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qualcomm/
Distil-Whisper

pytorch

android

automatic-speech-recognition

2311.00430

mit

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Distil-Whisper: Optimized for Qualcomm Devices

Distil-Whisper Small English is a distilled version of Whisper Small, optimized for fast and efficient automatic speech recognition.

This is based on the implementation of Distil-Whisper found here. This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the Qualcomm® AI Hub Models library to export with custom configurations. More details on model performance across various devices, can be found here.

Qualcomm AI Hub Models uses Qualcomm AI Hub Workbench to compile, profile, and evaluate this model. Sign up to run these models on a hosted Qualcomm® device.

Getting Started

There are two ways to deploy this model on your device:

Option 1: Download Pre-Exported Models

Below are pre-exported model assets ready for deployment.

Runtime	Precision	Chipset	SDK Versions	Download
ONNX	float	Universal	QAIRT 2.45, ONNX Runtime 1.27.1	Download
QNN_DLC	float	Universal	QAIRT 2.45	Download
TFLITE	float	Universal		Download

For more device-specific assets and performance metrics, visit Distil-Whisper on Qualcomm® AI Hub.

Option 2: Export with Custom Configurations

Use the Qualcomm® AI Hub Models Python library to compile and export the model with your own:

Custom weights (e.g., fine-tuned checkpoints)
Custom input shapes
Target device and runtime configurations

This option is ideal if you need to customize the model beyond the default configuration provided here.

See our repository for Distil-Whisper on GitHub for usage instructions.

Model Details

Model Type: Model_use_case.speech_recognition

Model Stats:

Input resolution: 80x3000 (30 seconds audio)
Max decoded sequence length: 200 tokens
Model checkpoint: distil-whisper/distil-small.en
Model size (decoder) (float): 450MB
Model size (encoder) (float): 332 MB
Number of parameters (decoder): 211M
Number of parameters (encoder): 166M

Performance Summary

Model	Runtime	Precision	Chipset	Inference Time (ms)	Peak Memory Range (MB)	Primary Compute Unit
decoder	ONNX	float	Snapdragon® X2 Elite	5.245 ms	40 - 40 MB	NPU
decoder	ONNX	float	Snapdragon® X Elite	11.182 ms	179 - 179 MB	NPU
decoder	ONNX	float	Snapdragon® 8 Gen 3 Mobile	8.846 ms	0 - 489 MB	NPU
decoder	ONNX	float	Snapdragon® 8 Gen 1 Mobile	18.335 ms	50 - 398 MB	NPU
decoder	ONNX	float	Qualcomm® Dragonwing™ IQ-8275	13.271 ms	40 - 83 MB	NPU
decoder	ONNX	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	11.87 ms	40 - 43 MB	NPU
decoder	ONNX	float	Qualcomm® QCS8450	18.335 ms	50 - 398 MB	NPU
decoder	ONNX	float	Qualcomm® Dragonwing™ IQ-9075	15.634 ms	40 - 82 MB	NPU
decoder	ONNX	float	Qualcomm® Dragonwing™ IQ-X7181	11.182 ms	179 - 179 MB	NPU
decoder	ONNX	float	Qualcomm® Dragonwing™ Q-8750	7.24 ms	0 - 554 MB	NPU
decoder	ONNX	float	Snapdragon® 8 Elite Mobile	7.24 ms	0 - 554 MB	NPU
decoder	ONNX	float	Snapdragon® 8 Elite Gen 5 Mobile	5.748 ms	6 - 550 MB	NPU
decoder	QNN_DLC	float	Snapdragon® X2 Elite	5.94 ms	40 - 40 MB	NPU
decoder	QNN_DLC	float	Snapdragon® X Elite	10.986 ms	40 - 40 MB	NPU
decoder	QNN_DLC	float	Snapdragon® 8 Gen 3 Mobile	8.61 ms	0 - 602 MB	NPU
decoder	QNN_DLC	float	Snapdragon® 8 Gen 1 Mobile	18.219 ms	36 - 339 MB	NPU
decoder	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-8275	12.82 ms	40 - 87 MB	NPU
decoder	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-8275	19.115 ms	40 - 537 MB	NPU
decoder	QNN_DLC	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	11.469 ms	40 - 44 MB	NPU
decoder	QNN_DLC	float	Qualcomm® SA8775P	12.96 ms	30 - 522 MB	NPU
decoder	QNN_DLC	float	Qualcomm® SA8650P	12.96 ms	30 - 522 MB	NPU
decoder	QNN_DLC	float	Qualcomm® SA8255P	12.96 ms	30 - 522 MB	NPU
decoder	QNN_DLC	float	Qualcomm® QCS8450	18.219 ms	36 - 339 MB	NPU
decoder	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-9075	12.684 ms	40 - 86 MB	NPU
decoder	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-X7181	10.986 ms	40 - 40 MB	NPU
decoder	QNN_DLC	float	Qualcomm® Dragonwing™ Q-8750	7.307 ms	4 - 548 MB	NPU
decoder	QNN_DLC	float	Qualcomm® SA7255P	19.115 ms	40 - 537 MB	NPU
decoder	QNN_DLC	float	Qualcomm® SA8295P	14.02 ms	20 - 262 MB	NPU
decoder	QNN_DLC	float	Snapdragon® 8 Elite Mobile	7.307 ms	4 - 548 MB	NPU
decoder	QNN_DLC	float	Snapdragon® 8 Elite Gen 5 Mobile	5.925 ms	1 - 503 MB	NPU
decoder	TFLITE	float	Snapdragon® 8 Gen 3 Mobile	8.591 ms	3 - 746 MB	NPU
decoder	TFLITE	float	Snapdragon® 8 Gen 1 Mobile	18.323 ms	5 - 467 MB	NPU
decoder	TFLITE	float	Qualcomm® Dragonwing™ IQ-8275	12.899 ms	0 - 266 MB	NPU
decoder	TFLITE	float	Qualcomm® Dragonwing™ IQ-8275	19.236 ms	4 - 537 MB	NPU
decoder	TFLITE	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	11.605 ms	5 - 8 MB	NPU
decoder	TFLITE	float	Qualcomm® SA8775P	12.992 ms	5 - 538 MB	NPU
decoder	TFLITE	float	Qualcomm® SA8650P	12.992 ms	5 - 538 MB	NPU
decoder	TFLITE	float	Qualcomm® SA8255P	12.992 ms	5 - 538 MB	NPU
decoder	TFLITE	float	Qualcomm® QCS8450	18.323 ms	5 - 467 MB	NPU
decoder	TFLITE	float	Qualcomm® Dragonwing™ IQ-9075	12.811 ms	0 - 265 MB	NPU
decoder	TFLITE	float	Qualcomm® Dragonwing™ Q-8750	7.24 ms	5 - 575 MB	NPU
decoder	TFLITE	float	Qualcomm® SA7255P	19.236 ms	4 - 537 MB	NPU
decoder	TFLITE	float	Qualcomm® SA8295P	13.902 ms	5 - 296 MB	NPU
decoder	TFLITE	float	Snapdragon® 8 Elite Mobile	7.24 ms	5 - 575 MB	NPU
decoder	TFLITE	float	Snapdragon® 8 Elite Gen 5 Mobile	5.842 ms	4 - 574 MB	NPU
encoder	ONNX	float	Snapdragon® X2 Elite	60.4 ms	133 - 133 MB	NPU
encoder	ONNX	float	Snapdragon® X Elite	133.596 ms	237 - 237 MB	NPU
encoder	ONNX	float	Snapdragon® 8 Gen 3 Mobile	97.178 ms	0 - 1079 MB	NPU
encoder	ONNX	float	Snapdragon® 8 Gen 1 Mobile	270.258 ms	76 - 1019 MB	NPU
encoder	ONNX	float	Qualcomm® Dragonwing™ IQ-8275	162.463 ms	74 - 79 MB	NPU
encoder	ONNX	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	129.246 ms	0 - 258 MB	NPU
encoder	ONNX	float	Qualcomm® QCS8450	270.258 ms	76 - 1019 MB	NPU
encoder	ONNX	float	Qualcomm® Dragonwing™ IQ-9075	152.735 ms	76 - 79 MB	NPU
encoder	ONNX	float	Qualcomm® Dragonwing™ IQ-X7181	133.596 ms	237 - 237 MB	NPU
encoder	ONNX	float	Qualcomm® Dragonwing™ Q-8750	71.573 ms	79 - 789 MB	NPU
encoder	ONNX	float	Snapdragon® 8 Elite Mobile	71.573 ms	79 - 789 MB	NPU
encoder	ONNX	float	Snapdragon® 8 Elite Gen 5 Mobile	58.128 ms	68 - 803 MB	NPU
encoder	QNN_DLC	float	Snapdragon® X2 Elite	60.245 ms	1 - 1 MB	NPU
encoder	QNN_DLC	float	Snapdragon® X Elite	139.945 ms	1 - 1 MB	NPU
encoder	QNN_DLC	float	Snapdragon® 8 Gen 3 Mobile	97.319 ms	1 - 966 MB	NPU
encoder	QNN_DLC	float	Snapdragon® 8 Gen 1 Mobile	270.339 ms	0 - 822 MB	NPU
encoder	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-8275	161.731 ms	1 - 39 MB	NPU
encoder	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-8275	438.051 ms	1 - 697 MB	NPU
encoder	QNN_DLC	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	135.911 ms	0 - 6 MB	NPU
encoder	QNN_DLC	float	Qualcomm® SA8775P	153.263 ms	1 - 686 MB	NPU
encoder	QNN_DLC	float	Qualcomm® SA8650P	153.263 ms	1 - 686 MB	NPU
encoder	QNN_DLC	float	Qualcomm® SA8255P	153.263 ms	1 - 686 MB	NPU
encoder	QNN_DLC	float	Qualcomm® QCS8450	270.339 ms	0 - 822 MB	NPU
encoder	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-9075	153.492 ms	3 - 41 MB	NPU
encoder	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-X7181	139.945 ms	1 - 1 MB	NPU
encoder	QNN_DLC	float	Qualcomm® Dragonwing™ Q-8750	71.457 ms	1 - 691 MB	NPU
encoder	QNN_DLC	float	Qualcomm® SA7255P	438.051 ms	1 - 697 MB	NPU
encoder	QNN_DLC	float	Qualcomm® SA8295P	192.968 ms	1 - 610 MB	NPU
encoder	QNN_DLC	float	Snapdragon® 8 Elite Mobile	71.457 ms	1 - 691 MB	NPU
encoder	QNN_DLC	float	Snapdragon® 8 Elite Gen 5 Mobile	57.819 ms	0 - 718 MB	NPU
encoder	TFLITE	float	Snapdragon® 8 Gen 3 Mobile	481.599 ms	42 - 187 MB	GPU
encoder	TFLITE	float	Snapdragon® 8 Gen 1 Mobile	839.03 ms	41 - 194 MB	GPU
encoder	TFLITE	float	Qualcomm® Dragonwing™ IQ-8275	2998.255 ms	0 - 39 MB	GPU
encoder	TFLITE	float	Qualcomm® Dragonwing™ IQ-8275	3123.092 ms	18 - 62 MB	GPU
encoder	TFLITE	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	649.127 ms	0 - 311 MB	GPU
encoder	TFLITE	float	Qualcomm® SA8775P	1324.913 ms	17 - 61 MB	GPU
encoder	TFLITE	float	Qualcomm® SA8650P	1324.913 ms	17 - 61 MB	GPU
encoder	TFLITE	float	Qualcomm® SA8255P	1324.913 ms	17 - 61 MB	GPU
encoder	TFLITE	float	Qualcomm® QCS8450	839.03 ms	41 - 194 MB	GPU
encoder	TFLITE	float	Qualcomm® Dragonwing™ IQ-9075	1281.735 ms	0 - 39 MB	GPU
encoder	TFLITE	float	Qualcomm® Dragonwing™ Q-8750	405.666 ms	42 - 81 MB	GPU
encoder	TFLITE	float	Qualcomm® SA7255P	3123.092 ms	18 - 62 MB	GPU
encoder	TFLITE	float	Qualcomm® SA8295P	667.287 ms	38 - 83 MB	GPU
encoder	TFLITE	float	Snapdragon® 8 Elite Mobile	405.666 ms	42 - 81 MB	GPU
encoder	TFLITE	float	Snapdragon® 8 Elite Gen 5 Mobile	367.921 ms	40 - 79 MB	GPU

License

The license for the original implementation of Distil-Whisper can be found here.

References

Community

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qualcomm/Distil-Whisper