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README.md
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@@ -38,48 +38,48 @@ 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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| WhisperDecoder | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE |
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| WhisperDecoder | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 2.
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| WhisperDecoder | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 3.
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| WhisperDecoder | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 1.
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| WhisperDecoder | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 2.
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| WhisperDecoder | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 1.
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| WhisperDecoder | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE |
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| WhisperDecoder | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 2.
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| WhisperDecoder | SA7255P ADP | SA7255P | TFLITE | 18.
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| WhisperDecoder | SA7255P ADP | SA7255P | QNN | 15.
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| WhisperDecoder | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 4.
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| WhisperDecoder | SA8255 (Proxy) | SA8255P Proxy | QNN | 2.
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| WhisperDecoder | SA8295P ADP | SA8295P | TFLITE | 5.
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| WhisperDecoder | SA8295P ADP | SA8295P | QNN | 3.
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| WhisperDecoder | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 4.
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| WhisperDecoder | SA8650 (Proxy) | SA8650P Proxy | QNN | 2.
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| WhisperDecoder | SA8775P ADP | SA8775P | TFLITE | 5.
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| WhisperDecoder | SA8775P ADP | SA8775P | QNN | 3.
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| WhisperDecoder | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 4.
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| WhisperDecoder | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 2.
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| WhisperDecoder | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 2.
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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 S24 | Snapdragon® 8 Gen 3 | TFLITE |
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| WhisperEncoder | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN |
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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 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE |
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| WhisperEncoder | QCS8550 (Proxy) | QCS8550 Proxy | QNN |
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| WhisperEncoder | SA7255P ADP | SA7255P | TFLITE |
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| WhisperEncoder | SA7255P ADP | SA7255P | QNN | 464.
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| WhisperEncoder | SA8255 (Proxy) | SA8255P Proxy | TFLITE |
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| WhisperEncoder | SA8255 (Proxy) | SA8255P Proxy | QNN |
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| WhisperEncoder | SA8295P ADP | SA8295P | TFLITE |
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| WhisperEncoder | SA8295P ADP | SA8295P | QNN | 127.
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| WhisperEncoder | SA8650 (Proxy) | SA8650P Proxy | TFLITE |
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| WhisperEncoder | SA8650 (Proxy) | SA8650P Proxy | QNN |
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| WhisperEncoder | SA8775P ADP | SA8775P | TFLITE |
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| WhisperEncoder | SA8775P ADP | SA8775P | QNN | 119.
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| WhisperEncoder | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE |
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| WhisperEncoder | QCS8450 (Proxy) | QCS8450 Proxy | QNN |
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| WhisperEncoder | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 97.
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@@ -144,8 +144,8 @@ 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) :
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Estimated peak memory usage (MB): [
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Total # Ops : 557
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Compute Unit(s) : NPU (557 ops)
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@@ -153,8 +153,8 @@ 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) :
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Estimated peak memory usage (MB): [20,
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Total # Ops : 271
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Compute Unit(s) : GPU (260 ops) CPU (11 ops)
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```
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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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| 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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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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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)
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```
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