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Whisper-Small-En

Automatic Speech Recognition
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@@ -38,49 +38,49 @@ 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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- | WhisperEncoder | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 701.302 ms | 72 - 469 MB | FP16 | GPU | [Whisper-Small-En.tflite](https://huggingface.co/qualcomm/Whisper-Small-En/blob/main/WhisperEncoder.tflite) |
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- | WhisperEncoder | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 882.816 ms | 0 - 210 MB | FP16 | NPU | [Whisper-Small-En.so](https://huggingface.co/qualcomm/Whisper-Small-En/blob/main/WhisperEncoder.so) |
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- | WhisperEncoder | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 518.612 ms | 110 - 198 MB | FP16 | GPU | [Whisper-Small-En.tflite](https://huggingface.co/qualcomm/Whisper-Small-En/blob/main/WhisperEncoder.tflite) |
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- | WhisperEncoder | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 806.969 ms | 198 - 4389 MB | FP16 | NPU | [Whisper-Small-En.onnx](https://huggingface.co/qualcomm/Whisper-Small-En/blob/main/WhisperEncoder.onnx) |
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- | WhisperEncoder | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 555.939 ms | 46 - 72 MB | FP16 | GPU | [Whisper-Small-En.tflite](https://huggingface.co/qualcomm/Whisper-Small-En/blob/main/WhisperEncoder.tflite) |
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- | WhisperEncoder | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 551.503 ms | 0 - 909 MB | FP16 | NPU | Use Export Script |
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- | WhisperEncoder | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 696.967 ms | 115 - 2771 MB | FP16 | NPU | [Whisper-Small-En.onnx](https://huggingface.co/qualcomm/Whisper-Small-En/blob/main/WhisperEncoder.onnx) |
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- | WhisperEncoder | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 696.87 ms | 110 - 448 MB | FP16 | GPU | [Whisper-Small-En.tflite](https://huggingface.co/qualcomm/Whisper-Small-En/blob/main/WhisperEncoder.tflite) |
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- | WhisperEncoder | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 672.35 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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- | WhisperEncoder | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 686.872 ms | 0 - 457 MB | FP16 | GPU | [Whisper-Small-En.tflite](https://huggingface.co/qualcomm/Whisper-Small-En/blob/main/WhisperEncoder.tflite) |
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- | WhisperEncoder | SA8255 (Proxy) | SA8255P Proxy | QNN | 725.596 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | WhisperEncoder | SA8775 (Proxy) | SA8775P Proxy | TFLITE | 695.077 ms | 92 - 485 MB | FP16 | GPU | [Whisper-Small-En.tflite](https://huggingface.co/qualcomm/Whisper-Small-En/blob/main/WhisperEncoder.tflite) |
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- | WhisperEncoder | SA8775 (Proxy) | SA8775P Proxy | QNN | 699.338 ms | 6 - 35 MB | FP16 | NPU | Use Export Script |
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- | WhisperEncoder | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 694.861 ms | 92 - 485 MB | FP16 | GPU | [Whisper-Small-En.tflite](https://huggingface.co/qualcomm/Whisper-Small-En/blob/main/WhisperEncoder.tflite) |
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- | WhisperEncoder | SA8650 (Proxy) | SA8650P Proxy | QNN | 703.611 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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- | WhisperEncoder | SA8295P ADP | SA8295P | TFLITE | 658.845 ms | 108 - 140 MB | FP16 | GPU | [Whisper-Small-En.tflite](https://huggingface.co/qualcomm/Whisper-Small-En/blob/main/WhisperEncoder.tflite) |
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- | WhisperEncoder | SA8295P ADP | SA8295P | QNN | 728.17 ms | 3 - 8 MB | FP16 | NPU | Use Export Script |
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- | WhisperEncoder | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 914.664 ms | 110 - 208 MB | FP16 | GPU | [Whisper-Small-En.tflite](https://huggingface.co/qualcomm/Whisper-Small-En/blob/main/WhisperEncoder.tflite) |
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- | WhisperEncoder | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 525.457 ms | 0 - 0 MB | FP16 | NPU | Use Export Script |
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- | WhisperEncoder | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1357.199 ms | 449 - 449 MB | FP16 | NPU | [Whisper-Small-En.onnx](https://huggingface.co/qualcomm/Whisper-Small-En/blob/main/WhisperEncoder.onnx) |
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- | WhisperDecoder | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 25.194 ms | 16 - 19 MB | FP16 | NPU | [Whisper-Small-En.tflite](https://huggingface.co/qualcomm/Whisper-Small-En/blob/main/WhisperDecoder.tflite) |
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- | WhisperDecoder | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 11.873 ms | 61 - 130 MB | FP16 | NPU | [Whisper-Small-En.so](https://huggingface.co/qualcomm/Whisper-Small-En/blob/main/WhisperDecoder.so) |
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- | WhisperDecoder | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 56.651 ms | 120 - 122 MB | FP16 | NPU | [Whisper-Small-En.onnx](https://huggingface.co/qualcomm/Whisper-Small-En/blob/main/WhisperDecoder.onnx) |
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- | WhisperDecoder | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 19.434 ms | 16 - 1127 MB | FP16 | NPU | [Whisper-Small-En.tflite](https://huggingface.co/qualcomm/Whisper-Small-En/blob/main/WhisperDecoder.tflite) |
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- | WhisperDecoder | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 9.3 ms | 54 - 151 MB | FP16 | NPU | [Whisper-Small-En.so](https://huggingface.co/qualcomm/Whisper-Small-En/blob/main/WhisperDecoder.so) |
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- | WhisperDecoder | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 46.458 ms | 85 - 1561 MB | FP16 | NPU | [Whisper-Small-En.onnx](https://huggingface.co/qualcomm/Whisper-Small-En/blob/main/WhisperDecoder.onnx) |
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- | WhisperDecoder | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 15.335 ms | 14 - 262 MB | FP16 | NPU | [Whisper-Small-En.tflite](https://huggingface.co/qualcomm/Whisper-Small-En/blob/main/WhisperDecoder.tflite) |
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- | WhisperDecoder | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 8.052 ms | 57 - 190 MB | FP16 | NPU | Use Export Script |
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- | WhisperDecoder | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 39.762 ms | 108 - 881 MB | FP16 | NPU | [Whisper-Small-En.onnx](https://huggingface.co/qualcomm/Whisper-Small-En/blob/main/WhisperDecoder.onnx) |
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- | WhisperDecoder | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 24.804 ms | 13 - 16 MB | FP16 | NPU | [Whisper-Small-En.tflite](https://huggingface.co/qualcomm/Whisper-Small-En/blob/main/WhisperDecoder.tflite) |
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- | WhisperDecoder | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 12.306 ms | 57 - 58 MB | FP16 | NPU | Use Export Script |
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- | WhisperDecoder | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 25.3 ms | 16 - 19 MB | FP16 | NPU | [Whisper-Small-En.tflite](https://huggingface.co/qualcomm/Whisper-Small-En/blob/main/WhisperDecoder.tflite) |
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- | WhisperDecoder | SA8255 (Proxy) | SA8255P Proxy | QNN | 12.783 ms | 61 - 62 MB | FP16 | NPU | Use Export Script |
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- | WhisperDecoder | SA8775 (Proxy) | SA8775P Proxy | TFLITE | 25.293 ms | 16 - 18 MB | FP16 | NPU | [Whisper-Small-En.tflite](https://huggingface.co/qualcomm/Whisper-Small-En/blob/main/WhisperDecoder.tflite) |
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- | WhisperDecoder | SA8775 (Proxy) | SA8775P Proxy | QNN | 12.605 ms | 57 - 58 MB | FP16 | NPU | Use Export Script |
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- | WhisperDecoder | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 25.415 ms | 16 - 19 MB | FP16 | NPU | [Whisper-Small-En.tflite](https://huggingface.co/qualcomm/Whisper-Small-En/blob/main/WhisperDecoder.tflite) |
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- | WhisperDecoder | SA8650 (Proxy) | SA8650P Proxy | QNN | 12.632 ms | 64 - 65 MB | FP16 | NPU | Use Export Script |
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- | WhisperDecoder | SA8295P ADP | SA8295P | TFLITE | 27.126 ms | 16 - 243 MB | FP16 | NPU | [Whisper-Small-En.tflite](https://huggingface.co/qualcomm/Whisper-Small-En/blob/main/WhisperDecoder.tflite) |
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- | WhisperDecoder | SA8295P ADP | SA8295P | QNN | 14.275 ms | 57 - 62 MB | FP16 | NPU | Use Export Script |
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- | WhisperDecoder | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 27.358 ms | 16 - 1105 MB | FP16 | NPU | [Whisper-Small-En.tflite](https://huggingface.co/qualcomm/Whisper-Small-En/blob/main/WhisperDecoder.tflite) |
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- | WhisperDecoder | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 14.504 ms | 57 - 156 MB | FP16 | NPU | Use Export Script |
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- | WhisperDecoder | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 10.992 ms | 61 - 61 MB | FP16 | NPU | Use Export Script |
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- | WhisperDecoder | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 53.612 ms | 232 - 232 MB | FP16 | NPU | [Whisper-Small-En.onnx](https://huggingface.co/qualcomm/Whisper-Small-En/blob/main/WhisperDecoder.onnx) |
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@@ -145,8 +145,8 @@ 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) : 701.3
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- Estimated peak memory usage (MB): [72, 469]
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  Total # Ops : 911
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  Compute Unit(s) : GPU (900 ops) CPU (11 ops)
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@@ -154,7 +154,7 @@ Compute Unit(s) : GPU (900 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) : 25.2
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  Estimated peak memory usage (MB): [16, 19]
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  Total # Ops : 2573
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  Compute Unit(s) : NPU (2573 ops)
 
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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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+ | WhisperEncoder | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 704.009 ms | 45 - 439 MB | FP16 | GPU | [Whisper-Small-En.tflite](https://huggingface.co/qualcomm/Whisper-Small-En/blob/main/WhisperEncoder.tflite) |
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+ | WhisperEncoder | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 866.62 ms | 2 - 230 MB | FP16 | NPU | [Whisper-Small-En.so](https://huggingface.co/qualcomm/Whisper-Small-En/blob/main/WhisperEncoder.so) |
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+ | WhisperEncoder | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 514.369 ms | 108 - 196 MB | FP16 | GPU | [Whisper-Small-En.tflite](https://huggingface.co/qualcomm/Whisper-Small-En/blob/main/WhisperEncoder.tflite) |
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+ | WhisperEncoder | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 615.589 ms | 0 - 839 MB | FP16 | NPU | [Whisper-Small-En.so](https://huggingface.co/qualcomm/Whisper-Small-En/blob/main/WhisperEncoder.so) |
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+ | WhisperEncoder | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 808.662 ms | 145 - 4336 MB | FP16 | NPU | [Whisper-Small-En.onnx](https://huggingface.co/qualcomm/Whisper-Small-En/blob/main/WhisperEncoder.onnx) |
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+ | WhisperEncoder | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 537.047 ms | 111 - 139 MB | FP16 | GPU | [Whisper-Small-En.tflite](https://huggingface.co/qualcomm/Whisper-Small-En/blob/main/WhisperEncoder.tflite) |
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+ | WhisperEncoder | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 494.644 ms | 0 - 908 MB | FP16 | NPU | Use Export Script |
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+ | WhisperEncoder | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 698.505 ms | 117 - 2773 MB | FP16 | NPU | [Whisper-Small-En.onnx](https://huggingface.co/qualcomm/Whisper-Small-En/blob/main/WhisperEncoder.onnx) |
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+ | WhisperEncoder | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 686.962 ms | 40 - 440 MB | FP16 | GPU | [Whisper-Small-En.tflite](https://huggingface.co/qualcomm/Whisper-Small-En/blob/main/WhisperEncoder.tflite) |
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+ | WhisperEncoder | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 693.295 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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+ | WhisperEncoder | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 711.433 ms | 18 - 355 MB | FP16 | GPU | [Whisper-Small-En.tflite](https://huggingface.co/qualcomm/Whisper-Small-En/blob/main/WhisperEncoder.tflite) |
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+ | WhisperEncoder | SA8255 (Proxy) | SA8255P Proxy | QNN | 701.7 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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+ | WhisperEncoder | SA8775 (Proxy) | SA8775P Proxy | TFLITE | 703.544 ms | 61 - 457 MB | FP16 | GPU | [Whisper-Small-En.tflite](https://huggingface.co/qualcomm/Whisper-Small-En/blob/main/WhisperEncoder.tflite) |
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+ | WhisperEncoder | SA8775 (Proxy) | SA8775P Proxy | QNN | 713.618 ms | 0 - 57 MB | FP16 | NPU | Use Export Script |
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+ | WhisperEncoder | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 712.376 ms | 33 - 421 MB | FP16 | GPU | [Whisper-Small-En.tflite](https://huggingface.co/qualcomm/Whisper-Small-En/blob/main/WhisperEncoder.tflite) |
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+ | WhisperEncoder | SA8650 (Proxy) | SA8650P Proxy | QNN | 724.601 ms | 1 - 30 MB | FP16 | NPU | Use Export Script |
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+ | WhisperEncoder | SA8295P ADP | SA8295P | TFLITE | 658.817 ms | 108 - 140 MB | FP16 | GPU | [Whisper-Small-En.tflite](https://huggingface.co/qualcomm/Whisper-Small-En/blob/main/WhisperEncoder.tflite) |
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+ | WhisperEncoder | SA8295P ADP | SA8295P | QNN | 727.239 ms | 3 - 8 MB | FP16 | NPU | Use Export Script |
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+ | WhisperEncoder | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 972.067 ms | 75 - 170 MB | FP16 | GPU | [Whisper-Small-En.tflite](https://huggingface.co/qualcomm/Whisper-Small-En/blob/main/WhisperEncoder.tflite) |
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+ | WhisperEncoder | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 526.155 ms | 0 - 0 MB | FP16 | NPU | Use Export Script |
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+ | WhisperEncoder | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1356.64 ms | 449 - 449 MB | FP16 | NPU | [Whisper-Small-En.onnx](https://huggingface.co/qualcomm/Whisper-Small-En/blob/main/WhisperEncoder.onnx) |
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+ | WhisperDecoder | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 25.328 ms | 16 - 19 MB | FP16 | NPU | [Whisper-Small-En.tflite](https://huggingface.co/qualcomm/Whisper-Small-En/blob/main/WhisperDecoder.tflite) |
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+ | WhisperDecoder | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 12.008 ms | 61 - 130 MB | FP16 | NPU | [Whisper-Small-En.so](https://huggingface.co/qualcomm/Whisper-Small-En/blob/main/WhisperDecoder.so) |
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+ | WhisperDecoder | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 57.142 ms | 121 - 124 MB | FP16 | NPU | [Whisper-Small-En.onnx](https://huggingface.co/qualcomm/Whisper-Small-En/blob/main/WhisperDecoder.onnx) |
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+ | WhisperDecoder | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 19.228 ms | 32 - 1144 MB | FP16 | NPU | [Whisper-Small-En.tflite](https://huggingface.co/qualcomm/Whisper-Small-En/blob/main/WhisperDecoder.tflite) |
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+ | WhisperDecoder | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 9.452 ms | 59 - 158 MB | FP16 | NPU | [Whisper-Small-En.so](https://huggingface.co/qualcomm/Whisper-Small-En/blob/main/WhisperDecoder.so) |
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+ | WhisperDecoder | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 16.628 ms | 16 - 263 MB | FP16 | NPU | [Whisper-Small-En.tflite](https://huggingface.co/qualcomm/Whisper-Small-En/blob/main/WhisperDecoder.tflite) |
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+ | WhisperDecoder | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 7.482 ms | 50 - 183 MB | FP16 | NPU | Use Export Script |
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+ | WhisperDecoder | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 39.601 ms | 111 - 883 MB | FP16 | NPU | [Whisper-Small-En.onnx](https://huggingface.co/qualcomm/Whisper-Small-En/blob/main/WhisperDecoder.onnx) |
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+ | WhisperDecoder | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 25.84 ms | 16 - 18 MB | FP16 | NPU | [Whisper-Small-En.tflite](https://huggingface.co/qualcomm/Whisper-Small-En/blob/main/WhisperDecoder.tflite) |
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+ | WhisperDecoder | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 12.335 ms | 57 - 58 MB | FP16 | NPU | Use Export Script |
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+ | WhisperDecoder | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 25.356 ms | 15 - 18 MB | FP16 | NPU | [Whisper-Small-En.tflite](https://huggingface.co/qualcomm/Whisper-Small-En/blob/main/WhisperDecoder.tflite) |
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+ | WhisperDecoder | SA8255 (Proxy) | SA8255P Proxy | QNN | 12.62 ms | 64 - 65 MB | FP16 | NPU | Use Export Script |
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+ | WhisperDecoder | SA8775 (Proxy) | SA8775P Proxy | TFLITE | 25.355 ms | 14 - 18 MB | FP16 | NPU | [Whisper-Small-En.tflite](https://huggingface.co/qualcomm/Whisper-Small-En/blob/main/WhisperDecoder.tflite) |
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+ | WhisperDecoder | SA8775 (Proxy) | SA8775P Proxy | QNN | 12.69 ms | 65 - 66 MB | FP16 | NPU | Use Export Script |
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+ | WhisperDecoder | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 24.58 ms | 15 - 18 MB | FP16 | NPU | [Whisper-Small-En.tflite](https://huggingface.co/qualcomm/Whisper-Small-En/blob/main/WhisperDecoder.tflite) |
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+ | WhisperDecoder | SA8650 (Proxy) | SA8650P Proxy | QNN | 12.971 ms | 61 - 62 MB | FP16 | NPU | Use Export Script |
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+ | WhisperDecoder | SA8295P ADP | SA8295P | TFLITE | 27.039 ms | 16 - 243 MB | FP16 | NPU | [Whisper-Small-En.tflite](https://huggingface.co/qualcomm/Whisper-Small-En/blob/main/WhisperDecoder.tflite) |
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+ | WhisperDecoder | SA8295P ADP | SA8295P | QNN | 14.311 ms | 57 - 62 MB | FP16 | NPU | Use Export Script |
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+ | WhisperDecoder | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 28.297 ms | 16 - 1104 MB | FP16 | NPU | [Whisper-Small-En.tflite](https://huggingface.co/qualcomm/Whisper-Small-En/blob/main/WhisperDecoder.tflite) |
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+ | WhisperDecoder | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 15.403 ms | 57 - 156 MB | FP16 | NPU | Use Export Script |
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+ | WhisperDecoder | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 10.907 ms | 61 - 61 MB | FP16 | NPU | Use Export Script |
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+ | WhisperDecoder | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 49.551 ms | 232 - 232 MB | FP16 | NPU | [Whisper-Small-En.onnx](https://huggingface.co/qualcomm/Whisper-Small-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) : 704.0
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+ Estimated peak memory usage (MB): [45, 439]
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  Total # Ops : 911
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  Compute Unit(s) : GPU (900 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) : 25.3
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  Estimated peak memory usage (MB): [16, 19]
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  Total # Ops : 2573
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  Compute Unit(s) : NPU (2573 ops)