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@@ -1,10 +1,10 @@
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  ---
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  library_name: pytorch
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  license: bsd-3-clause
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- pipeline_tag: image-classification
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  tags:
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  - backbone
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  - android
 
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  ---
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@@ -35,31 +35,35 @@ 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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- | Beit | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 16.993 ms | 0 - 47 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 | 25.154 ms | 0 - 47 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 | 18.065 ms | 0 - 383 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 | 11.704 ms | 0 - 56 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 | 17.476 ms | 1 - 60 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 | 13.822 ms | 1 - 60 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 | 11.494 ms | 0 - 64 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 | 17.732 ms | 1 - 66 MB | FP16 | NPU | Use Export Script |
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- | Beit | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 13.325 ms | 1 - 54 MB | FP16 | NPU | [Beit.onnx](https://huggingface.co/qualcomm/Beit/blob/main/Beit.onnx) |
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- | Beit | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 16.951 ms | 0 - 46 MB | FP16 | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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- | Beit | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 17.474 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | Beit | SA7255P ADP | SA7255P | TFLITE | 260.795 ms | 0 - 61 MB | FP16 | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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- | Beit | SA7255P ADP | SA7255P | QNN | 268.685 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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- | Beit | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 16.615 ms | 0 - 43 MB | FP16 | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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- | Beit | SA8255 (Proxy) | SA8255P Proxy | QNN | 17.502 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | Beit | SA8295P ADP | SA8295P | TFLITE | 24.573 ms | 0 - 57 MB | FP16 | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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- | Beit | SA8295P ADP | SA8295P | QNN | 30.18 ms | 1 - 14 MB | FP16 | NPU | Use Export Script |
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- | Beit | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 16.956 ms | 0 - 50 MB | FP16 | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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- | Beit | SA8650 (Proxy) | SA8650P Proxy | QNN | 17.478 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | Beit | SA8775P ADP | SA8775P | TFLITE | 24.481 ms | 0 - 60 MB | FP16 | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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- | Beit | SA8775P ADP | SA8775P | QNN | 25.454 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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- | Beit | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 21.853 ms | 0 - 57 MB | FP16 | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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- | Beit | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 31.888 ms | 1 - 56 MB | FP16 | NPU | Use Export Script |
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- | Beit | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 18.5 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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- | Beit | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 21.681 ms | 187 - 187 MB | FP16 | NPU | [Beit.onnx](https://huggingface.co/qualcomm/Beit/blob/main/Beit.onnx) |
 
 
 
 
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@@ -123,8 +127,8 @@ Profiling Results
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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) : 17.0
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- Estimated peak memory usage (MB): [0, 47]
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  Total # Ops : 557
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  Compute Unit(s) : NPU (557 ops)
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  ```
 
1
  ---
2
  library_name: pytorch
3
  license: bsd-3-clause
 
4
  tags:
5
  - backbone
6
  - android
7
+ pipeline_tag: image-classification
8
 
9
  ---
10
 
 
35
 
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  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
37
  |---|---|---|---|---|---|---|---|---|
38
+ | Beit | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 16.927 ms | 0 - 45 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 | 17.381 ms | 1 - 3 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 | 18.271 ms | 0 - 383 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 | 11.704 ms | 0 - 59 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 | 12.54 ms | 1 - 16 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 | 14.042 ms | 1 - 57 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 | 9.533 ms | 0 - 65 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 | 17.757 ms | 1 - 66 MB | FP16 | NPU | Use Export Script |
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+ | Beit | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 13.582 ms | 1 - 55 MB | FP16 | NPU | [Beit.onnx](https://huggingface.co/qualcomm/Beit/blob/main/Beit.onnx) |
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+ | Beit | SA7255P ADP | SA7255P | TFLITE | 260.784 ms | 0 - 61 MB | FP16 | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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+ | Beit | SA7255P ADP | SA7255P | QNN | 268.794 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
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+ | Beit | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 16.96 ms | 0 - 46 MB | FP16 | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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+ | Beit | SA8255 (Proxy) | SA8255P Proxy | QNN | 17.44 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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+ | Beit | SA8295P ADP | SA8295P | TFLITE | 24.526 ms | 0 - 55 MB | FP16 | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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+ | Beit | SA8295P ADP | SA8295P | QNN | 30.168 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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+ | Beit | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 16.941 ms | 0 - 46 MB | FP16 | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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+ | Beit | SA8650 (Proxy) | SA8650P Proxy | QNN | 17.507 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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+ | Beit | SA8775P ADP | SA8775P | TFLITE | 24.497 ms | 0 - 60 MB | FP16 | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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+ | Beit | SA8775P ADP | SA8775P | QNN | 25.451 ms | 0 - 8 MB | FP16 | NPU | Use Export Script |
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+ | Beit | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 260.784 ms | 0 - 61 MB | FP16 | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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+ | Beit | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 268.794 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
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+ | Beit | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 16.643 ms | 0 - 46 MB | FP16 | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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+ | Beit | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 17.373 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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+ | Beit | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 24.497 ms | 0 - 60 MB | FP16 | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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+ | Beit | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 25.451 ms | 0 - 8 MB | FP16 | NPU | Use Export Script |
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+ | Beit | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 22.104 ms | 0 - 52 MB | FP16 | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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+ | Beit | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 31.426 ms | 1 - 59 MB | FP16 | NPU | Use Export Script |
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+ | Beit | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 18.56 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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+ | Beit | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 21.629 ms | 186 - 186 MB | FP16 | NPU | [Beit.onnx](https://huggingface.co/qualcomm/Beit/blob/main/Beit.onnx) |
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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) : 16.9
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+ Estimated peak memory usage (MB): [0, 45]
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  Total # Ops : 557
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  Compute Unit(s) : NPU (557 ops)
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  ```