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Whisper-Base

Automatic Speech Recognition
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v0.38.0

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See https://github.com/quic/ai-hub-models/releases/v0.38.0 for changelog.

Files changed (50) hide show
  1. README.md +33 -37
  2. precompiled/qualcomm-qcs8275-proxy/Whisper-Base_HfWhisperDecoder_float.bin +1 -1
  3. precompiled/qualcomm-qcs8275-proxy/Whisper-Base_HfWhisperEncoder_float.bin +2 -2
  4. precompiled/qualcomm-qcs8275-proxy/tool-versions.yaml +1 -1
  5. precompiled/qualcomm-qcs8450-proxy/Whisper-Base_HfWhisperDecoder_float.bin +2 -2
  6. precompiled/qualcomm-qcs8450-proxy/Whisper-Base_HfWhisperEncoder_float.bin +2 -2
  7. precompiled/qualcomm-qcs8450-proxy/tool-versions.yaml +1 -1
  8. precompiled/qualcomm-qcs8550-proxy/Whisper-Base_HfWhisperDecoder_float.bin +2 -2
  9. precompiled/qualcomm-qcs8550-proxy/Whisper-Base_HfWhisperDecoder_float.onnx.zip +2 -2
  10. precompiled/qualcomm-qcs8550-proxy/Whisper-Base_HfWhisperEncoder_float.bin +2 -2
  11. precompiled/qualcomm-qcs8550-proxy/Whisper-Base_HfWhisperEncoder_float.onnx.zip +2 -2
  12. precompiled/qualcomm-qcs8550-proxy/tool-versions.yaml +2 -2
  13. precompiled/qualcomm-qcs9075-proxy/Whisper-Base_HfWhisperDecoder_float.bin +2 -2
  14. precompiled/qualcomm-qcs9075-proxy/Whisper-Base_HfWhisperEncoder_float.bin +2 -2
  15. precompiled/qualcomm-qcs9075-proxy/tool-versions.yaml +1 -1
  16. precompiled/qualcomm-sa7255p/Whisper-Base_HfWhisperDecoder_float.bin +1 -1
  17. precompiled/qualcomm-sa7255p/Whisper-Base_HfWhisperEncoder_float.bin +2 -2
  18. precompiled/qualcomm-sa7255p/tool-versions.yaml +1 -1
  19. precompiled/qualcomm-sa8255p-proxy/Whisper-Base_HfWhisperDecoder_float.bin +2 -2
  20. precompiled/qualcomm-sa8255p-proxy/Whisper-Base_HfWhisperEncoder_float.bin +2 -2
  21. precompiled/qualcomm-sa8255p-proxy/tool-versions.yaml +1 -1
  22. precompiled/qualcomm-sa8295p/Whisper-Base_HfWhisperDecoder_float.bin +1 -1
  23. precompiled/qualcomm-sa8295p/Whisper-Base_HfWhisperEncoder_float.bin +2 -2
  24. precompiled/qualcomm-sa8295p/tool-versions.yaml +1 -1
  25. precompiled/qualcomm-sa8650p-proxy/Whisper-Base_HfWhisperDecoder_float.bin +2 -2
  26. precompiled/qualcomm-sa8650p-proxy/Whisper-Base_HfWhisperEncoder_float.bin +2 -2
  27. precompiled/qualcomm-sa8650p-proxy/tool-versions.yaml +1 -1
  28. precompiled/qualcomm-sa8775p/Whisper-Base_HfWhisperDecoder_float.bin +2 -2
  29. precompiled/qualcomm-sa8775p/Whisper-Base_HfWhisperEncoder_float.bin +2 -2
  30. precompiled/qualcomm-sa8775p/tool-versions.yaml +1 -1
  31. precompiled/{qualcomm-snapdragon-8-elite → qualcomm-snapdragon-8-elite-for-galaxy}/Whisper-Base_HfWhisperDecoder_float.bin +1 -1
  32. precompiled/{qualcomm-snapdragon-8gen2 → qualcomm-snapdragon-8-elite-for-galaxy}/Whisper-Base_HfWhisperDecoder_float.onnx.zip +2 -2
  33. precompiled/{qualcomm-snapdragon-8-elite → qualcomm-snapdragon-8-elite-for-galaxy}/Whisper-Base_HfWhisperEncoder_float.bin +1 -1
  34. precompiled/{qualcomm-snapdragon-8gen2 → qualcomm-snapdragon-8-elite-for-galaxy}/Whisper-Base_HfWhisperEncoder_float.onnx.zip +2 -2
  35. precompiled/{qualcomm-snapdragon-8-elite → qualcomm-snapdragon-8-elite-for-galaxy}/tool-versions.yaml +2 -2
  36. precompiled/qualcomm-snapdragon-8-elite/Whisper-Base_HfWhisperDecoder_float.onnx.zip +0 -3
  37. precompiled/qualcomm-snapdragon-8-elite/Whisper-Base_HfWhisperEncoder_float.onnx.zip +0 -3
  38. precompiled/qualcomm-snapdragon-8gen2/Whisper-Base_HfWhisperDecoder_float.bin +0 -3
  39. precompiled/qualcomm-snapdragon-8gen2/Whisper-Base_HfWhisperEncoder_float.bin +0 -3
  40. precompiled/qualcomm-snapdragon-8gen2/tool-versions.yaml +0 -4
  41. precompiled/qualcomm-snapdragon-8gen3/Whisper-Base_HfWhisperDecoder_float.bin +1 -1
  42. precompiled/qualcomm-snapdragon-8gen3/Whisper-Base_HfWhisperDecoder_float.onnx.zip +2 -2
  43. precompiled/qualcomm-snapdragon-8gen3/Whisper-Base_HfWhisperEncoder_float.bin +2 -2
  44. precompiled/qualcomm-snapdragon-8gen3/Whisper-Base_HfWhisperEncoder_float.onnx.zip +2 -2
  45. precompiled/qualcomm-snapdragon-8gen3/tool-versions.yaml +2 -2
  46. precompiled/qualcomm-snapdragon-x-elite/Whisper-Base_HfWhisperDecoder_float.bin +1 -1
  47. precompiled/qualcomm-snapdragon-x-elite/Whisper-Base_HfWhisperDecoder_float.onnx.zip +2 -2
  48. precompiled/qualcomm-snapdragon-x-elite/Whisper-Base_HfWhisperEncoder_float.bin +2 -2
  49. precompiled/qualcomm-snapdragon-x-elite/Whisper-Base_HfWhisperEncoder_float.onnx.zip +2 -2
  50. precompiled/qualcomm-snapdragon-x-elite/tool-versions.yaml +2 -2
README.md CHANGED
@@ -39,42 +39,38 @@ More details on model performance across various devices, can be found
39
 
40
  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
41
  |---|---|---|---|---|---|---|---|---|
42
- | HfWhisperEncoder | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_CONTEXT_BINARY | 130.662 ms | 1 - 10 MB | NPU | Use Export Script |
43
- | HfWhisperEncoder | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_CONTEXT_BINARY | 111.747 ms | 1 - 17 MB | NPU | Use Export Script |
44
- | HfWhisperEncoder | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_CONTEXT_BINARY | 43.301 ms | 1 - 3 MB | NPU | Use Export Script |
45
- | HfWhisperEncoder | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | PRECOMPILED_QNN_ONNX | 43.665 ms | 0 - 66 MB | NPU | Use Export Script |
46
- | HfWhisperEncoder | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_CONTEXT_BINARY | 50.193 ms | 1 - 11 MB | NPU | Use Export Script |
47
- | HfWhisperEncoder | float | SA7255P ADP | Qualcomm® SA7255P | QNN_CONTEXT_BINARY | 130.662 ms | 1 - 10 MB | NPU | Use Export Script |
48
- | HfWhisperEncoder | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_CONTEXT_BINARY | 43.516 ms | 1 - 2 MB | NPU | Use Export Script |
49
- | HfWhisperEncoder | float | SA8295P ADP | Qualcomm® SA8295P | QNN_CONTEXT_BINARY | 92.575 ms | 1 - 17 MB | NPU | Use Export Script |
50
- | HfWhisperEncoder | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_CONTEXT_BINARY | 43.199 ms | 1 - 3 MB | NPU | Use Export Script |
51
- | HfWhisperEncoder | float | SA8775P ADP | Qualcomm® SA8775P | QNN_CONTEXT_BINARY | 50.193 ms | 1 - 11 MB | NPU | Use Export Script |
52
- | HfWhisperEncoder | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_CONTEXT_BINARY | 43.355 ms | 1 - 4 MB | NPU | Use Export Script |
53
- | HfWhisperEncoder | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | PRECOMPILED_QNN_ONNX | 44.178 ms | 0 - 66 MB | NPU | Use Export Script |
54
- | HfWhisperEncoder | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_CONTEXT_BINARY | 34.042 ms | 1 - 18 MB | NPU | Use Export Script |
55
- | HfWhisperEncoder | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | PRECOMPILED_QNN_ONNX | 33.554 ms | 33 - 51 MB | NPU | Use Export Script |
56
- | HfWhisperEncoder | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_CONTEXT_BINARY | 28.367 ms | 0 - 14 MB | NPU | Use Export Script |
57
- | HfWhisperEncoder | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | PRECOMPILED_QNN_ONNX | 28.453 ms | 38 - 52 MB | NPU | Use Export Script |
58
- | HfWhisperEncoder | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_CONTEXT_BINARY | 42.085 ms | 0 - 0 MB | NPU | Use Export Script |
59
- | HfWhisperEncoder | float | Snapdragon X Elite CRD | Snapdragon® X Elite | PRECOMPILED_QNN_ONNX | 42.491 ms | 67 - 67 MB | NPU | Use Export Script |
60
- | HfWhisperDecoder | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_CONTEXT_BINARY | 6.224 ms | 20 - 29 MB | NPU | Use Export Script |
61
- | HfWhisperDecoder | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_CONTEXT_BINARY | 5.156 ms | 20 - 42 MB | NPU | Use Export Script |
62
- | HfWhisperDecoder | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_CONTEXT_BINARY | 4.053 ms | 20 - 22 MB | NPU | Use Export Script |
63
- | HfWhisperDecoder | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | PRECOMPILED_QNN_ONNX | 4.474 ms | 0 - 142 MB | NPU | Use Export Script |
64
- | HfWhisperDecoder | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_CONTEXT_BINARY | 4.663 ms | 20 - 30 MB | NPU | Use Export Script |
65
- | HfWhisperDecoder | float | SA7255P ADP | Qualcomm® SA7255P | QNN_CONTEXT_BINARY | 6.224 ms | 20 - 29 MB | NPU | Use Export Script |
66
- | HfWhisperDecoder | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_CONTEXT_BINARY | 3.858 ms | 20 - 22 MB | NPU | Use Export Script |
67
- | HfWhisperDecoder | float | SA8295P ADP | Qualcomm® SA8295P | QNN_CONTEXT_BINARY | 5.199 ms | 20 - 37 MB | NPU | Use Export Script |
68
- | HfWhisperDecoder | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_CONTEXT_BINARY | 3.982 ms | 19 - 21 MB | NPU | Use Export Script |
69
- | HfWhisperDecoder | float | SA8775P ADP | Qualcomm® SA8775P | QNN_CONTEXT_BINARY | 4.663 ms | 20 - 30 MB | NPU | Use Export Script |
70
- | HfWhisperDecoder | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_CONTEXT_BINARY | 3.951 ms | 19 - 21 MB | NPU | Use Export Script |
71
- | HfWhisperDecoder | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | PRECOMPILED_QNN_ONNX | 4.203 ms | 20 - 22 MB | NPU | Use Export Script |
72
- | HfWhisperDecoder | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_CONTEXT_BINARY | 3.142 ms | 0 - 19 MB | NPU | Use Export Script |
73
- | HfWhisperDecoder | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | PRECOMPILED_QNN_ONNX | 3.575 ms | 26 - 46 MB | NPU | Use Export Script |
74
- | HfWhisperDecoder | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_CONTEXT_BINARY | 2.638 ms | 18 - 32 MB | NPU | Use Export Script |
75
- | HfWhisperDecoder | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | PRECOMPILED_QNN_ONNX | 3.032 ms | 18 - 32 MB | NPU | Use Export Script |
76
- | HfWhisperDecoder | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_CONTEXT_BINARY | 3.458 ms | 20 - 20 MB | NPU | Use Export Script |
77
- | HfWhisperDecoder | float | Snapdragon X Elite CRD | Snapdragon® X Elite | PRECOMPILED_QNN_ONNX | 3.476 ms | 125 - 125 MB | NPU | Use Export Script |
78
 
79
 
80
 
@@ -156,7 +152,7 @@ from qai_hub_models.models.whisper_base import Model
156
  torch_model = Model.from_pretrained()
157
 
158
  # Device
159
- device = hub.Device("Samsung Galaxy S24")
160
 
161
  # Trace model
162
  input_shape = torch_model.get_input_spec()
 
39
 
40
  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
41
  |---|---|---|---|---|---|---|---|---|
42
+ | HfWhisperEncoder | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_CONTEXT_BINARY | 130.447 ms | 0 - 10 MB | NPU | Use Export Script |
43
+ | HfWhisperEncoder | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_CONTEXT_BINARY | 111.921 ms | 1 - 22 MB | NPU | Use Export Script |
44
+ | HfWhisperEncoder | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_CONTEXT_BINARY | 43.155 ms | 1 - 4 MB | NPU | Use Export Script |
45
+ | HfWhisperEncoder | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | PRECOMPILED_QNN_ONNX | 43.504 ms | 7 - 74 MB | NPU | Use Export Script |
46
+ | HfWhisperEncoder | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_CONTEXT_BINARY | 50.505 ms | 1 - 11 MB | NPU | Use Export Script |
47
+ | HfWhisperEncoder | float | SA7255P ADP | Qualcomm® SA7255P | QNN_CONTEXT_BINARY | 130.447 ms | 0 - 10 MB | NPU | Use Export Script |
48
+ | HfWhisperEncoder | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_CONTEXT_BINARY | 43.137 ms | 1 - 3 MB | NPU | Use Export Script |
49
+ | HfWhisperEncoder | float | SA8295P ADP | Qualcomm® SA8295P | QNN_CONTEXT_BINARY | 93.367 ms | 1 - 16 MB | NPU | Use Export Script |
50
+ | HfWhisperEncoder | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_CONTEXT_BINARY | 43.416 ms | 1 - 4 MB | NPU | Use Export Script |
51
+ | HfWhisperEncoder | float | SA8775P ADP | Qualcomm® SA8775P | QNN_CONTEXT_BINARY | 50.505 ms | 1 - 11 MB | NPU | Use Export Script |
52
+ | HfWhisperEncoder | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_CONTEXT_BINARY | 33.486 ms | 1 - 19 MB | NPU | Use Export Script |
53
+ | HfWhisperEncoder | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | PRECOMPILED_QNN_ONNX | 33.826 ms | 40 - 59 MB | NPU | Use Export Script |
54
+ | HfWhisperEncoder | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_CONTEXT_BINARY | 23.745 ms | 1 - 17 MB | NPU | Use Export Script |
55
+ | HfWhisperEncoder | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | PRECOMPILED_QNN_ONNX | 23.986 ms | 39 - 51 MB | NPU | Use Export Script |
56
+ | HfWhisperEncoder | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_CONTEXT_BINARY | 42.268 ms | 0 - 0 MB | NPU | Use Export Script |
57
+ | HfWhisperEncoder | float | Snapdragon X Elite CRD | Snapdragon® X Elite | PRECOMPILED_QNN_ONNX | 42.062 ms | 66 - 66 MB | NPU | Use Export Script |
58
+ | HfWhisperDecoder | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_CONTEXT_BINARY | 6.303 ms | 20 - 30 MB | NPU | Use Export Script |
59
+ | HfWhisperDecoder | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_CONTEXT_BINARY | 5.141 ms | 20 - 42 MB | NPU | Use Export Script |
60
+ | HfWhisperDecoder | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_CONTEXT_BINARY | 3.882 ms | 20 - 23 MB | NPU | Use Export Script |
61
+ | HfWhisperDecoder | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | PRECOMPILED_QNN_ONNX | 4.372 ms | 20 - 23 MB | NPU | Use Export Script |
62
+ | HfWhisperDecoder | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_CONTEXT_BINARY | 4.633 ms | 17 - 27 MB | NPU | Use Export Script |
63
+ | HfWhisperDecoder | float | SA7255P ADP | Qualcomm® SA7255P | QNN_CONTEXT_BINARY | 6.303 ms | 20 - 30 MB | NPU | Use Export Script |
64
+ | HfWhisperDecoder | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_CONTEXT_BINARY | 3.84 ms | 21 - 28 MB | NPU | Use Export Script |
65
+ | HfWhisperDecoder | float | SA8295P ADP | Qualcomm® SA8295P | QNN_CONTEXT_BINARY | 5.36 ms | 20 - 34 MB | NPU | Use Export Script |
66
+ | HfWhisperDecoder | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_CONTEXT_BINARY | 3.892 ms | 19 - 26 MB | NPU | Use Export Script |
67
+ | HfWhisperDecoder | float | SA8775P ADP | Qualcomm® SA8775P | QNN_CONTEXT_BINARY | 4.633 ms | 17 - 27 MB | NPU | Use Export Script |
68
+ | HfWhisperDecoder | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_CONTEXT_BINARY | 3.168 ms | 20 - 41 MB | NPU | Use Export Script |
69
+ | HfWhisperDecoder | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | PRECOMPILED_QNN_ONNX | 3.453 ms | 25 - 46 MB | NPU | Use Export Script |
70
+ | HfWhisperDecoder | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_CONTEXT_BINARY | 2.617 ms | 1 - 14 MB | NPU | Use Export Script |
71
+ | HfWhisperDecoder | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | PRECOMPILED_QNN_ONNX | 2.876 ms | 0 - 13 MB | NPU | Use Export Script |
72
+ | HfWhisperDecoder | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_CONTEXT_BINARY | 3.358 ms | 20 - 20 MB | NPU | Use Export Script |
73
+ | HfWhisperDecoder | float | Snapdragon X Elite CRD | Snapdragon® X Elite | PRECOMPILED_QNN_ONNX | 3.521 ms | 126 - 126 MB | NPU | Use Export Script |
 
 
 
 
74
 
75
 
76
 
 
152
  torch_model = Model.from_pretrained()
153
 
154
  # Device
155
+ device = hub.Device("Samsung Galaxy S25")
156
 
157
  # Trace model
158
  input_shape = torch_model.get_input_spec()
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