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Image Classification
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backbone
android
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@@ -1,6 +1,6 @@
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  ---
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  library_name: pytorch
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- license: bsd-3-clause
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  tags:
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  - backbone
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  - android
@@ -26,44 +26,48 @@ More details on model performance across various devices, can be found
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  ### Model Details
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- - **Model Type:** Image classification
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  - **Model Stats:**
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  - Model checkpoint: Imagenet
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  - Input resolution: 224x224
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  - Number of parameters: 87M
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  - Model size: 169 MB
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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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- | Beit | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 17.493 ms | 0 - 14 MB | FP16 | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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- | Beit | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 23.391 ms | 0 - 20 MB | FP16 | NPU | [Beit.so](https://huggingface.co/qualcomm/Beit/blob/main/Beit.so) |
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- | Beit | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 16.864 ms | 0 - 394 MB | FP16 | NPU | [Beit.onnx](https://huggingface.co/qualcomm/Beit/blob/main/Beit.onnx) |
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- | Beit | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 12.52 ms | 0 - 303 MB | FP16 | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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- | Beit | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 16.566 ms | 0 - 313 MB | FP16 | NPU | [Beit.so](https://huggingface.co/qualcomm/Beit/blob/main/Beit.so) |
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- | Beit | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 11.903 ms | 1 - 326 MB | FP16 | NPU | [Beit.onnx](https://huggingface.co/qualcomm/Beit/blob/main/Beit.onnx) |
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- | Beit | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 12.2 ms | 0 - 286 MB | FP16 | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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- | Beit | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 16.414 ms | 1 - 295 MB | FP16 | NPU | Use Export Script |
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- | Beit | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 12.501 ms | 1 - 299 MB | FP16 | NPU | [Beit.onnx](https://huggingface.co/qualcomm/Beit/blob/main/Beit.onnx) |
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- | Beit | SA7255P ADP | SA7255P | TFLITE | 263.451 ms | 0 - 283 MB | FP16 | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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- | Beit | SA7255P ADP | SA7255P | QNN | 265.61 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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- | Beit | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 17.516 ms | 0 - 15 MB | FP16 | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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- | Beit | SA8255 (Proxy) | SA8255P Proxy | QNN | 16.744 ms | 0 - 2 MB | FP16 | NPU | Use Export Script |
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- | Beit | SA8295P ADP | SA8295P | TFLITE | 21.773 ms | 0 - 283 MB | FP16 | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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- | Beit | SA8295P ADP | SA8295P | QNN | 24.232 ms | 1 - 17 MB | FP16 | NPU | Use Export Script |
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- | Beit | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 17.582 ms | 0 - 20 MB | FP16 | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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- | Beit | SA8650 (Proxy) | SA8650P Proxy | QNN | 16.789 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | Beit | SA8775P ADP | SA8775P | TFLITE | 25.681 ms | 0 - 283 MB | FP16 | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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- | Beit | SA8775P ADP | SA8775P | QNN | 23.665 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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- | Beit | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 263.451 ms | 0 - 283 MB | FP16 | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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- | Beit | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 265.61 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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- | Beit | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 17.627 ms | 0 - 13 MB | FP16 | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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- | Beit | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 16.668 ms | 1 - 5 MB | FP16 | NPU | Use Export Script |
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- | Beit | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 25.681 ms | 0 - 283 MB | FP16 | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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- | Beit | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 23.665 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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- | Beit | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 19.51 ms | 0 - 293 MB | FP16 | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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- | Beit | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 25.22 ms | 1 - 303 MB | FP16 | NPU | Use Export Script |
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- | Beit | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 16.974 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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- | Beit | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 19.458 ms | 187 - 187 MB | FP16 | NPU | [Beit.onnx](https://huggingface.co/qualcomm/Beit/blob/main/Beit.onnx) |
 
 
 
 
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@@ -125,12 +129,12 @@ python -m qai_hub_models.models.beit.export
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  Profiling Results
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  ------------------------------------------------------------
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  Beit
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- Device : Samsung Galaxy S23 (13)
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- Runtime : TFLITE
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- Estimated inference time (ms) : 17.5
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- Estimated peak memory usage (MB): [0, 14]
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- Total # Ops : 557
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- Compute Unit(s) : NPU (557 ops)
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  ```
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  ---
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  library_name: pytorch
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+ license: other
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  tags:
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  - backbone
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  - android
 
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  ### Model Details
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+ - **Model Type:** Model_use_case.image_classification
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  - **Model Stats:**
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  - Model checkpoint: Imagenet
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  - Input resolution: 224x224
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  - Number of parameters: 87M
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  - Model size: 169 MB
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+ | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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+ | Beit | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 56.309 ms | 0 - 284 MB | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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+ | Beit | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 53.018 ms | 1 - 10 MB | NPU | Use Export Script |
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+ | Beit | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 19.592 ms | 0 - 295 MB | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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+ | Beit | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 27.546 ms | 1 - 301 MB | NPU | Use Export Script |
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+ | Beit | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 19.175 ms | 0 - 17 MB | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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+ | Beit | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 18.357 ms | 1 - 3 MB | NPU | Use Export Script |
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+ | Beit | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 22.609 ms | 0 - 284 MB | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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+ | Beit | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 20.688 ms | 1 - 10 MB | NPU | Use Export Script |
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+ | Beit | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 56.309 ms | 0 - 284 MB | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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+ | Beit | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 53.018 ms | 1 - 10 MB | NPU | Use Export Script |
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+ | Beit | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 19.487 ms | 0 - 18 MB | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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+ | Beit | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 18.112 ms | 1 - 3 MB | NPU | Use Export Script |
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+ | Beit | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 22.061 ms | 0 - 284 MB | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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+ | Beit | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 24.25 ms | 1 - 17 MB | NPU | Use Export Script |
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+ | Beit | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 19.185 ms | 0 - 19 MB | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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+ | Beit | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 18.099 ms | 1 - 3 MB | NPU | Use Export Script |
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+ | Beit | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 22.609 ms | 0 - 284 MB | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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+ | Beit | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 20.688 ms | 1 - 10 MB | NPU | Use Export Script |
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+ | Beit | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 19.208 ms | 0 - 16 MB | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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+ | Beit | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 18.44 ms | 0 - 37 MB | NPU | Use Export Script |
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+ | Beit | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 17.391 ms | 0 - 415 MB | NPU | [Beit.onnx](https://huggingface.co/qualcomm/Beit/blob/main/Beit.onnx) |
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+ | Beit | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 13.627 ms | 0 - 303 MB | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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+ | Beit | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 13.547 ms | 1 - 323 MB | NPU | Use Export Script |
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+ | Beit | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 12.147 ms | 1 - 337 MB | NPU | [Beit.onnx](https://huggingface.co/qualcomm/Beit/blob/main/Beit.onnx) |
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+ | Beit | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 11.327 ms | 1 - 288 MB | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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+ | Beit | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 14.711 ms | 1 - 297 MB | NPU | Use Export Script |
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+ | Beit | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 14.908 ms | 1 - 302 MB | NPU | [Beit.onnx](https://huggingface.co/qualcomm/Beit/blob/main/Beit.onnx) |
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+ | Beit | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 18.309 ms | 1 - 1 MB | NPU | Use Export Script |
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+ | Beit | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 19.913 ms | 186 - 186 MB | NPU | [Beit.onnx](https://huggingface.co/qualcomm/Beit/blob/main/Beit.onnx) |
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+ | Beit | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 170.688 ms | 547 - 783 MB | NPU | [Beit.onnx](https://huggingface.co/qualcomm/Beit/blob/main/Beit_w8a16.onnx) |
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+ | Beit | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 130.875 ms | 654 - 783 MB | NPU | [Beit.onnx](https://huggingface.co/qualcomm/Beit/blob/main/Beit_w8a16.onnx) |
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+ | Beit | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 129.837 ms | 663 - 776 MB | NPU | [Beit.onnx](https://huggingface.co/qualcomm/Beit/blob/main/Beit_w8a16.onnx) |
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+ | Beit | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 192.13 ms | 926 - 926 MB | NPU | [Beit.onnx](https://huggingface.co/qualcomm/Beit/blob/main/Beit_w8a16.onnx) |
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  Profiling Results
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  ------------------------------------------------------------
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  Beit
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+ Device : cs_8275 (ANDROID 14)
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+ Runtime : TFLITE
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+ Estimated inference time (ms) : 56.3
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+ Estimated peak memory usage (MB): [0, 284]
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+ Total # Ops : 569
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+ Compute Unit(s) : npu (569 ops) gpu (0 ops) cpu (0 ops)
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  ```
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