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c7c0647dd2
* drop metadata requirement * fix linting * Update docs for new knowledge * more linting * more linting * make save_documents private * update docs to the new way we use knowledge and include clearing memory
35 lines
1.2 KiB
Python
35 lines
1.2 KiB
Python
from pathlib import Path
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from typing import Dict, List
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from crewai.knowledge.source.base_file_knowledge_source import BaseFileKnowledgeSource
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class TextFileKnowledgeSource(BaseFileKnowledgeSource):
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"""A knowledge source that stores and queries text file content using embeddings."""
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def load_content(self) -> Dict[Path, str]:
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"""Load and preprocess text file content."""
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content = {}
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for path in self.safe_file_paths:
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path = self.convert_to_path(path)
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with open(path, "r", encoding="utf-8") as f:
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content[path] = f.read()
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return content
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def add(self) -> None:
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"""
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Add text file content to the knowledge source, chunk it, compute embeddings,
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and save the embeddings.
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"""
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for _, text in self.content.items():
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new_chunks = self._chunk_text(text)
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self.chunks.extend(new_chunks)
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self._save_documents()
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def _chunk_text(self, text: str) -> List[str]:
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"""Utility method to split text into chunks."""
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return [
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text[i : i + self.chunk_size]
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for i in range(0, len(text), self.chunk_size - self.chunk_overlap)
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]
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