Files
crewAI/crewai_tools/rag/misc.py
Greyson LaLonde c960f26601 Squashed 'packages/tools/' changes from 78317b9c..0b3f00e6
0b3f00e6 chore: update project version to 0.73.0 and revise uv.lock dependencies (#455)
ad19b074 feat: replace embedchain with native crewai adapter (#451)

git-subtree-dir: packages/tools
git-subtree-split: 0b3f00e67c0dae24d188c292dc99759fd1c841f7
2025-09-18 23:38:08 -04:00

30 lines
1.0 KiB
Python

import hashlib
from typing import Any
def compute_sha256(content: str) -> str:
return hashlib.sha256(content.encode("utf-8")).hexdigest()
def sanitize_metadata_for_chromadb(metadata: dict[str, Any]) -> dict[str, Any]:
"""Sanitize metadata to ensure ChromaDB compatibility.
ChromaDB only accepts str, int, float, or bool values in metadata.
This function converts other types to strings.
Args:
metadata: Dictionary of metadata to sanitize
Returns:
Sanitized metadata dictionary with only ChromaDB-compatible types
"""
sanitized = {}
for key, value in metadata.items():
if isinstance(value, (str, int, float, bool)) or value is None:
sanitized[key] = value
elif isinstance(value, (list, tuple)):
# Convert lists/tuples to pipe-separated strings
sanitized[key] = " | ".join(str(v) for v in value)
else:
# Convert other types to string
sanitized[key] = str(value)
return sanitized