Files
crewAI/tests/rag/chromadb/test_utils.py
Greyson LaLonde 1dbe8aab52 fix: add batch_size support to prevent embedder token limit errors
- add batch_size field to baseragconfig (default=100)  
- update chromadb/qdrant clients and factories to use batch_size  
- extract and filter batch_size from embedder config in knowledgestorage  
- fix large csv files exceeding embedder token limits (#3574)  
- remove unneeded conditional for type  

Co-authored-by: Vini Brasil <vini@hey.com>
2025-09-24 00:05:43 -04:00

303 lines
11 KiB
Python

"""Tests for ChromaDB utility functions."""
from crewai.rag.chromadb.types import PreparedDocuments
from crewai.rag.chromadb.utils import (
MAX_COLLECTION_LENGTH,
MIN_COLLECTION_LENGTH,
_create_batch_slice,
_is_ipv4_pattern,
_prepare_documents_for_chromadb,
_sanitize_collection_name,
)
from crewai.rag.types import BaseRecord
class TestChromaDBUtils:
"""Test suite for ChromaDB utility functions."""
def test_sanitize_collection_name_long_name(self) -> None:
"""Test sanitizing a very long collection name."""
long_name = "This is an extremely long role name that will definitely exceed the ChromaDB collection name limit of 63 characters and cause an error when used as a collection name"
sanitized = _sanitize_collection_name(long_name)
assert len(sanitized) <= MAX_COLLECTION_LENGTH
assert sanitized[0].isalnum()
assert sanitized[-1].isalnum()
assert all(c.isalnum() or c in ["_", "-"] for c in sanitized)
def test_sanitize_collection_name_special_chars(self) -> None:
"""Test sanitizing a name with special characters."""
special_chars = "Agent@123!#$%^&*()"
sanitized = _sanitize_collection_name(special_chars)
assert sanitized[0].isalnum()
assert sanitized[-1].isalnum()
assert all(c.isalnum() or c in ["_", "-"] for c in sanitized)
def test_sanitize_collection_name_short_name(self) -> None:
"""Test sanitizing a very short name."""
short_name = "A"
sanitized = _sanitize_collection_name(short_name)
assert len(sanitized) >= MIN_COLLECTION_LENGTH
assert sanitized[0].isalnum()
assert sanitized[-1].isalnum()
def test_sanitize_collection_name_bad_ends(self) -> None:
"""Test sanitizing a name with non-alphanumeric start/end."""
bad_ends = "_Agent_"
sanitized = _sanitize_collection_name(bad_ends)
assert sanitized[0].isalnum()
assert sanitized[-1].isalnum()
def test_sanitize_collection_name_none(self) -> None:
"""Test sanitizing a None value."""
sanitized = _sanitize_collection_name(None)
assert sanitized == "default_collection"
def test_sanitize_collection_name_ipv4_pattern(self) -> None:
"""Test sanitizing an IPv4 address."""
ipv4 = "192.168.1.1"
sanitized = _sanitize_collection_name(ipv4)
assert sanitized.startswith("ip_")
assert sanitized[0].isalnum()
assert sanitized[-1].isalnum()
assert all(c.isalnum() or c in ["_", "-"] for c in sanitized)
def test_is_ipv4_pattern(self) -> None:
"""Test IPv4 pattern detection."""
assert _is_ipv4_pattern("192.168.1.1") is True
assert _is_ipv4_pattern("not.an.ip.address") is False
def test_sanitize_collection_name_properties(self) -> None:
"""Test that sanitized collection names always meet ChromaDB requirements."""
test_cases: list[str] = [
"A" * 100, # Very long name
"_start_with_underscore",
"end_with_underscore_",
"contains@special#characters",
"192.168.1.1", # IPv4 address
"a" * 2, # Too short
]
for test_case in test_cases:
sanitized = _sanitize_collection_name(test_case)
assert len(sanitized) >= MIN_COLLECTION_LENGTH
assert len(sanitized) <= MAX_COLLECTION_LENGTH
assert sanitized[0].isalnum()
assert sanitized[-1].isalnum()
def test_sanitize_collection_name_empty_string(self) -> None:
"""Test sanitizing an empty string."""
sanitized = _sanitize_collection_name("")
assert sanitized == "default_collection"
def test_sanitize_collection_name_whitespace_only(self) -> None:
"""Test sanitizing a string with only whitespace."""
sanitized = _sanitize_collection_name(" ")
assert (
sanitized == "a__z"
) # Spaces become underscores, padded to meet requirements
assert len(sanitized) >= MIN_COLLECTION_LENGTH
assert sanitized[0].isalnum()
assert sanitized[-1].isalnum()
class TestPrepareDocumentsForChromaDB:
"""Test suite for _prepare_documents_for_chromadb function."""
def test_prepare_documents_with_doc_ids(self) -> None:
"""Test preparing documents that already have doc_ids."""
documents: list[BaseRecord] = [
{
"doc_id": "id1",
"content": "First document",
"metadata": {"source": "test1"},
},
{
"doc_id": "id2",
"content": "Second document",
"metadata": {"source": "test2"},
},
]
result = _prepare_documents_for_chromadb(documents)
assert result.ids == ["id1", "id2"]
assert result.texts == ["First document", "Second document"]
assert result.metadatas == [{"source": "test1"}, {"source": "test2"}]
def test_prepare_documents_generate_ids(self) -> None:
"""Test preparing documents without doc_ids (should generate hashes)."""
documents: list[BaseRecord] = [
{"content": "Test content", "metadata": {"key": "value"}},
{"content": "Another test"},
]
result = _prepare_documents_for_chromadb(documents)
assert len(result.ids) == 2
assert all(len(doc_id) == 64 for doc_id in result.ids)
assert result.texts == ["Test content", "Another test"]
assert result.metadatas == [{"key": "value"}, {}]
def test_prepare_documents_with_list_metadata(self) -> None:
"""Test preparing documents with list metadata (should take first item)."""
documents: list[BaseRecord] = [
{"content": "Test", "metadata": [{"first": "item"}, {"second": "item"}]},
{"content": "Test2", "metadata": []},
]
result = _prepare_documents_for_chromadb(documents)
assert result.metadatas == [{"first": "item"}, {}]
def test_prepare_documents_no_metadata(self) -> None:
"""Test preparing documents without metadata."""
documents: list[BaseRecord] = [
{"content": "Document 1"},
{"content": "Document 2", "metadata": None},
]
result = _prepare_documents_for_chromadb(documents)
assert result.metadatas == [{}, {}]
def test_prepare_documents_hash_consistency(self) -> None:
"""Test that identical content produces identical hashes."""
documents1: list[BaseRecord] = [
{"content": "Same content", "metadata": {"key": "value"}}
]
documents2: list[BaseRecord] = [
{"content": "Same content", "metadata": {"key": "value"}}
]
result1 = _prepare_documents_for_chromadb(documents1)
result2 = _prepare_documents_for_chromadb(documents2)
assert result1.ids == result2.ids
class TestCreateBatchSlice:
"""Test suite for _create_batch_slice function."""
def test_create_batch_slice_normal(self) -> None:
"""Test creating a normal batch slice."""
prepared = PreparedDocuments(
ids=["id1", "id2", "id3", "id4", "id5"],
texts=["doc1", "doc2", "doc3", "doc4", "doc5"],
metadatas=[{"a": 1}, {"b": 2}, {"c": 3}, {"d": 4}, {"e": 5}],
)
batch_ids, batch_texts, batch_metadatas = _create_batch_slice(
prepared, start_index=1, batch_size=3
)
assert batch_ids == ["id2", "id3", "id4"]
assert batch_texts == ["doc2", "doc3", "doc4"]
assert batch_metadatas == [{"b": 2}, {"c": 3}, {"d": 4}]
def test_create_batch_slice_at_end(self) -> None:
"""Test creating a batch slice that goes beyond the end."""
prepared = PreparedDocuments(
ids=["id1", "id2", "id3"],
texts=["doc1", "doc2", "doc3"],
metadatas=[{"a": 1}, {"b": 2}, {"c": 3}],
)
batch_ids, batch_texts, batch_metadatas = _create_batch_slice(
prepared, start_index=2, batch_size=5
)
assert batch_ids == ["id3"]
assert batch_texts == ["doc3"]
assert batch_metadatas == [{"c": 3}]
def test_create_batch_slice_empty_batch(self) -> None:
"""Test creating a batch slice starting beyond the data."""
prepared = PreparedDocuments(
ids=["id1", "id2"], texts=["doc1", "doc2"], metadatas=[{"a": 1}, {"b": 2}]
)
batch_ids, batch_texts, batch_metadatas = _create_batch_slice(
prepared, start_index=5, batch_size=3
)
assert batch_ids == []
assert batch_texts == []
assert batch_metadatas == []
def test_create_batch_slice_no_metadatas(self) -> None:
"""Test creating a batch slice with no metadatas."""
prepared = PreparedDocuments(
ids=["id1", "id2", "id3"], texts=["doc1", "doc2", "doc3"], metadatas=[]
)
batch_ids, batch_texts, batch_metadatas = _create_batch_slice(
prepared, start_index=0, batch_size=2
)
assert batch_ids == ["id1", "id2"]
assert batch_texts == ["doc1", "doc2"]
assert batch_metadatas is None
def test_create_batch_slice_all_empty_metadatas(self) -> None:
"""Test creating a batch slice where all metadatas are empty."""
prepared = PreparedDocuments(
ids=["id1", "id2", "id3"],
texts=["doc1", "doc2", "doc3"],
metadatas=[{}, {}, {}],
)
batch_ids, batch_texts, batch_metadatas = _create_batch_slice(
prepared, start_index=0, batch_size=3
)
assert batch_ids == ["id1", "id2", "id3"]
assert batch_texts == ["doc1", "doc2", "doc3"]
assert batch_metadatas is None
def test_create_batch_slice_some_empty_metadatas(self) -> None:
"""Test creating a batch slice where some metadatas are empty."""
prepared = PreparedDocuments(
ids=["id1", "id2", "id3"],
texts=["doc1", "doc2", "doc3"],
metadatas=[{"a": 1}, {}, {"c": 3}],
)
batch_ids, batch_texts, batch_metadatas = _create_batch_slice(
prepared, start_index=0, batch_size=3
)
assert batch_ids == ["id1", "id2", "id3"]
assert batch_texts == ["doc1", "doc2", "doc3"]
assert batch_metadatas == [{"a": 1}, {}, {"c": 3}]
def test_create_batch_slice_zero_start_index(self) -> None:
"""Test creating a batch slice starting from index 0."""
prepared = PreparedDocuments(
ids=["id1", "id2", "id3", "id4"],
texts=["doc1", "doc2", "doc3", "doc4"],
metadatas=[{"a": 1}, {"b": 2}, {"c": 3}, {"d": 4}],
)
batch_ids, batch_texts, batch_metadatas = _create_batch_slice(
prepared, start_index=0, batch_size=2
)
assert batch_ids == ["id1", "id2"]
assert batch_texts == ["doc1", "doc2"]
assert batch_metadatas == [{"a": 1}, {"b": 2}]
def test_create_batch_slice_single_item(self) -> None:
"""Test creating a batch slice with batch size 1."""
prepared = PreparedDocuments(
ids=["id1", "id2", "id3"],
texts=["doc1", "doc2", "doc3"],
metadatas=[{"a": 1}, {"b": 2}, {"c": 3}],
)
batch_ids, batch_texts, batch_metadatas = _create_batch_slice(
prepared, start_index=1, batch_size=1
)
assert batch_ids == ["id2"]
assert batch_texts == ["doc2"]
assert batch_metadatas == [{"b": 2}]