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Whisper-Large-V3-Turbo

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 (46) hide show
  1. README.md +21 -33
  2. precompiled/qualcomm-qcs8275-proxy/Whisper-Large-V3-Turbo_HfWhisperDecoder_float.bin +0 -3
  3. precompiled/qualcomm-qcs8275-proxy/Whisper-Large-V3-Turbo_HfWhisperEncoder_float.bin +0 -3
  4. precompiled/qualcomm-qcs8275-proxy/tool-versions.yaml +0 -3
  5. precompiled/qualcomm-qcs8550-proxy/Whisper-Large-V3-Turbo_HfWhisperDecoder_float.bin +1 -1
  6. precompiled/qualcomm-qcs8550-proxy/Whisper-Large-V3-Turbo_HfWhisperDecoder_float.onnx.zip +2 -2
  7. precompiled/qualcomm-qcs8550-proxy/Whisper-Large-V3-Turbo_HfWhisperEncoder_float.bin +0 -3
  8. precompiled/qualcomm-qcs8550-proxy/Whisper-Large-V3-Turbo_HfWhisperEncoder_float.onnx.zip +2 -2
  9. precompiled/qualcomm-qcs8550-proxy/tool-versions.yaml +2 -2
  10. precompiled/qualcomm-qcs9075-proxy/Whisper-Large-V3-Turbo_HfWhisperDecoder_float.bin +2 -2
  11. precompiled/qualcomm-qcs9075-proxy/Whisper-Large-V3-Turbo_HfWhisperEncoder_float.bin +2 -2
  12. precompiled/qualcomm-qcs9075-proxy/tool-versions.yaml +1 -1
  13. precompiled/qualcomm-sa7255p/Whisper-Large-V3-Turbo_HfWhisperDecoder_float.bin +0 -3
  14. precompiled/qualcomm-sa7255p/tool-versions.yaml +0 -3
  15. precompiled/qualcomm-sa8255p-proxy/Whisper-Large-V3-Turbo_HfWhisperDecoder_float.bin +0 -3
  16. precompiled/qualcomm-sa8255p-proxy/Whisper-Large-V3-Turbo_HfWhisperEncoder_float.bin +0 -3
  17. precompiled/qualcomm-sa8255p-proxy/tool-versions.yaml +0 -3
  18. precompiled/qualcomm-sa8295p/Whisper-Large-V3-Turbo_HfWhisperDecoder_float.bin +2 -2
  19. precompiled/qualcomm-sa8295p/Whisper-Large-V3-Turbo_HfWhisperEncoder_float.bin +2 -2
  20. precompiled/qualcomm-sa8295p/tool-versions.yaml +1 -1
  21. precompiled/qualcomm-sa8650p-proxy/Whisper-Large-V3-Turbo_HfWhisperDecoder_float.bin +0 -3
  22. precompiled/qualcomm-sa8650p-proxy/Whisper-Large-V3-Turbo_HfWhisperEncoder_float.bin +0 -3
  23. precompiled/qualcomm-sa8650p-proxy/tool-versions.yaml +0 -3
  24. precompiled/qualcomm-sa8775p/Whisper-Large-V3-Turbo_HfWhisperDecoder_float.bin +2 -2
  25. precompiled/qualcomm-sa8775p/Whisper-Large-V3-Turbo_HfWhisperEncoder_float.bin +2 -2
  26. precompiled/qualcomm-sa8775p/tool-versions.yaml +1 -1
  27. precompiled/{qualcomm-snapdragon-8-elite → qualcomm-snapdragon-8-elite-for-galaxy}/Whisper-Large-V3-Turbo_HfWhisperDecoder_float.bin +1 -1
  28. precompiled/{qualcomm-snapdragon-8-elite → qualcomm-snapdragon-8-elite-for-galaxy}/Whisper-Large-V3-Turbo_HfWhisperDecoder_float.onnx.zip +2 -2
  29. precompiled/{qualcomm-sa7255p → qualcomm-snapdragon-8-elite-for-galaxy}/Whisper-Large-V3-Turbo_HfWhisperEncoder_float.bin +2 -2
  30. precompiled/{qualcomm-snapdragon-8-elite → qualcomm-snapdragon-8-elite-for-galaxy}/Whisper-Large-V3-Turbo_HfWhisperEncoder_float.onnx.zip +2 -2
  31. precompiled/{qualcomm-snapdragon-8-elite → qualcomm-snapdragon-8-elite-for-galaxy}/tool-versions.yaml +2 -2
  32. precompiled/qualcomm-snapdragon-8-elite/Whisper-Large-V3-Turbo_HfWhisperEncoder_float.bin +0 -3
  33. precompiled/qualcomm-snapdragon-8gen2/Whisper-Large-V3-Turbo_HfWhisperDecoder_float.bin +0 -3
  34. precompiled/qualcomm-snapdragon-8gen2/Whisper-Large-V3-Turbo_HfWhisperDecoder_float.onnx.zip +0 -3
  35. precompiled/qualcomm-snapdragon-8gen2/Whisper-Large-V3-Turbo_HfWhisperEncoder_float.bin +0 -3
  36. precompiled/qualcomm-snapdragon-8gen2/tool-versions.yaml +0 -4
  37. precompiled/qualcomm-snapdragon-8gen3/Whisper-Large-V3-Turbo_HfWhisperDecoder_float.bin +2 -2
  38. precompiled/qualcomm-snapdragon-8gen3/Whisper-Large-V3-Turbo_HfWhisperDecoder_float.onnx.zip +2 -2
  39. precompiled/qualcomm-snapdragon-8gen3/Whisper-Large-V3-Turbo_HfWhisperEncoder_float.bin +2 -2
  40. precompiled/qualcomm-snapdragon-8gen3/Whisper-Large-V3-Turbo_HfWhisperEncoder_float.onnx.zip +2 -2
  41. precompiled/qualcomm-snapdragon-8gen3/tool-versions.yaml +2 -2
  42. precompiled/qualcomm-snapdragon-x-elite/Whisper-Large-V3-Turbo_HfWhisperDecoder_float.bin +2 -2
  43. precompiled/qualcomm-snapdragon-x-elite/Whisper-Large-V3-Turbo_HfWhisperDecoder_float.onnx.zip +2 -2
  44. precompiled/qualcomm-snapdragon-x-elite/Whisper-Large-V3-Turbo_HfWhisperEncoder_float.bin +2 -2
  45. precompiled/qualcomm-snapdragon-x-elite/Whisper-Large-V3-Turbo_HfWhisperEncoder_float.onnx.zip +2 -2
  46. precompiled/qualcomm-snapdragon-x-elite/tool-versions.yaml +2 -2
README.md CHANGED
@@ -35,38 +35,26 @@ More details on model performance across various devices, can be found
35
 
36
  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
37
  |---|---|---|---|---|---|---|---|---|
38
- | HfWhisperEncoder | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_CONTEXT_BINARY | 2530.793 ms | 1 - 10 MB | NPU | Use Export Script |
39
- | HfWhisperEncoder | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_CONTEXT_BINARY | 815.43 ms | 1 - 8 MB | NPU | Use Export Script |
40
- | HfWhisperEncoder | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | PRECOMPILED_QNN_ONNX | 812.229 ms | 32 - 34 MB | NPU | Use Export Script |
41
- | HfWhisperEncoder | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_CONTEXT_BINARY | 934.589 ms | 1 - 11 MB | NPU | Use Export Script |
42
- | HfWhisperEncoder | float | SA7255P ADP | Qualcomm® SA7255P | QNN_CONTEXT_BINARY | 2530.793 ms | 1 - 10 MB | NPU | Use Export Script |
43
- | HfWhisperEncoder | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_CONTEXT_BINARY | 807.669 ms | 1 - 3 MB | NPU | Use Export Script |
44
- | HfWhisperEncoder | float | SA8295P ADP | Qualcomm® SA8295P | QNN_CONTEXT_BINARY | 1188.472 ms | 0 - 13 MB | NPU | Use Export Script |
45
- | HfWhisperEncoder | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_CONTEXT_BINARY | 814.025 ms | 1 - 3 MB | NPU | Use Export Script |
46
- | HfWhisperEncoder | float | SA8775P ADP | Qualcomm® SA8775P | QNN_CONTEXT_BINARY | 934.589 ms | 1 - 11 MB | NPU | Use Export Script |
47
- | HfWhisperEncoder | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_CONTEXT_BINARY | 810.639 ms | 1 - 3 MB | NPU | Use Export Script |
48
- | HfWhisperEncoder | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_CONTEXT_BINARY | 589.924 ms | 1 - 17 MB | NPU | Use Export Script |
49
- | HfWhisperEncoder | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | PRECOMPILED_QNN_ONNX | 612.833 ms | 64 - 79 MB | NPU | Use Export Script |
50
- | HfWhisperEncoder | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_CONTEXT_BINARY | 501.586 ms | 1 - 15 MB | NPU | Use Export Script |
51
- | HfWhisperEncoder | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | PRECOMPILED_QNN_ONNX | 459.715 ms | 65 - 79 MB | NPU | Use Export Script |
52
- | HfWhisperEncoder | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_CONTEXT_BINARY | 770.316 ms | 1 - 1 MB | NPU | Use Export Script |
53
- | HfWhisperEncoder | float | Snapdragon X Elite CRD | Snapdragon® X Elite | PRECOMPILED_QNN_ONNX | 793.698 ms | 1396 - 1396 MB | NPU | Use Export Script |
54
- | HfWhisperDecoder | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_CONTEXT_BINARY | 15.036 ms | 29 - 39 MB | NPU | Use Export Script |
55
- | HfWhisperDecoder | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_CONTEXT_BINARY | 9.672 ms | 33 - 35 MB | NPU | Use Export Script |
56
- | HfWhisperDecoder | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | PRECOMPILED_QNN_ONNX | 11.514 ms | 34 - 36 MB | NPU | Use Export Script |
57
- | HfWhisperDecoder | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_CONTEXT_BINARY | 10.399 ms | 33 - 42 MB | NPU | Use Export Script |
58
- | HfWhisperDecoder | float | SA7255P ADP | Qualcomm® SA7255P | QNN_CONTEXT_BINARY | 15.036 ms | 29 - 39 MB | NPU | Use Export Script |
59
- | HfWhisperDecoder | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_CONTEXT_BINARY | 10.003 ms | 33 - 36 MB | NPU | Use Export Script |
60
- | HfWhisperDecoder | float | SA8295P ADP | Qualcomm® SA8295P | QNN_CONTEXT_BINARY | 11.592 ms | 19 - 33 MB | NPU | Use Export Script |
61
- | HfWhisperDecoder | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_CONTEXT_BINARY | 9.658 ms | 33 - 36 MB | NPU | Use Export Script |
62
- | HfWhisperDecoder | float | SA8775P ADP | Qualcomm® SA8775P | QNN_CONTEXT_BINARY | 10.399 ms | 33 - 42 MB | NPU | Use Export Script |
63
- | HfWhisperDecoder | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_CONTEXT_BINARY | 9.667 ms | 33 - 36 MB | NPU | Use Export Script |
64
- | HfWhisperDecoder | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_CONTEXT_BINARY | 7.649 ms | 33 - 52 MB | NPU | Use Export Script |
65
- | HfWhisperDecoder | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | PRECOMPILED_QNN_ONNX | 8.883 ms | 42 - 61 MB | NPU | Use Export Script |
66
- | HfWhisperDecoder | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_CONTEXT_BINARY | 6.541 ms | 33 - 48 MB | NPU | Use Export Script |
67
- | HfWhisperDecoder | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | PRECOMPILED_QNN_ONNX | 8.135 ms | 41 - 55 MB | NPU | Use Export Script |
68
- | HfWhisperDecoder | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_CONTEXT_BINARY | 8.235 ms | 33 - 33 MB | NPU | Use Export Script |
69
- | HfWhisperDecoder | float | Snapdragon X Elite CRD | Snapdragon® X Elite | PRECOMPILED_QNN_ONNX | 8.901 ms | 400 - 400 MB | NPU | Use Export Script |
70
 
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@@ -148,7 +136,7 @@ from qai_hub_models.models.whisper_large_v3_turbo import Model
148
  torch_model = Model.from_pretrained()
149
 
150
  # Device
151
- device = hub.Device("Samsung Galaxy S24")
152
 
153
  # Trace model
154
  input_shape = torch_model.get_input_spec()
 
35
 
36
  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
37
  |---|---|---|---|---|---|---|---|---|
38
+ | HfWhisperEncoder | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | PRECOMPILED_QNN_ONNX | 797.338 ms | 0 - 1537 MB | NPU | Use Export Script |
39
+ | HfWhisperEncoder | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_CONTEXT_BINARY | 954.936 ms | 1 - 11 MB | NPU | Use Export Script |
40
+ | HfWhisperEncoder | float | SA8295P ADP | Qualcomm® SA8295P | QNN_CONTEXT_BINARY | 1192.519 ms | 0 - 13 MB | NPU | Use Export Script |
41
+ | HfWhisperEncoder | float | SA8775P ADP | Qualcomm® SA8775P | QNN_CONTEXT_BINARY | 954.936 ms | 1 - 11 MB | NPU | Use Export Script |
42
+ | HfWhisperEncoder | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_CONTEXT_BINARY | 598.65 ms | 1 - 16 MB | NPU | Use Export Script |
43
+ | HfWhisperEncoder | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | PRECOMPILED_QNN_ONNX | 598.701 ms | 32 - 48 MB | NPU | Use Export Script |
44
+ | HfWhisperEncoder | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_CONTEXT_BINARY | 466.179 ms | 1 - 15 MB | NPU | Use Export Script |
45
+ | HfWhisperEncoder | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | PRECOMPILED_QNN_ONNX | 465.703 ms | 63 - 79 MB | NPU | Use Export Script |
46
+ | HfWhisperEncoder | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_CONTEXT_BINARY | 795.672 ms | 1 - 1 MB | NPU | Use Export Script |
47
+ | HfWhisperEncoder | float | Snapdragon X Elite CRD | Snapdragon® X Elite | PRECOMPILED_QNN_ONNX | 772.389 ms | 1395 - 1395 MB | NPU | Use Export Script |
48
+ | HfWhisperDecoder | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | PRECOMPILED_QNN_ONNX | 10.05 ms | 0 - 415 MB | NPU | Use Export Script |
49
+ | HfWhisperDecoder | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_CONTEXT_BINARY | 10.423 ms | 27 - 38 MB | NPU | Use Export Script |
50
+ | HfWhisperDecoder | float | SA8295P ADP | Qualcomm® SA8295P | QNN_CONTEXT_BINARY | 11.655 ms | 33 - 48 MB | NPU | Use Export Script |
51
+ | HfWhisperDecoder | float | SA8775P ADP | Qualcomm® SA8775P | QNN_CONTEXT_BINARY | 10.423 ms | 27 - 38 MB | NPU | Use Export Script |
52
+ | HfWhisperDecoder | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_CONTEXT_BINARY | 7.803 ms | 33 - 52 MB | NPU | Use Export Script |
53
+ | HfWhisperDecoder | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | PRECOMPILED_QNN_ONNX | 8.036 ms | 43 - 62 MB | NPU | Use Export Script |
54
+ | HfWhisperDecoder | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_CONTEXT_BINARY | 6.574 ms | 12 - 25 MB | NPU | Use Export Script |
55
+ | HfWhisperDecoder | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | PRECOMPILED_QNN_ONNX | 6.96 ms | 22 - 38 MB | NPU | Use Export Script |
56
+ | HfWhisperDecoder | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_CONTEXT_BINARY | 8.152 ms | 33 - 33 MB | NPU | Use Export Script |
57
+ | HfWhisperDecoder | float | Snapdragon X Elite CRD | Snapdragon® X Elite | PRECOMPILED_QNN_ONNX | 8.337 ms | 400 - 400 MB | NPU | Use Export Script |
 
 
 
 
 
 
 
 
 
 
 
 
58
 
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136
  torch_model = Model.from_pretrained()
137
 
138
  # Device
139
+ device = hub.Device("Samsung Galaxy S25")
140
 
141
  # Trace model
142
  input_shape = torch_model.get_input_spec()
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