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Whisper-Tiny

Automatic Speech Recognition
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android
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v0.42.0

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See https://github.com/quic/ai-hub-models/releases/v0.42.0 for changelog.

Files changed (45) hide show
  1. README.md +40 -40
  2. precompiled/qualcomm-qcs8275-proxy/Whisper-Tiny_HfWhisperDecoder_float.bin +1 -1
  3. precompiled/qualcomm-qcs8275-proxy/Whisper-Tiny_HfWhisperEncoder_float.bin +2 -2
  4. precompiled/qualcomm-qcs8275-proxy/tool-versions.yaml +1 -1
  5. precompiled/qualcomm-qcs8450-proxy/Whisper-Tiny_HfWhisperDecoder_float.bin +1 -1
  6. precompiled/qualcomm-qcs8450-proxy/Whisper-Tiny_HfWhisperEncoder_float.bin +2 -2
  7. precompiled/qualcomm-qcs8450-proxy/tool-versions.yaml +1 -1
  8. precompiled/qualcomm-qcs8550-proxy/Whisper-Tiny_HfWhisperDecoder_float.bin +1 -1
  9. precompiled/qualcomm-qcs8550-proxy/Whisper-Tiny_HfWhisperDecoder_float.onnx.zip +1 -1
  10. precompiled/qualcomm-qcs8550-proxy/Whisper-Tiny_HfWhisperEncoder_float.bin +2 -2
  11. precompiled/qualcomm-qcs8550-proxy/Whisper-Tiny_HfWhisperEncoder_float.onnx.zip +2 -2
  12. precompiled/qualcomm-qcs9075-proxy/Whisper-Tiny_HfWhisperDecoder_float.bin +1 -1
  13. precompiled/qualcomm-qcs9075-proxy/Whisper-Tiny_HfWhisperEncoder_float.bin +2 -2
  14. precompiled/qualcomm-qcs9075-proxy/tool-versions.yaml +1 -1
  15. precompiled/qualcomm-sa7255p/Whisper-Tiny_HfWhisperDecoder_float.bin +1 -1
  16. precompiled/qualcomm-sa7255p/Whisper-Tiny_HfWhisperEncoder_float.bin +2 -2
  17. precompiled/qualcomm-sa7255p/tool-versions.yaml +1 -1
  18. precompiled/qualcomm-sa8255p-proxy/Whisper-Tiny_HfWhisperDecoder_float.bin +1 -1
  19. precompiled/qualcomm-sa8255p-proxy/Whisper-Tiny_HfWhisperEncoder_float.bin +2 -2
  20. precompiled/qualcomm-sa8255p-proxy/tool-versions.yaml +1 -1
  21. precompiled/qualcomm-sa8295p/Whisper-Tiny_HfWhisperDecoder_float.bin +1 -1
  22. precompiled/qualcomm-sa8295p/Whisper-Tiny_HfWhisperEncoder_float.bin +2 -2
  23. precompiled/qualcomm-sa8295p/tool-versions.yaml +1 -1
  24. precompiled/qualcomm-sa8650p-proxy/Whisper-Tiny_HfWhisperDecoder_float.bin +1 -1
  25. precompiled/qualcomm-sa8650p-proxy/Whisper-Tiny_HfWhisperEncoder_float.bin +2 -2
  26. precompiled/qualcomm-sa8650p-proxy/tool-versions.yaml +1 -1
  27. precompiled/qualcomm-sa8775p/Whisper-Tiny_HfWhisperDecoder_float.bin +1 -1
  28. precompiled/qualcomm-sa8775p/Whisper-Tiny_HfWhisperEncoder_float.bin +2 -2
  29. precompiled/qualcomm-sa8775p/tool-versions.yaml +1 -1
  30. precompiled/qualcomm-snapdragon-8-elite-for-galaxy/Whisper-Tiny_HfWhisperDecoder_float.bin +1 -1
  31. precompiled/qualcomm-snapdragon-8-elite-for-galaxy/Whisper-Tiny_HfWhisperDecoder_float.onnx.zip +1 -1
  32. precompiled/qualcomm-snapdragon-8-elite-for-galaxy/Whisper-Tiny_HfWhisperEncoder_float.bin +2 -2
  33. precompiled/qualcomm-snapdragon-8-elite-for-galaxy/Whisper-Tiny_HfWhisperEncoder_float.onnx.zip +2 -2
  34. precompiled/qualcomm-snapdragon-8-elite-gen5/Whisper-Tiny_HfWhisperDecoder_float.bin +1 -1
  35. precompiled/qualcomm-snapdragon-8-elite-gen5/Whisper-Tiny_HfWhisperDecoder_float.onnx.zip +2 -2
  36. precompiled/qualcomm-snapdragon-8-elite-gen5/Whisper-Tiny_HfWhisperEncoder_float.bin +2 -2
  37. precompiled/qualcomm-snapdragon-8-elite-gen5/Whisper-Tiny_HfWhisperEncoder_float.onnx.zip +2 -2
  38. precompiled/qualcomm-snapdragon-8gen3/Whisper-Tiny_HfWhisperDecoder_float.bin +1 -1
  39. precompiled/qualcomm-snapdragon-8gen3/Whisper-Tiny_HfWhisperDecoder_float.onnx.zip +1 -1
  40. precompiled/qualcomm-snapdragon-8gen3/Whisper-Tiny_HfWhisperEncoder_float.bin +2 -2
  41. precompiled/qualcomm-snapdragon-8gen3/Whisper-Tiny_HfWhisperEncoder_float.onnx.zip +2 -2
  42. precompiled/qualcomm-snapdragon-x-elite/Whisper-Tiny_HfWhisperDecoder_float.bin +1 -1
  43. precompiled/qualcomm-snapdragon-x-elite/Whisper-Tiny_HfWhisperDecoder_float.onnx.zip +1 -1
  44. precompiled/qualcomm-snapdragon-x-elite/Whisper-Tiny_HfWhisperEncoder_float.bin +2 -2
  45. precompiled/qualcomm-snapdragon-x-elite/Whisper-Tiny_HfWhisperEncoder_float.onnx.zip +1 -1
README.md CHANGED
@@ -39,42 +39,42 @@ More details on model performance across various devices, can be found
39
 
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  | 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 | 61.409 ms | 1 - 11 MB | NPU | Use Export Script |
43
- | HfWhisperEncoder | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_CONTEXT_BINARY | 41.416 ms | 1 - 22 MB | NPU | Use Export Script |
44
- | HfWhisperEncoder | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_CONTEXT_BINARY | 20.374 ms | 1 - 3 MB | NPU | Use Export Script |
45
- | HfWhisperEncoder | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | PRECOMPILED_QNN_ONNX | 22.217 ms | 24 - 58 MB | NPU | Use Export Script |
46
- | HfWhisperEncoder | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_CONTEXT_BINARY | 23.897 ms | 1 - 11 MB | NPU | Use Export Script |
47
- | HfWhisperEncoder | float | SA7255P ADP | Qualcomm® SA7255P | QNN_CONTEXT_BINARY | 61.409 ms | 1 - 11 MB | NPU | Use Export Script |
48
- | HfWhisperEncoder | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_CONTEXT_BINARY | 20.413 ms | 1 - 4 MB | NPU | Use Export Script |
49
- | HfWhisperEncoder | float | SA8295P ADP | Qualcomm® SA8295P | QNN_CONTEXT_BINARY | 46.419 ms | 1 - 18 MB | NPU | Use Export Script |
50
- | HfWhisperEncoder | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_CONTEXT_BINARY | 20.387 ms | 1 - 4 MB | NPU | Use Export Script |
51
- | HfWhisperEncoder | float | SA8775P ADP | Qualcomm® SA8775P | QNN_CONTEXT_BINARY | 23.897 ms | 1 - 11 MB | NPU | Use Export Script |
52
- | HfWhisperEncoder | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_CONTEXT_BINARY | 15.153 ms | 1 - 19 MB | NPU | Use Export Script |
53
- | HfWhisperEncoder | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | PRECOMPILED_QNN_ONNX | 16.395 ms | 43 - 61 MB | NPU | Use Export Script |
54
- | HfWhisperEncoder | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_CONTEXT_BINARY | 10.162 ms | 1 - 14 MB | NPU | Use Export Script |
55
- | HfWhisperEncoder | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | PRECOMPILED_QNN_ONNX | 12.185 ms | 42 - 52 MB | NPU | Use Export Script |
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- | HfWhisperEncoder | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_CONTEXT_BINARY | 8.425 ms | 1 - 12 MB | NPU | Use Export Script |
57
- | HfWhisperEncoder | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | PRECOMPILED_QNN_ONNX | 10.549 ms | 39 - 49 MB | NPU | Use Export Script |
58
- | HfWhisperEncoder | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_CONTEXT_BINARY | 20.551 ms | 1 - 1 MB | NPU | Use Export Script |
59
- | HfWhisperEncoder | float | Snapdragon X Elite CRD | Snapdragon® X Elite | PRECOMPILED_QNN_ONNX | 20.69 ms | 67 - 67 MB | NPU | Use Export Script |
60
- | HfWhisperDecoder | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_CONTEXT_BINARY | 5.152 ms | 5 - 14 MB | NPU | Use Export Script |
61
- | HfWhisperDecoder | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_CONTEXT_BINARY | 3.792 ms | 20 - 41 MB | NPU | Use Export Script |
62
- | HfWhisperDecoder | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_CONTEXT_BINARY | 3.046 ms | 20 - 23 MB | NPU | Use Export Script |
63
- | HfWhisperDecoder | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | PRECOMPILED_QNN_ONNX | 3.411 ms | 0 - 76 MB | NPU | Use Export Script |
64
- | HfWhisperDecoder | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_CONTEXT_BINARY | 8.344 ms | 12 - 22 MB | NPU | Use Export Script |
65
- | HfWhisperDecoder | float | SA7255P ADP | Qualcomm® SA7255P | QNN_CONTEXT_BINARY | 5.152 ms | 5 - 14 MB | NPU | Use Export Script |
66
- | HfWhisperDecoder | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_CONTEXT_BINARY | 3.088 ms | 20 - 23 MB | NPU | Use Export Script |
67
- | HfWhisperDecoder | float | SA8295P ADP | Qualcomm® SA8295P | QNN_CONTEXT_BINARY | 4.122 ms | 8 - 24 MB | NPU | Use Export Script |
68
- | HfWhisperDecoder | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_CONTEXT_BINARY | 3.064 ms | 20 - 22 MB | NPU | Use Export Script |
69
- | HfWhisperDecoder | float | SA8775P ADP | Qualcomm® SA8775P | QNN_CONTEXT_BINARY | 8.344 ms | 12 - 22 MB | NPU | Use Export Script |
70
- | HfWhisperDecoder | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_CONTEXT_BINARY | 2.562 ms | 20 - 40 MB | NPU | Use Export Script |
71
- | HfWhisperDecoder | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | PRECOMPILED_QNN_ONNX | 2.679 ms | 27 - 46 MB | NPU | Use Export Script |
72
- | HfWhisperDecoder | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_CONTEXT_BINARY | 2.004 ms | 0 - 14 MB | NPU | Use Export Script |
73
- | HfWhisperDecoder | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | PRECOMPILED_QNN_ONNX | 2.207 ms | 9 - 20 MB | NPU | Use Export Script |
74
- | HfWhisperDecoder | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_CONTEXT_BINARY | 1.877 ms | 3 - 14 MB | NPU | Use Export Script |
75
- | HfWhisperDecoder | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | PRECOMPILED_QNN_ONNX | 2.032 ms | 2 - 12 MB | NPU | Use Export Script |
76
- | HfWhisperDecoder | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_CONTEXT_BINARY | 2.695 ms | 20 - 20 MB | NPU | Use Export Script |
77
- | HfWhisperDecoder | float | Snapdragon X Elite CRD | Snapdragon® X Elite | PRECOMPILED_QNN_ONNX | 2.732 ms | 74 - 74 MB | NPU | Use Export Script |
78
 
79
 
80
 
@@ -89,9 +89,9 @@ pip install "qai-hub-models[whisper-tiny]"
89
  ```
90
 
91
 
92
- ## Configure Qualcomm® AI Hub to run this model on a cloud-hosted device
93
 
94
- Sign-in to [Qualcomm® AI Hub](https://app.aihub.qualcomm.com/) with your
95
  Qualcomm® ID. Once signed in navigate to `Account -> Settings -> API Token`.
96
 
97
  With this API token, you can configure your client to run models on the cloud
@@ -99,7 +99,7 @@ hosted devices.
99
  ```bash
100
  qai-hub configure --api_token API_TOKEN
101
  ```
102
- Navigate to [docs](https://app.aihub.qualcomm.com/docs/) for more information.
103
 
104
 
105
 
@@ -210,7 +210,7 @@ With the output of the model, you can compute like PSNR, relative errors or
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  spot check the output with expected output.
211
 
212
  **Note**: This on-device profiling and inference requires access to Qualcomm®
213
- AI Hub. [Sign up for access](https://myaccount.qualcomm.com/signup).
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215
 
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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 | 60.212 ms | 1 - 11 MB | NPU | Use Export Script |
43
+ | HfWhisperEncoder | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_CONTEXT_BINARY | 40.331 ms | 1 - 21 MB | NPU | Use Export Script |
44
+ | HfWhisperEncoder | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_CONTEXT_BINARY | 19.508 ms | 1 - 4 MB | NPU | Use Export Script |
45
+ | HfWhisperEncoder | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | PRECOMPILED_QNN_ONNX | 21.711 ms | 19 - 52 MB | NPU | Use Export Script |
46
+ | HfWhisperEncoder | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_CONTEXT_BINARY | 22.932 ms | 1 - 11 MB | NPU | Use Export Script |
47
+ | HfWhisperEncoder | float | SA7255P ADP | Qualcomm® SA7255P | QNN_CONTEXT_BINARY | 60.212 ms | 1 - 11 MB | NPU | Use Export Script |
48
+ | HfWhisperEncoder | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_CONTEXT_BINARY | 19.479 ms | 0 - 3 MB | NPU | Use Export Script |
49
+ | HfWhisperEncoder | float | SA8295P ADP | Qualcomm® SA8295P | QNN_CONTEXT_BINARY | 42.089 ms | 1 - 18 MB | NPU | Use Export Script |
50
+ | HfWhisperEncoder | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_CONTEXT_BINARY | 19.577 ms | 1 - 3 MB | NPU | Use Export Script |
51
+ | HfWhisperEncoder | float | SA8775P ADP | Qualcomm® SA8775P | QNN_CONTEXT_BINARY | 22.932 ms | 1 - 11 MB | NPU | Use Export Script |
52
+ | HfWhisperEncoder | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_CONTEXT_BINARY | 15.317 ms | 1 - 19 MB | NPU | Use Export Script |
53
+ | HfWhisperEncoder | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | PRECOMPILED_QNN_ONNX | 16.769 ms | 42 - 61 MB | NPU | Use Export Script |
54
+ | HfWhisperEncoder | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_CONTEXT_BINARY | 9.806 ms | 1 - 14 MB | NPU | Use Export Script |
55
+ | HfWhisperEncoder | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | PRECOMPILED_QNN_ONNX | 12.155 ms | 58 - 69 MB | NPU | Use Export Script |
56
+ | HfWhisperEncoder | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_CONTEXT_BINARY | 8.105 ms | 1 - 12 MB | NPU | Use Export Script |
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+ | HfWhisperEncoder | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | PRECOMPILED_QNN_ONNX | 10.524 ms | 42 - 53 MB | NPU | Use Export Script |
58
+ | HfWhisperEncoder | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_CONTEXT_BINARY | 19.59 ms | 1 - 1 MB | NPU | Use Export Script |
59
+ | HfWhisperEncoder | float | Snapdragon X Elite CRD | Snapdragon® X Elite | PRECOMPILED_QNN_ONNX | 20.733 ms | 67 - 67 MB | NPU | Use Export Script |
60
+ | HfWhisperDecoder | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_CONTEXT_BINARY | 5.166 ms | 0 - 9 MB | NPU | Use Export Script |
61
+ | HfWhisperDecoder | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_CONTEXT_BINARY | 3.933 ms | 20 - 37 MB | NPU | Use Export Script |
62
+ | HfWhisperDecoder | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_CONTEXT_BINARY | 3.154 ms | 20 - 23 MB | NPU | Use Export Script |
63
+ | HfWhisperDecoder | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | PRECOMPILED_QNN_ONNX | 3.442 ms | 0 - 77 MB | NPU | Use Export Script |
64
+ | HfWhisperDecoder | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_CONTEXT_BINARY | 3.822 ms | 8 - 18 MB | NPU | Use Export Script |
65
+ | HfWhisperDecoder | float | SA7255P ADP | Qualcomm® SA7255P | QNN_CONTEXT_BINARY | 5.166 ms | 0 - 9 MB | NPU | Use Export Script |
66
+ | HfWhisperDecoder | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_CONTEXT_BINARY | 2.973 ms | 24 - 27 MB | NPU | Use Export Script |
67
+ | HfWhisperDecoder | float | SA8295P ADP | Qualcomm® SA8295P | QNN_CONTEXT_BINARY | 4.126 ms | 3 - 18 MB | NPU | Use Export Script |
68
+ | HfWhisperDecoder | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_CONTEXT_BINARY | 3.175 ms | 20 - 23 MB | NPU | Use Export Script |
69
+ | HfWhisperDecoder | float | SA8775P ADP | Qualcomm® SA8775P | QNN_CONTEXT_BINARY | 3.822 ms | 8 - 18 MB | NPU | Use Export Script |
70
+ | HfWhisperDecoder | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_CONTEXT_BINARY | 2.451 ms | 20 - 38 MB | NPU | Use Export Script |
71
+ | HfWhisperDecoder | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | PRECOMPILED_QNN_ONNX | 2.655 ms | 27 - 46 MB | NPU | Use Export Script |
72
+ | HfWhisperDecoder | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_CONTEXT_BINARY | 2.012 ms | 2 - 15 MB | NPU | Use Export Script |
73
+ | HfWhisperDecoder | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | PRECOMPILED_QNN_ONNX | 2.251 ms | 9 - 24 MB | NPU | Use Export Script |
74
+ | HfWhisperDecoder | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_CONTEXT_BINARY | 1.883 ms | 3 - 14 MB | NPU | Use Export Script |
75
+ | HfWhisperDecoder | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | PRECOMPILED_QNN_ONNX | 2.073 ms | 1 - 11 MB | NPU | Use Export Script |
76
+ | HfWhisperDecoder | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_CONTEXT_BINARY | 2.709 ms | 20 - 20 MB | NPU | Use Export Script |
77
+ | HfWhisperDecoder | float | Snapdragon X Elite CRD | Snapdragon® X Elite | PRECOMPILED_QNN_ONNX | 2.714 ms | 73 - 73 MB | NPU | Use Export Script |
78
 
79
 
80
 
 
89
  ```
90
 
91
 
92
+ ## Configure Qualcomm® AI Hub Workbench to run this model on a cloud-hosted device
93
 
94
+ Sign-in to [Qualcomm® AI Hub Workbench](https://workbench.aihub.qualcomm.com/) with your
95
  Qualcomm® ID. Once signed in navigate to `Account -> Settings -> API Token`.
96
 
97
  With this API token, you can configure your client to run models on the cloud
 
99
  ```bash
100
  qai-hub configure --api_token API_TOKEN
101
  ```
102
+ Navigate to [docs](https://workbench.aihub.qualcomm.com/docs/) for more information.
103
 
104
 
105
 
 
210
  spot check the output with expected output.
211
 
212
  **Note**: This on-device profiling and inference requires access to Qualcomm®
213
+ AI Hub Workbench. [Sign up for access](https://myaccount.qualcomm.com/signup).
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