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feat: add page numbers in chunks (RAG) #989
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| Original file line number | Diff line number | Diff line change | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
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@@ -11,6 +11,10 @@ | |||||||||
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||||||||||
| class TextChunk(BaseModel): | ||||||||||
| text: str = Field(description="The text of the chunk.") | ||||||||||
| page_number: int | None = Field( | ||||||||||
| default=None, | ||||||||||
| description="The page number (0-indexed) this chunk belongs to. Only set when page_offsets are provided.", | ||||||||||
| ) | ||||||||||
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||||||||||
| class ChunkingResult(BaseModel): | ||||||||||
|
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@@ -27,15 +31,53 @@ class BaseChunker(ABC): | |||||||||
| def __init__(self, chunker_config: ChunkerConfig): | ||||||||||
| self.chunker_config = chunker_config | ||||||||||
|
|
||||||||||
| async def chunk(self, text: str) -> ChunkingResult: | ||||||||||
| if not text: | ||||||||||
| async def chunk( | ||||||||||
| self, text: str, page_offsets: list[int] | None = None | ||||||||||
| ) -> ChunkingResult: | ||||||||||
| if not text or not clean_up_text(text): | ||||||||||
| return ChunkingResult(chunks=[]) | ||||||||||
|
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||||||||||
| sanitized_text = clean_up_text(text) | ||||||||||
| if not sanitized_text: | ||||||||||
| return ChunkingResult(chunks=[]) | ||||||||||
| chunking_result = await self._chunk(text) | ||||||||||
|
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||||||||||
| if page_offsets is not None and len(page_offsets) > 0: | ||||||||||
| search_start = 0 | ||||||||||
| for chunk in chunking_result.chunks: | ||||||||||
| chunk_start_offset = text.find(chunk.text, search_start) | ||||||||||
| if chunk_start_offset == -1: | ||||||||||
| logger.warning( | ||||||||||
| f"Chunk text not found in sanitized text starting from offset {search_start}. " | ||||||||||
| "This may indicate an issue with the chunker implementation." | ||||||||||
| ) | ||||||||||
| chunk.page_number = None | ||||||||||
| else: | ||||||||||
| page_number = self._find_page_number( | ||||||||||
| chunk_start_offset, page_offsets | ||||||||||
| ) | ||||||||||
| chunk.page_number = page_number | ||||||||||
| search_start = chunk_start_offset + 1 | ||||||||||
|
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||||||||||
| return chunking_result | ||||||||||
|
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||||||||||
| def _find_page_number( | ||||||||||
| self, chunk_offset: int, page_offsets: list[int] | ||||||||||
| ) -> int | None: | ||||||||||
| """ | ||||||||||
| Find the page number for a chunk at the given offset. | ||||||||||
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||||||||||
| Returns the page number (0-indexed) that the chunk belongs to, | ||||||||||
| or None if the offset is before the first page. | ||||||||||
| """ | ||||||||||
| if not page_offsets: | ||||||||||
| return None | ||||||||||
|
|
||||||||||
| if chunk_offset < page_offsets[0]: | ||||||||||
| return 0 | ||||||||||
|
Comment on lines
+73
to
+74
Contributor
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Returning 0 here might not be the most intuitive behavior. If the
Suggested change
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||||||||||
| for i in range(len(page_offsets) - 1, -1, -1): | ||||||||||
| if chunk_offset >= page_offsets[i]: | ||||||||||
| return i | ||||||||||
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||||||||||
| return await self._chunk(sanitized_text) | ||||||||||
| return None | ||||||||||
|
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||||||||||
| @abstractmethod | ||||||||||
| async def _chunk(self, text: str) -> ChunkingResult: | ||||||||||
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The
text.find()method can be inefficient for large texts or frequent calls. Consider using a more efficient string searching algorithm or pre-processing the text if performance becomes a bottleneck. Also, consider adding a more descriptive error message to the logger.