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Person-Foot-Detection

Object Detection
PyTorch
LiteRT
ONNX
real_time
android
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@@ -36,29 +36,31 @@ 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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- | Person-Foot-Detection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 4.944 ms | 5 - 6 MB | FP16 | NPU | [Person-Foot-Detection.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection.tflite) |
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- | Person-Foot-Detection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 5.062 ms | 4 - 11 MB | FP16 | NPU | [Person-Foot-Detection.so](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection.so) |
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- | Person-Foot-Detection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 5.472 ms | 14 - 18 MB | FP16 | NPU | [Person-Foot-Detection.onnx](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection.onnx) |
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- | Person-Foot-Detection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 3.443 ms | 0 - 58 MB | FP16 | NPU | [Person-Foot-Detection.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection.tflite) |
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- | Person-Foot-Detection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 3.564 ms | 0 - 21 MB | FP16 | NPU | [Person-Foot-Detection.so](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection.so) |
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- | Person-Foot-Detection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 4.096 ms | 20 - 88 MB | FP16 | NPU | [Person-Foot-Detection.onnx](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection.onnx) |
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- | Person-Foot-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 3.601 ms | 0 - 29 MB | FP16 | NPU | [Person-Foot-Detection.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection.tflite) |
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- | Person-Foot-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 3.635 ms | 0 - 18 MB | FP16 | NPU | Use Export Script |
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- | Person-Foot-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 3.869 ms | 19 - 54 MB | FP16 | NPU | [Person-Foot-Detection.onnx](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection.onnx) |
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- | Person-Foot-Detection | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 4.893 ms | 5 - 43 MB | FP16 | NPU | [Person-Foot-Detection.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection.tflite) |
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- | Person-Foot-Detection | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 4.778 ms | 4 - 5 MB | FP16 | NPU | Use Export Script |
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- | Person-Foot-Detection | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 5.038 ms | 5 - 56 MB | FP16 | NPU | [Person-Foot-Detection.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection.tflite) |
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- | Person-Foot-Detection | SA8255 (Proxy) | SA8255P Proxy | QNN | 4.845 ms | 4 - 8 MB | FP16 | NPU | Use Export Script |
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- | Person-Foot-Detection | SA8775 (Proxy) | SA8775P Proxy | TFLITE | 4.95 ms | 5 - 127 MB | FP16 | NPU | [Person-Foot-Detection.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection.tflite) |
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- | Person-Foot-Detection | SA8775 (Proxy) | SA8775P Proxy | QNN | 4.914 ms | 4 - 5 MB | FP16 | NPU | Use Export Script |
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- | Person-Foot-Detection | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 5.01 ms | 4 - 7 MB | FP16 | NPU | [Person-Foot-Detection.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection.tflite) |
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- | Person-Foot-Detection | SA8650 (Proxy) | SA8650P Proxy | QNN | 4.948 ms | 4 - 6 MB | FP16 | NPU | Use Export Script |
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- | Person-Foot-Detection | SA8295P ADP | SA8295P | TFLITE | 8.458 ms | 5 - 32 MB | FP16 | NPU | [Person-Foot-Detection.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection.tflite) |
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- | Person-Foot-Detection | SA8295P ADP | SA8295P | QNN | 8.814 ms | 0 - 6 MB | FP16 | NPU | Use Export Script |
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- | Person-Foot-Detection | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 7.095 ms | 5 - 60 MB | FP16 | NPU | [Person-Foot-Detection.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection.tflite) |
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- | Person-Foot-Detection | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 7.526 ms | 4 - 28 MB | FP16 | NPU | Use Export Script |
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- | Person-Foot-Detection | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 5.363 ms | 4 - 4 MB | FP16 | NPU | Use Export Script |
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- | Person-Foot-Detection | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 5.875 ms | 17 - 17 MB | FP16 | NPU | [Person-Foot-Detection.onnx](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection.onnx) |
 
 
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@@ -122,8 +124,8 @@ Profiling Results
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  Person-Foot-Detection
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 4.9
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- Estimated peak memory usage (MB): [5, 6]
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  Total # Ops : 135
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  Compute Unit(s) : NPU (135 ops)
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  ```
@@ -144,13 +146,29 @@ 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.foot_track_net 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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+ | Person-Foot-Detection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 4.804 ms | 5 - 13 MB | FP16 | NPU | [Person-Foot-Detection.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection.tflite) |
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+ | Person-Foot-Detection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 5.05 ms | 4 - 9 MB | FP16 | NPU | [Person-Foot-Detection.so](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection.so) |
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+ | Person-Foot-Detection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 5.12 ms | 16 - 19 MB | FP16 | NPU | [Person-Foot-Detection.onnx](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection.onnx) |
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+ | Person-Foot-Detection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 3.333 ms | 0 - 20 MB | FP16 | NPU | [Person-Foot-Detection.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection.tflite) |
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+ | Person-Foot-Detection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 3.511 ms | 0 - 21 MB | FP16 | NPU | [Person-Foot-Detection.so](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection.so) |
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+ | Person-Foot-Detection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 3.621 ms | 2 - 71 MB | FP16 | NPU | [Person-Foot-Detection.onnx](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection.onnx) |
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+ | Person-Foot-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 3.407 ms | 0 - 18 MB | FP16 | NPU | [Person-Foot-Detection.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection.tflite) |
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+ | Person-Foot-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 3.585 ms | 0 - 18 MB | FP16 | NPU | Use Export Script |
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+ | Person-Foot-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 3.539 ms | 0 - 36 MB | FP16 | NPU | [Person-Foot-Detection.onnx](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection.onnx) |
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+ | Person-Foot-Detection | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 4.772 ms | 5 - 11 MB | FP16 | NPU | [Person-Foot-Detection.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection.tflite) |
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+ | Person-Foot-Detection | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 4.873 ms | 4 - 5 MB | FP16 | NPU | Use Export Script |
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+ | Person-Foot-Detection | SA7255P ADP | SA7255P | TFLITE | 156.75 ms | 5 - 21 MB | FP16 | NPU | [Person-Foot-Detection.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection.tflite) |
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+ | Person-Foot-Detection | SA7255P ADP | SA7255P | QNN | 156.903 ms | 3 - 9 MB | FP16 | NPU | Use Export Script |
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+ | Person-Foot-Detection | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 4.87 ms | 5 - 13 MB | FP16 | NPU | [Person-Foot-Detection.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection.tflite) |
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+ | Person-Foot-Detection | SA8255 (Proxy) | SA8255P Proxy | QNN | 4.867 ms | 4 - 6 MB | FP16 | NPU | Use Export Script |
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+ | Person-Foot-Detection | SA8295P ADP | SA8295P | TFLITE | 8.296 ms | 5 - 20 MB | FP16 | NPU | [Person-Foot-Detection.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection.tflite) |
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+ | Person-Foot-Detection | SA8295P ADP | SA8295P | QNN | 8.873 ms | 0 - 6 MB | FP16 | NPU | Use Export Script |
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+ | Person-Foot-Detection | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 4.87 ms | 5 - 14 MB | FP16 | NPU | [Person-Foot-Detection.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection.tflite) |
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+ | Person-Foot-Detection | SA8650 (Proxy) | SA8650P Proxy | QNN | 4.939 ms | 4 - 6 MB | FP16 | NPU | Use Export Script |
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+ | Person-Foot-Detection | SA8775P ADP | SA8775P | TFLITE | 9.24 ms | 5 - 22 MB | FP16 | NPU | [Person-Foot-Detection.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection.tflite) |
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+ | Person-Foot-Detection | SA8775P ADP | SA8775P | QNN | 9.613 ms | 3 - 8 MB | FP16 | NPU | Use Export Script |
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+ | Person-Foot-Detection | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 7.029 ms | 5 - 27 MB | FP16 | NPU | [Person-Foot-Detection.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection.tflite) |
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+ | Person-Foot-Detection | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 7.509 ms | 4 - 25 MB | FP16 | NPU | Use Export Script |
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+ | Person-Foot-Detection | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 5.46 ms | 4 - 4 MB | FP16 | NPU | Use Export Script |
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+ | Person-Foot-Detection | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 5.765 ms | 17 - 17 MB | FP16 | NPU | [Person-Foot-Detection.onnx](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection.onnx) |
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  Person-Foot-Detection
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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+ Estimated inference time (ms) : 4.8
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+ Estimated peak memory usage (MB): [5, 13]
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  Total # Ops : 135
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  Compute Unit(s) : NPU (135 ops)
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  ```
 
146
  import torch
147
 
148
  import qai_hub as hub
149
+ from qai_hub_models.models.foot_track_net import Model
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151
  # Load the model
152
+ torch_model = Model.from_pretrained()
153
 
154
  # Device
155
  device = hub.Device("Samsung Galaxy S23")
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157
+ # 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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