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@ -4,7 +4,7 @@ from typing import List
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import tiktoken
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from parser.schema.base import Document
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import sys
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def separate_header_and_body(text):
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header_pattern = r"^(.*?\n){3}"
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@ -17,6 +17,7 @@ def separate_header_and_body(text):
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def group_documents(documents: List[Document], min_tokens: int, max_tokens: int) -> List[Document]:
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docs = []
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current_group = None
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print("Grouping", len(documents), "documents", file=sys.stderr)
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for doc in documents:
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doc_len = len(tiktoken.get_encoding("cl100k_base").encode(doc.text))
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@ -46,6 +47,9 @@ def split_documents(documents: List[Document], max_tokens: int) -> List[Document
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docs.append(doc)
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else:
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header, body = separate_header_and_body(doc.text)
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if len(tiktoken.get_encoding("cl100k_base").encode(header)) > max_tokens:
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body = doc.text
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header = ""
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num_body_parts = ceil(token_length / max_tokens)
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part_length = ceil(len(body) / num_body_parts)
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body_parts = [body[i:i + part_length] for i in range(0, len(body), part_length)]
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@ -55,6 +59,7 @@ def split_documents(documents: List[Document], max_tokens: int) -> List[Document
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embedding=doc.embedding,
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extra_info=doc.extra_info)
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docs.append(new_doc)
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print("split into", len(docs), "documents", file=sys.stderr)
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return docs
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