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Posenet-Mobilenet

Keypoint Detection
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ONNX
android
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@@ -34,29 +34,31 @@ 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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- | Posenet-Mobilenet | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.368 ms | 0 - 2 MB | FP16 | NPU | [Posenet-Mobilenet.tflite](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.tflite) |
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- | Posenet-Mobilenet | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.443 ms | 0 - 157 MB | FP16 | NPU | [Posenet-Mobilenet.so](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.so) |
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- | Posenet-Mobilenet | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 1.892 ms | 0 - 7 MB | FP16 | NPU | [Posenet-Mobilenet.onnx](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.onnx) |
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- | Posenet-Mobilenet | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.962 ms | 0 - 40 MB | FP16 | NPU | [Posenet-Mobilenet.tflite](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.tflite) |
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- | Posenet-Mobilenet | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 1.019 ms | 0 - 14 MB | FP16 | NPU | [Posenet-Mobilenet.so](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.so) |
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- | Posenet-Mobilenet | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 1.331 ms | 0 - 46 MB | FP16 | NPU | [Posenet-Mobilenet.onnx](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.onnx) |
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- | Posenet-Mobilenet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.966 ms | 0 - 22 MB | FP16 | NPU | [Posenet-Mobilenet.tflite](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.tflite) |
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- | Posenet-Mobilenet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 1.079 ms | 0 - 13 MB | FP16 | NPU | Use Export Script |
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- | Posenet-Mobilenet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 1.304 ms | 0 - 24 MB | FP16 | NPU | [Posenet-Mobilenet.onnx](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.onnx) |
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- | Posenet-Mobilenet | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.367 ms | 0 - 1 MB | FP16 | NPU | [Posenet-Mobilenet.tflite](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.tflite) |
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- | Posenet-Mobilenet | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.391 ms | 2 - 3 MB | FP16 | NPU | Use Export Script |
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- | Posenet-Mobilenet | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.373 ms | 0 - 1 MB | FP16 | NPU | [Posenet-Mobilenet.tflite](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.tflite) |
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- | Posenet-Mobilenet | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.392 ms | 2 - 3 MB | FP16 | NPU | Use Export Script |
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- | Posenet-Mobilenet | SA8775 (Proxy) | SA8775P Proxy | TFLITE | 1.374 ms | 0 - 9 MB | FP16 | NPU | [Posenet-Mobilenet.tflite](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.tflite) |
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- | Posenet-Mobilenet | SA8775 (Proxy) | SA8775P Proxy | QNN | 1.389 ms | 2 - 3 MB | FP16 | NPU | Use Export Script |
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- | Posenet-Mobilenet | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.371 ms | 0 - 14 MB | FP16 | NPU | [Posenet-Mobilenet.tflite](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.tflite) |
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- | Posenet-Mobilenet | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.396 ms | 2 - 3 MB | FP16 | NPU | Use Export Script |
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- | Posenet-Mobilenet | SA8295P ADP | SA8295P | TFLITE | 2.801 ms | 0 - 22 MB | FP16 | NPU | [Posenet-Mobilenet.tflite](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.tflite) |
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- | Posenet-Mobilenet | SA8295P ADP | SA8295P | QNN | 3.115 ms | 0 - 6 MB | FP16 | NPU | Use Export Script |
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- | Posenet-Mobilenet | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 2.189 ms | 0 - 41 MB | FP16 | NPU | [Posenet-Mobilenet.tflite](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.tflite) |
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- | Posenet-Mobilenet | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 2.265 ms | 2 - 21 MB | FP16 | NPU | Use Export Script |
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- | Posenet-Mobilenet | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.609 ms | 2 - 2 MB | FP16 | NPU | Use Export Script |
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- | Posenet-Mobilenet | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.175 ms | 7 - 7 MB | FP16 | NPU | [Posenet-Mobilenet.onnx](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.onnx) |
 
 
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@@ -121,7 +123,7 @@ Posenet-Mobilenet
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 1.4
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- Estimated peak memory usage (MB): [0, 2]
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  Total # Ops : 41
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  Compute Unit(s) : NPU (41 ops)
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  ```
@@ -142,13 +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.posenet_mobilenet 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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+ | Posenet-Mobilenet | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.39 ms | 0 - 150 MB | FP16 | NPU | [Posenet-Mobilenet.tflite](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.tflite) |
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+ | Posenet-Mobilenet | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.461 ms | 0 - 12 MB | FP16 | NPU | [Posenet-Mobilenet.so](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.so) |
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+ | Posenet-Mobilenet | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 1.899 ms | 0 - 8 MB | FP16 | NPU | [Posenet-Mobilenet.onnx](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.onnx) |
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+ | Posenet-Mobilenet | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.962 ms | 0 - 16 MB | FP16 | NPU | [Posenet-Mobilenet.tflite](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.tflite) |
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+ | Posenet-Mobilenet | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 1.017 ms | 0 - 15 MB | FP16 | NPU | [Posenet-Mobilenet.so](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.so) |
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+ | Posenet-Mobilenet | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 1.326 ms | 0 - 45 MB | FP16 | NPU | [Posenet-Mobilenet.onnx](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.onnx) |
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+ | Posenet-Mobilenet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 1.007 ms | 0 - 12 MB | FP16 | NPU | [Posenet-Mobilenet.tflite](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.tflite) |
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+ | Posenet-Mobilenet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.835 ms | 0 - 14 MB | FP16 | NPU | Use Export Script |
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+ | Posenet-Mobilenet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 1.3 ms | 0 - 24 MB | FP16 | NPU | [Posenet-Mobilenet.onnx](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.onnx) |
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+ | Posenet-Mobilenet | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.38 ms | 0 - 21 MB | FP16 | NPU | [Posenet-Mobilenet.tflite](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.tflite) |
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+ | Posenet-Mobilenet | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.402 ms | 2 - 3 MB | FP16 | NPU | Use Export Script |
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+ | Posenet-Mobilenet | SA7255P ADP | SA7255P | TFLITE | 53.854 ms | 0 - 13 MB | FP16 | NPU | [Posenet-Mobilenet.tflite](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.tflite) |
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+ | Posenet-Mobilenet | SA7255P ADP | SA7255P | QNN | 54.108 ms | 2 - 7 MB | FP16 | NPU | Use Export Script |
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+ | Posenet-Mobilenet | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.389 ms | 0 - 22 MB | FP16 | NPU | [Posenet-Mobilenet.tflite](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.tflite) |
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+ | Posenet-Mobilenet | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.412 ms | 0 - 1 MB | FP16 | NPU | Use Export Script |
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+ | Posenet-Mobilenet | SA8295P ADP | SA8295P | TFLITE | 2.796 ms | 0 - 12 MB | FP16 | NPU | [Posenet-Mobilenet.tflite](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.tflite) |
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+ | Posenet-Mobilenet | SA8295P ADP | SA8295P | QNN | 3.159 ms | 0 - 5 MB | FP16 | NPU | Use Export Script |
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+ | Posenet-Mobilenet | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.383 ms | 0 - 22 MB | FP16 | NPU | [Posenet-Mobilenet.tflite](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.tflite) |
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+ | Posenet-Mobilenet | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.411 ms | 2 - 3 MB | FP16 | NPU | Use Export Script |
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+ | Posenet-Mobilenet | SA8775P ADP | SA8775P | TFLITE | 2.874 ms | 0 - 14 MB | FP16 | NPU | [Posenet-Mobilenet.tflite](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.tflite) |
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+ | Posenet-Mobilenet | SA8775P ADP | SA8775P | QNN | 3.09 ms | 2 - 7 MB | FP16 | NPU | Use Export Script |
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+ | Posenet-Mobilenet | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 2.197 ms | 0 - 18 MB | FP16 | NPU | [Posenet-Mobilenet.tflite](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.tflite) |
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+ | Posenet-Mobilenet | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 2.272 ms | 2 - 20 MB | FP16 | NPU | Use Export Script |
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+ | Posenet-Mobilenet | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.583 ms | 2 - 2 MB | FP16 | NPU | Use Export Script |
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+ | Posenet-Mobilenet | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.26 ms | 7 - 7 MB | FP16 | NPU | [Posenet-Mobilenet.onnx](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.onnx) |
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 1.4
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+ Estimated peak memory usage (MB): [0, 150]
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  Total # Ops : 41
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  Compute Unit(s) : NPU (41 ops)
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  ```
 
144
  import torch
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146
  import qai_hub as hub
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+ from qai_hub_models.models.posenet_mobilenet 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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