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v0.31.0

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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 +61 -61
  3. ResNeXt50.dlc +3 -0
  4. ResNeXt50_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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  ResNeXt50.so filter=lfs diff=lfs merge=lfs -text
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  ResNeXt50_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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  ResNeXt50.so filter=lfs diff=lfs merge=lfs -text
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  ResNeXt50_w8a8.so filter=lfs diff=lfs merge=lfs -text
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+ ResNeXt50.dlc filter=lfs diff=lfs merge=lfs -text
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+ ResNeXt50_w8a8.dlc filter=lfs diff=lfs merge=lfs -text
README.md CHANGED
@@ -36,67 +36,67 @@ 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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- | ResNeXt50 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 85.574 ms | 0 - 95 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.tflite) |
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- | ResNeXt50 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 85.49 ms | 1 - 10 MB | NPU | Use Export Script |
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- | ResNeXt50 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 3.391 ms | 0 - 97 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.tflite) |
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- | ResNeXt50 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 3.854 ms | 0 - 39 MB | NPU | Use Export Script |
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- | ResNeXt50 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 2.479 ms | 0 - 306 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.tflite) |
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- | ResNeXt50 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 2.451 ms | 1 - 3 MB | NPU | Use Export Script |
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- | ResNeXt50 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 3.911 ms | 0 - 95 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.tflite) |
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- | ResNeXt50 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 3.742 ms | 1 - 11 MB | NPU | Use Export Script |
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- | ResNeXt50 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 85.574 ms | 0 - 95 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.tflite) |
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- | ResNeXt50 | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 85.49 ms | 1 - 10 MB | NPU | Use Export Script |
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- | ResNeXt50 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 2.499 ms | 0 - 143 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.tflite) |
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- | ResNeXt50 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 2.44 ms | 1 - 3 MB | NPU | Use Export Script |
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- | ResNeXt50 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 4.018 ms | 0 - 88 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.tflite) |
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- | ResNeXt50 | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 3.939 ms | 0 - 17 MB | NPU | Use Export Script |
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- | ResNeXt50 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 2.507 ms | 0 - 313 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.tflite) |
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- | ResNeXt50 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 2.441 ms | 1 - 3 MB | NPU | Use Export Script |
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- | ResNeXt50 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 3.911 ms | 0 - 95 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.tflite) |
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- | ResNeXt50 | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 3.742 ms | 1 - 11 MB | NPU | Use Export Script |
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- | ResNeXt50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 2.474 ms | 0 - 305 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.tflite) |
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- | ResNeXt50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 2.418 ms | 1 - 16 MB | NPU | Use Export Script |
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- | ResNeXt50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 2.495 ms | 0 - 155 MB | NPU | [ResNeXt50.onnx](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.onnx) |
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- | ResNeXt50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 1.768 ms | 0 - 104 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.tflite) |
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- | ResNeXt50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 1.779 ms | 1 - 53 MB | NPU | Use Export Script |
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- | ResNeXt50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 1.885 ms | 0 - 54 MB | NPU | [ResNeXt50.onnx](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.onnx) |
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  | ResNeXt50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 1.649 ms | 0 - 98 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.tflite) |
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- | ResNeXt50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 1.434 ms | 1 - 50 MB | NPU | Use Export Script |
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- | ResNeXt50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 1.777 ms | 1 - 48 MB | NPU | [ResNeXt50.onnx](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.onnx) |
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- | ResNeXt50 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 2.575 ms | 1 - 1 MB | NPU | Use Export Script |
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- | ResNeXt50 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.445 ms | 50 - 50 MB | NPU | [ResNeXt50.onnx](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.onnx) |
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- | ResNeXt50 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 10.193 ms | 0 - 49 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
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- | ResNeXt50 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 10.439 ms | 0 - 9 MB | NPU | Use Export Script |
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- | ResNeXt50 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 1.092 ms | 0 - 62 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
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- | ResNeXt50 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 1.437 ms | 0 - 58 MB | NPU | Use Export Script |
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- | ResNeXt50 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 0.909 ms | 0 - 93 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
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- | ResNeXt50 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 1.085 ms | 0 - 3 MB | NPU | Use Export Script |
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- | ResNeXt50 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 1.223 ms | 0 - 50 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
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- | ResNeXt50 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 1.406 ms | 0 - 12 MB | NPU | Use Export Script |
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- | ResNeXt50 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 3.064 ms | 0 - 65 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
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- | ResNeXt50 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 4.41 ms | 0 - 12 MB | NPU | Use Export Script |
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- | ResNeXt50 | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 75.144 ms | 0 - 131 MB | GPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
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- | ResNeXt50 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 10.193 ms | 0 - 49 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
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- | ResNeXt50 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN | 10.439 ms | 0 - 9 MB | NPU | Use Export Script |
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- | ResNeXt50 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 0.908 ms | 0 - 92 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
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- | ResNeXt50 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 1.085 ms | 0 - 2 MB | NPU | Use Export Script |
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- | ResNeXt50 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 1.48 ms | 0 - 51 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
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- | ResNeXt50 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN | 1.701 ms | 0 - 18 MB | NPU | Use Export Script |
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- | ResNeXt50 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 0.928 ms | 0 - 91 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
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- | ResNeXt50 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 1.094 ms | 0 - 2 MB | NPU | Use Export Script |
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- | ResNeXt50 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 1.223 ms | 0 - 50 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
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- | ResNeXt50 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN | 1.406 ms | 0 - 12 MB | NPU | Use Export Script |
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- | ResNeXt50 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 0.912 ms | 0 - 92 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
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- | ResNeXt50 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 1.083 ms | 0 - 12 MB | NPU | Use Export Script |
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- | ResNeXt50 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 1.393 ms | 0 - 52 MB | NPU | [ResNeXt50.onnx](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.onnx) |
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- | ResNeXt50 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.68 ms | 0 - 59 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
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- | ResNeXt50 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.816 ms | 0 - 55 MB | NPU | Use Export Script |
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- | ResNeXt50 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.996 ms | 0 - 68 MB | NPU | [ResNeXt50.onnx](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.onnx) |
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- | ResNeXt50 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.606 ms | 0 - 52 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
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- | ResNeXt50 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.722 ms | 0 - 52 MB | NPU | Use Export Script |
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- | ResNeXt50 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 1.003 ms | 0 - 60 MB | NPU | [ResNeXt50.onnx](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.onnx) |
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- | ResNeXt50 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.202 ms | 0 - 0 MB | NPU | Use Export Script |
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- | ResNeXt50 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.327 ms | 27 - 27 MB | NPU | [ResNeXt50.onnx](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.onnx) |
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@@ -160,7 +160,7 @@ Profiling Results
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  ResNeXt50
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  Device : cs_8275 (ANDROID 14)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 85.6
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  Estimated peak memory usage (MB): [0, 95]
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  Total # Ops : 79
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  Compute Unit(s) : npu (79 ops) gpu (0 ops) cpu (0 ops)
 
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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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+ | ResNeXt50 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 12.165 ms | 0 - 95 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.tflite) |
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+ | ResNeXt50 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 11.881 ms | 1 - 43 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.dlc) |
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+ | ResNeXt50 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 3.355 ms | 0 - 96 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.tflite) |
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+ | ResNeXt50 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 3.851 ms | 1 - 39 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.dlc) |
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+ | ResNeXt50 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 2.515 ms | 0 - 305 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.tflite) |
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+ | ResNeXt50 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 2.445 ms | 1 - 16 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.dlc) |
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+ | ResNeXt50 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 3.906 ms | 0 - 95 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.tflite) |
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+ | ResNeXt50 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 3.758 ms | 1 - 44 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.dlc) |
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+ | ResNeXt50 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 12.165 ms | 0 - 95 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.tflite) |
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+ | ResNeXt50 | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 11.881 ms | 1 - 43 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.dlc) |
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+ | ResNeXt50 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 2.492 ms | 0 - 307 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.tflite) |
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+ | ResNeXt50 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 2.438 ms | 1 - 16 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.dlc) |
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+ | ResNeXt50 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 4.014 ms | 0 - 87 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.tflite) |
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+ | ResNeXt50 | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 3.906 ms | 1 - 33 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.dlc) |
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+ | ResNeXt50 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 2.494 ms | 0 - 305 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.tflite) |
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+ | ResNeXt50 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 2.433 ms | 1 - 15 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.dlc) |
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+ | ResNeXt50 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 3.906 ms | 0 - 95 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.tflite) |
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+ | ResNeXt50 | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 3.758 ms | 1 - 44 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.dlc) |
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+ | ResNeXt50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 2.494 ms | 0 - 314 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.tflite) |
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+ | ResNeXt50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 2.434 ms | 1 - 16 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.dlc) |
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+ | ResNeXt50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 2.492 ms | 0 - 155 MB | NPU | [ResNeXt50.onnx](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.onnx) |
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+ | ResNeXt50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 1.766 ms | 0 - 97 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.tflite) |
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+ | ResNeXt50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 1.774 ms | 1 - 53 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.dlc) |
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+ | ResNeXt50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 1.854 ms | 1 - 53 MB | NPU | [ResNeXt50.onnx](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.onnx) |
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  | ResNeXt50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 1.649 ms | 0 - 98 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.tflite) |
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+ | ResNeXt50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 1.443 ms | 1 - 49 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.dlc) |
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+ | ResNeXt50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 1.787 ms | 1 - 48 MB | NPU | [ResNeXt50.onnx](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.onnx) |
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+ | ResNeXt50 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 3.019 ms | 209 - 209 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.dlc) |
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+ | ResNeXt50 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.4 ms | 50 - 50 MB | NPU | [ResNeXt50.onnx](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.onnx) |
68
+ | ResNeXt50 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 2.212 ms | 0 - 49 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
69
+ | ResNeXt50 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 2.446 ms | 0 - 46 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.dlc) |
70
+ | ResNeXt50 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 1.087 ms | 0 - 60 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
71
+ | ResNeXt50 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 1.437 ms | 0 - 58 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.dlc) |
72
+ | ResNeXt50 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 0.881 ms | 0 - 93 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
73
+ | ResNeXt50 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 1.082 ms | 0 - 16 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.dlc) |
74
+ | ResNeXt50 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 1.214 ms | 0 - 50 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
75
+ | ResNeXt50 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 1.426 ms | 0 - 47 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.dlc) |
76
+ | ResNeXt50 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 3.069 ms | 0 - 65 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
77
+ | ResNeXt50 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN_DLC | 4.354 ms | 0 - 64 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.dlc) |
78
+ | ResNeXt50 | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 72.708 ms | 0 - 124 MB | GPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
79
+ | ResNeXt50 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 2.212 ms | 0 - 49 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
80
+ | ResNeXt50 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 2.446 ms | 0 - 46 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.dlc) |
81
+ | ResNeXt50 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 0.911 ms | 0 - 92 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
82
+ | ResNeXt50 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 1.08 ms | 0 - 18 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.dlc) |
83
+ | ResNeXt50 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 1.492 ms | 0 - 50 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
84
+ | ResNeXt50 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 1.7 ms | 0 - 49 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.dlc) |
85
+ | ResNeXt50 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 0.915 ms | 0 - 92 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
86
+ | ResNeXt50 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 1.088 ms | 0 - 17 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.dlc) |
87
+ | ResNeXt50 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 1.214 ms | 0 - 50 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
88
+ | ResNeXt50 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 1.426 ms | 0 - 47 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.dlc) |
89
+ | ResNeXt50 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 0.919 ms | 0 - 94 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
90
+ | ResNeXt50 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 1.074 ms | 0 - 18 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.dlc) |
91
+ | ResNeXt50 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 1.388 ms | 0 - 52 MB | NPU | [ResNeXt50.onnx](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.onnx) |
92
+ | ResNeXt50 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.681 ms | 0 - 60 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
93
+ | ResNeXt50 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 0.806 ms | 0 - 60 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.dlc) |
94
+ | ResNeXt50 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.972 ms | 0 - 70 MB | NPU | [ResNeXt50.onnx](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.onnx) |
95
+ | ResNeXt50 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.664 ms | 0 - 53 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
96
+ | ResNeXt50 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 0.732 ms | 0 - 52 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.dlc) |
97
+ | ResNeXt50 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 1.034 ms | 0 - 58 MB | NPU | [ResNeXt50.onnx](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.onnx) |
98
+ | ResNeXt50 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 1.218 ms | 78 - 78 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.dlc) |
99
+ | ResNeXt50 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.326 ms | 27 - 27 MB | NPU | [ResNeXt50.onnx](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.onnx) |
100
 
101
 
102
 
 
160
  ResNeXt50
161
  Device : cs_8275 (ANDROID 14)
162
  Runtime : TFLITE
163
+ Estimated inference time (ms) : 12.2
164
  Estimated peak memory usage (MB): [0, 95]
165
  Total # Ops : 79
166
  Compute Unit(s) : npu (79 ops) gpu (0 ops) cpu (0 ops)
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