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Feat: add child parent chunking method in backend. (#11598)
### What problem does this PR solve? #7996 ### Type of change - [x] New Feature (non-breaking change which adds functionality)
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@ -39,6 +39,7 @@ from deepdoc.parser.docling_parser import DoclingParser
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from deepdoc.parser.tcadp_parser import TCADPParser
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from rag.nlp import concat_img, find_codec, naive_merge, naive_merge_with_images, naive_merge_docx, rag_tokenizer, tokenize_chunks, tokenize_chunks_with_images, tokenize_table, attach_media_context
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def by_deepdoc(filename, binary=None, from_page=0, to_page=100000, lang="Chinese", callback=None, pdf_cls = None ,**kwargs):
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callback = callback
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binary = binary
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@ -600,8 +601,7 @@ def load_from_xml_v2(baseURI, rels_item_xml):
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srels._srels.append(_SerializedRelationship(baseURI, rel_elm))
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return srels
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def chunk(filename, binary=None, from_page=0, to_page=100000,
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lang="Chinese", callback=None, **kwargs):
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def chunk(filename, binary=None, from_page=0, to_page=100000, lang="Chinese", callback=None, **kwargs):
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"""
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Supported file formats are docx, pdf, excel, txt.
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This method apply the naive ways to chunk files.
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@ -611,14 +611,18 @@ def chunk(filename, binary=None, from_page=0, to_page=100000,
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urls = set()
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url_res = []
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is_english = lang.lower() == "english" # is_english(cks)
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parser_config = kwargs.get(
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"parser_config", {
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"chunk_token_num": 512, "delimiter": "\n!?。;!?", "layout_recognize": "DeepDOC", "analyze_hyperlink": True})
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child_deli = re.findall(r"`([^`]+)`", parser_config.get("children_delimiter", ""))
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child_deli = sorted(set(child_deli), key=lambda x: -len(x))
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child_deli = "|".join(re.escape(t) for t in child_deli if t)
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is_markdown = False
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table_context_size = max(0, int(parser_config.get("table_context_size", 0) or 0))
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image_context_size = max(0, int(parser_config.get("image_context_size", 0) or 0))
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final_sections = False
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doc = {
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"docnm_kwd": filename,
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"title_tks": rag_tokenizer.tokenize(re.sub(r"\.[a-zA-Z]+$", "", filename))
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@ -679,12 +683,7 @@ def chunk(filename, binary=None, from_page=0, to_page=100000,
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"chunk_token_num", 128)), parser_config.get(
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"delimiter", "\n!?。;!?"))
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if kwargs.get("section_only", False):
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chunks.extend(embed_res)
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chunks.extend(url_res)
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return chunks
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res.extend(tokenize_chunks_with_images(chunks, doc, is_english, images))
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res.extend(tokenize_chunks_with_images(chunks, doc, is_english, images, child_delimiters_pattern=child_deli))
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logging.info("naive_merge({}): {}".format(filename, timer() - st))
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res.extend(embed_res)
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res.extend(url_res)
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@ -780,7 +779,7 @@ def chunk(filename, binary=None, from_page=0, to_page=100000,
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return_section_images=True,
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)
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final_sections = True
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is_markdown = True
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try:
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vision_model = LLMBundle(kwargs["tenant_id"], LLMType.IMAGE2TEXT)
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@ -857,7 +856,7 @@ def chunk(filename, binary=None, from_page=0, to_page=100000,
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"file type not supported yet(pdf, xlsx, doc, docx, txt supported)")
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st = timer()
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if final_sections:
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if is_markdown:
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merged_chunks = []
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merged_images = []
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chunk_limit = max(0, int(parser_config.get("chunk_token_num", 128)))
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@ -900,13 +899,11 @@ def chunk(filename, binary=None, from_page=0, to_page=100000,
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chunks = merged_chunks
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has_images = merged_images and any(img is not None for img in merged_images)
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if kwargs.get("section_only", False):
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chunks.extend(embed_res)
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return chunks
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if has_images:
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res.extend(tokenize_chunks_with_images(chunks, doc, is_english, merged_images))
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res.extend(tokenize_chunks_with_images(chunks, doc, is_english, merged_images, child_delimiters_pattern=child_deli))
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else:
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res.extend(tokenize_chunks(chunks, doc, is_english, pdf_parser))
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res.extend(tokenize_chunks(chunks, doc, is_english, pdf_parser, child_delimiters_pattern=child_deli))
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else:
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if section_images:
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if all(image is None for image in section_images):
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@ -917,21 +914,14 @@ def chunk(filename, binary=None, from_page=0, to_page=100000,
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int(parser_config.get(
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"chunk_token_num", 128)), parser_config.get(
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"delimiter", "\n!?。;!?"))
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if kwargs.get("section_only", False):
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chunks.extend(embed_res)
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return chunks
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res.extend(tokenize_chunks_with_images(chunks, doc, is_english, images))
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res.extend(tokenize_chunks_with_images(chunks, doc, is_english, images, child_delimiters_pattern=child_deli))
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else:
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chunks = naive_merge(
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sections, int(parser_config.get(
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"chunk_token_num", 128)), parser_config.get(
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"delimiter", "\n!?。;!?"))
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if kwargs.get("section_only", False):
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chunks.extend(embed_res)
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return chunks
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res.extend(tokenize_chunks(chunks, doc, is_english, pdf_parser))
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res.extend(tokenize_chunks(chunks, doc, is_english, pdf_parser, child_delimiters_pattern=child_deli))
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if urls and parser_config.get("analyze_hyperlink", False) and is_root:
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for index, url in enumerate(urls):
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