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v0.38.0

Browse files

See https://github.com/quic/ai-hub-models/releases/v0.38.0 for changelog.

Files changed (14) hide show
  1. README.md +54 -59
  2. ResNet50_float.dlc +2 -2
  3. ResNet50_float.onnx.zip +2 -2
  4. ResNet50_w8a8.dlc +2 -2
  5. ResNet50_w8a8.tflite +1 -1
  6. precompiled/qualcomm-qcs6490-proxy/ResNet50_w8a8.bin +0 -3
  7. precompiled/qualcomm-qcs6490-proxy/ResNet50_w8a8.onnx.zip +0 -3
  8. precompiled/qualcomm-qcs6490-proxy/tool-versions.yaml +0 -3
  9. precompiled/qualcomm-snapdragon-x-elite/ResNet50_float.bin +0 -3
  10. precompiled/qualcomm-snapdragon-x-elite/ResNet50_float.onnx.zip +0 -3
  11. precompiled/qualcomm-snapdragon-x-elite/ResNet50_w8a8.bin +0 -3
  12. precompiled/qualcomm-snapdragon-x-elite/ResNet50_w8a8.onnx.zip +0 -3
  13. precompiled/qualcomm-snapdragon-x-elite/tool-versions.yaml +0 -3
  14. tool-versions.yaml +1 -1
README.md CHANGED
@@ -37,64 +37,59 @@ 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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- | ResNet50 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 10.814 ms | 0 - 63 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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- | ResNet50 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 10.601 ms | 0 - 33 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.dlc) |
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- | ResNet50 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 3.039 ms | 0 - 76 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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- | ResNet50 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 3.595 ms | 1 - 34 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.dlc) |
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- | ResNet50 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 2.263 ms | 0 - 353 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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- | ResNet50 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 2.193 ms | 1 - 11 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.dlc) |
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- | ResNet50 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 2.194 ms | 0 - 119 MB | NPU | [ResNet50.onnx.zip](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.onnx.zip) |
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- | ResNet50 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 3.488 ms | 0 - 63 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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- | ResNet50 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 3.397 ms | 1 - 33 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.dlc) |
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- | ResNet50 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 10.814 ms | 0 - 63 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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- | ResNet50 | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 10.601 ms | 0 - 33 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.dlc) |
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- | ResNet50 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 2.271 ms | 0 - 368 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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- | ResNet50 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 2.181 ms | 0 - 47 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.dlc) |
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- | ResNet50 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 3.657 ms | 0 - 55 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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- | ResNet50 | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 3.579 ms | 1 - 28 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.dlc) |
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- | ResNet50 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 2.27 ms | 0 - 362 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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- | ResNet50 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 2.179 ms | 0 - 49 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.dlc) |
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- | ResNet50 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 3.488 ms | 0 - 63 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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- | ResNet50 | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 3.397 ms | 1 - 33 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.dlc) |
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- | ResNet50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 2.269 ms | 0 - 364 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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- | ResNet50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 2.204 ms | 0 - 12 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.dlc) |
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- | ResNet50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 2.188 ms | 0 - 104 MB | NPU | [ResNet50.onnx.zip](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.onnx.zip) |
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- | ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 1.617 ms | 0 - 82 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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- | ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 1.581 ms | 1 - 39 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.dlc) |
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- | ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 1.601 ms | 0 - 39 MB | NPU | [ResNet50.onnx.zip](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.onnx.zip) |
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- | ResNet50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 1.504 ms | 0 - 67 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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- | ResNet50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 1.457 ms | 1 - 37 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.dlc) |
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- | ResNet50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 1.562 ms | 0 - 34 MB | NPU | [ResNet50.onnx.zip](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.onnx.zip) |
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- | ResNet50 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 2.292 ms | 166 - 166 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.dlc) |
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- | ResNet50 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.116 ms | 50 - 50 MB | NPU | [ResNet50.onnx.zip](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.onnx.zip) |
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- | ResNet50 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 1.699 ms | 0 - 32 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
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- | ResNet50 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 1.928 ms | 0 - 34 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.dlc) |
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- | ResNet50 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 0.931 ms | 0 - 61 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
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- | ResNet50 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 1.205 ms | 0 - 57 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.dlc) |
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- | ResNet50 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 0.784 ms | 0 - 124 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
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- | ResNet50 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 0.894 ms | 0 - 124 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.dlc) |
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- | ResNet50 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 0.975 ms | 0 - 33 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
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- | ResNet50 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 1.059 ms | 0 - 34 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.dlc) |
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- | ResNet50 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 2.795 ms | 0 - 48 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
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- | ResNet50 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN_DLC | 3.968 ms | 0 - 48 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.dlc) |
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- | ResNet50 | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 11.988 ms | 0 - 3 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
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- | ResNet50 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 1.699 ms | 0 - 32 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
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- | ResNet50 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 1.928 ms | 0 - 34 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.dlc) |
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- | ResNet50 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 0.79 ms | 0 - 121 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
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- | ResNet50 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 0.878 ms | 0 - 125 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.dlc) |
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- | ResNet50 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 1.235 ms | 0 - 38 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
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- | ResNet50 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 1.41 ms | 0 - 42 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.dlc) |
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- | ResNet50 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 0.783 ms | 0 - 122 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
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- | ResNet50 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 0.889 ms | 0 - 122 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.dlc) |
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- | ResNet50 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 0.975 ms | 0 - 33 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
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- | ResNet50 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 1.059 ms | 0 - 34 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.dlc) |
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- | ResNet50 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 0.786 ms | 0 - 120 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
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- | ResNet50 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 0.897 ms | 0 - 124 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.dlc) |
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- | ResNet50 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.597 ms | 0 - 56 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
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- | ResNet50 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 0.677 ms | 0 - 57 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.dlc) |
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- | ResNet50 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.532 ms | 0 - 38 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
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- | ResNet50 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 0.574 ms | 0 - 41 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.dlc) |
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- | ResNet50 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 0.954 ms | 131 - 131 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.dlc) |
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@@ -176,7 +171,7 @@ from qai_hub_models.models.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 S24")
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  # Trace model
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  input_shape = torch_model.get_input_spec()
 
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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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+ | ResNet50 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 10.828 ms | 0 - 64 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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+ | ResNet50 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 10.578 ms | 1 - 32 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.dlc) |
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+ | ResNet50 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 3.037 ms | 0 - 75 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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+ | ResNet50 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 3.652 ms | 0 - 33 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.dlc) |
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+ | ResNet50 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 2.261 ms | 0 - 342 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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+ | ResNet50 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 2.236 ms | 1 - 18 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.dlc) |
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+ | ResNet50 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 2.291 ms | 0 - 119 MB | NPU | [ResNet50.onnx.zip](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.onnx.zip) |
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+ | ResNet50 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 3.518 ms | 0 - 65 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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+ | ResNet50 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 3.36 ms | 1 - 33 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.dlc) |
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+ | ResNet50 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 10.828 ms | 0 - 64 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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+ | ResNet50 | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 10.578 ms | 1 - 32 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.dlc) |
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+ | ResNet50 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 2.264 ms | 0 - 362 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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+ | ResNet50 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 2.234 ms | 1 - 11 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.dlc) |
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+ | ResNet50 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 3.628 ms | 0 - 55 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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+ | ResNet50 | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 3.653 ms | 1 - 28 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.dlc) |
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+ | ResNet50 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 2.263 ms | 0 - 336 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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+ | ResNet50 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 2.245 ms | 0 - 37 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.dlc) |
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+ | ResNet50 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 3.518 ms | 0 - 65 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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+ | ResNet50 | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 3.36 ms | 1 - 33 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.dlc) |
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+ | ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 1.616 ms | 0 - 78 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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+ | ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 1.594 ms | 0 - 40 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.dlc) |
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+ | ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 1.64 ms | 0 - 44 MB | NPU | [ResNet50.onnx.zip](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.onnx.zip) |
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+ | ResNet50 | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 1.301 ms | 0 - 68 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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+ | ResNet50 | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 1.261 ms | 1 - 38 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.dlc) |
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+ | ResNet50 | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 1.369 ms | 0 - 36 MB | NPU | [ResNet50.onnx.zip](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.onnx.zip) |
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+ | ResNet50 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 2.294 ms | 152 - 152 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.dlc) |
66
+ | ResNet50 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.137 ms | 50 - 50 MB | NPU | [ResNet50.onnx.zip](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.onnx.zip) |
67
+ | ResNet50 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 1.686 ms | 0 - 33 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
68
+ | ResNet50 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 1.955 ms | 0 - 34 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.dlc) |
69
+ | ResNet50 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 0.926 ms | 0 - 64 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
70
+ | ResNet50 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 1.199 ms | 0 - 58 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.dlc) |
71
+ | ResNet50 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 0.772 ms | 0 - 122 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
72
+ | ResNet50 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 0.895 ms | 0 - 124 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.dlc) |
73
+ | ResNet50 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 0.939 ms | 0 - 33 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
74
+ | ResNet50 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 1.054 ms | 0 - 34 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.dlc) |
75
+ | ResNet50 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 2.751 ms | 0 - 49 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
76
+ | ResNet50 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN_DLC | 3.997 ms | 0 - 47 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.dlc) |
77
+ | ResNet50 | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 12.138 ms | 0 - 11 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
78
+ | ResNet50 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 1.686 ms | 0 - 33 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
79
+ | ResNet50 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 1.955 ms | 0 - 34 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.dlc) |
80
+ | ResNet50 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 0.772 ms | 0 - 125 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
81
+ | ResNet50 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 0.9 ms | 0 - 123 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.dlc) |
82
+ | ResNet50 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 1.227 ms | 0 - 39 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
83
+ | ResNet50 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 1.418 ms | 0 - 40 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.dlc) |
84
+ | ResNet50 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 0.772 ms | 0 - 120 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
85
+ | ResNet50 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 0.899 ms | 0 - 123 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.dlc) |
86
+ | ResNet50 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 0.939 ms | 0 - 33 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
87
+ | ResNet50 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 1.054 ms | 0 - 34 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.dlc) |
88
+ | ResNet50 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.588 ms | 0 - 62 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
89
+ | ResNet50 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 0.679 ms | 0 - 55 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.dlc) |
90
+ | ResNet50 | w8a8 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 0.505 ms | 0 - 36 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
91
+ | ResNet50 | w8a8 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 0.521 ms | 0 - 41 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.dlc) |
92
+ | ResNet50 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 0.949 ms | 131 - 131 MB | NPU | [ResNet50.dlc](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.dlc) |
 
 
 
 
 
93
 
94
 
95
 
 
171
  torch_model = Model.from_pretrained()
172
 
173
  # Device
174
+ device = hub.Device("Samsung Galaxy S25")
175
 
176
  # Trace model
177
  input_shape = torch_model.get_input_spec()
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