diff options
Diffstat (limited to '')
| -rwxr-xr-x | classification/classifier.py (renamed from classification/main.py) | 41 |
1 files changed, 27 insertions, 14 deletions
diff --git a/classification/main.py b/classification/classifier.py index ad3368992..d29d385a2 100755 --- a/classification/main.py +++ b/classification/classifier.py @@ -4,8 +4,11 @@ from datetime import timedelta from time import monotonic from argparse import ArgumentParser -parser = ArgumentParser(prog='main.py') -parser.add_argument('-m', '--minimal', action='store_true') +parser = ArgumentParser(prog='classifier.py') +parser.add_argument('-f', '--full', action='store_true', help="use whole dataset") +parser.add_argument('-m', '--multi_label', action='store_true', help="enable multi_label for the classifier") +parser.add_argument('--model', default="facebook/bart-large-mnli", type=str, help="main model to use") +parser.add_argument('--compare', nargs='?', const="MoritzLaurer/deberta-v3-large-zeroshot-v2.0", type=str, help="second model for comparison") args = parser.parse_args() positive_categories = ['semantic'] @@ -28,7 +31,10 @@ def output(text : str, category : str, labels : list, scores : list, identifier with open(file_path, "w") as file: for label, score in zip(labels, scores): - file.write(f"{label}: {score:.3f}\n") + if label == "SPLIT": + file.write(f"--------------------\n") + else: + file.write(f"{label}: {score:.3f}\n") file.write("\n") file.write(text) @@ -36,6 +42,9 @@ def output(text : str, category : str, labels : list, scores : list, identifier def get_category(classification : dict): result = classification['labels'][0] + if not args.multi_label: + return result + for label, score in zip(classification["labels"], classification["scores"]): if label in negative_categories and score >= 0.92: result = label @@ -52,11 +61,12 @@ def get_category(classification : dict): return result def main(): - classifier_one = pipeline("zero-shot-classification", model="facebook/bart-large-mnli") - classifier_two = pipeline("zero-shot-classification", model="MoritzLaurer/deberta-v3-large-zeroshot-v2.0") + classifier = pipeline("zero-shot-classification", model=args.model) + if args.compare: + compare_classifier = pipeline("zero-shot-classification", model=args.compare) bugs = list_files_recursive("../results/scraper/mailinglist") - if args.minimal: + if not args.full: bugs = bugs + list_files_recursive("../results/scraper/gitlab/semantic_issues") else: bugs = bugs + list_files_recursive("../results/scraper/launchpad") @@ -68,17 +78,20 @@ def main(): with open(bug, "r") as file: text = file.read() - result_one = classifier_one(text, categories, multi_label=True) - result_two = classifier_two(text, categories, multi_label=True) + result = classifier(text, categories, multi_label=args.multi_label) + category = get_category(result) + + if args.compare: + compare_result = compare_classifier(text, categories, multi_label=args.multi_label) + compare_category = get_category(compare_result) - category_one = get_category(result_one) - category_two = get_category(result_two) + if category != compare_category: + category = "review" - category = category_one - if category_one != category_two: - category = "review" + result['labels'] = result['labels'] + ['SPLIT'] + compare_result['labels'] + result['scores'] = result['scores'] + [0] + compare_result['scores'] - output(text, category, result_one['labels']+result_two['labels'], result_one['scores']+result_two['scores'], path.basename(bug)) + output(text, category, result['labels'], result['scores'], path.basename(bug)) if __name__ == "__main__": start_time = monotonic() |