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Whisper-Small-Quantized

Automatic Speech Recognition
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v0.41.0

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See https://github.com/quic/ai-hub-models/releases/v0.41.0 for changelog.

Files changed (29) hide show
  1. README.md +23 -0
  2. precompiled/qualcomm-qcs8275-proxy/Whisper-Small-Quantized_WhisperSmallDecoderQuantizable_w8a16.bin +3 -0
  3. precompiled/qualcomm-qcs8275-proxy/Whisper-Small-Quantized_WhisperSmallEncoderQuantizable_w8a16.bin +3 -0
  4. precompiled/qualcomm-qcs8275-proxy/tool-versions.yaml +3 -0
  5. precompiled/qualcomm-qcs8550-proxy/Whisper-Small-Quantized_WhisperSmallDecoderQuantizable_w8a16.bin +3 -0
  6. precompiled/qualcomm-qcs8550-proxy/Whisper-Small-Quantized_WhisperSmallEncoderQuantizable_w8a16.bin +3 -0
  7. precompiled/qualcomm-qcs9075-proxy/Whisper-Small-Quantized_WhisperSmallDecoderQuantizable_w8a16.bin +3 -0
  8. precompiled/qualcomm-qcs9075-proxy/Whisper-Small-Quantized_WhisperSmallEncoderQuantizable_w8a16.bin +3 -0
  9. precompiled/qualcomm-qcs9075-proxy/tool-versions.yaml +3 -0
  10. precompiled/qualcomm-sa7255p/Whisper-Small-Quantized_WhisperSmallDecoderQuantizable_w8a16.bin +3 -0
  11. precompiled/qualcomm-sa7255p/Whisper-Small-Quantized_WhisperSmallEncoderQuantizable_w8a16.bin +3 -0
  12. precompiled/qualcomm-sa7255p/tool-versions.yaml +3 -0
  13. precompiled/qualcomm-sa8255p-proxy/Whisper-Small-Quantized_WhisperSmallDecoderQuantizable_w8a16.bin +3 -0
  14. precompiled/qualcomm-sa8255p-proxy/Whisper-Small-Quantized_WhisperSmallEncoderQuantizable_w8a16.bin +3 -0
  15. precompiled/qualcomm-sa8255p-proxy/tool-versions.yaml +3 -0
  16. precompiled/qualcomm-sa8650p-proxy/Whisper-Small-Quantized_WhisperSmallDecoderQuantizable_w8a16.bin +3 -0
  17. precompiled/qualcomm-sa8650p-proxy/Whisper-Small-Quantized_WhisperSmallEncoderQuantizable_w8a16.bin +3 -0
  18. precompiled/qualcomm-sa8650p-proxy/tool-versions.yaml +3 -0
  19. precompiled/qualcomm-sa8775p/Whisper-Small-Quantized_WhisperSmallDecoderQuantizable_w8a16.bin +3 -0
  20. precompiled/qualcomm-sa8775p/Whisper-Small-Quantized_WhisperSmallEncoderQuantizable_w8a16.bin +3 -0
  21. precompiled/qualcomm-sa8775p/tool-versions.yaml +3 -0
  22. precompiled/qualcomm-snapdragon-8-elite-for-galaxy/Whisper-Small-Quantized_WhisperSmallDecoderQuantizable_w8a16.bin +3 -0
  23. precompiled/qualcomm-snapdragon-8-elite-for-galaxy/Whisper-Small-Quantized_WhisperSmallEncoderQuantizable_w8a16.bin +3 -0
  24. precompiled/qualcomm-snapdragon-8-elite-gen5/Whisper-Small-Quantized_WhisperSmallDecoderQuantizable_w8a16.bin +3 -0
  25. precompiled/qualcomm-snapdragon-8-elite-gen5/Whisper-Small-Quantized_WhisperSmallEncoderQuantizable_w8a16.bin +3 -0
  26. precompiled/qualcomm-snapdragon-8gen3/Whisper-Small-Quantized_WhisperSmallDecoderQuantizable_w8a16.bin +3 -0
  27. precompiled/qualcomm-snapdragon-8gen3/Whisper-Small-Quantized_WhisperSmallEncoderQuantizable_w8a16.bin +3 -0
  28. precompiled/qualcomm-snapdragon-x-elite/Whisper-Small-Quantized_WhisperSmallDecoderQuantizable_w8a16.bin +3 -0
  29. precompiled/qualcomm-snapdragon-x-elite/Whisper-Small-Quantized_WhisperSmallEncoderQuantizable_w8a16.bin +3 -0
README.md CHANGED
@@ -35,17 +35,39 @@ 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
  | WhisperSmallEncoderQuantizable | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | PRECOMPILED_QNN_ONNX | 62.444 ms | 0 - 113 MB | NPU | Use Export Script |
 
39
  | WhisperSmallEncoderQuantizable | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | PRECOMPILED_QNN_ONNX | 612.628 ms | 52 - 63 MB | NPU | Use Export Script |
 
 
 
 
 
40
  | WhisperSmallEncoderQuantizable | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | PRECOMPILED_QNN_ONNX | 45.312 ms | 56 - 75 MB | NPU | Use Export Script |
 
41
  | WhisperSmallEncoderQuantizable | w8a16 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | PRECOMPILED_QNN_ONNX | 35.236 ms | 63 - 78 MB | NPU | Use Export Script |
 
42
  | WhisperSmallEncoderQuantizable | w8a16 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | PRECOMPILED_QNN_ONNX | 30.325 ms | 61 - 72 MB | NPU | Use Export Script |
 
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  | WhisperSmallEncoderQuantizable | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | PRECOMPILED_QNN_ONNX | 61.693 ms | 107 - 107 MB | NPU | Use Export Script |
 
 
44
  | WhisperSmallDecoderQuantizable | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | PRECOMPILED_QNN_ONNX | 8.647 ms | 0 - 192 MB | NPU | Use Export Script |
 
45
  | WhisperSmallDecoderQuantizable | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | PRECOMPILED_QNN_ONNX | 33.594 ms | 37 - 49 MB | NPU | Use Export Script |
 
 
 
 
 
46
  | WhisperSmallDecoderQuantizable | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | PRECOMPILED_QNN_ONNX | 6.715 ms | 38 - 56 MB | NPU | Use Export Script |
 
47
  | WhisperSmallDecoderQuantizable | w8a16 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | PRECOMPILED_QNN_ONNX | 5.136 ms | 27 - 42 MB | NPU | Use Export Script |
 
48
  | WhisperSmallDecoderQuantizable | w8a16 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | PRECOMPILED_QNN_ONNX | 4.357 ms | 38 - 48 MB | NPU | Use Export Script |
 
49
  | WhisperSmallDecoderQuantizable | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | PRECOMPILED_QNN_ONNX | 7.792 ms | 185 - 185 MB | NPU | Use Export Script |
50
 
51
 
@@ -56,6 +78,7 @@ More details on model performance across various devices, can be found
56
 
57
  Install the package via pip:
58
  ```bash
 
59
  pip install "qai-hub-models[whisper-small-quantized]"
60
  ```
61
 
 
35
 
36
  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
37
  |---|---|---|---|---|---|---|---|---|
38
+ | WhisperSmallEncoderQuantizable | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_CONTEXT_BINARY | 466.214 ms | 1 - 10 MB | NPU | Use Export Script |
39
+ | WhisperSmallEncoderQuantizable | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_CONTEXT_BINARY | 318.755 ms | 0 - 7 MB | NPU | Use Export Script |
40
  | WhisperSmallEncoderQuantizable | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | PRECOMPILED_QNN_ONNX | 62.444 ms | 0 - 113 MB | NPU | Use Export Script |
41
+ | WhisperSmallEncoderQuantizable | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_CONTEXT_BINARY | 269.19 ms | 0 - 10 MB | NPU | Use Export Script |
42
  | WhisperSmallEncoderQuantizable | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | PRECOMPILED_QNN_ONNX | 612.628 ms | 52 - 63 MB | NPU | Use Export Script |
43
+ | WhisperSmallEncoderQuantizable | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN_CONTEXT_BINARY | 466.214 ms | 1 - 10 MB | NPU | Use Export Script |
44
+ | WhisperSmallEncoderQuantizable | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_CONTEXT_BINARY | 323.676 ms | 1 - 3 MB | NPU | Use Export Script |
45
+ | WhisperSmallEncoderQuantizable | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_CONTEXT_BINARY | 334.22 ms | 0 - 3 MB | NPU | Use Export Script |
46
+ | WhisperSmallEncoderQuantizable | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN_CONTEXT_BINARY | 269.19 ms | 0 - 10 MB | NPU | Use Export Script |
47
+ | WhisperSmallEncoderQuantizable | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_CONTEXT_BINARY | 251.069 ms | 1 - 19 MB | NPU | Use Export Script |
48
  | WhisperSmallEncoderQuantizable | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | PRECOMPILED_QNN_ONNX | 45.312 ms | 56 - 75 MB | NPU | Use Export Script |
49
+ | WhisperSmallEncoderQuantizable | w8a16 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_CONTEXT_BINARY | 205.021 ms | 1 - 17 MB | NPU | Use Export Script |
50
  | WhisperSmallEncoderQuantizable | w8a16 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | PRECOMPILED_QNN_ONNX | 35.236 ms | 63 - 78 MB | NPU | Use Export Script |
51
+ | WhisperSmallEncoderQuantizable | w8a16 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_CONTEXT_BINARY | 178.557 ms | 0 - 12 MB | NPU | Use Export Script |
52
  | WhisperSmallEncoderQuantizable | w8a16 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | PRECOMPILED_QNN_ONNX | 30.325 ms | 61 - 72 MB | NPU | Use Export Script |
53
+ | WhisperSmallEncoderQuantizable | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_CONTEXT_BINARY | 243.613 ms | 0 - 0 MB | NPU | Use Export Script |
54
  | WhisperSmallEncoderQuantizable | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | PRECOMPILED_QNN_ONNX | 61.693 ms | 107 - 107 MB | NPU | Use Export Script |
55
+ | WhisperSmallDecoderQuantizable | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_CONTEXT_BINARY | 13.38 ms | 26 - 35 MB | NPU | Use Export Script |
56
+ | WhisperSmallDecoderQuantizable | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_CONTEXT_BINARY | 8.402 ms | 30 - 33 MB | NPU | Use Export Script |
57
  | WhisperSmallDecoderQuantizable | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | PRECOMPILED_QNN_ONNX | 8.647 ms | 0 - 192 MB | NPU | Use Export Script |
58
+ | WhisperSmallDecoderQuantizable | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_CONTEXT_BINARY | 9.436 ms | 29 - 39 MB | NPU | Use Export Script |
59
  | WhisperSmallDecoderQuantizable | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | PRECOMPILED_QNN_ONNX | 33.594 ms | 37 - 49 MB | NPU | Use Export Script |
60
+ | WhisperSmallDecoderQuantizable | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN_CONTEXT_BINARY | 13.38 ms | 26 - 35 MB | NPU | Use Export Script |
61
+ | WhisperSmallDecoderQuantizable | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_CONTEXT_BINARY | 8.503 ms | 28 - 31 MB | NPU | Use Export Script |
62
+ | WhisperSmallDecoderQuantizable | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_CONTEXT_BINARY | 8.224 ms | 28 - 30 MB | NPU | Use Export Script |
63
+ | WhisperSmallDecoderQuantizable | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN_CONTEXT_BINARY | 9.436 ms | 29 - 39 MB | NPU | Use Export Script |
64
+ | WhisperSmallDecoderQuantizable | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_CONTEXT_BINARY | 6.455 ms | 30 - 48 MB | NPU | Use Export Script |
65
  | WhisperSmallDecoderQuantizable | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | PRECOMPILED_QNN_ONNX | 6.715 ms | 38 - 56 MB | NPU | Use Export Script |
66
+ | WhisperSmallDecoderQuantizable | w8a16 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_CONTEXT_BINARY | 4.756 ms | 18 - 35 MB | NPU | Use Export Script |
67
  | WhisperSmallDecoderQuantizable | w8a16 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | PRECOMPILED_QNN_ONNX | 5.136 ms | 27 - 42 MB | NPU | Use Export Script |
68
+ | WhisperSmallDecoderQuantizable | w8a16 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_CONTEXT_BINARY | 4.02 ms | 28 - 40 MB | NPU | Use Export Script |
69
  | WhisperSmallDecoderQuantizable | w8a16 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | PRECOMPILED_QNN_ONNX | 4.357 ms | 38 - 48 MB | NPU | Use Export Script |
70
+ | WhisperSmallDecoderQuantizable | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_CONTEXT_BINARY | 7.731 ms | 30 - 30 MB | NPU | Use Export Script |
71
  | WhisperSmallDecoderQuantizable | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | PRECOMPILED_QNN_ONNX | 7.792 ms | 185 - 185 MB | NPU | Use Export Script |
72
 
73
 
 
78
 
79
  Install the package via pip:
80
  ```bash
81
+ # NOTE: 3.10 <= PYTHON_VERSION < 3.14 is supported.
82
  pip install "qai-hub-models[whisper-small-quantized]"
83
  ```
84
 
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+ version https://git-lfs.github.com/spec/v1
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+ size 130580480