| | import argparse
|
| | import json
|
| | import os
|
| | from datetime import datetime
|
| | from difflib import SequenceMatcher
|
| |
|
| | def load_txt(file_path):
|
| | """Read text file, return False if file doesn't exist or can't be read"""
|
| | if not os.path.isfile(file_path):
|
| | print(f"❌ Error: File does not exist or cannot be accessed: {file_path}")
|
| | return False
|
| | try:
|
| | with open(file_path, "r", encoding="utf-8") as f:
|
| | return f.read()
|
| | except Exception as e:
|
| | print(f"❌ Error: Exception occurred while opening file: {str(e)}")
|
| | return False
|
| |
|
| | def evaluate(pred_file, truth_file, result_file):
|
| | """Compare accuracy between predicted text and standard text"""
|
| |
|
| | pred_text = load_txt(pred_file)
|
| | truth_text = load_txt(truth_file)
|
| |
|
| | if not pred_text or not truth_text:
|
| | process_status = False
|
| | result_status = False
|
| | comments = f"Cannot read file {pred_file if not pred_text else truth_file}"
|
| | write_result(result_file, process_status, result_status, comments)
|
| | return
|
| |
|
| |
|
| | pred_text = pred_text.replace("\n", "").replace(" ", "")
|
| | truth_text = truth_text.replace("\n", "").replace(" ", "")
|
| |
|
| | total = len(truth_text)
|
| | if total == 0:
|
| | print("⚠️ Standard answer file has no text content!")
|
| | process_status = False
|
| | result_status = False
|
| | comments = "Standard answer file is empty"
|
| | write_result(result_file, process_status, result_status, comments)
|
| | return
|
| |
|
| | matcher = SequenceMatcher(None, truth_text, pred_text)
|
| | accuracy = matcher.ratio() * 100
|
| |
|
| |
|
| | print(f"Extracted text accuracy: {accuracy:.2f}%")
|
| |
|
| | if accuracy >= 95:
|
| | print("✅ Test passed!")
|
| | process_status = True
|
| | result_status = True
|
| | comments = f"Extracted text accuracy {accuracy:.2f}%, meets requirements."
|
| | else:
|
| | print("❌ Test failed!")
|
| | process_status = True
|
| | result_status = False
|
| | comments = f"Extracted text accuracy {accuracy:.2f}%, does not meet requirements."
|
| |
|
| | write_result(result_file, process_status, result_status, comments)
|
| |
|
| | def write_result(result_file, process_status, result_status, comments):
|
| | """Write test results to JSONL file"""
|
| | result_data = {
|
| | "Process": process_status,
|
| | "Result": result_status,
|
| | "TimePoint": datetime.now().strftime("%Y-%m-%dT%H:%M:%S"),
|
| | "comments": comments
|
| | }
|
| |
|
| |
|
| | with open(result_file, 'a', encoding='utf-8') as f:
|
| | json.dump(result_data, f, ensure_ascii=False)
|
| | f.write("\n")
|
| |
|
| | if __name__ == "__main__":
|
| | parser = argparse.ArgumentParser()
|
| | parser.add_argument("--output", type=str, required=True, help="Path to extracted text file")
|
| | parser.add_argument("--groundtruth", type=str, required=True, help="Path to standard text file")
|
| | parser.add_argument("--result", type=str, required=True, help="Path to JSONL file for saving results")
|
| | args = parser.parse_args()
|
| |
|
| | evaluate(args.output, args.groundtruth, args.result) |