update

examples/preprocess/process_email_spam.py

@@ -0,0 +1,6 @@
+#!/usr/bin/python3
+# -*- coding: utf-8 -*-
+
+
+if __name__ == '__main__':
+    pass

examples/preprocess/process_enron_spam.py

@@ -0,0 +1,6 @@
+#!/usr/bin/python3
+# -*- coding: utf-8 -*-
+
+
+if __name__ == '__main__':
+    pass

examples/preprocess/process_spam_assassin.py

@@ -0,0 +1,72 @@
+#!/usr/bin/python3
+# -*- coding: utf-8 -*-
+import argparse
+from collections import defaultdict
+import json
+import os
+from pathlib import Path
+import random
+import re
+import sys
+
+pwd = os.path.abspath(os.path.dirname(__file__))
+sys.path.append(os.path.join(pwd, '../../'))
+
+from datasets import load_dataset
+from tqdm import tqdm
+
+from project_settings import project_path
+
+
+def get_args():
+    parser = argparse.ArgumentParser()
+
+    parser.add_argument("--dataset_path", default="talby/spamassassin", type=str)
+    parser.add_argument(
+        "--dataset_cache_dir",
+        default=(project_path / "hub_datasets").as_posix(),
+        type=str
+    )
+    parser.add_argument(
+        "--output_file",
+        default=(project_path / "data/spam_assassin.jsonl"),
+        type=str
+    )
+    args = parser.parse_args()
+    return args
+
+
+def main():
+    args = get_args()
+
+    dataset_dict = load_dataset(
+        path=args.dataset_path,
+        cache_dir=args.dataset_cache_dir,
+    )
+    print(dataset_dict)
+
+    with open(args.output_file, "w", encoding="utf-8") as f:
+        for split, dataset in dataset_dict.items():
+            for sample in tqdm(dataset):
+                # print(sample)
+                # text = sample["text"]
+                subject = sample["subject"]
+                message = sample["message"]
+                label = sample["label_text"]
+
+                text = "{}\n\n{}".format(subject, message)
+
+                row = {
+                    "text": text,
+                    "label": label,
+                    "data_source": "enron_spam",
+                    "split": split
+                }
+                row = json.dumps(row, ensure_ascii=False)
+                f.write("{}\n".format(row))
+
+    return
+
+
+if __name__ == '__main__':
+    main()

examples/preprocess/process_spam_detection.py

@@ -0,0 +1,6 @@
+#!/usr/bin/python3
+# -*- coding: utf-8 -*-
+
+
+if __name__ == '__main__':
+    pass

examples/preprocess/samples_count.py

@@ -0,0 +1,6 @@
+#!/usr/bin/python3
+# -*- coding: utf-8 -*-
+
+
+if __name__ == '__main__':
+    pass