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DETR-ResNet50

Object Detection
PyTorch
LiteRT
android
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v0.30.2

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See https://github.com/quic/ai-hub-models/releases/v0.30.2 for changelog.

Files changed (3) hide show
  1. DETR-ResNet50.bin +0 -3
  2. DETR-ResNet50.so +0 -3
  3. README.md +31 -31
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README.md CHANGED
@@ -34,35 +34,35 @@ More details on model performance across various devices, can be found
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  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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- | DETR-ResNet50 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 634.146 ms | 0 - 135 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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- | DETR-ResNet50 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 88.947 ms | 4 - 14 MB | NPU | Use Export Script |
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- | DETR-ResNet50 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 30.082 ms | 0 - 127 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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- | DETR-ResNet50 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 35.743 ms | 5 - 97 MB | NPU | Use Export Script |
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- | DETR-ResNet50 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 21.062 ms | 0 - 19 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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- | DETR-ResNet50 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 18.759 ms | 5 - 15 MB | NPU | Use Export Script |
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- | DETR-ResNet50 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 30.56 ms | 0 - 136 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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- | DETR-ResNet50 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 27.683 ms | 2 - 16 MB | NPU | Use Export Script |
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- | DETR-ResNet50 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 634.146 ms | 0 - 135 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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- | DETR-ResNet50 | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 88.947 ms | 4 - 14 MB | NPU | Use Export Script |
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- | DETR-ResNet50 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 20.968 ms | 0 - 19 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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- | DETR-ResNet50 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 18.855 ms | 5 - 7 MB | NPU | Use Export Script |
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- | DETR-ResNet50 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 34.119 ms | 0 - 110 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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- | DETR-ResNet50 | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 31.375 ms | 0 - 18 MB | NPU | Use Export Script |
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- | DETR-ResNet50 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 20.902 ms | 0 - 21 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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- | DETR-ResNet50 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 18.729 ms | 5 - 7 MB | NPU | Use Export Script |
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- | DETR-ResNet50 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 30.56 ms | 0 - 136 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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- | DETR-ResNet50 | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 27.683 ms | 2 - 16 MB | NPU | Use Export Script |
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- | DETR-ResNet50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 20.894 ms | 0 - 19 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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- | DETR-ResNet50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 18.739 ms | 5 - 35 MB | NPU | Use Export Script |
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- | DETR-ResNet50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 19.223 ms | 1 - 195 MB | NPU | [DETR-ResNet50.onnx](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.onnx) |
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- | DETR-ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 14.577 ms | 0 - 143 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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- | DETR-ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 13.382 ms | 5 - 111 MB | NPU | Use Export Script |
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- | DETR-ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 14.526 ms | 5 - 138 MB | NPU | [DETR-ResNet50.onnx](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.onnx) |
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- | DETR-ResNet50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 13.996 ms | 0 - 137 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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- | DETR-ResNet50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 12.284 ms | 5 - 113 MB | NPU | Use Export Script |
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- | DETR-ResNet50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 10.588 ms | 5 - 110 MB | NPU | [DETR-ResNet50.onnx](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.onnx) |
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- | DETR-ResNet50 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 19.379 ms | 5 - 5 MB | NPU | Use Export Script |
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- | DETR-ResNet50 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 20.271 ms | 78 - 78 MB | NPU | [DETR-ResNet50.onnx](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.onnx) |
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@@ -126,8 +126,8 @@ Profiling Results
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  DETR-ResNet50
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  Device : cs_8275 (ANDROID 14)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 634.1
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- Estimated peak memory usage (MB): [0, 135]
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  Total # Ops : 806
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  Compute Unit(s) : npu (806 ops) gpu (0 ops) cpu (0 ops)
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  ```
 
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  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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+ | DETR-ResNet50 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 93.893 ms | 0 - 134 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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+ | DETR-ResNet50 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 88.907 ms | 1 - 11 MB | NPU | Use Export Script |
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+ | DETR-ResNet50 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 29.576 ms | 0 - 126 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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+ | DETR-ResNet50 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 37.023 ms | 5 - 99 MB | NPU | Use Export Script |
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+ | DETR-ResNet50 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 21.031 ms | 0 - 19 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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+ | DETR-ResNet50 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 18.858 ms | 5 - 8 MB | NPU | Use Export Script |
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+ | DETR-ResNet50 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 30.556 ms | 0 - 136 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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+ | DETR-ResNet50 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 27.621 ms | 1 - 13 MB | NPU | Use Export Script |
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+ | DETR-ResNet50 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 93.893 ms | 0 - 134 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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+ | DETR-ResNet50 | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 88.907 ms | 1 - 11 MB | NPU | Use Export Script |
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+ | DETR-ResNet50 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 21.085 ms | 0 - 21 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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+ | DETR-ResNet50 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 18.902 ms | 5 - 7 MB | NPU | Use Export Script |
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+ | DETR-ResNet50 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 34.109 ms | 0 - 111 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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+ | DETR-ResNet50 | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 31.331 ms | 0 - 18 MB | NPU | Use Export Script |
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+ | DETR-ResNet50 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 21.184 ms | 0 - 20 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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+ | DETR-ResNet50 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 18.94 ms | 5 - 7 MB | NPU | Use Export Script |
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+ | DETR-ResNet50 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 30.556 ms | 0 - 136 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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+ | DETR-ResNet50 | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 27.621 ms | 1 - 13 MB | NPU | Use Export Script |
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+ | DETR-ResNet50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 20.935 ms | 0 - 21 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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+ | DETR-ResNet50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 18.883 ms | 5 - 42 MB | NPU | Use Export Script |
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+ | DETR-ResNet50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 19.087 ms | 1 - 211 MB | NPU | [DETR-ResNet50.onnx](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.onnx) |
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+ | DETR-ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 14.488 ms | 0 - 144 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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+ | DETR-ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 13.329 ms | 5 - 115 MB | NPU | Use Export Script |
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+ | DETR-ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 13.946 ms | 5 - 138 MB | NPU | [DETR-ResNet50.onnx](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.onnx) |
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+ | DETR-ResNet50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 14.086 ms | 0 - 137 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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+ | DETR-ResNet50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 12.217 ms | 5 - 113 MB | NPU | Use Export Script |
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+ | DETR-ResNet50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 12.684 ms | 5 - 112 MB | NPU | [DETR-ResNet50.onnx](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.onnx) |
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+ | DETR-ResNet50 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 19.385 ms | 5 - 5 MB | NPU | Use Export Script |
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+ | DETR-ResNet50 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 20.236 ms | 78 - 78 MB | NPU | [DETR-ResNet50.onnx](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.onnx) |
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126
  DETR-ResNet50
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  Device : cs_8275 (ANDROID 14)
128
  Runtime : TFLITE
129
+ Estimated inference time (ms) : 93.9
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+ Estimated peak memory usage (MB): [0, 134]
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  Total # Ops : 806
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  Compute Unit(s) : npu (806 ops) gpu (0 ops) cpu (0 ops)
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  ```