + "name": doc["name"], + "status": "READY", + "type": doc.get("type", "search"), + "latestDefinition": doc["definition"], + } + return doc["name"] + + def mock_drop_search_index(name): + if name in mock_search_indexes: + del mock_search_indexes[name] + + with ( + patch.object(collection, "list_search_indexes", side_effect=mock_list_search_indexes), + patch.object(collection, "create_search_index", side_effect=mock_create_search_index), + patch.object(collection, "drop_search_index", side_effect=mock_drop_search_index), + ): + # Clean up existing indexes + for index_info in collection.list_search_indexes(): + drop_vector_search_index( + collection, index_info["name"], wait_until_complete=wait_until_complete + ) + + # Create fulltext search index with multiple fields + create_fulltext_search_index( + collection=collection, + index_name=index_name, + field=fields, + wait_until_complete=wait_until_complete, + ) + + # Verify index was created + assert is_index_ready(collection, index_name) + indexes = list(collection.list_search_indexes()) + assert len(indexes) == 1 + assert indexes[0]["name"] == index_name + assert indexes[0]["type"] == "search" + + # Verify all fields are in the index + index_fields = indexes[0]["latestDefinition"]["mappings"]["fields"] + for field in fields: + assert field in index_fields + assert index_fields[field] == [{"type": "string"}] + + # Clean up + drop_vector_search_index(collection, index_name, wait_until_complete=wait_until_complete) + + +def test_wait_for_docs_in_index(collection: Collection, mock_search_indexes: dict) -> None: + """Test waiting for documents to be indexed in a vector search index.""" + index_name = "wait_docs_index" + dimensions = DIMENSIONS + path = "embedding" + similarity = "cosine" + wait_until_complete = TIMEOUT + + def mock_list_search_indexes(name=None): + if name: + result = [mock_search_indexes[name]] if name in mock_search_indexes else [] + + # When called with a name parameter (e.g., for is_index_ready), return an iterable + # When called with a name parameter for wait_for_docs_in_index, return a mock cursor + # We need to check the context - if it has to_list, it's for wait_for_docs_in_index + class MockIndexCursor: + def __init__(self, data): + self.data = data + + def __iter__(self): + return iter(self.data) + + def to_list(self): + return self.data + + return MockIndexCursor(result) + return list(mock_search_indexes.values()) + + def mock_create_search_index(model): + doc = model.document + mock_search_indexes[doc["name"]] = { + "name": doc["name"], + "status": "READY", + "type": doc.get("type", "search"), + "latestDefinition": doc["definition"], + } + return doc["name"] + + def mock_drop_search_index(name): + if name in mock_search_indexes: + del mock_search_indexes[name] + + # Insert test documents with embeddings + n_docs = 5 + docs = [{"_id": i, path: [0.1] * dimensions, "text": f"doc {i}"} for i in range(n_docs)] + collection.insert_many(docs) + + def mock_aggregate(pipeline): + # Return mock results for vector search aggregation + mock_cursor = MagicMock() + mock_cursor.to_list.return_value = [{"_id": i, "search_score": 0.9} for i in range(n_docs)] + return mock_cursor + + with ( + patch.object(collection, "list_search_indexes", side_effect=mock_list_search_indexes), + patch.object(collection, "create_search_index", side_effect=mock_create_search_index), + patch.object(collection, "drop_search_index", side_effect=mock_drop_search_index), + patch.object(collection, "aggregate", side_effect=mock_aggregate), + ): + # Clean up existing indexes + for index_info in list(mock_search_indexes.values()): + drop_vector_search_index( + collection, index_info["name"], wait_until_complete=wait_until_complete + ) + + # Create vector search index + create_vector_search_index( + collection=collection, + index_name=index_name, + dimensions=dimensions, + path=path, + similarity=similarity, + wait_until_complete=wait_until_complete, + ) + + # Wait for documents to be indexed + result = wait_for_docs_in_index(collection, index_name, n_docs) + assert result is True + + # Clean up + drop_vector_search_index(collection, index_name, wait_until_complete=wait_until_complete) + + +def test_wait_for_docs_in_index_nonexistent( + collection: Collection, mock_search_indexes: dict +) -> None: + """Test wait_for_docs_in_index raises error for non-existent index.""" + + def mock_list_search_indexes(name=None): + if name: + result = [mock_search_indexes[name]] if name in mock_search_indexes else [] + + # Return a mock cursor with to_list method + class MockIndexCursor: + def __init__(self, data): + self.data = data + + def __iter__(self): + return iter(self.data) + + def to_list(self): + return self.data + + return MockIndexCursor(result) + return list(mock_search_indexes.values()) + + def mock_drop_search_index(name): + if name in mock_search_indexes: + del mock_search_indexes[name] + + with ( + patch.object(collection, "list_search_indexes", side_effect=mock_list_search_indexes), + patch.object(collection, "drop_search_index", side_effect=mock_drop_search_index), + ): + # Ensure no indexes exist + for index_info in list(mock_search_indexes.values()): + drop_vector_search_index(collection, index_info["name"], wait_until_complete=TIMEOUT) + + # Should raise ValueError for non-existent index + with pytest.raises(ValueError, match="does not exist"): + wait_for_docs_in_index(collection, "nonexistent_index", 1) diff --git a/uv.lock b/uv.lock index 5bbd798..c3c496f 100644 --- a/uv.lock +++ b/uv.lock @@ -1,40 +1,41 @@ version = 1 +revision = 3 requires-python = ">=3.10" [[package]] name = "cfgv" version = "3.4.0" source = { registry = "https://pypi.org/simple" } -sdist = { url = "https://files.pythonhosted.org/packages/11/74/539e56497d9bd1d484fd863dd69cbbfa653cd2aa27abfe35653494d85e94/cfgv-3.4.0.tar.gz", hash = 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