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Conditional-DETR-ResNet50

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@@ -34,45 +34,43 @@ 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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- | Conditional-DETR-ResNet50 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 22.036 ms | 0 - 22 MB | FP16 | NPU | [Conditional-DETR-ResNet50.tflite](https://huggingface.co/qualcomm/Conditional-DETR-ResNet50/blob/main/Conditional-DETR-ResNet50.tflite) |
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- | Conditional-DETR-ResNet50 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 22.516 ms | 0 - 25 MB | FP16 | NPU | [Conditional-DETR-ResNet50.so](https://huggingface.co/qualcomm/Conditional-DETR-ResNet50/blob/main/Conditional-DETR-ResNet50.so) |
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- | Conditional-DETR-ResNet50 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 19.121 ms | 1 - 256 MB | FP16 | NPU | [Conditional-DETR-ResNet50.onnx](https://huggingface.co/qualcomm/Conditional-DETR-ResNet50/blob/main/Conditional-DETR-ResNet50.onnx) |
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- | Conditional-DETR-ResNet50 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 16.354 ms | 0 - 77 MB | FP16 | NPU | [Conditional-DETR-ResNet50.tflite](https://huggingface.co/qualcomm/Conditional-DETR-ResNet50/blob/main/Conditional-DETR-ResNet50.tflite) |
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- | Conditional-DETR-ResNet50 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 16.862 ms | 3 - 76 MB | FP16 | NPU | [Conditional-DETR-ResNet50.so](https://huggingface.co/qualcomm/Conditional-DETR-ResNet50/blob/main/Conditional-DETR-ResNet50.so) |
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- | Conditional-DETR-ResNet50 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 14.739 ms | 3 - 108 MB | FP16 | NPU | [Conditional-DETR-ResNet50.onnx](https://huggingface.co/qualcomm/Conditional-DETR-ResNet50/blob/main/Conditional-DETR-ResNet50.onnx) |
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- | Conditional-DETR-ResNet50 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 13.345 ms | 0 - 79 MB | FP16 | NPU | [Conditional-DETR-ResNet50.tflite](https://huggingface.co/qualcomm/Conditional-DETR-ResNet50/blob/main/Conditional-DETR-ResNet50.tflite) |
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- | Conditional-DETR-ResNet50 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 15.419 ms | 3 - 80 MB | FP16 | NPU | Use Export Script |
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- | Conditional-DETR-ResNet50 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 13.967 ms | 3 - 82 MB | FP16 | NPU | [Conditional-DETR-ResNet50.onnx](https://huggingface.co/qualcomm/Conditional-DETR-ResNet50/blob/main/Conditional-DETR-ResNet50.onnx) |
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- | Conditional-DETR-ResNet50 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 21.937 ms | 0 - 24 MB | FP16 | NPU | [Conditional-DETR-ResNet50.tflite](https://huggingface.co/qualcomm/Conditional-DETR-ResNet50/blob/main/Conditional-DETR-ResNet50.tflite) |
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- | Conditional-DETR-ResNet50 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 17.562 ms | 3 - 6 MB | FP16 | NPU | Use Export Script |
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- | Conditional-DETR-ResNet50 | SA7255P ADP | SA7255P | TFLITE | 350.17 ms | 0 - 75 MB | FP16 | NPU | [Conditional-DETR-ResNet50.tflite](https://huggingface.co/qualcomm/Conditional-DETR-ResNet50/blob/main/Conditional-DETR-ResNet50.tflite) |
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- | Conditional-DETR-ResNet50 | SA7255P ADP | SA7255P | QNN | 346.73 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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- | Conditional-DETR-ResNet50 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 22.024 ms | 0 - 26 MB | FP16 | NPU | [Conditional-DETR-ResNet50.tflite](https://huggingface.co/qualcomm/Conditional-DETR-ResNet50/blob/main/Conditional-DETR-ResNet50.tflite) |
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- | Conditional-DETR-ResNet50 | SA8255 (Proxy) | SA8255P Proxy | QNN | 17.739 ms | 3 - 5 MB | FP16 | NPU | Use Export Script |
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- | Conditional-DETR-ResNet50 | SA8295P ADP | SA8295P | TFLITE | 29.648 ms | 0 - 64 MB | FP16 | NPU | [Conditional-DETR-ResNet50.tflite](https://huggingface.co/qualcomm/Conditional-DETR-ResNet50/blob/main/Conditional-DETR-ResNet50.tflite) |
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- | Conditional-DETR-ResNet50 | SA8295P ADP | SA8295P | QNN | 24.166 ms | 0 - 14 MB | FP16 | NPU | Use Export Script |
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- | Conditional-DETR-ResNet50 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 22.016 ms | 0 - 23 MB | FP16 | NPU | [Conditional-DETR-ResNet50.tflite](https://huggingface.co/qualcomm/Conditional-DETR-ResNet50/blob/main/Conditional-DETR-ResNet50.tflite) |
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- | Conditional-DETR-ResNet50 | SA8650 (Proxy) | SA8650P Proxy | QNN | 17.485 ms | 3 - 5 MB | FP16 | NPU | Use Export Script |
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- | Conditional-DETR-ResNet50 | SA8775P ADP | SA8775P | TFLITE | 31.518 ms | 0 - 76 MB | FP16 | NPU | [Conditional-DETR-ResNet50.tflite](https://huggingface.co/qualcomm/Conditional-DETR-ResNet50/blob/main/Conditional-DETR-ResNet50.tflite) |
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- | Conditional-DETR-ResNet50 | SA8775P ADP | SA8775P | QNN | 25.619 ms | 2 - 12 MB | FP16 | NPU | Use Export Script |
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- | Conditional-DETR-ResNet50 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 26.804 ms | 0 - 62 MB | FP16 | NPU | [Conditional-DETR-ResNet50.tflite](https://huggingface.co/qualcomm/Conditional-DETR-ResNet50/blob/main/Conditional-DETR-ResNet50.tflite) |
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- | Conditional-DETR-ResNet50 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 28.056 ms | 3 - 60 MB | FP16 | NPU | Use Export Script |
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- | Conditional-DETR-ResNet50 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 17.258 ms | 3 - 3 MB | FP16 | NPU | Use Export Script |
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- | Conditional-DETR-ResNet50 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 20.428 ms | 83 - 83 MB | FP16 | NPU | [Conditional-DETR-ResNet50.onnx](https://huggingface.co/qualcomm/Conditional-DETR-ResNet50/blob/main/Conditional-DETR-ResNet50.onnx) |
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  ## Installation
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- This model can be installed as a Python package via pip.
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  ```bash
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- pip install "qai-hub-models[conditional_detr_resnet50]"
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  ```
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-
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  ## Configure Qualcomm® AI Hub to run this model on a cloud-hosted device
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  Sign-in to [Qualcomm® AI Hub](https://app.aihub.qualcomm.com/) with your
@@ -123,8 +121,8 @@ Profiling Results
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  Conditional-DETR-ResNet50
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 22.0
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- Estimated peak memory usage (MB): [0, 22]
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  Total # Ops : 843
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  Compute Unit(s) : NPU (843 ops)
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  ```
@@ -151,7 +149,7 @@ from qai_hub_models.models.conditional_detr_resnet50 import 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()
@@ -243,7 +241,8 @@ Explore all available models on [Qualcomm® AI Hub](https://aihub.qualcomm.com/)
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  ## License
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- * The license for the original implementation of Conditional-DETR-ResNet50 can be found [here](https://github.com/huggingface/transformers/blob/main/LICENSE).
 
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  * The license for the compiled assets for on-device deployment can be found [here](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/Qualcomm+AI+Hub+Proprietary+License.pdf)
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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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+ | Conditional-DETR-ResNet50 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 21.798 ms | 0 - 23 MB | FP16 | NPU | [Conditional-DETR-ResNet50.tflite](https://huggingface.co/qualcomm/Conditional-DETR-ResNet50/blob/main/Conditional-DETR-ResNet50.tflite) |
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+ | Conditional-DETR-ResNet50 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 22.449 ms | 3 - 25 MB | FP16 | NPU | [Conditional-DETR-ResNet50.so](https://huggingface.co/qualcomm/Conditional-DETR-ResNet50/blob/main/Conditional-DETR-ResNet50.so) |
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+ | Conditional-DETR-ResNet50 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 19.23 ms | 0 - 213 MB | FP16 | NPU | [Conditional-DETR-ResNet50.onnx](https://huggingface.co/qualcomm/Conditional-DETR-ResNet50/blob/main/Conditional-DETR-ResNet50.onnx) |
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+ | Conditional-DETR-ResNet50 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 16.492 ms | 0 - 79 MB | FP16 | NPU | [Conditional-DETR-ResNet50.tflite](https://huggingface.co/qualcomm/Conditional-DETR-ResNet50/blob/main/Conditional-DETR-ResNet50.tflite) |
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+ | Conditional-DETR-ResNet50 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 16.702 ms | 3 - 75 MB | FP16 | NPU | [Conditional-DETR-ResNet50.so](https://huggingface.co/qualcomm/Conditional-DETR-ResNet50/blob/main/Conditional-DETR-ResNet50.so) |
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+ | Conditional-DETR-ResNet50 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 14.627 ms | 3 - 112 MB | FP16 | NPU | [Conditional-DETR-ResNet50.onnx](https://huggingface.co/qualcomm/Conditional-DETR-ResNet50/blob/main/Conditional-DETR-ResNet50.onnx) |
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+ | Conditional-DETR-ResNet50 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 14.996 ms | 0 - 79 MB | FP16 | NPU | [Conditional-DETR-ResNet50.tflite](https://huggingface.co/qualcomm/Conditional-DETR-ResNet50/blob/main/Conditional-DETR-ResNet50.tflite) |
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+ | Conditional-DETR-ResNet50 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 15.164 ms | 3 - 81 MB | FP16 | NPU | Use Export Script |
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+ | Conditional-DETR-ResNet50 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 12.193 ms | 3 - 84 MB | FP16 | NPU | [Conditional-DETR-ResNet50.onnx](https://huggingface.co/qualcomm/Conditional-DETR-ResNet50/blob/main/Conditional-DETR-ResNet50.onnx) |
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+ | Conditional-DETR-ResNet50 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 22.1 ms | 0 - 23 MB | FP16 | NPU | [Conditional-DETR-ResNet50.tflite](https://huggingface.co/qualcomm/Conditional-DETR-ResNet50/blob/main/Conditional-DETR-ResNet50.tflite) |
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+ | Conditional-DETR-ResNet50 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 17.605 ms | 3 - 5 MB | FP16 | NPU | Use Export Script |
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+ | Conditional-DETR-ResNet50 | SA7255P ADP | SA7255P | TFLITE | 349.833 ms | 0 - 76 MB | FP16 | NPU | [Conditional-DETR-ResNet50.tflite](https://huggingface.co/qualcomm/Conditional-DETR-ResNet50/blob/main/Conditional-DETR-ResNet50.tflite) |
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+ | Conditional-DETR-ResNet50 | SA7255P ADP | SA7255P | QNN | 346.829 ms | 0 - 9 MB | FP16 | NPU | Use Export Script |
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+ | Conditional-DETR-ResNet50 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 22.134 ms | 0 - 22 MB | FP16 | NPU | [Conditional-DETR-ResNet50.tflite](https://huggingface.co/qualcomm/Conditional-DETR-ResNet50/blob/main/Conditional-DETR-ResNet50.tflite) |
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+ | Conditional-DETR-ResNet50 | SA8255 (Proxy) | SA8255P Proxy | QNN | 17.64 ms | 3 - 4 MB | FP16 | NPU | Use Export Script |
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+ | Conditional-DETR-ResNet50 | SA8295P ADP | SA8295P | TFLITE | 29.676 ms | 0 - 63 MB | FP16 | NPU | [Conditional-DETR-ResNet50.tflite](https://huggingface.co/qualcomm/Conditional-DETR-ResNet50/blob/main/Conditional-DETR-ResNet50.tflite) |
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+ | Conditional-DETR-ResNet50 | SA8295P ADP | SA8295P | QNN | 24.055 ms | 0 - 14 MB | FP16 | NPU | Use Export Script |
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+ | Conditional-DETR-ResNet50 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 22.155 ms | 0 - 23 MB | FP16 | NPU | [Conditional-DETR-ResNet50.tflite](https://huggingface.co/qualcomm/Conditional-DETR-ResNet50/blob/main/Conditional-DETR-ResNet50.tflite) |
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+ | Conditional-DETR-ResNet50 | SA8650 (Proxy) | SA8650P Proxy | QNN | 17.844 ms | 3 - 5 MB | FP16 | NPU | Use Export Script |
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+ | Conditional-DETR-ResNet50 | SA8775P ADP | SA8775P | TFLITE | 31.52 ms | 0 - 76 MB | FP16 | NPU | [Conditional-DETR-ResNet50.tflite](https://huggingface.co/qualcomm/Conditional-DETR-ResNet50/blob/main/Conditional-DETR-ResNet50.tflite) |
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+ | Conditional-DETR-ResNet50 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 26.255 ms | 0 - 65 MB | FP16 | NPU | [Conditional-DETR-ResNet50.tflite](https://huggingface.co/qualcomm/Conditional-DETR-ResNet50/blob/main/Conditional-DETR-ResNet50.tflite) |
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+ | Conditional-DETR-ResNet50 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 26.86 ms | 3 - 65 MB | FP16 | NPU | Use Export Script |
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+ | Conditional-DETR-ResNet50 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 17.169 ms | 3 - 3 MB | FP16 | NPU | Use Export Script |
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+ | Conditional-DETR-ResNet50 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 20.53 ms | 83 - 83 MB | FP16 | NPU | [Conditional-DETR-ResNet50.onnx](https://huggingface.co/qualcomm/Conditional-DETR-ResNet50/blob/main/Conditional-DETR-ResNet50.onnx) |
 
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  ## Installation
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+ Install the package via pip:
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  ```bash
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+ pip install "qai-hub-models[conditional-detr-resnet50]"
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  ```
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  ## Configure Qualcomm® AI Hub to run this model on a cloud-hosted device
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  Sign-in to [Qualcomm® AI Hub](https://app.aihub.qualcomm.com/) with your
 
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  Conditional-DETR-ResNet50
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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+ Estimated inference time (ms) : 21.8
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+ Estimated peak memory usage (MB): [0, 23]
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  Total # Ops : 843
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  Compute Unit(s) : NPU (843 ops)
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  ```
 
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  torch_model = Model.from_pretrained()
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  # Device
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+ device = hub.Device("Samsung Galaxy S24")
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  # Trace model
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  input_shape = torch_model.get_input_spec()
 
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  ## License
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+ * The license for the original implementation of Conditional-DETR-ResNet50 can be found
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+ [here](https://github.com/huggingface/transformers/blob/main/LICENSE).
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  * The license for the compiled assets for on-device deployment can be found [here](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/Qualcomm+AI+Hub+Proprietary+License.pdf)
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