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v0.30.5

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See https://github.com/quic/ai-hub-models/releases/v0.30.5 for changelog.

Files changed (2) hide show
  1. README.md +63 -65
  2. ResNeXt101_w8a8.onnx +2 -2
README.md CHANGED
@@ -36,67 +36,65 @@ 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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- | ResNeXt101 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 36.499 ms | 0 - 276 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
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- | ResNeXt101 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 36.124 ms | 1 - 9 MB | NPU | Use Export Script |
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- | ResNeXt101 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 9.563 ms | 0 - 254 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
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- | ResNeXt101 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 10.843 ms | 0 - 60 MB | NPU | Use Export Script |
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- | ResNeXt101 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 6.607 ms | 0 - 28 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
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- | ResNeXt101 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 6.56 ms | 1 - 3 MB | NPU | Use Export Script |
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- | ResNeXt101 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 10.522 ms | 0 - 276 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
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- | ResNeXt101 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 10.299 ms | 1 - 10 MB | NPU | Use Export Script |
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- | ResNeXt101 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 36.499 ms | 0 - 276 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
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- | ResNeXt101 | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 36.124 ms | 1 - 9 MB | NPU | Use Export Script |
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- | ResNeXt101 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 6.645 ms | 0 - 28 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
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- | ResNeXt101 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 6.589 ms | 1 - 3 MB | NPU | Use Export Script |
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- | ResNeXt101 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 10.807 ms | 0 - 246 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
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- | ResNeXt101 | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 10.685 ms | 1 - 18 MB | NPU | Use Export Script |
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- | ResNeXt101 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 6.645 ms | 0 - 28 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
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- | ResNeXt101 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 6.55 ms | 1 - 3 MB | NPU | Use Export Script |
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- | ResNeXt101 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 10.522 ms | 0 - 276 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
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- | ResNeXt101 | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 10.299 ms | 1 - 10 MB | NPU | Use Export Script |
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- | ResNeXt101 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 6.619 ms | 0 - 29 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
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- | ResNeXt101 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 6.709 ms | 0 - 39 MB | NPU | Use Export Script |
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- | ResNeXt101 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 6.75 ms | 0 - 425 MB | NPU | [ResNeXt101.onnx](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.onnx) |
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- | ResNeXt101 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 4.717 ms | 0 - 280 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
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- | ResNeXt101 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 4.814 ms | 1 - 100 MB | NPU | Use Export Script |
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- | ResNeXt101 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 4.995 ms | 0 - 100 MB | NPU | [ResNeXt101.onnx](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.onnx) |
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- | ResNeXt101 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 4.606 ms | 0 - 277 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
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- | ResNeXt101 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 4.733 ms | 1 - 98 MB | NPU | Use Export Script |
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- | ResNeXt101 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 4.472 ms | 1 - 98 MB | NPU | [ResNeXt101.onnx](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.onnx) |
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- | ResNeXt101 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 6.766 ms | 1 - 1 MB | NPU | Use Export Script |
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- | ResNeXt101 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 6.594 ms | 172 - 172 MB | NPU | [ResNeXt101.onnx](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.onnx) |
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- | ResNeXt101 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 6.302 ms | 0 - 143 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.tflite) |
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- | ResNeXt101 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 6.628 ms | 0 - 9 MB | NPU | Use Export Script |
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- | ResNeXt101 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 3.89 ms | 0 - 161 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.tflite) |
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- | ResNeXt101 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 3.983 ms | 0 - 163 MB | NPU | Use Export Script |
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- | ResNeXt101 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 2.799 ms | 0 - 23 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.tflite) |
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- | ResNeXt101 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 2.961 ms | 0 - 3 MB | NPU | Use Export Script |
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- | ResNeXt101 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 3.315 ms | 0 - 143 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.tflite) |
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- | ResNeXt101 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 3.456 ms | 0 - 12 MB | NPU | Use Export Script |
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- | ResNeXt101 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 10.786 ms | 0 - 195 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.tflite) |
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- | ResNeXt101 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 15.434 ms | 0 - 12 MB | NPU | Use Export Script |
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- | ResNeXt101 | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 132.053 ms | 0 - 394 MB | GPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.tflite) |
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- | ResNeXt101 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 6.302 ms | 0 - 143 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.tflite) |
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- | ResNeXt101 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN | 6.628 ms | 0 - 9 MB | NPU | Use Export Script |
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- | ResNeXt101 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 2.827 ms | 0 - 24 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.tflite) |
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- | ResNeXt101 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 2.998 ms | 0 - 2 MB | NPU | Use Export Script |
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- | ResNeXt101 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 4.036 ms | 0 - 144 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.tflite) |
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- | ResNeXt101 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN | 4.22 ms | 0 - 18 MB | NPU | Use Export Script |
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- | ResNeXt101 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 2.87 ms | 0 - 26 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.tflite) |
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- | ResNeXt101 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 2.913 ms | 0 - 3 MB | NPU | Use Export Script |
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- | ResNeXt101 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 3.315 ms | 0 - 143 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.tflite) |
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- | ResNeXt101 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN | 3.456 ms | 0 - 12 MB | NPU | Use Export Script |
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- | ResNeXt101 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 2.796 ms | 0 - 22 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.tflite) |
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- | ResNeXt101 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 2.9 ms | 0 - 38 MB | NPU | Use Export Script |
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- | ResNeXt101 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 4.7 ms | 0 - 148 MB | NPU | [ResNeXt101.onnx](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.onnx) |
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- | ResNeXt101 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 2.06 ms | 0 - 155 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.tflite) |
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- | ResNeXt101 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 2.17 ms | 0 - 160 MB | NPU | Use Export Script |
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- | ResNeXt101 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 3.585 ms | 0 - 203 MB | NPU | [ResNeXt101.onnx](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.onnx) |
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- | ResNeXt101 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 1.793 ms | 0 - 145 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.tflite) |
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- | ResNeXt101 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 2.098 ms | 0 - 150 MB | NPU | Use Export Script |
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- | ResNeXt101 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 3.908 ms | 0 - 189 MB | NPU | [ResNeXt101.onnx](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.onnx) |
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- | ResNeXt101 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 3.019 ms | 1 - 1 MB | NPU | Use Export Script |
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- | ResNeXt101 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 4.934 ms | 90 - 90 MB | NPU | [ResNeXt101.onnx](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.onnx) |
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@@ -160,8 +158,8 @@ Profiling Results
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  ResNeXt101
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  Device : cs_8275 (ANDROID 14)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 36.5
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- Estimated peak memory usage (MB): [0, 276]
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  Total # Ops : 147
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  Compute Unit(s) : npu (147 ops) gpu (0 ops) cpu (0 ops)
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  ```
@@ -250,13 +248,13 @@ AI Hub. [Sign up for access](https://myaccount.qualcomm.com/signup).
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  You can also run the demo on-device.
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  ```bash
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- python -m qai_hub_models.models.resnext101.demo --on-device
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  ```
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  **NOTE**: If you want running in a Jupyter Notebook or Google Colab like
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  environment, please add the following to your cell (instead of the above).
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  ```
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- %run -m qai_hub_models.models.resnext101.demo -- --on-device
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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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+ | ResNeXt101 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 272.736 ms | 0 - 316 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
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+ | ResNeXt101 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 272.602 ms | 1 - 10 MB | NPU | Use Export Script |
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+ | ResNeXt101 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 9.419 ms | 0 - 282 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
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+ | ResNeXt101 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 9.831 ms | 1 - 76 MB | NPU | Use Export Script |
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+ | ResNeXt101 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 6.641 ms | 0 - 40 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
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+ | ResNeXt101 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 7.097 ms | 1 - 3 MB | NPU | Use Export Script |
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+ | ResNeXt101 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 10.538 ms | 0 - 317 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
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+ | ResNeXt101 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 10.35 ms | 0 - 9 MB | NPU | Use Export Script |
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+ | ResNeXt101 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 272.736 ms | 0 - 316 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
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+ | ResNeXt101 | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 272.602 ms | 1 - 10 MB | NPU | Use Export Script |
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+ | ResNeXt101 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 6.821 ms | 0 - 34 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
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+ | ResNeXt101 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 7.022 ms | 1 - 9 MB | NPU | Use Export Script |
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+ | ResNeXt101 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 10.883 ms | 0 - 285 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
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+ | ResNeXt101 | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 10.723 ms | 1 - 17 MB | NPU | Use Export Script |
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+ | ResNeXt101 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 6.718 ms | 0 - 34 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
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+ | ResNeXt101 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 6.968 ms | 1 - 3 MB | NPU | Use Export Script |
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+ | ResNeXt101 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 10.538 ms | 0 - 317 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
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+ | ResNeXt101 | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 10.35 ms | 0 - 9 MB | NPU | Use Export Script |
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+ | ResNeXt101 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 6.716 ms | 0 - 34 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
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+ | ResNeXt101 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 7.097 ms | 0 - 40 MB | NPU | Use Export Script |
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+ | ResNeXt101 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 6.797 ms | 0 - 418 MB | NPU | [ResNeXt101.onnx](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.onnx) |
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+ | ResNeXt101 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 4.723 ms | 0 - 310 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
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+ | ResNeXt101 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 5.032 ms | 1 - 128 MB | NPU | Use Export Script |
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+ | ResNeXt101 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 4.802 ms | 0 - 120 MB | NPU | [ResNeXt101.onnx](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.onnx) |
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+ | ResNeXt101 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 3.976 ms | 0 - 312 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
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+ | ResNeXt101 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 4.563 ms | 1 - 119 MB | NPU | Use Export Script |
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+ | ResNeXt101 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 5.07 ms | 1 - 134 MB | NPU | [ResNeXt101.onnx](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.onnx) |
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+ | ResNeXt101 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 6.889 ms | 1 - 1 MB | NPU | Use Export Script |
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+ | ResNeXt101 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 6.606 ms | 173 - 173 MB | NPU | [ResNeXt101.onnx](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.onnx) |
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+ | ResNeXt101 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 34.378 ms | 0 - 159 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.tflite) |
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+ | ResNeXt101 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 34.898 ms | 0 - 10 MB | NPU | Use Export Script |
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+ | ResNeXt101 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 3.417 ms | 0 - 174 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.tflite) |
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+ | ResNeXt101 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 4.066 ms | 0 - 156 MB | NPU | Use Export Script |
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+ | ResNeXt101 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 2.807 ms | 0 - 51 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.tflite) |
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+ | ResNeXt101 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 3.044 ms | 0 - 2 MB | NPU | Use Export Script |
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+ | ResNeXt101 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 3.331 ms | 0 - 158 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.tflite) |
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+ | ResNeXt101 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 3.484 ms | 0 - 10 MB | NPU | Use Export Script |
76
+ | ResNeXt101 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 14.818 ms | 0 - 11 MB | NPU | Use Export Script |
77
+ | ResNeXt101 | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 144.793 ms | 0 - 300 MB | GPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.tflite) |
78
+ | ResNeXt101 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 34.378 ms | 0 - 159 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.tflite) |
79
+ | ResNeXt101 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN | 34.898 ms | 0 - 10 MB | NPU | Use Export Script |
80
+ | ResNeXt101 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 2.767 ms | 0 - 101 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.tflite) |
81
+ | ResNeXt101 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 3.094 ms | 0 - 3 MB | NPU | Use Export Script |
82
+ | ResNeXt101 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 4.054 ms | 0 - 159 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.tflite) |
83
+ | ResNeXt101 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN | 4.193 ms | 0 - 17 MB | NPU | Use Export Script |
84
+ | ResNeXt101 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 2.757 ms | 0 - 38 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.tflite) |
85
+ | ResNeXt101 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 3.031 ms | 0 - 3 MB | NPU | Use Export Script |
86
+ | ResNeXt101 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 3.331 ms | 0 - 158 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.tflite) |
87
+ | ResNeXt101 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN | 3.484 ms | 0 - 10 MB | NPU | Use Export Script |
88
+ | ResNeXt101 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 2.799 ms | 0 - 41 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.tflite) |
89
+ | ResNeXt101 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 2.915 ms | 0 - 36 MB | NPU | Use Export Script |
90
+ | ResNeXt101 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 4.992 ms | 0 - 185 MB | NPU | [ResNeXt101.onnx](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.onnx) |
91
+ | ResNeXt101 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 2.119 ms | 0 - 168 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.tflite) |
92
+ | ResNeXt101 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 2.169 ms | 0 - 154 MB | NPU | Use Export Script |
93
+ | ResNeXt101 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 3.812 ms | 0 - 205 MB | NPU | [ResNeXt101.onnx](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.onnx) |
94
+ | ResNeXt101 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 2.151 ms | 0 - 143 MB | NPU | Use Export Script |
95
+ | ResNeXt101 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 3.553 ms | 0 - 187 MB | NPU | [ResNeXt101.onnx](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.onnx) |
96
+ | ResNeXt101 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 3.123 ms | 0 - 0 MB | NPU | Use Export Script |
97
+ | ResNeXt101 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 5.141 ms | 90 - 90 MB | NPU | [ResNeXt101.onnx](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.onnx) |
 
 
98
 
99
 
100
 
 
158
  ResNeXt101
159
  Device : cs_8275 (ANDROID 14)
160
  Runtime : TFLITE
161
+ Estimated inference time (ms) : 272.7
162
+ Estimated peak memory usage (MB): [0, 316]
163
  Total # Ops : 147
164
  Compute Unit(s) : npu (147 ops) gpu (0 ops) cpu (0 ops)
165
  ```
 
248
  You can also run the demo on-device.
249
 
250
  ```bash
251
+ python -m qai_hub_models.models.resnext101.demo --eval-mode on-device
252
  ```
253
 
254
  **NOTE**: If you want running in a Jupyter Notebook or Google Colab like
255
  environment, please add the following to your cell (instead of the above).
256
  ```
257
+ %run -m qai_hub_models.models.resnext101.demo -- --eval-mode on-device
258
  ```
259
 
260
 
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