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Whisper-Tiny-En

Automatic Speech Recognition
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@@ -38,62 +38,61 @@ More details on model performance across various devices, can be found
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  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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- | WhisperDecoder | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 3.931 ms | 4 - 42 MB | FP16 | NPU | [Whisper-Tiny-En.tflite](https://huggingface.co/qualcomm/Whisper-Tiny-En/blob/main/WhisperDecoder.tflite) |
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- | WhisperDecoder | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 2.387 ms | 6 - 76 MB | FP16 | NPU | [Whisper-Tiny-En.so](https://huggingface.co/qualcomm/Whisper-Tiny-En/blob/main/WhisperDecoder.so) |
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- | WhisperDecoder | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 3.056 ms | 0 - 62 MB | FP16 | NPU | [Whisper-Tiny-En.tflite](https://huggingface.co/qualcomm/Whisper-Tiny-En/blob/main/WhisperDecoder.tflite) |
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- | WhisperDecoder | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 1.779 ms | 4 - 48 MB | FP16 | NPU | [Whisper-Tiny-En.so](https://huggingface.co/qualcomm/Whisper-Tiny-En/blob/main/WhisperDecoder.so) |
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- | WhisperDecoder | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 2.61 ms | 2 - 59 MB | FP16 | NPU | [Whisper-Tiny-En.tflite](https://huggingface.co/qualcomm/Whisper-Tiny-En/blob/main/WhisperDecoder.tflite) |
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- | WhisperDecoder | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 1.425 ms | 0 - 42 MB | FP16 | NPU | Use Export Script |
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- | WhisperDecoder | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 3.987 ms | 3 - 39 MB | FP16 | NPU | [Whisper-Tiny-En.tflite](https://huggingface.co/qualcomm/Whisper-Tiny-En/blob/main/WhisperDecoder.tflite) |
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- | WhisperDecoder | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 2.337 ms | 10 - 12 MB | FP16 | NPU | Use Export Script |
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- | WhisperDecoder | SA7255P ADP | SA7255P | TFLITE | 18.219 ms | 3 - 57 MB | FP16 | NPU | [Whisper-Tiny-En.tflite](https://huggingface.co/qualcomm/Whisper-Tiny-En/blob/main/WhisperDecoder.tflite) |
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- | WhisperDecoder | SA7255P ADP | SA7255P | QNN | 15.609 ms | 9 - 18 MB | FP16 | NPU | Use Export Script |
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- | WhisperDecoder | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 4.113 ms | 3 - 41 MB | FP16 | NPU | [Whisper-Tiny-En.tflite](https://huggingface.co/qualcomm/Whisper-Tiny-En/blob/main/WhisperDecoder.tflite) |
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- | WhisperDecoder | SA8255 (Proxy) | SA8255P Proxy | QNN | 2.499 ms | 10 - 13 MB | FP16 | NPU | Use Export Script |
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- | WhisperDecoder | SA8295P ADP | SA8295P | TFLITE | 5.206 ms | 2 - 56 MB | FP16 | NPU | [Whisper-Tiny-En.tflite](https://huggingface.co/qualcomm/Whisper-Tiny-En/blob/main/WhisperDecoder.tflite) |
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- | WhisperDecoder | SA8295P ADP | SA8295P | QNN | 3.37 ms | 3 - 17 MB | FP16 | NPU | Use Export Script |
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- | WhisperDecoder | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 4.048 ms | 3 - 41 MB | FP16 | NPU | [Whisper-Tiny-En.tflite](https://huggingface.co/qualcomm/Whisper-Tiny-En/blob/main/WhisperDecoder.tflite) |
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- | WhisperDecoder | SA8650 (Proxy) | SA8650P Proxy | QNN | 2.393 ms | 10 - 13 MB | FP16 | NPU | Use Export Script |
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- | WhisperDecoder | SA8775P ADP | SA8775P | TFLITE | 5.318 ms | 3 - 57 MB | FP16 | NPU | [Whisper-Tiny-En.tflite](https://huggingface.co/qualcomm/Whisper-Tiny-En/blob/main/WhisperDecoder.tflite) |
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- | WhisperDecoder | SA8775P ADP | SA8775P | QNN | 3.536 ms | 9 - 19 MB | FP16 | NPU | Use Export Script |
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- | WhisperDecoder | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 4.755 ms | 3 - 59 MB | FP16 | NPU | [Whisper-Tiny-En.tflite](https://huggingface.co/qualcomm/Whisper-Tiny-En/blob/main/WhisperDecoder.tflite) |
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- | WhisperDecoder | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 2.814 ms | 10 - 58 MB | FP16 | NPU | Use Export Script |
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- | WhisperDecoder | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 2.372 ms | 10 - 10 MB | FP16 | NPU | Use Export Script |
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- | WhisperEncoder | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 101.153 ms | 20 - 69 MB | FP16 | GPU | [Whisper-Tiny-En.tflite](https://huggingface.co/qualcomm/Whisper-Tiny-En/blob/main/WhisperEncoder.tflite) |
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- | WhisperEncoder | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 135.122 ms | 0 - 51 MB | FP16 | NPU | [Whisper-Tiny-En.so](https://huggingface.co/qualcomm/Whisper-Tiny-En/blob/main/WhisperEncoder.so) |
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- | WhisperEncoder | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 82.296 ms | 18 - 55 MB | FP16 | GPU | [Whisper-Tiny-En.tflite](https://huggingface.co/qualcomm/Whisper-Tiny-En/blob/main/WhisperEncoder.tflite) |
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- | WhisperEncoder | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 108.886 ms | 0 - 191 MB | FP16 | NPU | [Whisper-Tiny-En.so](https://huggingface.co/qualcomm/Whisper-Tiny-En/blob/main/WhisperEncoder.so) |
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- | WhisperEncoder | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 71.468 ms | 20 - 44 MB | FP16 | GPU | [Whisper-Tiny-En.tflite](https://huggingface.co/qualcomm/Whisper-Tiny-En/blob/main/WhisperEncoder.tflite) |
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- | WhisperEncoder | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 89.444 ms | 0 - 195 MB | FP16 | NPU | Use Export Script |
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- | WhisperEncoder | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 102.293 ms | 14 - 61 MB | FP16 | GPU | [Whisper-Tiny-En.tflite](https://huggingface.co/qualcomm/Whisper-Tiny-En/blob/main/WhisperEncoder.tflite) |
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- | WhisperEncoder | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 105.262 ms | 0 - 3 MB | FP16 | NPU | Use Export Script |
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- | WhisperEncoder | SA7255P ADP | SA7255P | TFLITE | 522.027 ms | 20 - 43 MB | FP16 | GPU | [Whisper-Tiny-En.tflite](https://huggingface.co/qualcomm/Whisper-Tiny-En/blob/main/WhisperEncoder.tflite) |
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- | WhisperEncoder | SA7255P ADP | SA7255P | QNN | 464.37 ms | 1 - 9 MB | FP16 | NPU | Use Export Script |
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- | WhisperEncoder | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 103.025 ms | 20 - 69 MB | FP16 | GPU | [Whisper-Tiny-En.tflite](https://huggingface.co/qualcomm/Whisper-Tiny-En/blob/main/WhisperEncoder.tflite) |
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- | WhisperEncoder | SA8255 (Proxy) | SA8255P Proxy | QNN | 105.663 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | WhisperEncoder | SA8295P ADP | SA8295P | TFLITE | 107.129 ms | 21 - 50 MB | FP16 | GPU | [Whisper-Tiny-En.tflite](https://huggingface.co/qualcomm/Whisper-Tiny-En/blob/main/WhisperEncoder.tflite) |
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- | WhisperEncoder | SA8295P ADP | SA8295P | QNN | 127.987 ms | 1 - 15 MB | FP16 | NPU | Use Export Script |
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- | WhisperEncoder | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 100.793 ms | 20 - 69 MB | FP16 | GPU | [Whisper-Tiny-En.tflite](https://huggingface.co/qualcomm/Whisper-Tiny-En/blob/main/WhisperEncoder.tflite) |
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- | WhisperEncoder | SA8650 (Proxy) | SA8650P Proxy | QNN | 106.469 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | WhisperEncoder | SA8775P ADP | SA8775P | TFLITE | 179.876 ms | 20 - 42 MB | FP16 | GPU | [Whisper-Tiny-En.tflite](https://huggingface.co/qualcomm/Whisper-Tiny-En/blob/main/WhisperEncoder.tflite) |
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- | WhisperEncoder | SA8775P ADP | SA8775P | QNN | 119.73 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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- | WhisperEncoder | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 143.868 ms | 20 - 64 MB | FP16 | GPU | [Whisper-Tiny-En.tflite](https://huggingface.co/qualcomm/Whisper-Tiny-En/blob/main/WhisperEncoder.tflite) |
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- | WhisperEncoder | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 167.53 ms | 0 - 194 MB | FP16 | NPU | Use Export Script |
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- | WhisperEncoder | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 97.829 ms | 0 - 0 MB | FP16 | NPU | Use Export Script |
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  ## Installation
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- This model can be installed as a Python package via pip.
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  ```bash
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- pip install "qai-hub-models[whisper_tiny_en]"
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  ```
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-
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  ## Configure Qualcomm® AI Hub to run this model on a cloud-hosted device
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  Sign-in to [Qualcomm® AI Hub](https://app.aihub.qualcomm.com/) with your
@@ -144,8 +143,8 @@ Profiling Results
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  WhisperDecoder
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 3.9
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- Estimated peak memory usage (MB): [4, 42]
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  Total # Ops : 557
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  Compute Unit(s) : NPU (557 ops)
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@@ -153,7 +152,7 @@ Compute Unit(s) : NPU (557 ops)
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  WhisperEncoder
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 101.2
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  Estimated peak memory usage (MB): [20, 69]
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  Total # Ops : 271
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  Compute Unit(s) : GPU (260 ops) CPU (11 ops)
@@ -287,7 +286,8 @@ Explore all available models on [Qualcomm® AI Hub](https://aihub.qualcomm.com/)
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  ## License
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- * The license for the original implementation of Whisper-Tiny-En can be found [here](https://github.com/openai/whisper/blob/main/LICENSE).
 
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  * The license for the compiled assets for on-device deployment can be found [here](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/Qualcomm+AI+Hub+Proprietary+License.pdf)
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  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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+ | WhisperDecoder | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 4.081 ms | 3 - 48 MB | FP16 | NPU | [Whisper-Tiny-En.tflite](https://huggingface.co/qualcomm/Whisper-Tiny-En/blob/main/WhisperDecoder.tflite) |
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+ | WhisperDecoder | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 2.355 ms | 0 - 81 MB | FP16 | NPU | [Whisper-Tiny-En.so](https://huggingface.co/qualcomm/Whisper-Tiny-En/blob/main/WhisperDecoder.so) |
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+ | WhisperDecoder | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 3.143 ms | 2 - 65 MB | FP16 | NPU | [Whisper-Tiny-En.tflite](https://huggingface.co/qualcomm/Whisper-Tiny-En/blob/main/WhisperDecoder.tflite) |
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+ | WhisperDecoder | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 1.719 ms | 0 - 43 MB | FP16 | NPU | [Whisper-Tiny-En.so](https://huggingface.co/qualcomm/Whisper-Tiny-En/blob/main/WhisperDecoder.so) |
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+ | WhisperDecoder | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 2.844 ms | 0 - 59 MB | FP16 | NPU | [Whisper-Tiny-En.tflite](https://huggingface.co/qualcomm/Whisper-Tiny-En/blob/main/WhisperDecoder.tflite) |
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+ | WhisperDecoder | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 1.569 ms | 4 - 49 MB | FP16 | NPU | Use Export Script |
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+ | WhisperDecoder | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 4.056 ms | 3 - 41 MB | FP16 | NPU | [Whisper-Tiny-En.tflite](https://huggingface.co/qualcomm/Whisper-Tiny-En/blob/main/WhisperDecoder.tflite) |
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+ | WhisperDecoder | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 2.388 ms | 10 - 13 MB | FP16 | NPU | Use Export Script |
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+ | WhisperDecoder | SA7255P ADP | SA7255P | TFLITE | 18.264 ms | 3 - 57 MB | FP16 | NPU | [Whisper-Tiny-En.tflite](https://huggingface.co/qualcomm/Whisper-Tiny-En/blob/main/WhisperDecoder.tflite) |
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+ | WhisperDecoder | SA7255P ADP | SA7255P | QNN | 15.495 ms | 9 - 18 MB | FP16 | NPU | Use Export Script |
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+ | WhisperDecoder | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 3.901 ms | 4 - 42 MB | FP16 | NPU | [Whisper-Tiny-En.tflite](https://huggingface.co/qualcomm/Whisper-Tiny-En/blob/main/WhisperDecoder.tflite) |
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+ | WhisperDecoder | SA8255 (Proxy) | SA8255P Proxy | QNN | 2.323 ms | 10 - 13 MB | FP16 | NPU | Use Export Script |
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+ | WhisperDecoder | SA8295P ADP | SA8295P | TFLITE | 5.204 ms | 2 - 56 MB | FP16 | NPU | [Whisper-Tiny-En.tflite](https://huggingface.co/qualcomm/Whisper-Tiny-En/blob/main/WhisperDecoder.tflite) |
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+ | WhisperDecoder | SA8295P ADP | SA8295P | QNN | 3.59 ms | 1 - 16 MB | FP16 | NPU | Use Export Script |
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+ | WhisperDecoder | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 3.987 ms | 3 - 40 MB | FP16 | NPU | [Whisper-Tiny-En.tflite](https://huggingface.co/qualcomm/Whisper-Tiny-En/blob/main/WhisperDecoder.tflite) |
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+ | WhisperDecoder | SA8650 (Proxy) | SA8650P Proxy | QNN | 2.357 ms | 10 - 13 MB | FP16 | NPU | Use Export Script |
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+ | WhisperDecoder | SA8775P ADP | SA8775P | TFLITE | 5.314 ms | 3 - 57 MB | FP16 | NPU | [Whisper-Tiny-En.tflite](https://huggingface.co/qualcomm/Whisper-Tiny-En/blob/main/WhisperDecoder.tflite) |
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+ | WhisperDecoder | SA8775P ADP | SA8775P | QNN | 3.464 ms | 9 - 19 MB | FP16 | NPU | Use Export Script |
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+ | WhisperDecoder | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 4.6 ms | 3 - 57 MB | FP16 | NPU | [Whisper-Tiny-En.tflite](https://huggingface.co/qualcomm/Whisper-Tiny-En/blob/main/WhisperDecoder.tflite) |
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+ | WhisperDecoder | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 2.801 ms | 4 - 51 MB | FP16 | NPU | Use Export Script |
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+ | WhisperDecoder | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 2.278 ms | 10 - 10 MB | FP16 | NPU | Use Export Script |
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+ | WhisperEncoder | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 107.957 ms | 20 - 69 MB | FP16 | GPU | [Whisper-Tiny-En.tflite](https://huggingface.co/qualcomm/Whisper-Tiny-En/blob/main/WhisperEncoder.tflite) |
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+ | WhisperEncoder | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 136.124 ms | 0 - 55 MB | FP16 | NPU | [Whisper-Tiny-En.so](https://huggingface.co/qualcomm/Whisper-Tiny-En/blob/main/WhisperEncoder.so) |
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+ | WhisperEncoder | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 82.061 ms | 20 - 61 MB | FP16 | GPU | [Whisper-Tiny-En.tflite](https://huggingface.co/qualcomm/Whisper-Tiny-En/blob/main/WhisperEncoder.tflite) |
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+ | WhisperEncoder | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 108.183 ms | 0 - 190 MB | FP16 | NPU | [Whisper-Tiny-En.so](https://huggingface.co/qualcomm/Whisper-Tiny-En/blob/main/WhisperEncoder.so) |
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+ | WhisperEncoder | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 78.471 ms | 18 - 44 MB | FP16 | GPU | [Whisper-Tiny-En.tflite](https://huggingface.co/qualcomm/Whisper-Tiny-En/blob/main/WhisperEncoder.tflite) |
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+ | WhisperEncoder | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 100.952 ms | 0 - 195 MB | FP16 | NPU | Use Export Script |
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+ | WhisperEncoder | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 103.367 ms | 20 - 69 MB | FP16 | GPU | [Whisper-Tiny-En.tflite](https://huggingface.co/qualcomm/Whisper-Tiny-En/blob/main/WhisperEncoder.tflite) |
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+ | WhisperEncoder | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 105.81 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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+ | WhisperEncoder | SA7255P ADP | SA7255P | TFLITE | 533.865 ms | 20 - 42 MB | FP16 | GPU | [Whisper-Tiny-En.tflite](https://huggingface.co/qualcomm/Whisper-Tiny-En/blob/main/WhisperEncoder.tflite) |
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+ | WhisperEncoder | SA7255P ADP | SA7255P | QNN | 465.758 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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+ | WhisperEncoder | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 117.397 ms | 20 - 68 MB | FP16 | GPU | [Whisper-Tiny-En.tflite](https://huggingface.co/qualcomm/Whisper-Tiny-En/blob/main/WhisperEncoder.tflite) |
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+ | WhisperEncoder | SA8255 (Proxy) | SA8255P Proxy | QNN | 106.906 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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+ | WhisperEncoder | SA8295P ADP | SA8295P | TFLITE | 106.724 ms | 21 - 50 MB | FP16 | GPU | [Whisper-Tiny-En.tflite](https://huggingface.co/qualcomm/Whisper-Tiny-En/blob/main/WhisperEncoder.tflite) |
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+ | WhisperEncoder | SA8295P ADP | SA8295P | QNN | 127.702 ms | 1 - 15 MB | FP16 | NPU | Use Export Script |
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+ | WhisperEncoder | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 100.555 ms | 20 - 68 MB | FP16 | GPU | [Whisper-Tiny-En.tflite](https://huggingface.co/qualcomm/Whisper-Tiny-En/blob/main/WhisperEncoder.tflite) |
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+ | WhisperEncoder | SA8650 (Proxy) | SA8650P Proxy | QNN | 106.923 ms | 0 - 3 MB | FP16 | NPU | Use Export Script |
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+ | WhisperEncoder | SA8775P ADP | SA8775P | TFLITE | 178.166 ms | 20 - 43 MB | FP16 | GPU | [Whisper-Tiny-En.tflite](https://huggingface.co/qualcomm/Whisper-Tiny-En/blob/main/WhisperEncoder.tflite) |
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+ | WhisperEncoder | SA8775P ADP | SA8775P | QNN | 119.208 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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+ | WhisperEncoder | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 132.304 ms | 20 - 63 MB | FP16 | GPU | [Whisper-Tiny-En.tflite](https://huggingface.co/qualcomm/Whisper-Tiny-En/blob/main/WhisperEncoder.tflite) |
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+ | WhisperEncoder | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 175.796 ms | 0 - 195 MB | FP16 | NPU | Use Export Script |
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+ | WhisperEncoder | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 97.393 ms | 0 - 0 MB | FP16 | NPU | Use Export Script |
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  ## Installation
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89
 
90
+ Install the package via pip:
91
  ```bash
92
+ pip install "qai-hub-models[whisper-tiny-en]"
93
  ```
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95
 
 
96
  ## Configure Qualcomm® AI Hub to run this model on a cloud-hosted device
97
 
98
  Sign-in to [Qualcomm® AI Hub](https://app.aihub.qualcomm.com/) with your
 
143
  WhisperDecoder
144
  Device : Samsung Galaxy S23 (13)
145
  Runtime : TFLITE
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+ Estimated inference time (ms) : 4.1
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+ Estimated peak memory usage (MB): [3, 48]
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  Total # Ops : 557
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  Compute Unit(s) : NPU (557 ops)
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  WhisperEncoder
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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+ Estimated inference time (ms) : 108.0
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  Estimated peak memory usage (MB): [20, 69]
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  Total # Ops : 271
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  Compute Unit(s) : GPU (260 ops) CPU (11 ops)
 
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  ## License
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+ * The license for the original implementation of Whisper-Tiny-En can be found
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+ [here](https://github.com/openai/whisper/blob/main/LICENSE).
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  * The license for the compiled assets for on-device deployment can be found [here](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/Qualcomm+AI+Hub+Proprietary+License.pdf)
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