auto-fix json data format

pdf_table_extraction.py

@@ -1,11 +1,13 @@
 import pandas as pd
 import os
 import tqdm
+import json_repair
 import json
 from glob import glob
 import fitz
 import re
 import time
+import traceback
 
 from utils.logger import logger
 from utils.pdf_download import download_pdf_from_documents_warehouse
@@ -58,23 +60,24 @@ class PDFTableExtraction:
                 try:
                     self.extract_tables_from_page(page_text, page_num)
                 except Exception as e:
+                    traceback.print_exc()
                     logger.error(f"Error in extracting tables from page {page_num}: {str(e)}")
         except Exception as e:
             logger.error(f"Error in extracting PDF tables: {str(e)}")
     
     
     def extract_tables_from_page(self, page_text: str, page_num: int):
+        pure_pdf_name = self.pdf_file_name.replace('.pdf', '')
         table_extraction_prompts = self.table_extraction_prompts.replace(r'{page_text}', page_text)
+        prompts_response_file = os.path.join(self.prompts_output_folder, f'{pure_pdf_name}_{page_num}.txt')
+        if os.path.exists(prompts_response_file):
+            logger.info(f"Prompts response file already exists: {prompts_response_file}")
+            return
+        
         response, with_error = chat(table_extraction_prompts)
         if with_error:
             logger.error(f"Error in extracting tables from page")
             return
-        prompts_response = f'{table_extraction_prompts}\n\n{response}'
-        
-        pure_pdf_name = self.pdf_file_name.replace('.pdf', '')
-        prompts_response_file = os.path.join(self.prompts_output_folder, f'{pure_pdf_name}_{page_num}.txt')
-        with open(prompts_response_file, 'w', encoding='utf-8') as file:
-            file.write(prompts_response)
         
         json_response = re.search(r'\`\`\`json([\s\S]*)\`\`\`', response)
         if json_response is None:
@@ -82,10 +85,17 @@ class PDFTableExtraction:
             return
         
         table_json_text = json_response.group(1)
-        table_data = json.loads(table_json_text)
+        table_data = {"tables": []}
-        prompts_response
+        try:
+            table_data = json.loads(table_json_text)
+        except:
+            table_data = json_repair.loads(table_json_text)
         self.save_table_data(table_data, page_num)
         
+        prompts_response = f'{table_extraction_prompts}\n\n{response}'
+        with open(prompts_response_file, 'w', encoding='utf-8') as file:
+            file.write(prompts_response)
+
     def save_table_data(self, table_data: dict, page_num: int):
         pdf_pure_name = self.pdf_file_name.replace('.pdf', '')
         json_output_file = os.path.join(self.json_output_folder, f'{pdf_pure_name}_{page_num}.json')
@@ -95,5 +105,6 @@ class PDFTableExtraction:
         table_list = table_data.get('tables', [])
         for table_num, table in enumerate(table_list):
             table_md_file = os.path.join(self.table_md_output_folder, f'{pdf_pure_name}_{page_num}_{table_num}.md')
+            table = re.sub(r'(\n)+', '\n', table)
             with open(table_md_file, 'w', encoding='utf-8') as file:
                 file.write(table)

prepare_data.py

@@ -6,6 +6,8 @@ from glob import glob
 import fitz
 import re
 import time
+import traceback
+import json_repair
 
 from utils.logger import logger
 from utils.pdf_download import download_pdf_from_documents_warehouse
@@ -75,6 +77,26 @@ def extract_pdf_table(pdf_folder: str, output_folder: str):
         pdf_table_extraction.extract_tables()
 
 
+def analyze_json_error():
+    text_file = r"/data/emea_ar/output/pdf_table_prompts/445877368_4.txt"
+    with open(text_file, 'r', encoding='utf-8') as file:
+        text = file.read()
+        json_response = re.search(r'\`\`\`json([\s\S]*)\`\`\`', text)
+        if json_response:
+            json_text = json_response.group(1)
+            json_data = {"tables": []}
+            try:
+                json_data = json.loads(json_text)
+            except:
+                json_data = json_repair.loads(json_text)
+            table_list = json_data.get('tables', [])
+            for table_num, table in enumerate(table_list):
+                table_md_file = os.path.join("/temp/", f'temp_{table_num}.md')
+                table = re.sub(r'(\n)+', '\n', table)
+                with open(table_md_file, 'w', encoding='utf-8') as file:
+                    file.write(table)
+
+
 if __name__ == '__main__':
     doc_provider_file_path = r"/data/emea_ar/basic_information/English/latest_provider_ar_document.xlsx"
     pdf_folder = r"/data/emea_ar/pdf/"
@@ -83,3 +105,4 @@ if __name__ == '__main__':
     # download_pdf(doc_provider_file_path, 'doc_provider_count', pdf_folder)
     # output_pdf_page_text(pdf_folder, output_folder)
     extract_pdf_table(pdf_folder, output_folder)
+    # analyze_json_error()