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README.md
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---
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library_name: pytorch
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license:
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tags:
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- backbone
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- android
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### Model Details
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- **Model Type:**
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- **Model Stats:**
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- Model checkpoint: Kinectics-400
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- Input resolution: 112x112
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- Number of parameters: 11.7M
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- Model size: 44.7 MB
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| Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) |
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| ResNet-Mixed-Convolution |
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| ResNet-Mixed-Convolution |
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| ResNet-Mixed-Convolution |
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| ResNet-Mixed-Convolution |
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| ResNet-Mixed-Convolution |
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| ResNet-Mixed-Convolution |
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| ResNet-Mixed-Convolution |
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| ResNet-Mixed-Convolution |
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| ResNet-Mixed-Convolution |
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| ResNet-Mixed-Convolution | SA7255P ADP | SA7255P |
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| ResNet-Mixed-Convolution |
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| ResNet-Mixed-Convolution | SA8255 (Proxy) | SA8255P Proxy |
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| ResNet-Mixed-Convolution |
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| ResNet-Mixed-Convolution | SA8295P ADP | SA8295P |
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| ResNet-Mixed-Convolution |
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| ResNet-Mixed-Convolution | SA8650 (Proxy) | SA8650P Proxy |
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| ResNet-Mixed-Convolution |
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| ResNet-Mixed-Convolution | SA8775P ADP | SA8775P |
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| ResNet-Mixed-Convolution |
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| ResNet-Mixed-Convolution |
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| ResNet-Mixed-Convolution |
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| ResNet-Mixed-Convolution |
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| ResNet-Mixed-Convolution |
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| ResNet-Mixed-Convolution |
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| ResNet-Mixed-Convolution |
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| ResNet-Mixed-Convolution |
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| ResNet-Mixed-Convolution |
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| ResNet-Mixed-Convolution | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN |
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| ResNet-Mixed-Convolution | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 14.
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Profiling Results
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------------------------------------------------------------
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ResNet-Mixed-Convolution
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Device :
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Runtime : TFLITE
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Estimated inference time (ms) :
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Estimated peak memory usage (MB): [31,
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Total # Ops : 57
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Compute Unit(s) :
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```
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---
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library_name: pytorch
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license: other
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tags:
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- backbone
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- android
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### Model Details
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- **Model Type:** Model_use_case.video_classification
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- **Model Stats:**
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- Model checkpoint: Kinectics-400
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- Input resolution: 112x112
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- Number of parameters: 11.7M
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- Model size (float): 44.7 MB
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- Model size (w8a8): 11.7 MB
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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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| ResNet-Mixed-Convolution | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 343.367 ms | 31 - 57 MB | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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| ResNet-Mixed-Convolution | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 98.835 ms | 2 - 12 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 166.491 ms | 31 - 69 MB | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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| ResNet-Mixed-Convolution | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 28.033 ms | 2 - 60 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 145.437 ms | 31 - 41 MB | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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| ResNet-Mixed-Convolution | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 14.255 ms | 2 - 4 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 155.618 ms | 31 - 58 MB | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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| ResNet-Mixed-Convolution | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 26.1 ms | 2 - 17 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 343.367 ms | 31 - 57 MB | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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| ResNet-Mixed-Convolution | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 98.835 ms | 2 - 12 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 147.636 ms | 31 - 43 MB | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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| ResNet-Mixed-Convolution | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 14.31 ms | 2 - 4 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 166.292 ms | 31 - 56 MB | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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| ResNet-Mixed-Convolution | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 27.631 ms | 0 - 18 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 141.0 ms | 31 - 42 MB | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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| ResNet-Mixed-Convolution | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 14.368 ms | 3 - 5 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 155.618 ms | 31 - 58 MB | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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| ResNet-Mixed-Convolution | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 26.1 ms | 2 - 17 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 143.665 ms | 31 - 43 MB | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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| ResNet-Mixed-Convolution | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 14.222 ms | 2 - 25 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 14.349 ms | 0 - 73 MB | NPU | [ResNet-Mixed-Convolution.onnx](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.onnx) |
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| ResNet-Mixed-Convolution | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 111.595 ms | 31 - 65 MB | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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| ResNet-Mixed-Convolution | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 10.238 ms | 2 - 71 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 10.476 ms | 2 - 59 MB | NPU | [ResNet-Mixed-Convolution.onnx](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.onnx) |
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| ResNet-Mixed-Convolution | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 109.783 ms | 29 - 58 MB | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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| ResNet-Mixed-Convolution | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 10.265 ms | 2 - 68 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 10.171 ms | 2 - 56 MB | NPU | [ResNet-Mixed-Convolution.onnx](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.onnx) |
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| ResNet-Mixed-Convolution | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 14.92 ms | 2 - 2 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 14.954 ms | 22 - 22 MB | NPU | [ResNet-Mixed-Convolution.onnx](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.onnx) |
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| ResNet-Mixed-Convolution | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 14.414 ms | 1 - 11 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 6.546 ms | 1 - 57 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 4.171 ms | 1 - 3 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 4.531 ms | 1 - 15 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 23.841 ms | 1 - 14 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN | 14.414 ms | 1 - 11 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 4.174 ms | 1 - 4 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN | 7.617 ms | 1 - 18 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 4.178 ms | 1 - 3 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN | 4.531 ms | 1 - 15 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 4.168 ms | 1 - 13 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 4.934 ms | 0 - 37 MB | NPU | [ResNet-Mixed-Convolution.onnx](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution_w8a8.onnx) |
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| ResNet-Mixed-Convolution | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 3.012 ms | 1 - 55 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 3.653 ms | 0 - 60 MB | NPU | [ResNet-Mixed-Convolution.onnx](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution_w8a8.onnx) |
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| ResNet-Mixed-Convolution | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 2.754 ms | 1 - 42 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 3.073 ms | 1 - 47 MB | NPU | [ResNet-Mixed-Convolution.onnx](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution_w8a8.onnx) |
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| ResNet-Mixed-Convolution | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 4.531 ms | 1 - 1 MB | NPU | Use Export Script |
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| ResNet-Mixed-Convolution | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 5.278 ms | 12 - 12 MB | NPU | [ResNet-Mixed-Convolution.onnx](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution_w8a8.onnx) |
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Profiling Results
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------------------------------------------------------------
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ResNet-Mixed-Convolution
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Device : cs_8275 (ANDROID 14)
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Runtime : TFLITE
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Estimated inference time (ms) : 343.4
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Estimated peak memory usage (MB): [31, 57]
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Total # Ops : 57
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Compute Unit(s) : npu (53 ops) gpu (0 ops) cpu (4 ops)
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```
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