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Swin-Tiny

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@@ -35,29 +35,30 @@ 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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- | Swin-Tiny | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 11.87 ms | 0 - 2 MB | FP16 | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
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- | Swin-Tiny | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 13.104 ms | 0 - 23 MB | FP16 | NPU | [Swin-Tiny.so](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.so) |
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- | Swin-Tiny | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 19.834 ms | 0 - 66 MB | FP16 | NPU | [Swin-Tiny.onnx](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.onnx) |
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- | Swin-Tiny | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 8.136 ms | 0 - 332 MB | FP16 | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
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- | Swin-Tiny | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 8.917 ms | 1 - 112 MB | FP16 | NPU | [Swin-Tiny.so](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.so) |
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- | Swin-Tiny | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 13.776 ms | 0 - 464 MB | FP16 | NPU | [Swin-Tiny.onnx](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.onnx) |
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- | Swin-Tiny | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 7.319 ms | 0 - 156 MB | FP16 | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
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- | Swin-Tiny | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 7.661 ms | 1 - 107 MB | FP16 | NPU | Use Export Script |
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- | Swin-Tiny | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 11.99 ms | 0 - 212 MB | FP16 | NPU | [Swin-Tiny.onnx](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.onnx) |
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- | Swin-Tiny | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 11.795 ms | 0 - 651 MB | FP16 | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
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- | Swin-Tiny | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 12.321 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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- | Swin-Tiny | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 11.805 ms | 0 - 638 MB | FP16 | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
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- | Swin-Tiny | SA8255 (Proxy) | SA8255P Proxy | QNN | 12.289 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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- | Swin-Tiny | SA8775 (Proxy) | SA8775P Proxy | TFLITE | 11.895 ms | 0 - 3 MB | FP16 | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
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- | Swin-Tiny | SA8775 (Proxy) | SA8775P Proxy | QNN | 12.362 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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- | Swin-Tiny | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 11.845 ms | 0 - 3 MB | FP16 | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
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- | Swin-Tiny | SA8650 (Proxy) | SA8650P Proxy | QNN | 12.431 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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- | Swin-Tiny | SA8295P ADP | SA8295P | TFLITE | 17.096 ms | 0 - 147 MB | FP16 | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
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- | Swin-Tiny | SA8295P ADP | SA8295P | QNN | 17.321 ms | 1 - 6 MB | FP16 | NPU | Use Export Script |
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- | Swin-Tiny | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 15.1 ms | 0 - 318 MB | FP16 | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
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- | Swin-Tiny | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 16.693 ms | 1 - 103 MB | FP16 | NPU | Use Export Script |
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- | Swin-Tiny | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 12.932 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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- | Swin-Tiny | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 22.131 ms | 64 - 64 MB | FP16 | NPU | [Swin-Tiny.onnx](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.onnx) |
 
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@@ -121,8 +122,8 @@ Profiling Results
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  Swin-Tiny
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 11.9
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- Estimated peak memory usage (MB): [0, 2]
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  Total # Ops : 837
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  Compute Unit(s) : NPU (837 ops)
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  ```
@@ -143,13 +144,29 @@ in memory using the `jit.trace` and then call the `submit_compile_job` API.
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  import torch
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  import qai_hub as hub
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- from qai_hub_models.models.swin_tiny import
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  # Load the model
 
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  # Device
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  device = hub.Device("Samsung Galaxy S23")
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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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+ | Swin-Tiny | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 11.833 ms | 0 - 23 MB | FP16 | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
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+ | Swin-Tiny | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 12.065 ms | 0 - 28 MB | FP16 | NPU | [Swin-Tiny.so](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.so) |
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+ | Swin-Tiny | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 17.445 ms | 0 - 66 MB | FP16 | NPU | [Swin-Tiny.onnx](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.onnx) |
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+ | Swin-Tiny | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 8.179 ms | 0 - 111 MB | FP16 | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
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+ | Swin-Tiny | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 8.131 ms | 1 - 109 MB | FP16 | NPU | [Swin-Tiny.so](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.so) |
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+ | Swin-Tiny | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 11.802 ms | 0 - 443 MB | FP16 | NPU | [Swin-Tiny.onnx](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.onnx) |
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+ | Swin-Tiny | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 6.161 ms | 0 - 107 MB | FP16 | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
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+ | Swin-Tiny | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 7.398 ms | 1 - 107 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Tiny | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 10.571 ms | 0 - 190 MB | FP16 | NPU | [Swin-Tiny.onnx](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.onnx) |
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+ | Swin-Tiny | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 11.899 ms | 0 - 24 MB | FP16 | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
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+ | Swin-Tiny | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 10.546 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Tiny | SA7255P ADP | SA7255P | TFLITE | 96.559 ms | 0 - 107 MB | FP16 | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
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+ | Swin-Tiny | SA7255P ADP | SA7255P | QNN | 94.322 ms | 1 - 6 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Tiny | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 11.909 ms | 0 - 24 MB | FP16 | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
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+ | Swin-Tiny | SA8255 (Proxy) | SA8255P Proxy | QNN | 10.608 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Tiny | SA8295P ADP | SA8295P | TFLITE | 17.323 ms | 0 - 99 MB | FP16 | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
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+ | Swin-Tiny | SA8295P ADP | SA8295P | QNN | 15.424 ms | 1 - 6 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Tiny | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 11.905 ms | 0 - 22 MB | FP16 | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
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+ | Swin-Tiny | SA8650 (Proxy) | SA8650P Proxy | QNN | 10.664 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Tiny | SA8775P ADP | SA8775P | TFLITE | 16.057 ms | 0 - 103 MB | FP16 | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
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+ | Swin-Tiny | SA8775P ADP | SA8775P | QNN | 14.563 ms | 0 - 6 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Tiny | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 15.5 ms | 0 - 103 MB | FP16 | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
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+ | Swin-Tiny | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 15.162 ms | 1 - 106 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Tiny | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 11.229 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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  Swin-Tiny
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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+ Estimated inference time (ms) : 11.8
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+ Estimated peak memory usage (MB): [0, 23]
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  Total # Ops : 837
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  Compute Unit(s) : NPU (837 ops)
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  ```
 
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  import torch
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  import qai_hub as hub
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+ from qai_hub_models.models.swin_tiny import Model
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  # Load the model
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+ torch_model = Model.from_pretrained()
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  # Device
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  device = hub.Device("Samsung Galaxy S23")
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+ # Trace model
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+ input_shape = torch_model.get_input_spec()
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+ sample_inputs = torch_model.sample_inputs()
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+
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+ pt_model = torch.jit.trace(torch_model, [torch.tensor(data[0]) for _, data in sample_inputs.items()])
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+
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+ # Compile model on a specific device
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+ compile_job = hub.submit_compile_job(
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+ model=pt_model,
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+ device=device,
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+ input_specs=torch_model.get_input_spec(),
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+ )
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+
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+ # Get target model to run on-device
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+ target_model = compile_job.get_target_model()
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  ```
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