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@@ -35,38 +35,34 @@ 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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- | SESR-M5-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.346 ms | 0 - 6 MB | INT8 | NPU | [SESR-M5-Quantized.tflite](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5-Quantized.tflite) |
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- | SESR-M5-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.653 ms | 0 - 2 MB | INT8 | NPU | [SESR-M5-Quantized.so](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5-Quantized.so) |
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- | SESR-M5-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 1.027 ms | 0 - 6 MB | INT8 | NPU | [SESR-M5-Quantized.onnx](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5-Quantized.onnx) |
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- | SESR-M5-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 1.12 ms | 0 - 26 MB | INT8 | NPU | [SESR-M5-Quantized.tflite](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5-Quantized.tflite) |
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- | SESR-M5-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.448 ms | 0 - 19 MB | INT8 | NPU | [SESR-M5-Quantized.so](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5-Quantized.so) |
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- | SESR-M5-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 0.703 ms | 0 - 27 MB | INT8 | NPU | [SESR-M5-Quantized.onnx](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5-Quantized.onnx) |
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- | SESR-M5-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 1.354 ms | 1 - 19 MB | INT8 | NPU | [SESR-M5-Quantized.tflite](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5-Quantized.tflite) |
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- | SESR-M5-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.498 ms | 0 - 19 MB | INT8 | NPU | Use Export Script |
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- | SESR-M5-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.705 ms | 0 - 18 MB | INT8 | NPU | [SESR-M5-Quantized.onnx](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5-Quantized.onnx) |
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- | SESR-M5-Quantized | SA7255P ADP | SA7255P | TFLITE | 12.877 ms | 2 - 14 MB | INT8 | NPU | [SESR-M5-Quantized.tflite](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5-Quantized.tflite) |
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- | SESR-M5-Quantized | SA7255P ADP | SA7255P | QNN | 10.512 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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- | SESR-M5-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.365 ms | 0 - 6 MB | INT8 | NPU | [SESR-M5-Quantized.tflite](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5-Quantized.tflite) |
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- | SESR-M5-Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.628 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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- | SESR-M5-Quantized | SA8295P ADP | SA8295P | TFLITE | 2.492 ms | 0 - 18 MB | INT8 | NPU | [SESR-M5-Quantized.tflite](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5-Quantized.tflite) |
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- | SESR-M5-Quantized | SA8295P ADP | SA8295P | QNN | 1.375 ms | 0 - 18 MB | INT8 | NPU | Use Export Script |
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- | SESR-M5-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.561 ms | 2 - 8 MB | INT8 | NPU | [SESR-M5-Quantized.tflite](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5-Quantized.tflite) |
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- | SESR-M5-Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.644 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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- | SESR-M5-Quantized | SA8775P ADP | SA8775P | TFLITE | 2.444 ms | 1 - 13 MB | INT8 | NPU | [SESR-M5-Quantized.tflite](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5-Quantized.tflite) |
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- | SESR-M5-Quantized | SA8775P ADP | SA8775P | QNN | 1.02 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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- | SESR-M5-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 3.724 ms | 2 - 23 MB | INT8 | NPU | [SESR-M5-Quantized.tflite](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5-Quantized.tflite) |
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- | SESR-M5-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 2.813 ms | 0 - 12 MB | INT8 | NPU | Use Export Script |
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- | SESR-M5-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 20.71 ms | 2 - 4 MB | INT8 | NPU | [SESR-M5-Quantized.tflite](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5-Quantized.tflite) |
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- | SESR-M5-Quantized | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 12.877 ms | 2 - 14 MB | INT8 | NPU | [SESR-M5-Quantized.tflite](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5-Quantized.tflite) |
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- | SESR-M5-Quantized | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 10.512 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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- | SESR-M5-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 3.054 ms | 2 - 8 MB | INT8 | NPU | [SESR-M5-Quantized.tflite](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5-Quantized.tflite) |
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- | SESR-M5-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.627 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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- | SESR-M5-Quantized | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 2.444 ms | 1 - 13 MB | INT8 | NPU | [SESR-M5-Quantized.tflite](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5-Quantized.tflite) |
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- | SESR-M5-Quantized | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 1.02 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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- | SESR-M5-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 2.121 ms | 2 - 28 MB | INT8 | NPU | [SESR-M5-Quantized.tflite](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5-Quantized.tflite) |
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- | SESR-M5-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.003 ms | 0 - 26 MB | INT8 | NPU | Use Export Script |
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- | SESR-M5-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.782 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
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- | SESR-M5-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.048 ms | 3 - 3 MB | INT8 | NPU | [SESR-M5-Quantized.onnx](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5-Quantized.onnx) |
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@@ -127,10 +123,10 @@ python -m qai_hub_models.models.sesr_m5_quantized.export
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  ```
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  Profiling Results
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  ------------------------------------------------------------
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- SESR-M5-Quantized
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 1.3
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  Estimated peak memory usage (MB): [0, 6]
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  Total # Ops : 27
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  Compute Unit(s) : NPU (24 ops) CPU (3 ops)
@@ -215,20 +211,6 @@ AI Hub. [Sign up for access](https://myaccount.qualcomm.com/signup).
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- ## Run demo on a cloud-hosted device
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-
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- You can also run the demo on-device.
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-
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- ```bash
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- python -m qai_hub_models.models.sesr_m5_quantized.demo --on-device
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- ```
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-
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- **NOTE**: If you want running in a Jupyter Notebook or Google Colab like
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- environment, please add the following to your cell (instead of the above).
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- ```
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- %run -m qai_hub_models.models.sesr_m5_quantized.demo -- --on-device
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- ```
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-
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  ## Deploying compiled model to Android
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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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+ | SESR-M5 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.387 ms | 0 - 6 MB | INT8 | NPU | [SESR-M5-Quantized.tflite](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5.tflite) |
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+ | SESR-M5 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.642 ms | 0 - 2 MB | INT8 | NPU | [SESR-M5-Quantized.so](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5.so) |
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+ | SESR-M5 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 0.982 ms | 0 - 8 MB | INT8 | NPU | [SESR-M5-Quantized.onnx](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5.onnx) |
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+ | SESR-M5 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 1.104 ms | 0 - 29 MB | INT8 | NPU | [SESR-M5-Quantized.tflite](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5.tflite) |
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+ | SESR-M5 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.448 ms | 0 - 20 MB | INT8 | NPU | [SESR-M5-Quantized.so](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5.so) |
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+ | SESR-M5 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 0.656 ms | 0 - 23 MB | INT8 | NPU | [SESR-M5-Quantized.onnx](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5.onnx) |
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+ | SESR-M5 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 1.578 ms | 0 - 20 MB | INT8 | NPU | [SESR-M5-Quantized.tflite](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5.tflite) |
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+ | SESR-M5 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.611 ms | 0 - 20 MB | INT8 | NPU | Use Export Script |
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+ | SESR-M5 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.703 ms | 0 - 20 MB | INT8 | NPU | [SESR-M5-Quantized.onnx](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5.onnx) |
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+ | SESR-M5 | SA7255P ADP | SA7255P | TFLITE | 14.881 ms | 0 - 12 MB | INT8 | NPU | [SESR-M5-Quantized.tflite](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5.tflite) |
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+ | SESR-M5 | SA7255P ADP | SA7255P | QNN | 10.531 ms | 0 - 9 MB | INT8 | NPU | Use Export Script |
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+ | SESR-M5 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.346 ms | 0 - 6 MB | INT8 | NPU | [SESR-M5-Quantized.tflite](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5.tflite) |
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+ | SESR-M5 | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.624 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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+ | SESR-M5 | SA8295P ADP | SA8295P | TFLITE | 2.886 ms | 2 - 20 MB | INT8 | NPU | [SESR-M5-Quantized.tflite](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5.tflite) |
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+ | SESR-M5 | SA8295P ADP | SA8295P | QNN | 1.364 ms | 0 - 17 MB | INT8 | NPU | Use Export Script |
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+ | SESR-M5 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.352 ms | 0 - 7 MB | INT8 | NPU | [SESR-M5-Quantized.tflite](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5.tflite) |
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+ | SESR-M5 | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.627 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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+ | SESR-M5 | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 4.728 ms | 1 - 21 MB | INT8 | NPU | [SESR-M5-Quantized.tflite](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5.tflite) |
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+ | SESR-M5 | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 2.946 ms | 0 - 11 MB | INT8 | NPU | Use Export Script |
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+ | SESR-M5 | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 21.371 ms | 2 - 4 MB | INT8 | NPU | [SESR-M5-Quantized.tflite](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5.tflite) |
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+ | SESR-M5 | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 14.881 ms | 0 - 12 MB | INT8 | NPU | [SESR-M5-Quantized.tflite](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5.tflite) |
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+ | SESR-M5 | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 10.531 ms | 0 - 9 MB | INT8 | NPU | Use Export Script |
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+ | SESR-M5 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.352 ms | 0 - 6 MB | INT8 | NPU | [SESR-M5-Quantized.tflite](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5.tflite) |
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+ | SESR-M5 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.626 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | SESR-M5 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 2.761 ms | 0 - 24 MB | INT8 | NPU | [SESR-M5-Quantized.tflite](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5.tflite) |
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+ | SESR-M5 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 0.99 ms | 0 - 22 MB | INT8 | NPU | Use Export Script |
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+ | SESR-M5 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.763 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
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+ | SESR-M5 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.966 ms | 3 - 3 MB | INT8 | NPU | [SESR-M5-Quantized.onnx](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5.onnx) |
 
 
 
 
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  ```
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  Profiling Results
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  ------------------------------------------------------------
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+ SESR-M5
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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+ Estimated inference time (ms) : 1.4
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  Estimated peak memory usage (MB): [0, 6]
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  Total # Ops : 27
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  Compute Unit(s) : NPU (24 ops) CPU (3 ops)
 
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  ## Deploying compiled model to Android
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