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update

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  1. .idea/.gitignore +3 -0
  2. .idea/asr-test.iml +10 -0
  3. .idea/inspectionProfiles/Project_Default.xml +136 -0
  4. .idea/inspectionProfiles/profiles_settings.xml +6 -0
  5. .idea/misc.xml +7 -0
  6. .idea/modules.xml +8 -0
  7. .idea/vcs.xml +6 -0
  8. app.py +38 -13
  9. test_sample/2022_05_23-05_20_09.544938_file_file.wav +0 -0
  10. test_sample/2022_06_28-12_01_43.552306_file_file.wav +0 -0
  11. test_sample/2022_06_28-17_12_43.524460_file_file.wav +0 -0
  12. test_sample/2022_06_28-17_49_39.887762_file_file.wav +0 -0
  13. test_sample/2022_06_28-18_21_58.444725_file_file.wav +0 -0
  14. test_sample/2022_08_12-09_24_04.719303_file_file.wav +0 -0
  15. test_sample/2022_08_20-09_51_45.786068_file_file.wav +0 -0
  16. test_sample/2023_01_07-18_27_19.712794_file_file.wav +0 -0
  17. test_sample/2023_01_08-07_31_45.978198_file_file.wav +0 -0
  18. test_sample/2023_01_08-08_10_06.068597_file_file.wav +0 -0
  19. test_sample/2023_01_08-08_29_40.932774_file_file.wav +0 -0
  20. test_sample/2023_01_08-12_28_25.997920_file_file.wav +0 -0
  21. test_sample/2023_01_08-20_29_39.120658_file_file.wav +0 -0
  22. test_sample/2023_01_09-03_48_06.242548_file_file.wav +0 -0
  23. test_sample/2023_01_09-16_31_24.687076_file_file.wav +0 -0
  24. test_sample/2023_01_09-17_44_35.401574_file_file.wav +0 -0
  25. test_sample/2023_01_09-18_00_55.258972_file_file.wav +0 -0
  26. test_sample/2023_01_11-18_13_20.938188_file_file.wav +0 -0
  27. test_sample/2023_01_12-10_26_35.292442_file_file.wav +0 -0
  28. test_sample/2023_01_21-13_00_39.729777_file_file.wav +0 -0
  29. test_sample/2023_01_21-14_33_17.981865_file_file.wav +0 -0
  30. test_sample/2023_01_22-06_01_11.350828_file_file.wav +0 -0
  31. test_sample/2023_01_22-12_44_52.548517_file_file.wav +0 -0
  32. test_sample/2023_01_22-16_11_54.653583_file_file.wav +0 -0
  33. test_sample/2023_01_23-09_53_23.863114_file_file.wav +0 -0
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  35. test_sample/2023_01_23-10_46_13.330743_file_file.wav +0 -0
  36. test_sample/2023_01_25-08_23_48.788537_file_file.wav +0 -0
  37. test_sample/2023_01_25-18_09_11.098808_file_file.wav +0 -0
  38. test_sample/2023_01_26-06_09_56.551890_file_file.wav +0 -0
  39. test_sample/2023_01_31-04_57_39.844268_file_file.wav +0 -0
  40. test_sample/2023_02_05-20_33_11.645244_file_file.wav +0 -0
  41. test_sample/2023_02_16-18_58_28.709781_file_file.wav +0 -0
  42. test_sample/2023_02_17-05_04_12.901097_file_file.wav +0 -0
  43. test_sample/2023_02_19-18_05_10.510147_file_file.wav +0 -0
  44. test_sample/2023_02_19-18_11_18.278859_file_file.wav +0 -0
  45. test_sample/2023_02_19-19_52_46.335251_file_file.wav +0 -0
  46. test_sample/2023_02_19-21_05_48.788175_file_file.wav +0 -0
  47. test_sample/2023_02_20-05_58_04.804689_file_file.wav +0 -0
  48. test_sample/2023_02_21-16_15_49.133971_file_file.wav +0 -0
  49. test_sample/2023_02_21-16_17_04.681508_file_file.wav +0 -0
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.idea/.gitignore ADDED
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.idea/inspectionProfiles/profiles_settings.xml ADDED
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+ <component name="InspectionProjectProfileManager">
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.idea/misc.xml ADDED
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1
+ <?xml version="1.0" encoding="UTF-8"?>
2
+ <project version="4">
3
+ <component name="Black">
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+ <option name="sdkName" value="Python 3.8 (asr-test)" />
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7
+ </project>
.idea/modules.xml ADDED
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+ <?xml version="1.0" encoding="UTF-8"?>
2
+ <project version="4">
3
+ <component name="ProjectModuleManager">
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+ <modules>
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.idea/vcs.xml ADDED
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+ <mapping directory="" vcs="Git" />
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+ </project>
app.py CHANGED
@@ -1,25 +1,50 @@
 
1
  import gradio as gr
2
- # import os
3
- # os.environ.get("HF_REPO_ID")
4
- # Define the function that will process the audio input
5
- def process_audio(audio):
6
- # Here you can add your audio processing code
7
- return f"Received audio file: {audio}"
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
8
 
9
  # Create a list of example audio files
10
- examples = [
11
- ["https://huggingface.co/MedAiHealth/BanglaASR-MedAI/resolve/main/wav/sample_1.wav"],
12
- ["https://huggingface.co/MedAiHealth/BanglaASR-MedAI/resolve/main/wav/sample_2.wav"],
13
- ["https://huggingface.co/MedAiHealth/BanglaASR-MedAI/resolve/main/wav/sample_3.wav"]
14
- ]
15
 
16
  # Create the Gradio interface
17
  interface = gr.Interface(
18
- fn=process_audio,
19
  inputs=gr.Audio(sources="microphone", type="filepath"),
20
  outputs=gr.Textbox(),
21
  examples=examples
22
  )
23
 
24
  # Launch the interface
25
- interface.launch()
 
1
+ import os
2
  import gradio as gr
3
+ import librosa
4
+ import torch
5
+ import torchaudio
6
+ import numpy as np
7
+
8
+ from transformers import WhisperTokenizer
9
+ from transformers import WhisperProcessor
10
+ from transformers import WhisperFeatureExtractor
11
+ from transformers import WhisperForConditionalGeneration
12
+
13
+ device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')
14
+
15
+ model_path = os.environ.get("HF_REPO_ID")
16
+ access_token = os.environ.get("HF_TOKEN")
17
+
18
+ feature_extractor = WhisperFeatureExtractor.from_pretrained(model_path, token=access_token)
19
+ tokenizer = WhisperTokenizer.from_pretrained(model_path, token=access_token)
20
+ processor = WhisperProcessor.from_pretrained(model_path, token=access_token)
21
+ model = WhisperForConditionalGeneration.from_pretrained(model_path, token=access_token).to(device)
22
+
23
+
24
+ def transcribe_audio(file_path):
25
+ speech_array, sampling_rate = torchaudio.load(file_path, format="wav")
26
+ speech_array = speech_array[0].numpy()
27
+ speech_array = librosa.resample(np.asarray(speech_array), orig_sr=sampling_rate, target_sr=16000)
28
+ input_features = feature_extractor(speech_array, sampling_rate=16000, return_tensors="pt").input_features
29
+
30
+ # batch = processor.feature_extractor.pad(input_features, return_tensors="pt")
31
+ predicted_ids = model.generate(inputs=input_features.to(device))[0]
32
+
33
+ transcription = processor.decode(predicted_ids, skip_special_tokens=True)
34
+
35
+ return transcription
36
+
37
 
38
  # Create a list of example audio files
39
+ examples = [f"test_sample/{x}" for x in os.listdir("test_sample")]
 
 
 
 
40
 
41
  # Create the Gradio interface
42
  interface = gr.Interface(
43
+ fn=transcribe_audio,
44
  inputs=gr.Audio(sources="microphone", type="filepath"),
45
  outputs=gr.Textbox(),
46
  examples=examples
47
  )
48
 
49
  # Launch the interface
50
+ interface.launch()
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