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ConvNext-Tiny-w8a16-Quantized

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PyTorch
quantized
android
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@@ -36,17 +36,17 @@ 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 | 3.612 ms | 0 - 116 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 | 2.605 ms | 0 - 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 | 2.039 ms | 0 - 35 MB | INT8 | NPU | Use Export Script |
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- | ConvNext-Tiny-w8a16-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 13.335 ms | 0 - 8 MB | INT8 | NPU | Use Export Script |
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- | ConvNext-Tiny-w8a16-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 3.186 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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- | ConvNext-Tiny-w8a16-Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 3.191 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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- | ConvNext-Tiny-w8a16-Quantized | SA8775 (Proxy) | SA8775P Proxy | QNN | 3.194 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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- | ConvNext-Tiny-w8a16-Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 3.209 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
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- | ConvNext-Tiny-w8a16-Quantized | SA8295P ADP | SA8295P | QNN | 4.662 ms | 0 - 6 MB | INT8 | NPU | Use Export Script |
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- | ConvNext-Tiny-w8a16-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 4.332 ms | 0 - 37 MB | INT8 | NPU | Use Export Script |
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- | ConvNext-Tiny-w8a16-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 3.509 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
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@@ -112,7 +112,7 @@ 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) : 3.6
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- Estimated peak memory usage (MB): [0, 116]
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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 | 3.585 ms | 0 - 19 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 | 2.618 ms | 0 - 34 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 | 2.456 ms | 0 - 33 MB | INT8 | NPU | Use Export Script |
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+ | ConvNext-Tiny-w8a16-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 13.316 ms | 0 - 8 MB | INT8 | NPU | Use Export Script |
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+ | ConvNext-Tiny-w8a16-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 3.176 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
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+ | ConvNext-Tiny-w8a16-Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 3.193 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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+ | ConvNext-Tiny-w8a16-Quantized | SA8775 (Proxy) | SA8775P Proxy | QNN | 3.188 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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+ | ConvNext-Tiny-w8a16-Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 3.203 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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+ | ConvNext-Tiny-w8a16-Quantized | SA8295P ADP | SA8295P | QNN | 4.76 ms | 0 - 6 MB | INT8 | NPU | Use Export Script |
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+ | ConvNext-Tiny-w8a16-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 4.253 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 | 3.543 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) : 3.6
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+ Estimated peak memory usage (MB): [0, 19]
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  Total # Ops : 215
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  Compute Unit(s) : NPU (215 ops)
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  ```