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ConvNext-Tiny-w8a16-Quantized

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PyTorch
quantized
android
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@@ -36,18 +36,18 @@ More details on model performance across various devices, can be found
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  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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- | ConvNext-Tiny-w8a16-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 3.449 ms | 0 - 86 MB | INT8 | NPU | [ConvNext-Tiny-w8a16-Quantized.so](https://huggingface.co/qualcomm/ConvNext-Tiny-w8a16-Quantized/blob/main/ConvNext-Tiny-w8a16-Quantized.so) |
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- | ConvNext-Tiny-w8a16-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 2.425 ms | 1 - 35 MB | INT8 | NPU | [ConvNext-Tiny-w8a16-Quantized.so](https://huggingface.co/qualcomm/ConvNext-Tiny-w8a16-Quantized/blob/main/ConvNext-Tiny-w8a16-Quantized.so) |
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- | ConvNext-Tiny-w8a16-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 2.444 ms | 0 - 36 MB | INT8 | NPU | Use Export Script |
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- | ConvNext-Tiny-w8a16-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 13.636 ms | 1 - 8 MB | INT8 | NPU | Use Export Script |
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- | ConvNext-Tiny-w8a16-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 3.1 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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- | ConvNext-Tiny-w8a16-Quantized | SA7255P ADP | SA7255P | QNN | 26.853 ms | 1 - 6 MB | INT8 | NPU | Use Export Script |
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- | ConvNext-Tiny-w8a16-Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 3.11 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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- | ConvNext-Tiny-w8a16-Quantized | SA8295P ADP | SA8295P | QNN | 4.817 ms | 0 - 6 MB | INT8 | NPU | Use Export Script |
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- | ConvNext-Tiny-w8a16-Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 3.107 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
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- | ConvNext-Tiny-w8a16-Quantized | SA8775P ADP | SA8775P | QNN | 4.469 ms | 0 - 6 MB | INT8 | NPU | Use Export Script |
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- | ConvNext-Tiny-w8a16-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 4.227 ms | 0 - 40 MB | INT8 | NPU | Use Export Script |
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- | ConvNext-Tiny-w8a16-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 3.383 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
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@@ -113,7 +113,7 @@ ConvNext-Tiny-w8a16-Quantized
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  Device : Samsung Galaxy S23 (13)
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  Runtime : QNN
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  Estimated inference time (ms) : 3.4
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- Estimated peak memory usage (MB): [0, 86]
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  Total # Ops : 215
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  Compute Unit(s) : NPU (215 ops)
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  ```
 
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  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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+ | ConvNext-Tiny-w8a16-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 3.429 ms | 0 - 136 MB | INT8 | NPU | [ConvNext-Tiny-w8a16-Quantized.so](https://huggingface.co/qualcomm/ConvNext-Tiny-w8a16-Quantized/blob/main/ConvNext-Tiny-w8a16-Quantized.so) |
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+ | ConvNext-Tiny-w8a16-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 2.473 ms | 0 - 37 MB | INT8 | NPU | [ConvNext-Tiny-w8a16-Quantized.so](https://huggingface.co/qualcomm/ConvNext-Tiny-w8a16-Quantized/blob/main/ConvNext-Tiny-w8a16-Quantized.so) |
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+ | ConvNext-Tiny-w8a16-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 2.431 ms | 0 - 36 MB | INT8 | NPU | Use Export Script |
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+ | ConvNext-Tiny-w8a16-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 13.088 ms | 0 - 7 MB | INT8 | NPU | Use Export Script |
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+ | ConvNext-Tiny-w8a16-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 3.096 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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+ | ConvNext-Tiny-w8a16-Quantized | SA7255P ADP | SA7255P | QNN | 26.821 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | ConvNext-Tiny-w8a16-Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 3.095 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
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+ | ConvNext-Tiny-w8a16-Quantized | SA8295P ADP | SA8295P | QNN | 4.658 ms | 0 - 6 MB | INT8 | NPU | Use Export Script |
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+ | ConvNext-Tiny-w8a16-Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 3.108 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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+ | ConvNext-Tiny-w8a16-Quantized | SA8775P ADP | SA8775P | QNN | 4.446 ms | 0 - 6 MB | INT8 | NPU | Use Export Script |
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+ | ConvNext-Tiny-w8a16-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 4.258 ms | 0 - 38 MB | INT8 | NPU | Use Export Script |
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+ | ConvNext-Tiny-w8a16-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 3.38 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
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  Device : Samsung Galaxy S23 (13)
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  Runtime : QNN
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  Estimated inference time (ms) : 3.4
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+ Estimated peak memory usage (MB): [0, 136]
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  Total # Ops : 215
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  Compute Unit(s) : NPU (215 ops)
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  ```