Files
crewAI/lib/crewai-tools/src/crewai_tools/rag/loaders/json_loader.py

58 lines
1.9 KiB
Python

import json
from typing import Any
from crewai_tools.rag.base_loader import BaseLoader, LoaderResult
from crewai_tools.rag.loaders.utils import load_from_url
from crewai_tools.rag.source_content import SourceContent
class JSONLoader(BaseLoader):
def load(self, source_content: SourceContent, **kwargs: Any) -> LoaderResult: # type: ignore[override]
source_ref = source_content.source_ref
content = source_content.source
if source_content.is_url():
content = load_from_url(
source_ref,
kwargs,
accept_header="application/json",
loader_name="JSONLoader",
)
elif source_content.path_exists():
content = self._load_from_file(source_ref)
return self._parse_json(content, source_ref)
@staticmethod
def _load_from_file(path: str) -> str:
with open(path, encoding="utf-8") as file:
return file.read()
def _parse_json(self, content: str, source_ref: str) -> LoaderResult:
try:
data = json.loads(content)
if isinstance(data, dict):
text = "\n".join(
f"{k}: {json.dumps(v, indent=0)}" for k, v in data.items()
)
elif isinstance(data, list):
text = "\n".join(json.dumps(item, indent=0) for item in data)
else:
text = json.dumps(data, indent=0)
metadata = {
"format": "json",
"type": type(data).__name__,
"size": len(data) if isinstance(data, (list, dict)) else 1,
}
except json.JSONDecodeError as e:
text = content
metadata = {"format": "json", "parse_error": str(e)}
return LoaderResult(
content=text,
source=source_ref,
metadata=metadata,
doc_id=self.generate_doc_id(source_ref=source_ref, content=text),
)