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YamNet

Audio Classification
PyTorch
LiteRT
real_time
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: mit
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  tags:
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  - real_time
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  - android
@@ -26,44 +26,44 @@ More details on model performance across various devices, can be found
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  ### Model Details
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- - **Model Type:** Audio classification
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  - **Model Stats:**
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  - Model checkpoint: yamnet.pth
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  - Input resolution: 1x1x96x64
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  - Number of parameters: 3.73M
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  - Model size: 14.2 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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- | YamNet | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.215 ms | 0 - 65 MB | FP16 | NPU | [YamNet.tflite](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.tflite) |
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- | YamNet | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.213 ms | 0 - 43 MB | FP16 | NPU | [YamNet.so](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.so) |
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- | YamNet | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 0.309 ms | 0 - 31 MB | FP16 | NPU | [YamNet.onnx](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.onnx) |
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- | YamNet | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.18 ms | 0 - 31 MB | FP16 | NPU | [YamNet.tflite](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.tflite) |
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- | YamNet | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.179 ms | 0 - 26 MB | FP16 | NPU | [YamNet.so](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.so) |
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- | YamNet | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 0.246 ms | 0 - 26 MB | FP16 | NPU | [YamNet.onnx](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.onnx) |
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- | YamNet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.168 ms | 0 - 24 MB | FP16 | NPU | [YamNet.tflite](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.tflite) |
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- | YamNet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.159 ms | 0 - 15 MB | FP16 | NPU | Use Export Script |
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- | YamNet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.263 ms | 0 - 17 MB | FP16 | NPU | [YamNet.onnx](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.onnx) |
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- | YamNet | SA7255P ADP | SA7255P | TFLITE | 2.96 ms | 0 - 19 MB | FP16 | NPU | [YamNet.tflite](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.tflite) |
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- | YamNet | SA7255P ADP | SA7255P | QNN | 2.947 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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- | YamNet | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.222 ms | 0 - 63 MB | FP16 | NPU | [YamNet.tflite](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.tflite) |
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- | YamNet | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.214 ms | 0 - 3 MB | FP16 | NPU | Use Export Script |
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- | YamNet | SA8295P ADP | SA8295P | TFLITE | 0.573 ms | 0 - 24 MB | FP16 | NPU | [YamNet.tflite](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.tflite) |
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- | YamNet | SA8295P ADP | SA8295P | QNN | 0.551 ms | 0 - 18 MB | FP16 | NPU | Use Export Script |
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- | YamNet | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.221 ms | 0 - 63 MB | FP16 | NPU | [YamNet.tflite](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.tflite) |
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- | YamNet | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.213 ms | 0 - 2 MB | FP16 | NPU | Use Export Script |
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- | YamNet | SA8775P ADP | SA8775P | TFLITE | 0.418 ms | 0 - 19 MB | FP16 | NPU | [YamNet.tflite](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.tflite) |
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- | YamNet | SA8775P ADP | SA8775P | QNN | 0.396 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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- | YamNet | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 2.96 ms | 0 - 19 MB | FP16 | NPU | [YamNet.tflite](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.tflite) |
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- | YamNet | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 2.947 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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- | YamNet | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.221 ms | 0 - 65 MB | FP16 | NPU | [YamNet.tflite](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.tflite) |
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- | YamNet | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.217 ms | 0 - 2 MB | FP16 | NPU | Use Export Script |
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- | YamNet | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 0.418 ms | 0 - 19 MB | FP16 | NPU | [YamNet.tflite](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.tflite) |
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- | YamNet | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 0.396 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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- | YamNet | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 0.4 ms | 0 - 30 MB | FP16 | NPU | [YamNet.tflite](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.tflite) |
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- | YamNet | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 0.383 ms | 0 - 22 MB | FP16 | NPU | Use Export Script |
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- | YamNet | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.314 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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- | YamNet | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.271 ms | 8 - 8 MB | FP16 | NPU | [YamNet.onnx](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.onnx) |
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@@ -125,12 +125,12 @@ python -m qai_hub_models.models.yamnet.export
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  Profiling Results
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  ------------------------------------------------------------
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  YamNet
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- Device : Samsung Galaxy S23 (13)
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- Runtime : TFLITE
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- Estimated inference time (ms) : 0.2
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- Estimated peak memory usage (MB): [0, 65]
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- Total # Ops : 31
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- Compute Unit(s) : NPU (31 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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  - real_time
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  - android
 
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  ### Model Details
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+ - **Model Type:** Model_use_case.audio_classification
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  - **Model Stats:**
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  - Model checkpoint: yamnet.pth
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  - Input resolution: 1x1x96x64
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  - Number of parameters: 3.73M
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  - Model size: 14.2 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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+ | YamNet | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 0.694 ms | 0 - 19 MB | NPU | [YamNet.tflite](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.tflite) |
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+ | YamNet | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 0.657 ms | 0 - 10 MB | NPU | Use Export Script |
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+ | YamNet | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 0.38 ms | 0 - 27 MB | NPU | [YamNet.tflite](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.tflite) |
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+ | YamNet | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 0.44 ms | 0 - 22 MB | NPU | Use Export Script |
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+ | YamNet | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 0.215 ms | 0 - 64 MB | NPU | [YamNet.tflite](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.tflite) |
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+ | YamNet | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 0.212 ms | 0 - 2 MB | NPU | Use Export Script |
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+ | YamNet | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 0.381 ms | 0 - 21 MB | NPU | [YamNet.tflite](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.tflite) |
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+ | YamNet | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 0.362 ms | 0 - 14 MB | NPU | Use Export Script |
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+ | YamNet | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 0.694 ms | 0 - 19 MB | NPU | [YamNet.tflite](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.tflite) |
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+ | YamNet | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 0.657 ms | 0 - 10 MB | NPU | Use Export Script |
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+ | YamNet | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 0.22 ms | 0 - 64 MB | NPU | [YamNet.tflite](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.tflite) |
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+ | YamNet | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 0.213 ms | 0 - 2 MB | NPU | Use Export Script |
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+ | YamNet | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 0.559 ms | 0 - 24 MB | NPU | [YamNet.tflite](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.tflite) |
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+ | YamNet | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 0.537 ms | 0 - 18 MB | NPU | Use Export Script |
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+ | YamNet | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 0.22 ms | 0 - 64 MB | NPU | [YamNet.tflite](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.tflite) |
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+ | YamNet | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 0.21 ms | 0 - 2 MB | NPU | Use Export Script |
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+ | YamNet | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 0.381 ms | 0 - 21 MB | NPU | [YamNet.tflite](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.tflite) |
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+ | YamNet | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 0.362 ms | 0 - 14 MB | NPU | Use Export Script |
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+ | YamNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 0.213 ms | 0 - 64 MB | NPU | [YamNet.tflite](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.tflite) |
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+ | YamNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 0.216 ms | 0 - 42 MB | NPU | Use Export Script |
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+ | YamNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 0.302 ms | 0 - 41 MB | NPU | [YamNet.onnx](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.onnx) |
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+ | YamNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.181 ms | 0 - 30 MB | NPU | [YamNet.tflite](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.tflite) |
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+ | YamNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.174 ms | 0 - 23 MB | NPU | Use Export Script |
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+ | YamNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.246 ms | 0 - 25 MB | NPU | [YamNet.onnx](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.onnx) |
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+ | YamNet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.181 ms | 0 - 26 MB | NPU | [YamNet.tflite](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.tflite) |
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+ | YamNet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.169 ms | 0 - 15 MB | NPU | Use Export Script |
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+ | YamNet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.269 ms | 0 - 16 MB | NPU | [YamNet.onnx](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.onnx) |
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+ | YamNet | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.256 ms | 1 - 1 MB | NPU | Use Export Script |
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+ | YamNet | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.272 ms | 8 - 8 MB | NPU | [YamNet.onnx](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.onnx) |
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  Profiling Results
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  ------------------------------------------------------------
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  YamNet
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+ Device : cs_8275 (ANDROID 14)
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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, 19]
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+ Total # Ops : 31
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+ Compute Unit(s) : npu (31 ops) gpu (0 ops) cpu (0 ops)
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  ```
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