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Update utils/ingestion.py
Browse files- utils/ingestion.py +19 -7
utils/ingestion.py
CHANGED
@@ -1,7 +1,9 @@
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import json
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import time
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import os
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from pathlib import Path
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from typing import Dict, Any, List
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import chromadb
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@@ -15,10 +17,11 @@ from docling.document_converter import (
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)
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from docling.pipeline.simple_pipeline import SimplePipeline
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from docling.pipeline.standard_pdf_pipeline import StandardPdfPipeline
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from docling.document import DoclingDocument
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from docling.chunking.hierarchical_chunker import HierarchicalChunker
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from langchain_community.embeddings.fastembed import FastEmbedEmbeddings
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class DocumentProcessor:
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def __init__(self):
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"""Initialize document processor with Docling v2 changes"""
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@@ -41,11 +44,13 @@ class DocumentProcessor:
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InputFormat.PPTX,
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InputFormat.TXT, # Added text format
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InputFormat.CSV, # Added CSV format
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],
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format_options={
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InputFormat.PDF: PdfFormatOption(
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-
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backend=PyPdfiumDocumentBackend
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),
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InputFormat.DOCX: WordFormatOption(
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pipeline_cls=SimplePipeline
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@@ -61,17 +66,24 @@ class DocumentProcessor:
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try:
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conv_result = self.converter.convert(file_path)
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doc
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except Exception as e:
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print(f"❌ Conversion failed: {e}")
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return None
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# Save document as markdown
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output_dir = Path("parsed-doc")
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output_dir.mkdir(parents=True, exist_ok=True)
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doc_filename = Path(file_path).stem
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-
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-
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chunker = HierarchicalChunker()
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chunks = list(chunker.chunk(doc))
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import json
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import time
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import os
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import logging
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from pathlib import Path
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import yaml
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from typing import Dict, Any, List
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import chromadb
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)
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from docling.pipeline.simple_pipeline import SimplePipeline
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from docling.pipeline.standard_pdf_pipeline import StandardPdfPipeline
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from docling.chunking.hierarchical_chunker import HierarchicalChunker
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from langchain_community.embeddings.fastembed import FastEmbedEmbeddings
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_log = logging.getLogger(__name__)
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class DocumentProcessor:
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def __init__(self):
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"""Initialize document processor with Docling v2 changes"""
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InputFormat.PPTX,
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InputFormat.TXT, # Added text format
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InputFormat.CSV, # Added CSV format
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InputFormat.ASCIIDOC, # Added AsciiDoc format
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InputFormat.MD, # Added Markdown format
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],
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format_options={
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InputFormat.PDF: PdfFormatOption(
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pipeline_cls=StandardPdfPipeline,
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backend=PyPdfiumDocumentBackend
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),
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InputFormat.DOCX: WordFormatOption(
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pipeline_cls=SimplePipeline
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try:
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conv_result = self.converter.convert(file_path)
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doc = conv_result.document
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except Exception as e:
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print(f"❌ Conversion failed: {e}")
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return None
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# Save document as markdown, JSON, and YAML
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output_dir = Path("parsed-doc")
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output_dir.mkdir(parents=True, exist_ok=True)
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doc_filename = Path(file_path).stem
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with (output_dir / f"{doc_filename}.md").open("w") as fp:
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fp.write(doc.export_to_markdown())
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with (output_dir / f"{doc_filename}.json").open("w") as fp:
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fp.write(json.dumps(doc.export_to_dict()))
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with (output_dir / f"{doc_filename}.yaml").open("w") as fp:
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fp.write(yaml.safe_dump(doc.export_to_dict()))
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chunker = HierarchicalChunker()
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chunks = list(chunker.chunk(doc))
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