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Update update_docx_with_pdf.py
Browse files- update_docx_with_pdf.py +239 -48
update_docx_with_pdf.py
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from openai import OpenAI
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import json
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import os
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import time
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if isinstance(content, bytes):
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content = content.decode("utf-8")
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return content
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else:
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with open(
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return fh.read()
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def update_json_with_pdf(word_json_file, pdf_txt_file, output_file):
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pdf_txt = read_any(pdf_txt_file)
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user_prompt = f"""
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Here is a JSON template. It contains only the fields that need updating:
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{word_json}
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Here is the extracted text from a PDF:
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{pdf_txt}
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Instructions:
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- ONLY update the fields present in the JSON template, using information from the PDF text.
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- DO NOT add any extra fields, and do not change the JSON structure.
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- Output ONLY the updated JSON, as raw JSON (no markdown, no extra text, no greetings).
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- If
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"""
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api_key = os.environ.get("OPENAI_API_KEY")
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if not api_key:
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client = OpenAI(api_key=api_key)
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try:
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if __name__ == "__main__":
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import sys
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if len(sys.argv) != 4:
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print("Usage: python update_docx_with_pdf.py <word_json_file> <pdf_txt_file> <output_json_file>")
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exit(
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#!/usr/bin/env python3
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import os
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import sys
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import json
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import time
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import re
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from typing import Optional
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# Try to import OpenAI client in the style you used previously
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try:
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from openai import OpenAI
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except Exception as e:
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OpenAI = None
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RETRIES = 3
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RETRY_DELAY = 1.0 # seconds between retries
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def read_any(path_or_file):
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"""Read content from file path or file-like object."""
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if hasattr(path_or_file, "read"):
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path_or_file.seek(0)
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content = path_or_file.read()
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if isinstance(content, bytes):
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content = content.decode("utf-8")
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return content
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else:
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with open(path_or_file, "r", encoding="utf-8") as fh:
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return fh.read()
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def extract_json_substring(s: str) -> Optional[str]:
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"""
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Attempt to find the first balanced JSON object substring in s.
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Returns the substring or None.
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"""
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if not s:
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return None
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# Find first '{' then walk forward counting braces
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start = s.find("{")
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if start == -1:
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return None
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depth = 0
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in_string = False
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escape = False
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for i in range(start, len(s)):
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ch = s[i]
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if ch == '"' and not escape:
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in_string = not in_string
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if in_string:
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if ch == "\\" and not escape:
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escape = True
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else:
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escape = False
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continue
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if ch == "{":
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depth += 1
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elif ch == "}":
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depth -= 1
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if depth == 0:
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candidate = s[start:i+1]
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return candidate
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return None
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def try_parse_json(s: str):
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"""Try standard json.loads, return parsed or raise."""
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return json.loads(s)
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def safe_write(path: str, data):
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with open(path, "w", encoding="utf-8") as f:
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json.dump(data, f, indent=2, ensure_ascii=False)
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def update_json_with_pdf(word_json_file, pdf_txt_file, output_file):
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# --- load inputs ---
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word_json_text = read_any(word_json_file)
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pdf_txt = read_any(pdf_txt_file)
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try:
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word_json = json.loads(word_json_text)
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except Exception:
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# If the input word_json isn't valid JSON, abort early but write original to output
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print("⚠️ Input word_json is not valid JSON. Writing raw input to output and exiting.")
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if hasattr(output_file, "write"):
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output_file.write(word_json_text)
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output_file.flush()
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else:
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with open(output_file, "w", encoding="utf-8") as f:
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f.write(word_json_text)
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return
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# --- build prompt ---
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user_prompt = f"""
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Here is a JSON template. It contains only the fields that need updating:
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{json.dumps(word_json, ensure_ascii=False)}
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Here is the extracted text from a PDF:
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{pdf_txt}
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Instructions:
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- ONLY update the fields present in the JSON template, using information from the PDF text.
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- DO NOT add any extra fields, and do not change the JSON structure.
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- Output ONLY the updated JSON, as raw JSON (no markdown, no extra text, no greetings).
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- Ensure your output is valid JSON. If you cannot find data for a field, keep its existing value in the template.
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"""
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api_key = os.environ.get("OPENAI_API_KEY")
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if not api_key:
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print("⚠️ OPENAI_API_KEY not found in environment variables! Writing original JSON to output and exiting.")
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if hasattr(output_file, "write"):
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json.dump(word_json, output_file, indent=2, ensure_ascii=False)
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output_file.flush()
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else:
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safe_write(output_file, word_json)
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return
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if OpenAI is None:
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print("⚠️ OpenAI SDK not available (could not import OpenAI). Writing original JSON to output and exiting.")
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if hasattr(output_file, "write"):
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json.dump(word_json, output_file, indent=2, ensure_ascii=False)
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output_file.flush()
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else:
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safe_write(output_file, word_json)
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return
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client = OpenAI(api_key=api_key)
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system_msgs = [
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"You are a data extraction assistant. Only reply with valid JSON. Do not add any extra text or formatting. Do NOT use markdown/code blocks, just output JSON.",
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]
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# Progressive user prompts: first attempt standard, later attempt stricter guidance
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additional_user_variants = [
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user_prompt,
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user_prompt + "\nIf you must, you may output only a minimal JSON by keeping unspecified fields unchanged.",
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user_prompt + "\nIMPORTANT: Output must be exactly and only valid JSON. If you append anything else, I will ignore it.",
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]
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model_name = os.environ.get("OPENAI_MODEL", "gpt-4o") # keep same default you used
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raw_outputs = []
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parsed = None
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for attempt in range(RETRIES):
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user_content = additional_user_variants[min(attempt, len(additional_user_variants)-1)]
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try:
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print(f"🛰️ Calling LLM (attempt {attempt+1}/{RETRIES}) with model {model_name}...")
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response = client.chat.completions.create(
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model=model_name,
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messages=[
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{"role": "system", "content": system_msgs[0]},
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{"role": "user", "content": user_content}
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],
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max_tokens=4096,
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temperature=0.0
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)
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# The SDK returns different shapes; attempt to access responsibly
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raw_text = None
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try:
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# preferred: choices[0].message.content
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raw_text = response.choices[0].message.content
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except Exception:
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try:
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raw_text = response.choices[0].text
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except Exception:
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raw_text = str(response)
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if isinstance(raw_text, bytes):
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raw_text = raw_text.decode("utf-8", errors="replace")
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raw_text = raw_text.strip()
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raw_outputs.append(raw_text)
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# Try parse as JSON directly
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try:
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parsed = json.loads(raw_text)
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print("✅ Model returned valid JSON.")
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# write output and exit
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if hasattr(output_file, "write"):
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json.dump(parsed, output_file, indent=2, ensure_ascii=False)
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output_file.flush()
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else:
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safe_write(output_file, parsed)
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return parsed
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except Exception as e:
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print("⚠️ Model output was not valid JSON. Will attempt to extract JSON substring.")
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# try extracting json substring
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candidate = extract_json_substring(raw_text)
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if candidate:
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try:
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parsed = json.loads(candidate)
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print("✅ Successfully extracted and parsed JSON substring from model output.")
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if hasattr(output_file, "write"):
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json.dump(parsed, output_file, indent=2, ensure_ascii=False)
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output_file.flush()
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else:
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safe_write(output_file, parsed)
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# save raw for debugging too
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raw_path = f"{output_file}.model_raw.txt" if isinstance(output_file, str) else f"{getattr(output_file, 'name', 'output')}.model_raw.txt"
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with open(raw_path, "w", encoding="utf-8") as rf:
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rf.write(raw_text)
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return parsed
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except Exception:
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print("⚠️ Extracted substring still not valid JSON.")
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else:
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print("⚠️ Could not find a balanced JSON substring in the model output.")
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# if here, wait and retry
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except Exception as e:
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print(f"⚠️ Exception while calling model: {e}")
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time.sleep(RETRY_DELAY)
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# If we've reached here, all attempts failed
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# Save raw outputs for debugging
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print("❗ All LLM attempts failed to produce valid JSON. Saving diagnostics and returning original JSON (no crash).")
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# write raw outputs to file next to output_file
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raw_path = None
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try:
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raw_path = f"{output_file}.model_raw.txt" if isinstance(output_file, str) else f"{getattr(output_file, 'name', 'output')}.model_raw.txt"
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with open(raw_path, "w", encoding="utf-8") as rf:
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rf.write("=== RAW MODEL OUTPUTS (attempts) ===\n\n")
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for i, out in enumerate(raw_outputs):
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rf.write(f"--- ATTEMPT {i+1} ---\n")
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rf.write(out + "\n\n")
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rf.write("\n=== END ===\n\n")
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rf.write("\n\n=== PDF TEXT USED ===\n\n")
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rf.write(pdf_txt or "")
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print(f"ℹ️ Raw model outputs and pdf text saved to: {raw_path}")
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except Exception as e:
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print(f"⚠️ Failed to save raw model output: {e}")
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# Also create a salvage file for manual inspection
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salvage_path = None
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try:
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salvage_path = f"{output_file}.salvage.json" if isinstance(output_file, str) else f"{getattr(output_file, 'name', 'output')}.salvage.json"
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salvage_bundle = {
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"original_word_json": word_json,
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"pdf_text_sample": (pdf_txt[:2000] + "...") if pdf_txt else "",
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"raw_outputs_path": raw_path
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}
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with open(salvage_path, "w", encoding="utf-8") as sf:
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json.dump(salvage_bundle, sf, indent=2, ensure_ascii=False)
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print(f"ℹ️ Salvage bundle saved to: {salvage_path}")
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| 237 |
+
except Exception as e:
|
| 238 |
+
print(f"⚠️ Failed to save salvage bundle: {e}")
|
| 239 |
+
|
| 240 |
+
# Write original JSON to output to avoid failing the calling process
|
| 241 |
+
try:
|
| 242 |
+
if hasattr(output_file, "write"):
|
| 243 |
+
json.dump(word_json, output_file, indent=2, ensure_ascii=False)
|
| 244 |
+
output_file.flush()
|
| 245 |
+
else:
|
| 246 |
+
safe_write(output_file, word_json)
|
| 247 |
+
print("✅ Original JSON template written to output (no updates applied).")
|
| 248 |
+
except Exception as e:
|
| 249 |
+
print(f"⚠️ Failed to write original JSON to output: {e}")
|
| 250 |
+
|
| 251 |
+
return None
|
| 252 |
|
| 253 |
if __name__ == "__main__":
|
|
|
|
| 254 |
if len(sys.argv) != 4:
|
| 255 |
print("Usage: python update_docx_with_pdf.py <word_json_file> <pdf_txt_file> <output_json_file>")
|
| 256 |
+
sys.exit(0)
|
| 257 |
+
|
| 258 |
+
try:
|
| 259 |
+
update_json_with_pdf(sys.argv[1], sys.argv[2], sys.argv[3])
|
| 260 |
+
except Exception as e:
|
| 261 |
+
# This top-level catch ensures the script exits successfully while logging the issue.
|
| 262 |
+
print(f"Unexpected exception in update_docx_with_pdf.py: {e}")
|
| 263 |
+
# Attempt to copy original json to output before exiting
|
| 264 |
+
try:
|
| 265 |
+
with open(sys.argv[1], "r", encoding="utf-8") as inf, open(sys.argv[3], "w", encoding="utf-8") as outf:
|
| 266 |
+
outf.write(inf.read())
|
| 267 |
+
print("Wrote original input JSON to output due to exception.")
|
| 268 |
+
except Exception:
|
| 269 |
+
pass
|
| 270 |
+
# exit with status 0 so calling process doesn't crash (preserve pipeline behavior)
|
| 271 |
+
sys.exit(0)
|