fix: achieve parity between rag package and current impl (#3418)

- Sanitize ChromaDB collection names and use original dir naming
- Add persistent client with file locking to the ChromaDB factory
- Add upsert support to the ChromaDB client
- Suppress ChromaDB deprecation warnings for `model_fields`
- Extract `suppress_logging` into shared `logger_utils`
- Update tests to reflect upsert behavior
- Docs: add additional note

src/crewai/knowledge/storage/knowledge_storage.py

@@ -1,6 +1,4 @@
-import contextlib
 import hashlib
-import io
 import logging
 import os
 import shutil
@@ -20,23 +18,7 @@ from crewai.utilities.constants import KNOWLEDGE_DIRECTORY
 from crewai.utilities.logger import Logger
 from crewai.utilities.paths import db_storage_path
 from crewai.utilities.chromadb import create_persistent_client
-
+from crewai.utilities.logger_utils import suppress_logging
-
-@contextlib.contextmanager
-def suppress_logging(
-    logger_name="chromadb.segment.impl.vector.local_persistent_hnsw",
-    level=logging.ERROR,
-):
-    logger = logging.getLogger(logger_name)
-    original_level = logger.getEffectiveLevel()
-    logger.setLevel(level)
-    with (
-        contextlib.redirect_stdout(io.StringIO()),
-        contextlib.redirect_stderr(io.StringIO()),
-        contextlib.suppress(UserWarning),
-    ):
-        yield
-    logger.setLevel(original_level)
 
 
 class KnowledgeStorage(BaseKnowledgeStorage):
@@ -64,7 +46,9 @@ class KnowledgeStorage(BaseKnowledgeStorage):
         filter: Optional[dict] = None,
         score_threshold: float = 0.35,
     ) -> List[Dict[str, Any]]:
-        with suppress_logging():
+        with suppress_logging(
+            "chromadb.segment.impl.vector.local_persistent_hnsw", logging.ERROR
+        ):
             if self.collection:
                 fetched = self.collection.query(
                     query_texts=query,

src/crewai/memory/storage/rag_storage.py

@@ -1,5 +1,3 @@
-import contextlib
-import io
 import logging
 import os
 import shutil
@@ -12,26 +10,10 @@ from crewai.rag.embeddings.configurator import EmbeddingConfigurator
 from crewai.utilities.chromadb import create_persistent_client
 from crewai.utilities.constants import MAX_FILE_NAME_LENGTH
 from crewai.utilities.paths import db_storage_path
+from crewai.utilities.logger_utils import suppress_logging
 import warnings
 
 
-@contextlib.contextmanager
-def suppress_logging(
-    logger_name="chromadb.segment.impl.vector.local_persistent_hnsw",
-    level=logging.ERROR,
-):
-    logger = logging.getLogger(logger_name)
-    original_level = logger.getEffectiveLevel()
-    logger.setLevel(level)
-    with (
-        contextlib.redirect_stdout(io.StringIO()),
-        contextlib.redirect_stderr(io.StringIO()),
-        contextlib.suppress(UserWarning),
-    ):
-        yield
-    logger.setLevel(original_level)
-
-
 class RAGStorage(BaseRAGStorage):
     """
     Extends Storage to handle embeddings for memory entries, improving
@@ -122,7 +104,9 @@ class RAGStorage(BaseRAGStorage):
             self._initialize_app()
 
         try:
-            with suppress_logging():
+            with suppress_logging(
+                "chromadb.segment.impl.vector.local_persistent_hnsw", logging.ERROR
+            ):
                 response = self.collection.query(query_texts=query, n_results=limit)
 
             results = []

src/crewai/rag/chromadb/client.py

@@ -1,5 +1,6 @@
 """ChromaDB client implementation."""
 
+import logging
 from typing import Any
 
 from chromadb.api.types import (
@@ -20,7 +21,9 @@ from crewai.rag.chromadb.utils import (
     _is_sync_client,
     _prepare_documents_for_chromadb,
     _process_query_results,
+    _sanitize_collection_name,
 )
+from crewai.utilities.logger_utils import suppress_logging
 from crewai.rag.core.base_client import (
     BaseClient,
     BaseCollectionParams,
@@ -97,7 +100,7 @@ class ChromaDBClient(BaseClient):
             metadata["hnsw:space"] = "cosine"
 
         self.client.create_collection(
-            name=kwargs["collection_name"],
+            name=_sanitize_collection_name(kwargs["collection_name"]),
             configuration=kwargs.get("configuration"),
             metadata=metadata,
             embedding_function=kwargs.get(
@@ -154,7 +157,7 @@ class ChromaDBClient(BaseClient):
             metadata["hnsw:space"] = "cosine"
 
         await self.client.create_collection(
-            name=kwargs["collection_name"],
+            name=_sanitize_collection_name(kwargs["collection_name"]),
             configuration=kwargs.get("configuration"),
             metadata=metadata,
             embedding_function=kwargs.get(
@@ -205,7 +208,7 @@ class ChromaDBClient(BaseClient):
             metadata["hnsw:space"] = "cosine"
 
         return self.client.get_or_create_collection(
-            name=kwargs["collection_name"],
+            name=_sanitize_collection_name(kwargs["collection_name"]),
             configuration=kwargs.get("configuration"),
             metadata=metadata,
             embedding_function=kwargs.get(
@@ -258,7 +261,7 @@ class ChromaDBClient(BaseClient):
             metadata["hnsw:space"] = "cosine"
 
         return await self.client.get_or_create_collection(
-            name=kwargs["collection_name"],
+            name=_sanitize_collection_name(kwargs["collection_name"]),
             configuration=kwargs.get("configuration"),
             metadata=metadata,
             embedding_function=kwargs.get(
@@ -298,12 +301,12 @@ class ChromaDBClient(BaseClient):
             raise ValueError("Documents list cannot be empty")
 
         collection = self.client.get_collection(
-            name=collection_name,
+            name=_sanitize_collection_name(collection_name),
             embedding_function=self.embedding_function,
         )
 
         prepared = _prepare_documents_for_chromadb(documents)
-        collection.add(
+        collection.upsert(
             ids=prepared.ids,
             documents=prepared.texts,
             metadatas=prepared.metadatas,
@@ -340,11 +343,11 @@ class ChromaDBClient(BaseClient):
             raise ValueError("Documents list cannot be empty")
 
         collection = await self.client.get_collection(
-            name=collection_name,
+            name=_sanitize_collection_name(collection_name),
             embedding_function=self.embedding_function,
         )
         prepared = _prepare_documents_for_chromadb(documents)
-        await collection.add(
+        await collection.upsert(
             ids=prepared.ids,
             documents=prepared.texts,
             metadatas=prepared.metadatas,
@@ -385,19 +388,22 @@ class ChromaDBClient(BaseClient):
         params = _extract_search_params(kwargs)
 
         collection = self.client.get_collection(
-            name=params.collection_name,
+            name=_sanitize_collection_name(params.collection_name),
             embedding_function=self.embedding_function,
         )
 
         where = params.where if params.where is not None else params.metadata_filter
 
-        results: QueryResult = collection.query(
+        with suppress_logging(
-            query_texts=[params.query],
+            "chromadb.segment.impl.vector.local_persistent_hnsw", logging.ERROR
-            n_results=params.limit,
+        ):
-            where=where,
+            results: QueryResult = collection.query(
-            where_document=params.where_document,
+                query_texts=[params.query],
-            include=params.include,
+                n_results=params.limit,
-        )
+                where=where,
+                where_document=params.where_document,
+                include=params.include,
+            )
 
         return _process_query_results(
             collection=collection,
@@ -440,19 +446,22 @@ class ChromaDBClient(BaseClient):
         params = _extract_search_params(kwargs)
 
         collection = await self.client.get_collection(
-            name=params.collection_name,
+            name=_sanitize_collection_name(params.collection_name),
             embedding_function=self.embedding_function,
         )
 
         where = params.where if params.where is not None else params.metadata_filter
 
-        results: QueryResult = await collection.query(
+        with suppress_logging(
-            query_texts=[params.query],
+            "chromadb.segment.impl.vector.local_persistent_hnsw", logging.ERROR
-            n_results=params.limit,
+        ):
-            where=where,
+            results: QueryResult = await collection.query(
-            where_document=params.where_document,
+                query_texts=[params.query],
-            include=params.include,
+                n_results=params.limit,
-        )
+                where=where,
+                where_document=params.where_document,
+                include=params.include,
+            )
 
         return _process_query_results(
             collection=collection,
@@ -485,7 +494,7 @@ class ChromaDBClient(BaseClient):
             )
 
         collection_name = kwargs["collection_name"]
-        self.client.delete_collection(name=collection_name)
+        self.client.delete_collection(name=_sanitize_collection_name(collection_name))
 
     async def adelete_collection(self, **kwargs: Unpack[BaseCollectionParams]) -> None:
         """Delete a collection and all its data asynchronously.
@@ -515,7 +524,9 @@ class ChromaDBClient(BaseClient):
             )
 
         collection_name = kwargs["collection_name"]
-        await self.client.delete_collection(name=collection_name)
+        await self.client.delete_collection(
+            name=_sanitize_collection_name(collection_name)
+        )
 
     def reset(self) -> None:
         """Reset the vector database by deleting all collections and data.

src/crewai/rag/chromadb/config.py

@@ -23,6 +23,12 @@ warnings.filterwarnings(
     module="pydantic._internal._generate_schema",
 )
 
+warnings.filterwarnings(
+    "ignore",
+    message=r".*'model_fields'.*is deprecated.*",
+    module=r"^chromadb(\.|$)",
+)
+
 
 def _default_settings() -> Settings:
     """Create default ChromaDB settings.

src/crewai/rag/chromadb/constants.py

@@ -1,10 +1,17 @@
 """Constants for ChromaDB configuration."""
 
-import os
+import re
 from typing import Final
 
 from crewai.utilities.paths import db_storage_path
 
 DEFAULT_TENANT: Final[str] = "default_tenant"
 DEFAULT_DATABASE: Final[str] = "default_database"
-DEFAULT_STORAGE_PATH: Final[str] = os.path.join(db_storage_path(), "chromadb")
+DEFAULT_STORAGE_PATH: Final[str] = db_storage_path()
+
+MIN_COLLECTION_LENGTH: Final[int] = 3
+MAX_COLLECTION_LENGTH: Final[int] = 63
+DEFAULT_COLLECTION: Final[str] = "default_collection"
+
+INVALID_CHARS_PATTERN: Final[re.Pattern[str]] = re.compile(r"[^a-zA-Z0-9_-]")
+IPV4_PATTERN: Final[re.Pattern[str]] = re.compile(r"^(\d{1,3}\.){3}\d{1,3}$")

src/crewai/rag/chromadb/factory.py

@@ -1,6 +1,9 @@
 """Factory functions for creating ChromaDB clients."""
 
-from chromadb import Client
+import os
+from hashlib import md5
+import portalocker
+from chromadb import PersistentClient
 
 from crewai.rag.chromadb.config import ChromaDBConfig
 from crewai.rag.chromadb.client import ChromaDBClient
@@ -14,11 +17,24 @@ def create_client(config: ChromaDBConfig) -> ChromaDBClient:
 
     Returns:
         Configured ChromaDBClient instance.
+
+    Notes:
+        Need to update to use chromadb.Client to support more client types in the near future.
     """
 
+    persist_dir = config.settings.persist_directory
+    lock_id = md5(persist_dir.encode(), usedforsecurity=False).hexdigest()
+    lockfile = os.path.join(persist_dir, f"chromadb-{lock_id}.lock")
+
+    with portalocker.Lock(lockfile):
+        client = PersistentClient(
+            path=persist_dir,
+            settings=config.settings,
+            tenant=config.tenant,
+            database=config.database,
+        )
+
     return ChromaDBClient(
-        client=Client(
+        client=client,
-            settings=config.settings, tenant=config.tenant, database=config.database
-        ),
         embedding_function=config.embedding_function,
     )

src/crewai/rag/chromadb/utils.py

@@ -12,6 +12,13 @@ from chromadb.api.types import (
 )
 from chromadb.api.models.AsyncCollection import AsyncCollection
 from chromadb.api.models.Collection import Collection
+from crewai.rag.chromadb.constants import (
+    DEFAULT_COLLECTION,
+    INVALID_CHARS_PATTERN,
+    IPV4_PATTERN,
+    MAX_COLLECTION_LENGTH,
+    MIN_COLLECTION_LENGTH,
+)
 from crewai.rag.chromadb.types import (
     ChromaDBClientType,
     ChromaDBCollectionSearchParams,
@@ -216,3 +223,58 @@ def _process_query_results(
         distance_metric=distance_metric,
         score_threshold=params.score_threshold,
     )
+
+
+def _is_ipv4_pattern(name: str) -> bool:
+    """Check if a string matches an IPv4 address pattern.
+
+    Args:
+        name: The string to check
+
+    Returns:
+        True if the string matches an IPv4 pattern, False otherwise
+    """
+    return bool(IPV4_PATTERN.match(name))
+
+
+def _sanitize_collection_name(
+    name: str | None, max_collection_length: int = MAX_COLLECTION_LENGTH
+) -> str:
+    """Sanitize a collection name to meet ChromaDB requirements.
+
+    Requirements:
+    1. 3-63 characters long
+    2. Starts and ends with alphanumeric character
+    3. Contains only alphanumeric characters, underscores, or hyphens
+    4. No consecutive periods
+    5. Not a valid IPv4 address
+
+    Args:
+        name: The original collection name to sanitize
+        max_collection_length: Maximum allowed length for the collection name
+
+    Returns:
+        A sanitized collection name that meets ChromaDB requirements
+    """
+    if not name:
+        return DEFAULT_COLLECTION
+
+    if _is_ipv4_pattern(name):
+        name = f"ip_{name}"
+
+    sanitized = INVALID_CHARS_PATTERN.sub("_", name)
+
+    if not sanitized[0].isalnum():
+        sanitized = "a" + sanitized
+
+    if not sanitized[-1].isalnum():
+        sanitized = sanitized[:-1] + "z"
+
+    if len(sanitized) < MIN_COLLECTION_LENGTH:
+        sanitized = sanitized + "x" * (MIN_COLLECTION_LENGTH - len(sanitized))
+    if len(sanitized) > max_collection_length:
+        sanitized = sanitized[:max_collection_length]
+        if not sanitized[-1].isalnum():
+            sanitized = sanitized[:-1] + "z"
+
+    return sanitized

src/crewai/utilities/logger_utils.py

@@ -0,0 +1,38 @@
+"""Logging utility functions for CrewAI."""
+
+import contextlib
+import io
+import logging
+from collections.abc import Generator
+
+
+@contextlib.contextmanager
+def suppress_logging(
+    logger_name: str,
+    level: int | str,
+) -> Generator[None, None, None]:
+    """Suppress verbose logging output from specified logger.
+
+    Commonly used to suppress ChromaDB's verbose HNSW index logging.
+
+    Args:
+        logger_name: The logger to suppress
+        level: The minimum level to allow (e.g., logging.ERROR or "ERROR")
+
+    Yields:
+        None
+
+    Example:
+        with suppress_logging("chromadb.segment.impl.vector.local_persistent_hnsw", logging.ERROR):
+            collection.query(query_texts=["test"])
+    """
+    logger = logging.getLogger(logger_name)
+    original_level = logger.getEffectiveLevel()
+    logger.setLevel(level)
+    with (
+        contextlib.redirect_stdout(io.StringIO()),
+        contextlib.redirect_stderr(io.StringIO()),
+        contextlib.suppress(UserWarning),
+    ):
+        yield
+    logger.setLevel(original_level)

tests/rag/chromadb/test_client.py

@@ -253,8 +253,8 @@ class TestChromaDBClient:
         )
 
         # Verify documents were added to collection
-        mock_collection.add.assert_called_once()
+        mock_collection.upsert.assert_called_once()
-        call_args = mock_collection.add.call_args
+        call_args = mock_collection.upsert.call_args
         assert len(call_args.kwargs["ids"]) == 1
         assert call_args.kwargs["documents"] == ["Test document"]
         assert call_args.kwargs["metadatas"] == [{"source": "test"}]
@@ -279,7 +279,7 @@ class TestChromaDBClient:
 
         client.add_documents(collection_name="test_collection", documents=documents)
 
-        mock_collection.add.assert_called_once_with(
+        mock_collection.upsert.assert_called_once_with(
             ids=["custom_id_1", "custom_id_2"],
             documents=["First document", "Second document"],
             metadatas=[{"source": "test1"}, {"source": "test2"}],
@@ -319,8 +319,8 @@ class TestChromaDBClient:
         )
 
         # Verify documents were added to collection
-        mock_collection.add.assert_called_once()
+        mock_collection.upsert.assert_called_once()
-        call_args = mock_collection.add.call_args
+        call_args = mock_collection.upsert.call_args
         assert len(call_args.kwargs["ids"]) == 1
         assert call_args.kwargs["documents"] == ["Test document"]
         assert call_args.kwargs["metadatas"] == [{"source": "test"}]
@@ -352,7 +352,7 @@ class TestChromaDBClient:
             collection_name="test_collection", documents=documents
         )
 
-        mock_collection.add.assert_called_once_with(
+        mock_collection.upsert.assert_called_once_with(
             ids=["custom_id_1", "custom_id_2"],
             documents=["First document", "Second document"],
             metadatas=[{"source": "test1"}, {"source": "test2"}],