Whisper-Small-Quantized: Optimized for Qualcomm Devices
We have applied w8a16 quantization to significantly enhance performance and efficiency. HuggingFace Whisper-Small ASR (Automatic Speech Recognition) model is a state-of-the-art system designed for transcribing spoken language into written text. This model is based on the transformer architecture and has been optimized for edge inference by replacing Multi-Head Attention (MHA) with Single-Head Attention (SHA) and linear layers with convolutional (conv) layers. It exhibits robust performance in realistic, noisy environments, making it highly reliable for real-world applications. Specifically, it excels in long-form transcription, capable of accurately transcribing audio clips up to 30 seconds long. Time to the first token is the encoder's latency, while time to each additional token is decoder's latency, where we assume a max decoded length specified below.
This is based on the implementation of Whisper-Small-Quantized 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 |
|---|---|---|---|---|
| PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® X2 Elite | QAIRT 2.42, ONNX Runtime 1.24.1 | Download |
| PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® X Elite | QAIRT 2.42, ONNX Runtime 1.24.1 | Download |
| PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | QAIRT 2.42, ONNX Runtime 1.24.1 | Download |
| PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | QAIRT 2.42, ONNX Runtime 1.24.1 | Download |
| PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | QAIRT 2.42, ONNX Runtime 1.24.1 | Download |
| PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | QAIRT 2.42, ONNX Runtime 1.24.1 | Download |
| PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | QAIRT 2.42, ONNX Runtime 1.24.1 | Download |
| PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCM6690 | QAIRT 2.42, ONNX Runtime 1.24.1 | Download |
| PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCS9075 | QAIRT 2.42, ONNX Runtime 1.24.1 | Download |
| QNN_CONTEXT_BINARY | w8a16 | Snapdragon® X2 Elite | QAIRT 2.43 | Download |
| QNN_CONTEXT_BINARY | w8a16 | Snapdragon® X Elite | QAIRT 2.43 | Download |
| QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Gen 3 Mobile | QAIRT 2.43 | Download |
| QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS8550 (Proxy) | QAIRT 2.43 | Download |
| QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA8775P | QAIRT 2.43 | Download |
| QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | QAIRT 2.43 | Download |
| QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 7 Gen 4 Mobile | QAIRT 2.43 | Download |
| QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | QAIRT 2.43 | Download |
| QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA7255P | QAIRT 2.43 | Download |
| QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCM6690 | QAIRT 2.43 | Download |
| QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS9075 | QAIRT 2.43 | Download |
For more device-specific assets and performance metrics, visit Whisper-Small-Quantized 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 Whisper-Small-Quantized on GitHub for usage instructions.
Model Details
Model Type: Model_use_case.speech_recognition
Model Stats:
- Model checkpoint: openai/whisper-small
- Input resolution: 80x3000 (30 seconds audio)
- Max decoded sequence length: 200 tokens
Performance Summary
| Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit |
|---|---|---|---|---|---|---|
| WhisperSmallDecoderQuantizable | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® X2 Elite | 3.84 ms | 185 - 185 MB | NPU |
| WhisperSmallDecoderQuantizable | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® X Elite | 8.162 ms | 185 - 185 MB | NPU |
| WhisperSmallDecoderQuantizable | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 6.332 ms | 38 - 45 MB | NPU |
| WhisperSmallDecoderQuantizable | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 8.365 ms | 29 - 30 MB | NPU |
| WhisperSmallDecoderQuantizable | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCS9075 | 9.108 ms | 24 - 57 MB | NPU |
| WhisperSmallDecoderQuantizable | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCM6690 | 30.98 ms | 29 - 38 MB | NPU |
| WhisperSmallDecoderQuantizable | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 4.78 ms | 25 - 37 MB | NPU |
| WhisperSmallDecoderQuantizable | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 10.969 ms | 29 - 35 MB | NPU |
| WhisperSmallDecoderQuantizable | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 4.004 ms | 30 - 40 MB | NPU |
| WhisperSmallDecoderQuantizable | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® X2 Elite | 4.233 ms | 30 - 30 MB | NPU |
| WhisperSmallDecoderQuantizable | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® X Elite | 7.599 ms | 30 - 30 MB | NPU |
| WhisperSmallDecoderQuantizable | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Gen 3 Mobile | 6.43 ms | 30 - 38 MB | NPU |
| WhisperSmallDecoderQuantizable | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS8275 (Proxy) | 13.592 ms | 29 - 37 MB | NPU |
| WhisperSmallDecoderQuantizable | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS8550 (Proxy) | 8.259 ms | 30 - 32 MB | NPU |
| WhisperSmallDecoderQuantizable | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA8775P | 9.279 ms | 30 - 40 MB | NPU |
| WhisperSmallDecoderQuantizable | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS9075 | 8.925 ms | 25 - 60 MB | NPU |
| WhisperSmallDecoderQuantizable | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCM6690 | 30.618 ms | 29 - 36 MB | NPU |
| WhisperSmallDecoderQuantizable | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA7255P | 13.592 ms | 29 - 37 MB | NPU |
| WhisperSmallDecoderQuantizable | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 4.847 ms | 8 - 17 MB | NPU |
| WhisperSmallDecoderQuantizable | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 7 Gen 4 Mobile | 10.88 ms | 30 - 37 MB | NPU |
| WhisperSmallDecoderQuantizable | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 3.987 ms | 30 - 41 MB | NPU |
| WhisperSmallEncoderQuantizable | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® X2 Elite | 154.62 ms | 127 - 127 MB | NPU |
| WhisperSmallEncoderQuantizable | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® X Elite | 263.634 ms | 127 - 127 MB | NPU |
| WhisperSmallEncoderQuantizable | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 244.786 ms | 56 - 62 MB | NPU |
| WhisperSmallEncoderQuantizable | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 342.463 ms | 0 - 130 MB | NPU |
| WhisperSmallEncoderQuantizable | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCS9075 | 254.265 ms | 63 - 67 MB | NPU |
| WhisperSmallEncoderQuantizable | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCM6690 | 4224.409 ms | 2 - 12 MB | NPU |
| WhisperSmallEncoderQuantizable | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 202.351 ms | 63 - 76 MB | NPU |
| WhisperSmallEncoderQuantizable | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 460.872 ms | 54 - 65 MB | NPU |
| WhisperSmallEncoderQuantizable | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 176.227 ms | 63 - 73 MB | NPU |
| WhisperSmallEncoderQuantizable | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® X2 Elite | 155.158 ms | 0 - 0 MB | NPU |
| WhisperSmallEncoderQuantizable | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® X Elite | 296.792 ms | 0 - 0 MB | NPU |
| WhisperSmallEncoderQuantizable | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Gen 3 Mobile | 269.514 ms | 1 - 8 MB | NPU |
| WhisperSmallEncoderQuantizable | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS8275 (Proxy) | 516.472 ms | 1 - 9 MB | NPU |
| WhisperSmallEncoderQuantizable | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS8550 (Proxy) | 366.644 ms | 1 - 2 MB | NPU |
| WhisperSmallEncoderQuantizable | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA8775P | 311.056 ms | 0 - 9 MB | NPU |
| WhisperSmallEncoderQuantizable | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS9075 | 292.146 ms | 0 - 29 MB | NPU |
| WhisperSmallEncoderQuantizable | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCM6690 | 4164.003 ms | 0 - 7 MB | NPU |
| WhisperSmallEncoderQuantizable | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA7255P | 516.472 ms | 1 - 9 MB | NPU |
| WhisperSmallEncoderQuantizable | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 224.338 ms | 1 - 10 MB | NPU |
| WhisperSmallEncoderQuantizable | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 7 Gen 4 Mobile | 474.795 ms | 1 - 7 MB | NPU |
| WhisperSmallEncoderQuantizable | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 174.107 ms | 1 - 10 MB | NPU |
License
- The license for the original implementation of Whisper-Small-Quantized can be found here.
References
Community
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- For questions or feedback please reach out to us.