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LeViT

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@@ -34,25 +34,25 @@ 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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- | LeViT | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.191 ms | 0 - 74 MB | FP16 | NPU | [LeViT.tflite](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT.tflite) |
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- | LeViT | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.11 ms | 0 - 2 MB | FP16 | NPU | [LeViT.so](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT.so) |
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- | LeViT | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 1.791 ms | 0 - 50 MB | FP16 | NPU | [LeViT.onnx](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT.onnx) |
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- | LeViT | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.848 ms | 0 - 46 MB | FP16 | NPU | [LeViT.tflite](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT.tflite) |
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- | LeViT | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.765 ms | 0 - 19 MB | FP16 | NPU | [LeViT.so](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT.so) |
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- | LeViT | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 1.193 ms | 0 - 34 MB | FP16 | NPU | [LeViT.onnx](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT.onnx) |
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- | LeViT | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.877 ms | 0 - 43 MB | FP16 | NPU | [LeViT.tflite](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT.tflite) |
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- | LeViT | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.868 ms | 0 - 41 MB | FP16 | NPU | Use Export Script |
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- | LeViT | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 1.324 ms | 1 - 29 MB | FP16 | NPU | [LeViT.onnx](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT.onnx) |
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- | LeViT | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 13.734 ms | 0 - 37 MB | FP16 | NPU | [LeViT.tflite](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT.tflite) |
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- | LeViT | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 10.87 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
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- | LeViT | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.176 ms | 0 - 73 MB | FP16 | NPU | [LeViT.tflite](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT.tflite) |
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- | LeViT | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.112 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | LeViT | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 1.973 ms | 0 - 37 MB | FP16 | NPU | [LeViT.tflite](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT.tflite) |
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- | LeViT | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 1.797 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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- | LeViT | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.431 ms | 0 - 43 MB | FP16 | NPU | [LeViT.tflite](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT.tflite) |
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- | LeViT | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.37 ms | 0 - 41 MB | FP16 | NPU | Use Export Script |
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- | LeViT | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.275 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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- | LeViT | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.812 ms | 17 - 17 MB | FP16 | NPU | [LeViT.onnx](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT.onnx) |
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@@ -116,8 +116,8 @@ Profiling Results
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  LeViT
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 1.2
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- Estimated peak memory usage (MB): [0, 74]
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  Total # Ops : 306
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  Compute Unit(s) : NPU (306 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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  |---|---|---|---|---|---|---|---|---|
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+ | LeViT | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.093 ms | 0 - 75 MB | FP16 | NPU | [LeViT.tflite](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT.tflite) |
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+ | LeViT | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.046 ms | 1 - 2 MB | FP16 | NPU | [LeViT.so](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT.so) |
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+ | LeViT | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 1.685 ms | 0 - 47 MB | FP16 | NPU | [LeViT.onnx](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT.onnx) |
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+ | LeViT | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.795 ms | 0 - 46 MB | FP16 | NPU | [LeViT.tflite](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT.tflite) |
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+ | LeViT | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.736 ms | 1 - 19 MB | FP16 | NPU | [LeViT.so](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT.so) |
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+ | LeViT | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 1.136 ms | 0 - 34 MB | FP16 | NPU | [LeViT.onnx](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT.onnx) |
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+ | LeViT | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.635 ms | 0 - 41 MB | FP16 | NPU | [LeViT.tflite](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT.tflite) |
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+ | LeViT | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.649 ms | 0 - 39 MB | FP16 | NPU | Use Export Script |
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+ | LeViT | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.997 ms | 1 - 29 MB | FP16 | NPU | [LeViT.onnx](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT.onnx) |
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+ | LeViT | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 13.656 ms | 0 - 37 MB | FP16 | NPU | [LeViT.tflite](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT.tflite) |
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+ | LeViT | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 10.816 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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+ | LeViT | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.092 ms | 0 - 74 MB | FP16 | NPU | [LeViT.tflite](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT.tflite) |
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+ | LeViT | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.04 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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+ | LeViT | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 1.855 ms | 0 - 37 MB | FP16 | NPU | [LeViT.tflite](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT.tflite) |
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+ | LeViT | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 1.676 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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+ | LeViT | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.481 ms | 0 - 48 MB | FP16 | NPU | [LeViT.tflite](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT.tflite) |
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+ | LeViT | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.455 ms | 0 - 44 MB | FP16 | NPU | Use Export Script |
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+ | LeViT | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.221 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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+ | LeViT | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.722 ms | 17 - 17 MB | FP16 | NPU | [LeViT.onnx](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT.onnx) |
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  LeViT
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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+ Estimated inference time (ms) : 1.1
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+ Estimated peak memory usage (MB): [0, 75]
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  Total # Ops : 306
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  Compute Unit(s) : NPU (306 ops)
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  ```