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README.md
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@@ -38,52 +38,56 @@ 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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| WhisperEncoder | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE |
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| WhisperEncoder | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN |
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| WhisperEncoder | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX |
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| WhisperEncoder | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE |
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| WhisperEncoder | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN |
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| WhisperEncoder | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX |
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| WhisperEncoder | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE |
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| WhisperEncoder | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN |
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| WhisperEncoder | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX |
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| WhisperEncoder | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE |
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| WhisperEncoder | QCS8550 (Proxy) | QCS8550 Proxy | QNN |
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| WhisperEncoder |
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| WhisperEncoder |
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| WhisperEncoder |
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| WhisperEncoder |
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| WhisperEncoder |
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| WhisperEncoder |
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| WhisperEncoder |
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| WhisperEncoder |
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| WhisperEncoder |
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| WhisperEncoder |
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| WhisperEncoder |
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| WhisperEncoder |
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| WhisperDecoder | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 |
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| WhisperDecoder | Samsung Galaxy
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| WhisperDecoder | Samsung Galaxy
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| WhisperDecoder | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 |
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| WhisperDecoder |
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| WhisperDecoder |
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| WhisperDecoder | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite |
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| WhisperDecoder |
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| WhisperDecoder |
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| WhisperDecoder |
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| WhisperDecoder |
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| WhisperDecoder |
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| WhisperDecoder |
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| WhisperDecoder |
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| WhisperDecoder |
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| WhisperDecoder | SA8295P ADP | SA8295P | TFLITE |
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| WhisperDecoder | SA8295P ADP | SA8295P | QNN | 5.
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| WhisperDecoder |
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| WhisperDecoder |
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| WhisperDecoder |
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| WhisperDecoder |
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@@ -148,8 +152,8 @@ Profiling Results
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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) :
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Estimated peak memory usage (MB): [
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Total # Ops : 419
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Compute Unit(s) : GPU (408 ops) CPU (11 ops)
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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) :
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Estimated peak memory usage (MB): [
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Total # Ops : 983
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Compute Unit(s) : NPU (983 ops)
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```
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import torch
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import qai_hub as hub
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from qai_hub_models.models.whisper_base_en import
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# Load the model
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# Device
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device = hub.Device("Samsung Galaxy S23")
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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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| WhisperEncoder | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 199.951 ms | 0 - 81 MB | FP16 | GPU | [Whisper-Base-En.tflite](https://huggingface.co/qualcomm/Whisper-Base-En/blob/main/WhisperEncoder.tflite) |
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| WhisperEncoder | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 269.428 ms | 0 - 81 MB | FP16 | NPU | [Whisper-Base-En.so](https://huggingface.co/qualcomm/Whisper-Base-En/blob/main/WhisperEncoder.so) |
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| WhisperEncoder | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 272.557 ms | 61 - 119 MB | FP16 | NPU | [Whisper-Base-En.onnx](https://huggingface.co/qualcomm/Whisper-Base-En/blob/main/WhisperEncoder.onnx) |
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| WhisperEncoder | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 153.295 ms | 37 - 75 MB | FP16 | GPU | [Whisper-Base-En.tflite](https://huggingface.co/qualcomm/Whisper-Base-En/blob/main/WhisperEncoder.tflite) |
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| WhisperEncoder | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 184.254 ms | 0 - 290 MB | FP16 | NPU | [Whisper-Base-En.so](https://huggingface.co/qualcomm/Whisper-Base-En/blob/main/WhisperEncoder.so) |
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| WhisperEncoder | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 206.768 ms | 40 - 929 MB | FP16 | NPU | [Whisper-Base-En.onnx](https://huggingface.co/qualcomm/Whisper-Base-En/blob/main/WhisperEncoder.onnx) |
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| WhisperEncoder | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 145.127 ms | 37 - 57 MB | FP16 | GPU | [Whisper-Base-En.tflite](https://huggingface.co/qualcomm/Whisper-Base-En/blob/main/WhisperEncoder.tflite) |
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| WhisperEncoder | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 173.991 ms | 0 - 304 MB | FP16 | NPU | Use Export Script |
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| WhisperEncoder | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 181.021 ms | 95 - 638 MB | FP16 | NPU | [Whisper-Base-En.onnx](https://huggingface.co/qualcomm/Whisper-Base-En/blob/main/WhisperEncoder.onnx) |
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| WhisperEncoder | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 197.727 ms | 0 - 77 MB | FP16 | GPU | [Whisper-Base-En.tflite](https://huggingface.co/qualcomm/Whisper-Base-En/blob/main/WhisperEncoder.tflite) |
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| WhisperEncoder | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 205.013 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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| WhisperEncoder | SA7255P ADP | SA7255P | TFLITE | 1157.378 ms | 37 - 63 MB | FP16 | GPU | [Whisper-Base-En.tflite](https://huggingface.co/qualcomm/Whisper-Base-En/blob/main/WhisperEncoder.tflite) |
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| WhisperEncoder | SA7255P ADP | SA7255P | QNN | 935.22 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
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| WhisperEncoder | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 196.948 ms | 0 - 109 MB | FP16 | GPU | [Whisper-Base-En.tflite](https://huggingface.co/qualcomm/Whisper-Base-En/blob/main/WhisperEncoder.tflite) |
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| WhisperEncoder | SA8255 (Proxy) | SA8255P Proxy | QNN | 220.231 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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| WhisperEncoder | SA8295P ADP | SA8295P | TFLITE | 205.03 ms | 38 - 63 MB | FP16 | GPU | [Whisper-Base-En.tflite](https://huggingface.co/qualcomm/Whisper-Base-En/blob/main/WhisperEncoder.tflite) |
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| WhisperEncoder | SA8295P ADP | SA8295P | QNN | 219.872 ms | 1 - 6 MB | FP16 | NPU | Use Export Script |
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| WhisperEncoder | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 198.057 ms | 0 - 79 MB | FP16 | GPU | [Whisper-Base-En.tflite](https://huggingface.co/qualcomm/Whisper-Base-En/blob/main/WhisperEncoder.tflite) |
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| WhisperEncoder | SA8650 (Proxy) | SA8650P Proxy | QNN | 202.554 ms | 0 - 20 MB | FP16 | NPU | Use Export Script |
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| WhisperEncoder | SA8775P ADP | SA8775P | TFLITE | 366.822 ms | 38 - 63 MB | FP16 | GPU | [Whisper-Base-En.tflite](https://huggingface.co/qualcomm/Whisper-Base-En/blob/main/WhisperEncoder.tflite) |
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| WhisperEncoder | SA8775P ADP | SA8775P | QNN | 194.703 ms | 1 - 6 MB | FP16 | NPU | Use Export Script |
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| WhisperEncoder | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 324.843 ms | 12 - 56 MB | FP16 | GPU | [Whisper-Base-En.tflite](https://huggingface.co/qualcomm/Whisper-Base-En/blob/main/WhisperEncoder.tflite) |
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| WhisperEncoder | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 272.669 ms | 0 - 299 MB | FP16 | NPU | Use Export Script |
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| WhisperEncoder | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 159.232 ms | 0 - 0 MB | FP16 | NPU | Use Export Script |
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| WhisperEncoder | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 297.71 ms | 133 - 133 MB | FP16 | NPU | [Whisper-Base-En.onnx](https://huggingface.co/qualcomm/Whisper-Base-En/blob/main/WhisperEncoder.onnx) |
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| WhisperDecoder | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 38.364 ms | 3 - 41 MB | FP16 | NPU | [Whisper-Base-En.tflite](https://huggingface.co/qualcomm/Whisper-Base-En/blob/main/WhisperDecoder.tflite) |
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| WhisperDecoder | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 4.236 ms | 20 - 65 MB | FP16 | NPU | [Whisper-Base-En.so](https://huggingface.co/qualcomm/Whisper-Base-En/blob/main/WhisperDecoder.so) |
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| WhisperDecoder | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 16.021 ms | 0 - 117 MB | FP16 | NPU | [Whisper-Base-En.onnx](https://huggingface.co/qualcomm/Whisper-Base-En/blob/main/WhisperDecoder.onnx) |
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| WhisperDecoder | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 30.646 ms | 0 - 76 MB | FP16 | NPU | [Whisper-Base-En.tflite](https://huggingface.co/qualcomm/Whisper-Base-En/blob/main/WhisperDecoder.tflite) |
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| WhisperDecoder | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 3.339 ms | 0 - 51 MB | FP16 | NPU | [Whisper-Base-En.so](https://huggingface.co/qualcomm/Whisper-Base-En/blob/main/WhisperDecoder.so) |
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| WhisperDecoder | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 13.615 ms | 53 - 277 MB | FP16 | NPU | [Whisper-Base-En.onnx](https://huggingface.co/qualcomm/Whisper-Base-En/blob/main/WhisperDecoder.onnx) |
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| WhisperDecoder | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 26.759 ms | 4 - 75 MB | FP16 | NPU | [Whisper-Base-En.tflite](https://huggingface.co/qualcomm/Whisper-Base-En/blob/main/WhisperDecoder.tflite) |
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| WhisperDecoder | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 2.558 ms | 20 - 69 MB | FP16 | NPU | Use Export Script |
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| WhisperDecoder | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 12.032 ms | 28 - 229 MB | FP16 | NPU | [Whisper-Base-En.onnx](https://huggingface.co/qualcomm/Whisper-Base-En/blob/main/WhisperDecoder.onnx) |
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| WhisperDecoder | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 38.53 ms | 0 - 39 MB | FP16 | NPU | [Whisper-Base-En.tflite](https://huggingface.co/qualcomm/Whisper-Base-En/blob/main/WhisperDecoder.tflite) |
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| WhisperDecoder | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 4.204 ms | 20 - 22 MB | FP16 | NPU | Use Export Script |
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| WhisperDecoder | SA7255P ADP | SA7255P | TFLITE | 68.01 ms | 3 - 74 MB | FP16 | NPU | [Whisper-Base-En.tflite](https://huggingface.co/qualcomm/Whisper-Base-En/blob/main/WhisperDecoder.tflite) |
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| WhisperDecoder | SA7255P ADP | SA7255P | QNN | 26.944 ms | 20 - 26 MB | FP16 | NPU | Use Export Script |
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| WhisperDecoder | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 38.528 ms | 6 - 44 MB | FP16 | NPU | [Whisper-Base-En.tflite](https://huggingface.co/qualcomm/Whisper-Base-En/blob/main/WhisperDecoder.tflite) |
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| WhisperDecoder | SA8255 (Proxy) | SA8255P Proxy | QNN | 4.237 ms | 20 - 22 MB | FP16 | NPU | Use Export Script |
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| WhisperDecoder | SA8295P ADP | SA8295P | TFLITE | 41.065 ms | 6 - 70 MB | FP16 | NPU | [Whisper-Base-En.tflite](https://huggingface.co/qualcomm/Whisper-Base-En/blob/main/WhisperDecoder.tflite) |
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| WhisperDecoder | SA8295P ADP | SA8295P | QNN | 5.798 ms | 18 - 23 MB | FP16 | NPU | Use Export Script |
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| WhisperDecoder | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 38.144 ms | 4 - 40 MB | FP16 | NPU | [Whisper-Base-En.tflite](https://huggingface.co/qualcomm/Whisper-Base-En/blob/main/WhisperDecoder.tflite) |
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| WhisperDecoder | SA8650 (Proxy) | SA8650P Proxy | QNN | 4.157 ms | 21 - 22 MB | FP16 | NPU | Use Export Script |
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| WhisperDecoder | SA8775P ADP | SA8775P | TFLITE | 38.291 ms | 5 - 76 MB | FP16 | NPU | [Whisper-Base-En.tflite](https://huggingface.co/qualcomm/Whisper-Base-En/blob/main/WhisperDecoder.tflite) |
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| WhisperDecoder | SA8775P ADP | SA8775P | QNN | 5.574 ms | 18 - 23 MB | FP16 | NPU | Use Export Script |
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| WhisperDecoder | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 43.741 ms | 2 - 77 MB | FP16 | NPU | [Whisper-Base-En.tflite](https://huggingface.co/qualcomm/Whisper-Base-En/blob/main/WhisperDecoder.tflite) |
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| WhisperDecoder | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 5.068 ms | 18 - 66 MB | FP16 | NPU | Use Export Script |
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| WhisperDecoder | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 3.805 ms | 20 - 20 MB | FP16 | NPU | Use Export Script |
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| WhisperDecoder | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 14.392 ms | 107 - 107 MB | FP16 | NPU | [Whisper-Base-En.onnx](https://huggingface.co/qualcomm/Whisper-Base-En/blob/main/WhisperDecoder.onnx) |
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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) : 200.0
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Estimated peak memory usage (MB): [0, 81]
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Total # Ops : 419
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Compute Unit(s) : GPU (408 ops) CPU (11 ops)
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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) : 38.4
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Estimated peak memory usage (MB): [3, 41]
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Total # Ops : 983
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Compute Unit(s) : NPU (983 ops)
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```
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import torch
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import qai_hub as hub
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from qai_hub_models.models.whisper_base_en import Model
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# Load the model
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model = Model.from_pretrained()
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encoder_model = model.encoder
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decoder_model = model.decoder
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# Device
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device = hub.Device("Samsung Galaxy S23")
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