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MNASNet05

Image Classification
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LiteRT
backbone
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android
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@@ -1,6 +1,6 @@
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  ---
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  library_name: pytorch
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- license: bsd-3-clause
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  tags:
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  - backbone
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  - android
@@ -26,44 +26,62 @@ More details on model performance across various devices, can be found
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  ### Model Details
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- - **Model Type:** Image classification
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  - **Model Stats:**
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  - Model checkpoint: Imagenet
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  - Input resolution: 224x224
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  - Number of parameters: 2.21M
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- - Model size: 8.45 MB
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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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- | MNASNet05 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.721 ms | 0 - 45 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
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- | MNASNet05 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.716 ms | 1 - 46 MB | FP16 | NPU | [MNASNet05.so](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.so) |
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- | MNASNet05 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 0.596 ms | 0 - 32 MB | FP16 | NPU | [MNASNet05.onnx](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.onnx) |
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- | MNASNet05 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.481 ms | 0 - 30 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
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- | MNASNet05 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.488 ms | 1 - 25 MB | FP16 | NPU | [MNASNet05.so](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.so) |
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- | MNASNet05 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 0.397 ms | 0 - 33 MB | FP16 | NPU | [MNASNet05.onnx](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.onnx) |
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- | MNASNet05 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.467 ms | 0 - 20 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
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- | MNASNet05 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.507 ms | 1 - 21 MB | FP16 | NPU | Use Export Script |
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- | MNASNet05 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.406 ms | 1 - 19 MB | FP16 | NPU | [MNASNet05.onnx](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.onnx) |
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- | MNASNet05 | SA7255P ADP | SA7255P | TFLITE | 10.667 ms | 0 - 16 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
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- | MNASNet05 | SA7255P ADP | SA7255P | QNN | 10.677 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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- | MNASNet05 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.713 ms | 0 - 46 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
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- | MNASNet05 | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.702 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | MNASNet05 | SA8295P ADP | SA8295P | TFLITE | 1.441 ms | 0 - 21 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
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- | MNASNet05 | SA8295P ADP | SA8295P | QNN | 1.383 ms | 0 - 17 MB | FP16 | NPU | Use Export Script |
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- | MNASNet05 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.716 ms | 0 - 45 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
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- | MNASNet05 | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.701 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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- | MNASNet05 | SA8775P ADP | SA8775P | TFLITE | 1.292 ms | 0 - 16 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
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- | MNASNet05 | SA8775P ADP | SA8775P | QNN | 1.243 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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- | MNASNet05 | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 10.667 ms | 0 - 16 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
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- | MNASNet05 | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 10.677 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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- | MNASNet05 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.716 ms | 0 - 45 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
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- | MNASNet05 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.698 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | MNASNet05 | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 1.292 ms | 0 - 16 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
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- | MNASNet05 | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 1.243 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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- | MNASNet05 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.084 ms | 0 - 30 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
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- | MNASNet05 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.121 ms | 1 - 30 MB | FP16 | NPU | Use Export Script |
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- | MNASNet05 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.84 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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- | MNASNet05 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.638 ms | 5 - 5 MB | FP16 | NPU | [MNASNet05.onnx](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.onnx) |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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@@ -125,12 +143,12 @@ python -m qai_hub_models.models.mnasnet05.export
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  Profiling Results
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  ------------------------------------------------------------
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  MNASNet05
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- Device : Samsung Galaxy S23 (13)
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- Runtime : TFLITE
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- Estimated inference time (ms) : 0.7
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- Estimated peak memory usage (MB): [0, 45]
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- Total # Ops : 71
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- Compute Unit(s) : NPU (71 ops)
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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.image_classification
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  - **Model Stats:**
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  - Model checkpoint: Imagenet
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  - Input resolution: 224x224
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  - Number of parameters: 2.21M
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+ - Model size (float): 8.45 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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  |---|---|---|---|---|---|---|---|---|
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+ | MNASNet05 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 2.334 ms | 0 - 16 MB | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
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+ | MNASNet05 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 2.219 ms | 1 - 10 MB | NPU | Use Export Script |
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+ | MNASNet05 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 1.084 ms | 0 - 29 MB | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
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+ | MNASNet05 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 1.556 ms | 1 - 29 MB | NPU | Use Export Script |
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+ | MNASNet05 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 0.718 ms | 0 - 45 MB | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
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+ | MNASNet05 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 0.704 ms | 1 - 3 MB | NPU | Use Export Script |
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+ | MNASNet05 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 1.091 ms | 0 - 19 MB | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
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+ | MNASNet05 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 1.045 ms | 0 - 15 MB | NPU | Use Export Script |
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+ | MNASNet05 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 2.334 ms | 0 - 16 MB | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
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+ | MNASNet05 | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 2.219 ms | 1 - 10 MB | NPU | Use Export Script |
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+ | MNASNet05 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 0.717 ms | 0 - 47 MB | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
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+ | MNASNet05 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 0.7 ms | 1 - 12 MB | NPU | Use Export Script |
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+ | MNASNet05 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 1.415 ms | 0 - 21 MB | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
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+ | MNASNet05 | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 1.363 ms | 0 - 19 MB | NPU | Use Export Script |
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+ | MNASNet05 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 0.713 ms | 0 - 47 MB | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
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+ | MNASNet05 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 0.703 ms | 1 - 3 MB | NPU | Use Export Script |
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+ | MNASNet05 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 1.091 ms | 0 - 19 MB | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
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+ | MNASNet05 | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 1.045 ms | 0 - 15 MB | NPU | Use Export Script |
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+ | MNASNet05 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 0.714 ms | 0 - 45 MB | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
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+ | MNASNet05 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 0.707 ms | 1 - 44 MB | NPU | Use Export Script |
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+ | MNASNet05 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 0.594 ms | 0 - 32 MB | NPU | [MNASNet05.onnx](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.onnx) |
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+ | MNASNet05 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.487 ms | 0 - 30 MB | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
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+ | MNASNet05 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.477 ms | 1 - 33 MB | NPU | Use Export Script |
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+ | MNASNet05 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.391 ms | 0 - 34 MB | NPU | [MNASNet05.onnx](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.onnx) |
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+ | MNASNet05 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.469 ms | 0 - 17 MB | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
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+ | MNASNet05 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.368 ms | 0 - 23 MB | NPU | Use Export Script |
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+ | MNASNet05 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.348 ms | 1 - 25 MB | NPU | [MNASNet05.onnx](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.onnx) |
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+ | MNASNet05 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.836 ms | 1 - 1 MB | NPU | Use Export Script |
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+ | MNASNet05 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.634 ms | 5 - 5 MB | NPU | [MNASNet05.onnx](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.onnx) |
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+ | MNASNet05 | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 1.773 ms | 0 - 10 MB | NPU | Use Export Script |
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+ | MNASNet05 | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 1.12 ms | 0 - 25 MB | NPU | Use Export Script |
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+ | MNASNet05 | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 0.866 ms | 0 - 4 MB | NPU | Use Export Script |
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+ | MNASNet05 | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 1.06 ms | 0 - 15 MB | NPU | Use Export Script |
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+ | MNASNet05 | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 2.582 ms | 0 - 14 MB | NPU | Use Export Script |
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+ | MNASNet05 | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN | 1.773 ms | 0 - 10 MB | NPU | Use Export Script |
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+ | MNASNet05 | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 0.859 ms | 0 - 2 MB | NPU | Use Export Script |
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+ | MNASNet05 | w8a16 | SA8295P ADP | Qualcomm® SA8295P | QNN | 1.315 ms | 0 - 19 MB | NPU | Use Export Script |
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+ | MNASNet05 | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 0.86 ms | 0 - 3 MB | NPU | Use Export Script |
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+ | MNASNet05 | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN | 1.06 ms | 0 - 15 MB | NPU | Use Export Script |
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+ | MNASNet05 | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 0.855 ms | 0 - 19 MB | NPU | Use Export Script |
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+ | MNASNet05 | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 0.792 ms | 0 - 12 MB | NPU | [MNASNet05.onnx](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05_w8a16.onnx) |
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+ | MNASNet05 | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.571 ms | 0 - 28 MB | NPU | Use Export Script |
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+ | MNASNet05 | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.528 ms | 0 - 33 MB | NPU | [MNASNet05.onnx](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05_w8a16.onnx) |
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+ | MNASNet05 | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.5 ms | 0 - 21 MB | NPU | Use Export Script |
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+ | MNASNet05 | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.553 ms | 0 - 21 MB | NPU | [MNASNet05.onnx](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05_w8a16.onnx) |
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+ | MNASNet05 | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.007 ms | 0 - 0 MB | NPU | Use Export Script |
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+ | MNASNet05 | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.83 ms | 0 - 0 MB | NPU | [MNASNet05.onnx](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05_w8a16.onnx) |
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  Profiling Results
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  ------------------------------------------------------------
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  MNASNet05
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+ Device : cs_8275 (ANDROID 14)
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+ Runtime : TFLITE
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+ Estimated inference time (ms) : 2.3
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+ Estimated peak memory usage (MB): [0, 16]
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+ Total # Ops : 71
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+ Compute Unit(s) : npu (71 ops) gpu (0 ops) cpu (0 ops)
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  ```
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