update

examples/sample_filter/{test1.py → bad_case_find.py}

@@ -13,8 +13,8 @@ def get_args():
     parser.add_argument(
         "--data_dir",
         # default=r"E:\Users\tianx\HuggingDatasets\vm_sound_classification\data\data",
-        # default=r"E:\Users\tianx\HuggingDatasets\vm_sound_classification\data\temp-3\temp\VoiceAppVoicemailDetection-1",
-        default=r"E:\Users\tianx\HuggingDatasets\vm_sound_classification\data\transfer",
+        default=r"E:\Users\tianx\HuggingDatasets\vm_sound_classification\data\us-1",
+        # default=r"E:\Users\tianx\HuggingDatasets\vm_sound_classification\data\transfer",
         type=str
     )
     parser.add_argument(
@@ -50,7 +50,7 @@ def main():
         label1, prob1 = client.predict(
             audio=handle_file(filename),
             # model_name="vm_sound_classification8-ch32",
-            model_name="voicemail-ms-my-2-ch32",
+            model_name="voicemail-en-us-2-ch32",
             ground_true="Hello!!",
             api_name="/click_button"
         )

examples/sample_filter/find_label_error_wav.py

@@ -0,0 +1,77 @@
+#!/usr/bin/python3
+# -*- coding: utf-8 -*-
+import argparse
+from pathlib import Path
+import shutil
+
+from gradio_client import Client, handle_file
+from tqdm import tqdm
+
+from project_settings import project_path
+
+
+def get_args():
+    parser = argparse.ArgumentParser()
+    parser.add_argument(
+        "--data_dir",
+        default=r"E:\Users\tianx\HuggingDatasets\vm_sound_classification\data\wav_finished\en-US\wav_finished",
+        type=str
+    )
+    parser.add_argument(
+        "--keep_dir",
+        default=r"E:\Users\tianx\HuggingDatasets\vm_sound_classification\data\wav_finished\en-US\keep",
+        type=str
+    )
+    parser.add_argument(
+        "--trash_dir",
+        default=r"E:\Users\tianx\HuggingDatasets\vm_sound_classification\data\wav_finished\en-US\trash",
+        type=str
+    )
+    args = parser.parse_args()
+    return args
+
+
+def main():
+    args = get_args()
+
+    data_dir = Path(args.data_dir)
+    keep_dir = Path(args.keep_dir)
+    keep_dir.mkdir(parents=True, exist_ok=True)
+    trash_dir = Path(args.trash_dir)
+    # trash_dir.mkdir(parents=True, exist_ok=True)
+
+    client = Client("http://127.0.0.1:7864/")
+
+    for idx, filename in tqdm(enumerate(data_dir.glob("**/*.wav"))):
+        # if idx < 200:
+        #     continue
+        ground_truth = filename.parts[-2]
+        filename = filename.as_posix()
+
+        label1, prob1 = client.predict(
+            audio=handle_file(filename),
+            # model_name="vm_sound_classification8-ch32",
+            model_name="voicemail-en-us-2-ch32",
+            ground_true="Hello!!",
+            api_name="/click_button"
+        )
+        prob1 = float(prob1)
+        print(f"label: {label1}, prob: {prob1}, ground_truth: {ground_truth}")
+
+        if label1 == "voicemail" and ground_truth in ("bell", "voicemail") and prob1 > 0.65:
+            pass
+        elif label1 == "non_voicemail" and ground_truth not in ("bell", "voicemail") and prob1 > 0.65:
+            pass
+        else:
+            tgt = keep_dir / ground_truth
+            tgt.mkdir(parents=True, exist_ok=True)
+            shutil.move(
+                filename,
+                tgt.as_posix(),
+            )
+
+    return
+
+
+if __name__ == '__main__':
+    main()

examples/vm_sound_classification/run_batch.sh

@@ -111,89 +111,89 @@
 #--filename_patterns "/data/tianxing/PycharmProjects/datasets/voicemail/*/wav_finished/*/*.wav" \
 #--label_plan 2-voicemail \
 #--config_file "yaml/conv2d-classifier-2-ch4.yaml"
-#
-#sh run.sh --stage 0 --stop_stage 6 --system_version centos --file_folder_name file_dir --final_model_name voicemail-2-ch32 \
-#--filename_patterns "/data/tianxing/PycharmProjects/datasets/voicemail/*/wav_finished/*/*.wav" \
-#--label_plan 2-voicemail \
-#--config_file "yaml/conv2d-classifier-2-ch32.yaml"
-
-
-# voicemail ch4
 
-sh run.sh --stage 0 --stop_stage 6 --system_version centos --file_folder_name file_dir --final_model_name voicemail-en-sg-2-ch4 \
---filename_patterns "/data/tianxing/PycharmProjects/datasets/voicemail/en-SG/wav_finished/*/*.wav" \
+sh run.sh --stage 0 --stop_stage 6 --system_version centos --file_folder_name file_dir --final_model_name voicemail-2-ch32 \
+--filename_patterns "/data/tianxing/PycharmProjects/datasets/voicemail/*/wav_finished/*/*.wav" \
 --label_plan 2-voicemail \
---config_file "yaml/conv2d-classifier-2-ch4.yaml" \
---pretrained_model "/data/tianxing/PycharmProjects/vm_sound_classification/trained_models/voicemail-2-ch4.zip"
+--config_file "yaml/conv2d-classifier-2-ch32.yaml"
 
-sh run.sh --stage 0 --stop_stage 6 --system_version centos --file_folder_name file_dir --final_model_name voicemail-en-us-2-ch4 \
---filename_patterns "/data/tianxing/PycharmProjects/datasets/voicemail/en-US/wav_finished/*/*.wav" \
---label_plan 2-voicemail \
---config_file "yaml/conv2d-classifier-2-ch4.yaml" \
---pretrained_model "/data/tianxing/PycharmProjects/vm_sound_classification/trained_models/voicemail-2-ch4.zip"
-
-sh run.sh --stage 0 --stop_stage 6 --system_version centos --file_folder_name file_dir --final_model_name voicemail-es-mx-2-ch4 \
---filename_patterns "/data/tianxing/PycharmProjects/datasets/voicemail/es-MX/wav_finished/*/*.wav" \
---label_plan 2-voicemail \
---config_file "yaml/conv2d-classifier-2-ch4.yaml" \
---pretrained_model "/data/tianxing/PycharmProjects/vm_sound_classification/trained_models/voicemail-2-ch4.zip"
-
-sh run.sh --stage 0 --stop_stage 6 --system_version centos --file_folder_name file_dir --final_model_name voicemail-es-pe-2-ch4 \
---filename_patterns "/data/tianxing/PycharmProjects/datasets/voicemail/es-PE/wav_finished/*/*.wav" \
---label_plan 2-voicemail \
---config_file "yaml/conv2d-classifier-2-ch4.yaml" \
---pretrained_model "/data/tianxing/PycharmProjects/vm_sound_classification/trained_models/voicemail-2-ch4.zip"
 
-sh run.sh --stage 0 --stop_stage 6 --system_version centos --file_folder_name file_dir --final_model_name voicemail-id-id-2-ch4 \
---filename_patterns "/data/tianxing/PycharmProjects/datasets/voicemail/id-ID/wav_finished/*/*.wav" \
---label_plan 2-voicemail \
---config_file "yaml/conv2d-classifier-2-ch4.yaml" \
---pretrained_model "/data/tianxing/PycharmProjects/vm_sound_classification/trained_models/voicemail-2-ch4.zip"
-
-sh run.sh --stage 0 --stop_stage 6 --system_version centos --file_folder_name file_dir --final_model_name voicemail-ja-jp-2-ch4 \
---filename_patterns "/data/tianxing/PycharmProjects/datasets/voicemail/ja-JP/wav_finished/*/*.wav" \
---label_plan 2-voicemail \
---config_file "yaml/conv2d-classifier-2-ch4.yaml" \
---pretrained_model "/data/tianxing/PycharmProjects/vm_sound_classification/trained_models/voicemail-2-ch4.zip"
-
-sh run.sh --stage 0 --stop_stage 6 --system_version centos --file_folder_name file_dir --final_model_name voicemail-ko-kr-2-ch4 \
---filename_patterns "/data/tianxing/PycharmProjects/datasets/voicemail/ko-KR/wav_finished/*/*.wav" \
---label_plan 2-voicemail \
---config_file "yaml/conv2d-classifier-2-ch4.yaml" \
---pretrained_model "/data/tianxing/PycharmProjects/vm_sound_classification/trained_models/voicemail-2-ch4.zip"
-
-sh run.sh --stage 0 --stop_stage 6 --system_version centos --file_folder_name file_dir --final_model_name voicemail-ms-my-2-ch4 \
---filename_patterns "/data/tianxing/PycharmProjects/datasets/voicemail/ms-MY/wav_finished/*/*.wav" \
---label_plan 2-voicemail \
---config_file "yaml/conv2d-classifier-2-ch4.yaml" \
---pretrained_model "/data/tianxing/PycharmProjects/vm_sound_classification/trained_models/voicemail-2-ch4.zip"
+# voicemail ch4
 
-sh run.sh --stage 0 --stop_stage 6 --system_version centos --file_folder_name file_dir --final_model_name voicemail-pt-br-2-ch4 \
---filename_patterns "/data/tianxing/PycharmProjects/datasets/voicemail/pt-BR/wav_finished/*/*.wav" \
---label_plan 2-voicemail \
---config_file "yaml/conv2d-classifier-2-ch4.yaml" \
---pretrained_model "/data/tianxing/PycharmProjects/vm_sound_classification/trained_models/voicemail-2-ch4.zip"
+#sh run.sh --stage 0 --stop_stage 6 --system_version centos --file_folder_name file_dir --final_model_name voicemail-en-sg-2-ch4 \
+#--filename_patterns "/data/tianxing/PycharmProjects/datasets/voicemail/en-SG/wav_finished/*/*.wav" \
+#--label_plan 2-voicemail \
+#--config_file "yaml/conv2d-classifier-2-ch4.yaml" \
+#--pretrained_model "/data/tianxing/PycharmProjects/vm_sound_classification/trained_models/voicemail-2-ch4.zip"
 
-sh run.sh --stage 0 --stop_stage 6 --system_version centos --file_folder_name file_dir --final_model_name voicemail-th-th-2-ch4 \
---filename_patterns "/data/tianxing/PycharmProjects/datasets/voicemail/th-TH/wav_finished/*/*.wav" \
---label_plan 2-voicemail \
---config_file "yaml/conv2d-classifier-2-ch4.yaml" \
---pretrained_model "/data/tianxing/PycharmProjects/vm_sound_classification/trained_models/voicemail-2-ch4.zip"
+#sh run.sh --stage 0 --stop_stage 6 --system_version centos --file_folder_name file_dir --final_model_name voicemail-en-us-2-ch4 \
+#--filename_patterns "/data/tianxing/PycharmProjects/datasets/voicemail/en-US/wav_finished/*/*.wav" \
+#--label_plan 2-voicemail \
+#--config_file "yaml/conv2d-classifier-2-ch4.yaml" \
+#--pretrained_model "/data/tianxing/PycharmProjects/vm_sound_classification/trained_models/voicemail-2-ch4.zip"
 
-sh run.sh --stage 0 --stop_stage 6 --system_version centos --file_folder_name file_dir --final_model_name voicemail-zh-tw-2-ch4 \
---filename_patterns "/data/tianxing/PycharmProjects/datasets/voicemail/zh-TW/wav_finished/*/*.wav" \
---label_plan 2-voicemail \
---config_file "yaml/conv2d-classifier-2-ch4.yaml" \
---pretrained_model "/data/tianxing/PycharmProjects/vm_sound_classification/trained_models/voicemail-2-ch4.zip"
+#sh run.sh --stage 0 --stop_stage 6 --system_version centos --file_folder_name file_dir --final_model_name voicemail-es-mx-2-ch4 \
+#--filename_patterns "/data/tianxing/PycharmProjects/datasets/voicemail/es-MX/wav_finished/*/*.wav" \
+#--label_plan 2-voicemail \
+#--config_file "yaml/conv2d-classifier-2-ch4.yaml" \
+#--pretrained_model "/data/tianxing/PycharmProjects/vm_sound_classification/trained_models/voicemail-2-ch4.zip"
+#
+#sh run.sh --stage 0 --stop_stage 6 --system_version centos --file_folder_name file_dir --final_model_name voicemail-es-pe-2-ch4 \
+#--filename_patterns "/data/tianxing/PycharmProjects/datasets/voicemail/es-PE/wav_finished/*/*.wav" \
+#--label_plan 2-voicemail \
+#--config_file "yaml/conv2d-classifier-2-ch4.yaml" \
+#--pretrained_model "/data/tianxing/PycharmProjects/vm_sound_classification/trained_models/voicemail-2-ch4.zip"
+#
+#sh run.sh --stage 0 --stop_stage 6 --system_version centos --file_folder_name file_dir --final_model_name voicemail-id-id-2-ch4 \
+#--filename_patterns "/data/tianxing/PycharmProjects/datasets/voicemail/id-ID/wav_finished/*/*.wav" \
+#--label_plan 2-voicemail \
+#--config_file "yaml/conv2d-classifier-2-ch4.yaml" \
+#--pretrained_model "/data/tianxing/PycharmProjects/vm_sound_classification/trained_models/voicemail-2-ch4.zip"
+#
+#sh run.sh --stage 0 --stop_stage 6 --system_version centos --file_folder_name file_dir --final_model_name voicemail-ja-jp-2-ch4 \
+#--filename_patterns "/data/tianxing/PycharmProjects/datasets/voicemail/ja-JP/wav_finished/*/*.wav" \
+#--label_plan 2-voicemail \
+#--config_file "yaml/conv2d-classifier-2-ch4.yaml" \
+#--pretrained_model "/data/tianxing/PycharmProjects/vm_sound_classification/trained_models/voicemail-2-ch4.zip"
+#
+#sh run.sh --stage 0 --stop_stage 6 --system_version centos --file_folder_name file_dir --final_model_name voicemail-ko-kr-2-ch4 \
+#--filename_patterns "/data/tianxing/PycharmProjects/datasets/voicemail/ko-KR/wav_finished/*/*.wav" \
+#--label_plan 2-voicemail \
+#--config_file "yaml/conv2d-classifier-2-ch4.yaml" \
+#--pretrained_model "/data/tianxing/PycharmProjects/vm_sound_classification/trained_models/voicemail-2-ch4.zip"
+#
+#sh run.sh --stage 0 --stop_stage 6 --system_version centos --file_folder_name file_dir --final_model_name voicemail-ms-my-2-ch4 \
+#--filename_patterns "/data/tianxing/PycharmProjects/datasets/voicemail/ms-MY/wav_finished/*/*.wav" \
+#--label_plan 2-voicemail \
+#--config_file "yaml/conv2d-classifier-2-ch4.yaml" \
+#--pretrained_model "/data/tianxing/PycharmProjects/vm_sound_classification/trained_models/voicemail-2-ch4.zip"
+#
+#sh run.sh --stage 0 --stop_stage 6 --system_version centos --file_folder_name file_dir --final_model_name voicemail-pt-br-2-ch4 \
+#--filename_patterns "/data/tianxing/PycharmProjects/datasets/voicemail/pt-BR/wav_finished/*/*.wav" \
+#--label_plan 2-voicemail \
+#--config_file "yaml/conv2d-classifier-2-ch4.yaml" \
+#--pretrained_model "/data/tianxing/PycharmProjects/vm_sound_classification/trained_models/voicemail-2-ch4.zip"
+#
+#sh run.sh --stage 0 --stop_stage 6 --system_version centos --file_folder_name file_dir --final_model_name voicemail-th-th-2-ch4 \
+#--filename_patterns "/data/tianxing/PycharmProjects/datasets/voicemail/th-TH/wav_finished/*/*.wav" \
+#--label_plan 2-voicemail \
+#--config_file "yaml/conv2d-classifier-2-ch4.yaml" \
+#--pretrained_model "/data/tianxing/PycharmProjects/vm_sound_classification/trained_models/voicemail-2-ch4.zip"
+#
+#sh run.sh --stage 0 --stop_stage 6 --system_version centos --file_folder_name file_dir --final_model_name voicemail-zh-tw-2-ch4 \
+#--filename_patterns "/data/tianxing/PycharmProjects/datasets/voicemail/zh-TW/wav_finished/*/*.wav" \
+#--label_plan 2-voicemail \
+#--config_file "yaml/conv2d-classifier-2-ch4.yaml" \
+#--pretrained_model "/data/tianxing/PycharmProjects/vm_sound_classification/trained_models/voicemail-2-ch4.zip"
 
 
 # voicemail ch32
 
-sh run.sh --stage 0 --stop_stage 6 --system_version centos --file_folder_name file_dir --final_model_name voicemail-en-sg-2-ch32 \
---filename_patterns "/data/tianxing/PycharmProjects/datasets/voicemail/en-SG/wav_finished/*/*.wav" \
---label_plan 2-voicemail \
---config_file "yaml/conv2d-classifier-2-ch32.yaml" \
---pretrained_model "/data/tianxing/PycharmProjects/vm_sound_classification/trained_models/voicemail-2-ch32.zip"
+#sh run.sh --stage 0 --stop_stage 6 --system_version centos --file_folder_name file_dir --final_model_name voicemail-en-sg-2-ch32 \
+#--filename_patterns "/data/tianxing/PycharmProjects/datasets/voicemail/en-SG/wav_finished/*/*.wav" \
+#--label_plan 2-voicemail \
+#--config_file "yaml/conv2d-classifier-2-ch32.yaml" \
+#--pretrained_model "/data/tianxing/PycharmProjects/vm_sound_classification/trained_models/voicemail-2-ch32.zip"
 
 sh run.sh --stage 0 --stop_stage 6 --system_version centos --file_folder_name file_dir --final_model_name voicemail-en-us-2-ch32 \
 --filename_patterns "/data/tianxing/PycharmProjects/datasets/voicemail/en-US/wav_finished/*/*.wav" \
@@ -201,56 +201,56 @@ sh run.sh --stage 0 --stop_stage 6 --system_version centos --file_folder_name fi
 --config_file "yaml/conv2d-classifier-2-ch32.yaml" \
 --pretrained_model "/data/tianxing/PycharmProjects/vm_sound_classification/trained_models/voicemail-2-ch32.zip"
 
-sh run.sh --stage 0 --stop_stage 6 --system_version centos --file_folder_name file_dir --final_model_name voicemail-es-mx-2-ch32 \
---filename_patterns "/data/tianxing/PycharmProjects/datasets/voicemail/es-MX/wav_finished/*/*.wav" \
---label_plan 2-voicemail \
---config_file "yaml/conv2d-classifier-2-ch32.yaml" \
---pretrained_model "/data/tianxing/PycharmProjects/vm_sound_classification/trained_models/voicemail-2-ch32.zip"
-
-sh run.sh --stage 0 --stop_stage 6 --system_version centos --file_folder_name file_dir --final_model_name voicemail-es-pe-2-ch32 \
---filename_patterns "/data/tianxing/PycharmProjects/datasets/voicemail/es-PE/wav_finished/*/*.wav" \
---label_plan 2-voicemail \
---config_file "yaml/conv2d-classifier-2-ch32.yaml" \
---pretrained_model "/data/tianxing/PycharmProjects/vm_sound_classification/trained_models/voicemail-2-ch32.zip"
-
-sh run.sh --stage 0 --stop_stage 6 --system_version centos --file_folder_name file_dir --final_model_name voicemail-id-id-2-ch32 \
---filename_patterns "/data/tianxing/PycharmProjects/datasets/voicemail/id-ID/wav_finished/*/*.wav" \
---label_plan 2-voicemail \
---config_file "yaml/conv2d-classifier-2-ch32.yaml" \
---pretrained_model "/data/tianxing/PycharmProjects/vm_sound_classification/trained_models/voicemail-2-ch32.zip"
-
-sh run.sh --stage 0 --stop_stage 6 --system_version centos --file_folder_name file_dir --final_model_name voicemail-ja-jp-2-ch32 \
---filename_patterns "/data/tianxing/PycharmProjects/datasets/voicemail/ja-JP/wav_finished/*/*.wav" \
---label_plan 2-voicemail \
---config_file "yaml/conv2d-classifier-2-ch32.yaml" \
---pretrained_model "/data/tianxing/PycharmProjects/vm_sound_classification/trained_models/voicemail-2-ch32.zip"
-
-sh run.sh --stage 0 --stop_stage 6 --system_version centos --file_folder_name file_dir --final_model_name voicemail-ko-kr-2-ch32 \
---filename_patterns "/data/tianxing/PycharmProjects/datasets/voicemail/ko-KR/wav_finished/*/*.wav" \
---label_plan 2-voicemail \
---config_file "yaml/conv2d-classifier-2-ch32.yaml" \
---pretrained_model "/data/tianxing/PycharmProjects/vm_sound_classification/trained_models/voicemail-2-ch32.zip"
-
-sh run.sh --stage 0 --stop_stage 6 --system_version centos --file_folder_name file_dir --final_model_name voicemail-ms-my-2-ch32 \
---filename_patterns "/data/tianxing/PycharmProjects/datasets/voicemail/ms-MY/wav_finished/*/*.wav" \
---label_plan 2-voicemail \
---config_file "yaml/conv2d-classifier-2-ch32.yaml" \
---pretrained_model "/data/tianxing/PycharmProjects/vm_sound_classification/trained_models/voicemail-2-ch32.zip"
-
-sh run.sh --stage 0 --stop_stage 6 --system_version centos --file_folder_name file_dir --final_model_name voicemail-pt-br-2-ch32 \
---filename_patterns "/data/tianxing/PycharmProjects/datasets/voicemail/pt-BR/wav_finished/*/*.wav" \
---label_plan 2-voicemail \
---config_file "yaml/conv2d-classifier-2-ch32.yaml" \
---pretrained_model "/data/tianxing/PycharmProjects/vm_sound_classification/trained_models/voicemail-2-ch32.zip"
-
-sh run.sh --stage 0 --stop_stage 6 --system_version centos --file_folder_name file_dir --final_model_name voicemail-th-th-2-ch32 \
---filename_patterns "/data/tianxing/PycharmProjects/datasets/voicemail/th-TH/wav_finished/*/*.wav" \
---label_plan 2-voicemail \
---config_file "yaml/conv2d-classifier-2-ch32.yaml" \
---pretrained_model "/data/tianxing/PycharmProjects/vm_sound_classification/trained_models/voicemail-2-ch32.zip"
-
-sh run.sh --stage 0 --stop_stage 6 --system_version centos --file_folder_name file_dir --final_model_name voicemail-zh-tw-2-ch32 \
---filename_patterns "/data/tianxing/PycharmProjects/datasets/voicemail/zh-TW/wav_finished/*/*.wav" \
---label_plan 2-voicemail \
---config_file "yaml/conv2d-classifier-2-ch32.yaml" \
---pretrained_model "/data/tianxing/PycharmProjects/vm_sound_classification/trained_models/voicemail-2-ch32.zip"
+#sh run.sh --stage 0 --stop_stage 6 --system_version centos --file_folder_name file_dir --final_model_name voicemail-es-mx-2-ch32 \
+#--filename_patterns "/data/tianxing/PycharmProjects/datasets/voicemail/es-MX/wav_finished/*/*.wav" \
+#--label_plan 2-voicemail \
+#--config_file "yaml/conv2d-classifier-2-ch32.yaml" \
+#--pretrained_model "/data/tianxing/PycharmProjects/vm_sound_classification/trained_models/voicemail-2-ch32.zip"
+#
+#sh run.sh --stage 0 --stop_stage 6 --system_version centos --file_folder_name file_dir --final_model_name voicemail-es-pe-2-ch32 \
+#--filename_patterns "/data/tianxing/PycharmProjects/datasets/voicemail/es-PE/wav_finished/*/*.wav" \
+#--label_plan 2-voicemail \
+#--config_file "yaml/conv2d-classifier-2-ch32.yaml" \
+#--pretrained_model "/data/tianxing/PycharmProjects/vm_sound_classification/trained_models/voicemail-2-ch32.zip"
+#
+#sh run.sh --stage 0 --stop_stage 6 --system_version centos --file_folder_name file_dir --final_model_name voicemail-id-id-2-ch32 \
+#--filename_patterns "/data/tianxing/PycharmProjects/datasets/voicemail/id-ID/wav_finished/*/*.wav" \
+#--label_plan 2-voicemail \
+#--config_file "yaml/conv2d-classifier-2-ch32.yaml" \
+#--pretrained_model "/data/tianxing/PycharmProjects/vm_sound_classification/trained_models/voicemail-2-ch32.zip"
+#
+#sh run.sh --stage 0 --stop_stage 6 --system_version centos --file_folder_name file_dir --final_model_name voicemail-ja-jp-2-ch32 \
+#--filename_patterns "/data/tianxing/PycharmProjects/datasets/voicemail/ja-JP/wav_finished/*/*.wav" \
+#--label_plan 2-voicemail \
+#--config_file "yaml/conv2d-classifier-2-ch32.yaml" \
+#--pretrained_model "/data/tianxing/PycharmProjects/vm_sound_classification/trained_models/voicemail-2-ch32.zip"
+#
+#sh run.sh --stage 0 --stop_stage 6 --system_version centos --file_folder_name file_dir --final_model_name voicemail-ko-kr-2-ch32 \
+#--filename_patterns "/data/tianxing/PycharmProjects/datasets/voicemail/ko-KR/wav_finished/*/*.wav" \
+#--label_plan 2-voicemail \
+#--config_file "yaml/conv2d-classifier-2-ch32.yaml" \
+#--pretrained_model "/data/tianxing/PycharmProjects/vm_sound_classification/trained_models/voicemail-2-ch32.zip"
+#
+#sh run.sh --stage 0 --stop_stage 6 --system_version centos --file_folder_name file_dir --final_model_name voicemail-ms-my-2-ch32 \
+#--filename_patterns "/data/tianxing/PycharmProjects/datasets/voicemail/ms-MY/wav_finished/*/*.wav" \
+#--label_plan 2-voicemail \
+#--config_file "yaml/conv2d-classifier-2-ch32.yaml" \
+#--pretrained_model "/data/tianxing/PycharmProjects/vm_sound_classification/trained_models/voicemail-2-ch32.zip"
+#
+#sh run.sh --stage 0 --stop_stage 6 --system_version centos --file_folder_name file_dir --final_model_name voicemail-pt-br-2-ch32 \
+#--filename_patterns "/data/tianxing/PycharmProjects/datasets/voicemail/pt-BR/wav_finished/*/*.wav" \
+#--label_plan 2-voicemail \
+#--config_file "yaml/conv2d-classifier-2-ch32.yaml" \
+#--pretrained_model "/data/tianxing/PycharmProjects/vm_sound_classification/trained_models/voicemail-2-ch32.zip"
+#
+#sh run.sh --stage 0 --stop_stage 6 --system_version centos --file_folder_name file_dir --final_model_name voicemail-th-th-2-ch32 \
+#--filename_patterns "/data/tianxing/PycharmProjects/datasets/voicemail/th-TH/wav_finished/*/*.wav" \
+#--label_plan 2-voicemail \
+#--config_file "yaml/conv2d-classifier-2-ch32.yaml" \
+#--pretrained_model "/data/tianxing/PycharmProjects/vm_sound_classification/trained_models/voicemail-2-ch32.zip"
+#
+#sh run.sh --stage 0 --stop_stage 6 --system_version centos --file_folder_name file_dir --final_model_name voicemail-zh-tw-2-ch32 \
+#--filename_patterns "/data/tianxing/PycharmProjects/datasets/voicemail/zh-TW/wav_finished/*/*.wav" \
+#--label_plan 2-voicemail \
+#--config_file "yaml/conv2d-classifier-2-ch32.yaml" \
+#--pretrained_model "/data/tianxing/PycharmProjects/vm_sound_classification/trained_models/voicemail-2-ch32.zip"