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v0.38.0

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

Files changed (12) hide show
  1. ConvNext-Tiny_float.dlc +2 -2
  2. ConvNext-Tiny_float.onnx.zip +2 -2
  3. ConvNext-Tiny_w8a16.dlc +2 -2
  4. ConvNext-Tiny_w8a16.onnx.zip +2 -2
  5. README.md +47 -51
  6. precompiled/qualcomm-qcs6490-proxy/ConvNext-Tiny_w8a16.bin +0 -3
  7. precompiled/qualcomm-qcs6490-proxy/tool-versions.yaml +0 -3
  8. precompiled/qualcomm-snapdragon-x-elite/ConvNext-Tiny_float.bin +0 -3
  9. precompiled/qualcomm-snapdragon-x-elite/ConvNext-Tiny_float.onnx.zip +0 -3
  10. precompiled/qualcomm-snapdragon-x-elite/ConvNext-Tiny_w8a16.bin +0 -3
  11. precompiled/qualcomm-snapdragon-x-elite/tool-versions.yaml +0 -3
  12. tool-versions.yaml +1 -1
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README.md CHANGED
@@ -36,56 +36,52 @@ 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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- | ConvNext-Tiny | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 14.224 ms | 0 - 99 MB | NPU | [ConvNext-Tiny.tflite](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.tflite) |
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- | ConvNext-Tiny | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 15.139 ms | 0 - 100 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.dlc) |
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- | ConvNext-Tiny | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 7.812 ms | 0 - 110 MB | NPU | [ConvNext-Tiny.tflite](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.tflite) |
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- | ConvNext-Tiny | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 9.611 ms | 1 - 113 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.dlc) |
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- | ConvNext-Tiny | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 2.963 ms | 0 - 452 MB | NPU | [ConvNext-Tiny.tflite](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.tflite) |
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- | ConvNext-Tiny | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 3.547 ms | 0 - 33 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.dlc) |
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- | ConvNext-Tiny | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 2.898 ms | 0 - 79 MB | NPU | [ConvNext-Tiny.onnx.zip](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.onnx.zip) |
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- | ConvNext-Tiny | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 4.268 ms | 0 - 99 MB | NPU | [ConvNext-Tiny.tflite](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.tflite) |
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- | ConvNext-Tiny | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 4.949 ms | 1 - 101 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.dlc) |
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- | ConvNext-Tiny | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 14.224 ms | 0 - 99 MB | NPU | [ConvNext-Tiny.tflite](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.tflite) |
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- | ConvNext-Tiny | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 15.139 ms | 0 - 100 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.dlc) |
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- | ConvNext-Tiny | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 2.926 ms | 0 - 447 MB | NPU | [ConvNext-Tiny.tflite](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.tflite) |
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- | ConvNext-Tiny | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 3.559 ms | 0 - 28 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.dlc) |
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- | ConvNext-Tiny | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 8.9 ms | 0 - 102 MB | NPU | [ConvNext-Tiny.tflite](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.tflite) |
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- | ConvNext-Tiny | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 9.246 ms | 1 - 107 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.dlc) |
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- | ConvNext-Tiny | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 2.957 ms | 0 - 443 MB | NPU | [ConvNext-Tiny.tflite](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.tflite) |
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- | ConvNext-Tiny | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 3.573 ms | 0 - 18 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.dlc) |
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- | ConvNext-Tiny | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 4.268 ms | 0 - 99 MB | NPU | [ConvNext-Tiny.tflite](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.tflite) |
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- | ConvNext-Tiny | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 4.949 ms | 1 - 101 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.dlc) |
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- | ConvNext-Tiny | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 2.961 ms | 0 - 434 MB | NPU | [ConvNext-Tiny.tflite](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.tflite) |
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- | ConvNext-Tiny | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 3.552 ms | 0 - 60 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.dlc) |
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- | ConvNext-Tiny | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 2.94 ms | 0 - 16 MB | NPU | [ConvNext-Tiny.onnx.zip](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.onnx.zip) |
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- | ConvNext-Tiny | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 2.207 ms | 0 - 107 MB | NPU | [ConvNext-Tiny.tflite](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.tflite) |
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- | ConvNext-Tiny | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 2.61 ms | 1 - 110 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.dlc) |
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- | ConvNext-Tiny | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 2.171 ms | 0 - 103 MB | NPU | [ConvNext-Tiny.onnx.zip](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.onnx.zip) |
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- | ConvNext-Tiny | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 1.936 ms | 0 - 103 MB | NPU | [ConvNext-Tiny.tflite](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.tflite) |
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- | ConvNext-Tiny | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 2.335 ms | 0 - 106 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.dlc) |
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- | ConvNext-Tiny | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 1.996 ms | 0 - 100 MB | NPU | [ConvNext-Tiny.onnx.zip](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.onnx.zip) |
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- | ConvNext-Tiny | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 3.826 ms | 448 - 448 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.dlc) |
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- | ConvNext-Tiny | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.907 ms | 57 - 57 MB | NPU | [ConvNext-Tiny.onnx.zip](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.onnx.zip) |
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- | ConvNext-Tiny | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 6.716 ms | 0 - 60 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
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- | ConvNext-Tiny | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 4.195 ms | 0 - 71 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
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- | ConvNext-Tiny | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 3.078 ms | 0 - 14 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
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- | ConvNext-Tiny | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 75.371 ms | 193 - 340 MB | NPU | [ConvNext-Tiny.onnx.zip](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.onnx.zip) |
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- | ConvNext-Tiny | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 3.46 ms | 0 - 61 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
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- | ConvNext-Tiny | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN_DLC | 12.566 ms | 0 - 87 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
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- | ConvNext-Tiny | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | ONNX | 209.499 ms | 33 - 49 MB | CPU | [ConvNext-Tiny.onnx.zip](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.onnx.zip) |
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- | ConvNext-Tiny | w8a16 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | ONNX | 194.848 ms | 33 - 45 MB | CPU | [ConvNext-Tiny.onnx.zip](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.onnx.zip) |
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- | ConvNext-Tiny | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 6.716 ms | 0 - 60 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
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- | ConvNext-Tiny | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 3.087 ms | 0 - 15 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
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- | ConvNext-Tiny | w8a16 | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 4.601 ms | 0 - 68 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
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- | ConvNext-Tiny | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 3.082 ms | 0 - 15 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
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- | ConvNext-Tiny | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 3.46 ms | 0 - 61 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
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- | ConvNext-Tiny | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 3.097 ms | 0 - 16 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
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- | ConvNext-Tiny | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 77.595 ms | 198 - 341 MB | NPU | [ConvNext-Tiny.onnx.zip](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.onnx.zip) |
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- | ConvNext-Tiny | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 2.136 ms | 0 - 74 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
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- | ConvNext-Tiny | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 61.656 ms | 189 - 953 MB | NPU | [ConvNext-Tiny.onnx.zip](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.onnx.zip) |
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- | ConvNext-Tiny | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 1.873 ms | 0 - 65 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
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- | ConvNext-Tiny | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 66.491 ms | 222 - 722 MB | NPU | [ConvNext-Tiny.onnx.zip](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.onnx.zip) |
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- | ConvNext-Tiny | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 3.372 ms | 161 - 161 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
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@@ -167,7 +163,7 @@ from qai_hub_models.models.convnext_tiny 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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+ | ConvNext-Tiny | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 14.186 ms | 0 - 99 MB | NPU | [ConvNext-Tiny.tflite](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.tflite) |
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+ | ConvNext-Tiny | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 15.143 ms | 0 - 100 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.dlc) |
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+ | ConvNext-Tiny | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 7.814 ms | 0 - 109 MB | NPU | [ConvNext-Tiny.tflite](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.tflite) |
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+ | ConvNext-Tiny | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 9.53 ms | 1 - 114 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.dlc) |
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+ | ConvNext-Tiny | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 2.926 ms | 0 - 440 MB | NPU | [ConvNext-Tiny.tflite](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.tflite) |
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+ | ConvNext-Tiny | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 3.565 ms | 0 - 17 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.dlc) |
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+ | ConvNext-Tiny | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 3.012 ms | 0 - 155 MB | NPU | [ConvNext-Tiny.onnx.zip](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.onnx.zip) |
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+ | ConvNext-Tiny | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 4.221 ms | 0 - 99 MB | NPU | [ConvNext-Tiny.tflite](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.tflite) |
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+ | ConvNext-Tiny | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 4.993 ms | 1 - 101 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.dlc) |
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+ | ConvNext-Tiny | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 14.186 ms | 0 - 99 MB | NPU | [ConvNext-Tiny.tflite](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.tflite) |
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+ | ConvNext-Tiny | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 15.143 ms | 0 - 100 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.dlc) |
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+ | ConvNext-Tiny | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 2.968 ms | 0 - 436 MB | NPU | [ConvNext-Tiny.tflite](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.tflite) |
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+ | ConvNext-Tiny | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 3.572 ms | 0 - 23 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.dlc) |
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+ | ConvNext-Tiny | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 8.935 ms | 0 - 102 MB | NPU | [ConvNext-Tiny.tflite](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.tflite) |
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+ | ConvNext-Tiny | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 9.252 ms | 1 - 108 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.dlc) |
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+ | ConvNext-Tiny | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 2.928 ms | 0 - 436 MB | NPU | [ConvNext-Tiny.tflite](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.tflite) |
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+ | ConvNext-Tiny | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 3.593 ms | 1 - 15 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.dlc) |
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+ | ConvNext-Tiny | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 4.221 ms | 0 - 99 MB | NPU | [ConvNext-Tiny.tflite](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.tflite) |
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+ | ConvNext-Tiny | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 4.993 ms | 1 - 101 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.dlc) |
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+ | ConvNext-Tiny | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 2.204 ms | 0 - 110 MB | NPU | [ConvNext-Tiny.tflite](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.tflite) |
59
+ | ConvNext-Tiny | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 2.58 ms | 0 - 110 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.dlc) |
60
+ | ConvNext-Tiny | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 2.164 ms | 1 - 111 MB | NPU | [ConvNext-Tiny.onnx.zip](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.onnx.zip) |
61
+ | ConvNext-Tiny | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 1.675 ms | 0 - 105 MB | NPU | [ConvNext-Tiny.tflite](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.tflite) |
62
+ | ConvNext-Tiny | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 1.999 ms | 1 - 107 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.dlc) |
63
+ | ConvNext-Tiny | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 1.742 ms | 0 - 103 MB | NPU | [ConvNext-Tiny.onnx.zip](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.onnx.zip) |
64
+ | ConvNext-Tiny | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 3.858 ms | 469 - 469 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.dlc) |
65
+ | ConvNext-Tiny | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.886 ms | 57 - 57 MB | NPU | [ConvNext-Tiny.onnx.zip](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.onnx.zip) |
66
+ | ConvNext-Tiny | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 6.751 ms | 0 - 60 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
67
+ | ConvNext-Tiny | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 4.133 ms | 0 - 73 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
68
+ | ConvNext-Tiny | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 3.072 ms | 0 - 16 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
69
+ | ConvNext-Tiny | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 78.493 ms | 212 - 387 MB | NPU | [ConvNext-Tiny.onnx.zip](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.onnx.zip) |
70
+ | ConvNext-Tiny | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 3.445 ms | 0 - 60 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
71
+ | ConvNext-Tiny | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN_DLC | 12.592 ms | 0 - 86 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
72
+ | ConvNext-Tiny | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | ONNX | 210.001 ms | 33 - 48 MB | CPU | [ConvNext-Tiny.onnx.zip](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.onnx.zip) |
73
+ | ConvNext-Tiny | w8a16 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | ONNX | 217.205 ms | 23 - 35 MB | CPU | [ConvNext-Tiny.onnx.zip](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.onnx.zip) |
74
+ | ConvNext-Tiny | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 6.751 ms | 0 - 60 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
75
+ | ConvNext-Tiny | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 3.08 ms | 0 - 17 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
76
+ | ConvNext-Tiny | w8a16 | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 4.642 ms | 0 - 65 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
77
+ | ConvNext-Tiny | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 3.074 ms | 0 - 15 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
78
+ | ConvNext-Tiny | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 3.445 ms | 0 - 60 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
79
+ | ConvNext-Tiny | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 2.147 ms | 0 - 71 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
80
+ | ConvNext-Tiny | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 65.45 ms | 218 - 981 MB | NPU | [ConvNext-Tiny.onnx.zip](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.onnx.zip) |
81
+ | ConvNext-Tiny | w8a16 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 1.568 ms | 0 - 65 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
82
+ | ConvNext-Tiny | w8a16 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 59.081 ms | 221 - 556 MB | NPU | [ConvNext-Tiny.onnx.zip](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.onnx.zip) |
83
+ | ConvNext-Tiny | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 3.39 ms | 180 - 180 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
84
+ | ConvNext-Tiny | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 73.816 ms | 230 - 230 MB | NPU | [ConvNext-Tiny.onnx.zip](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.onnx.zip) |
 
 
 
 
85
 
86
 
87
 
 
163
  torch_model = Model.from_pretrained()
164
 
165
  # Device
166
+ device = hub.Device("Samsung Galaxy S25")
167
 
168
  # Trace model
169
  input_shape = torch_model.get_input_spec()
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