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v0.31.0

Browse files

See https://github.com/quic/ai-hub-models/releases/v0.31.0 for changelog.

Files changed (4) hide show
  1. .gitattributes +2 -0
  2. README.md +62 -61
  3. ResNeXt101.dlc +3 -0
  4. ResNeXt101_w8a8.dlc +3 -0
.gitattributes CHANGED
@@ -35,3 +35,5 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
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  ResNeXt101.so filter=lfs diff=lfs merge=lfs -text
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  ResNeXt101_w8a8.so filter=lfs diff=lfs merge=lfs -text
 
 
 
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
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  ResNeXt101.so filter=lfs diff=lfs merge=lfs -text
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  ResNeXt101_w8a8.so filter=lfs diff=lfs merge=lfs -text
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+ ResNeXt101.dlc filter=lfs diff=lfs merge=lfs -text
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+ ResNeXt101_w8a8.dlc filter=lfs diff=lfs merge=lfs -text
README.md CHANGED
@@ -36,65 +36,66 @@ 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 | 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 |
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- | ResNeXt101 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 14.818 ms | 0 - 11 MB | NPU | Use Export Script |
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- | 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) |
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- | 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) |
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- | ResNeXt101 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN | 34.898 ms | 0 - 10 MB | NPU | Use Export Script |
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- | 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) |
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- | ResNeXt101 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 3.094 ms | 0 - 3 MB | NPU | Use Export Script |
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- | 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) |
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- | ResNeXt101 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN | 4.193 ms | 0 - 17 MB | NPU | Use Export Script |
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- | 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) |
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- | ResNeXt101 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 3.031 ms | 0 - 3 MB | NPU | Use Export Script |
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- | 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) |
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- | ResNeXt101 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN | 3.484 ms | 0 - 10 MB | NPU | Use Export Script |
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- | 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) |
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- | ResNeXt101 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 2.915 ms | 0 - 36 MB | NPU | Use Export Script |
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- | 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) |
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- | 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) |
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- | ResNeXt101 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 2.169 ms | 0 - 154 MB | NPU | Use Export Script |
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- | 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) |
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- | ResNeXt101 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 2.151 ms | 0 - 143 MB | NPU | Use Export Script |
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- | 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) |
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- | ResNeXt101 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 3.123 ms | 0 - 0 MB | NPU | Use Export Script |
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- | 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) |
 
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@@ -158,8 +159,8 @@ 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) : 272.7
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- Estimated peak memory usage (MB): [0, 316]
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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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  ```
 
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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 | 36.562 ms | 15 - 331 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_DLC | 35.946 ms | 1 - 129 MB | NPU | [ResNeXt101.dlc](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.dlc) |
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+ | ResNeXt101 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 9.284 ms | 0 - 286 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_DLC | 9.875 ms | 1 - 79 MB | NPU | [ResNeXt101.dlc](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.dlc) |
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+ | ResNeXt101 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 6.59 ms | 0 - 36 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_DLC | 7.076 ms | 0 - 43 MB | NPU | [ResNeXt101.dlc](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.dlc) |
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+ | ResNeXt101 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 10.462 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_DLC | 10.314 ms | 1 - 130 MB | NPU | [ResNeXt101.dlc](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.dlc) |
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+ | ResNeXt101 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 36.562 ms | 15 - 331 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
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+ | ResNeXt101 | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 35.946 ms | 1 - 129 MB | NPU | [ResNeXt101.dlc](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.dlc) |
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+ | ResNeXt101 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 6.888 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_DLC | 6.966 ms | 0 - 44 MB | NPU | [ResNeXt101.dlc](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.dlc) |
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+ | ResNeXt101 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 10.867 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_DLC | 10.744 ms | 1 - 74 MB | NPU | [ResNeXt101.dlc](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.dlc) |
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+ | ResNeXt101 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 6.662 ms | 0 - 35 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_DLC | 7.103 ms | 1 - 42 MB | NPU | [ResNeXt101.dlc](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.dlc) |
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+ | ResNeXt101 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 10.462 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_DLC | 10.314 ms | 1 - 130 MB | NPU | [ResNeXt101.dlc](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.dlc) |
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+ | ResNeXt101 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 6.643 ms | 0 - 36 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_DLC | 7.204 ms | 0 - 42 MB | NPU | [ResNeXt101.dlc](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.dlc) |
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+ | ResNeXt101 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 6.87 ms | 0 - 432 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 | 4.736 ms | 0 - 317 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_DLC | 4.935 ms | 1 - 127 MB | NPU | [ResNeXt101.dlc](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.dlc) |
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+ | ResNeXt101 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 4.772 ms | 0 - 116 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 | 4.632 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_DLC | 4.549 ms | 1 - 118 MB | NPU | [ResNeXt101.dlc](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.dlc) |
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+ | ResNeXt101 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 4.983 ms | 1 - 133 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_DLC | 7.063 ms | 594 - 594 MB | NPU | [ResNeXt101.dlc](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.dlc) |
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+ | ResNeXt101 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 6.703 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 | 6.322 ms | 0 - 158 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_DLC | 6.606 ms | 0 - 142 MB | NPU | [ResNeXt101.dlc](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.dlc) |
70
+ | ResNeXt101 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 3.442 ms | 0 - 174 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.tflite) |
71
+ | ResNeXt101 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 4.356 ms | 0 - 158 MB | NPU | [ResNeXt101.dlc](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.dlc) |
72
+ | ResNeXt101 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 2.713 ms | 0 - 45 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.tflite) |
73
+ | ResNeXt101 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 2.885 ms | 0 - 36 MB | NPU | [ResNeXt101.dlc](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.dlc) |
74
+ | ResNeXt101 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 3.268 ms | 0 - 159 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.tflite) |
75
+ | ResNeXt101 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 3.49 ms | 0 - 143 MB | NPU | [ResNeXt101.dlc](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.dlc) |
76
+ | ResNeXt101 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN_DLC | 15.398 ms | 0 - 215 MB | NPU | [ResNeXt101.dlc](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.dlc) |
77
+ | ResNeXt101 | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 130.117 ms | 0 - 208 MB | GPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.tflite) |
78
+ | ResNeXt101 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 6.322 ms | 0 - 158 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.tflite) |
79
+ | ResNeXt101 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 6.606 ms | 0 - 142 MB | NPU | [ResNeXt101.dlc](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.dlc) |
80
+ | ResNeXt101 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 2.791 ms | 0 - 43 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.tflite) |
81
+ | ResNeXt101 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 2.925 ms | 0 - 37 MB | NPU | [ResNeXt101.dlc](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.dlc) |
82
+ | ResNeXt101 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 4.046 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_DLC | 4.2 ms | 0 - 146 MB | NPU | [ResNeXt101.dlc](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.dlc) |
84
+ | ResNeXt101 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 2.781 ms | 0 - 44 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.tflite) |
85
+ | ResNeXt101 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 2.927 ms | 0 - 37 MB | NPU | [ResNeXt101.dlc](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.dlc) |
86
+ | ResNeXt101 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 3.268 ms | 0 - 159 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.tflite) |
87
+ | ResNeXt101 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 3.49 ms | 0 - 143 MB | NPU | [ResNeXt101.dlc](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.dlc) |
88
+ | ResNeXt101 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 2.742 ms | 0 - 47 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_DLC | 2.938 ms | 0 - 36 MB | NPU | [ResNeXt101.dlc](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.dlc) |
90
+ | ResNeXt101 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 5.072 ms | 0 - 186 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 | 2.107 ms | 0 - 167 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_DLC | 2.151 ms | 0 - 157 MB | NPU | [ResNeXt101.dlc](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.dlc) |
93
+ | ResNeXt101 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 3.722 ms | 0 - 203 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 | TFLITE | 2.062 ms | 0 - 160 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.tflite) |
95
+ | ResNeXt101 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 2.123 ms | 0 - 145 MB | NPU | [ResNeXt101.dlc](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.dlc) |
96
+ | ResNeXt101 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 3.984 ms | 0 - 186 MB | NPU | [ResNeXt101.onnx](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.onnx) |
97
+ | ResNeXt101 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 3.149 ms | 361 - 361 MB | NPU | [ResNeXt101.dlc](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.dlc) |
98
+ | ResNeXt101 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 5.083 ms | 90 - 90 MB | NPU | [ResNeXt101.onnx](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.onnx) |
99
 
100
 
101
 
 
159
  ResNeXt101
160
  Device : cs_8275 (ANDROID 14)
161
  Runtime : TFLITE
162
+ Estimated inference time (ms) : 36.6
163
+ Estimated peak memory usage (MB): [15, 331]
164
  Total # Ops : 147
165
  Compute Unit(s) : npu (147 ops) gpu (0 ops) cpu (0 ops)
166
  ```
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