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v0.30.5

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See https://github.com/quic/ai-hub-models/releases/v0.30.5 for changelog.

Files changed (2) hide show
  1. MNASNet05_w8a16.onnx +2 -2
  2. README.md +51 -51
MNASNet05_w8a16.onnx CHANGED
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README.md CHANGED
@@ -35,53 +35,53 @@ More details on model performance across various devices, can be found
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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 | 2.317 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 | 10.726 ms | 1 - 10 MB | NPU | Use Export Script |
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- | MNASNet05 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 1.094 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 | 1.537 ms | 1 - 26 MB | NPU | Use Export Script |
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- | MNASNet05 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 0.72 ms | 0 - 46 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 | 0.707 ms | 1 - 4 MB | NPU | Use Export Script |
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- | MNASNet05 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 1.058 ms | 0 - 18 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 | 1.033 ms | 1 - 15 MB | NPU | Use Export Script |
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- | MNASNet05 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 2.317 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 | 10.726 ms | 1 - 10 MB | NPU | Use Export Script |
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- | MNASNet05 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 0.712 ms | 0 - 46 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 | 0.703 ms | 1 - 2 MB | NPU | Use Export Script |
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- | MNASNet05 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 1.42 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 | 1.349 ms | 0 - 20 MB | NPU | Use Export Script |
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- | MNASNet05 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 0.715 ms | 0 - 46 MB | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
53
- | MNASNet05 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 0.701 ms | 1 - 4 MB | NPU | Use Export Script |
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- | MNASNet05 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 1.058 ms | 0 - 18 MB | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
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- | MNASNet05 | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 1.033 ms | 1 - 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 - 46 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 | 0 - 31 MB | NPU | Use Export Script |
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- | MNASNet05 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 0.597 ms | 0 - 33 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 | 0.48 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 | 0.479 ms | 1 - 28 MB | NPU | Use Export Script |
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- | MNASNet05 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.396 ms | 0 - 31 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 | 0.473 ms | 0 - 18 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 | 0.486 ms | 1 - 23 MB | NPU | Use Export Script |
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- | MNASNet05 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.434 ms | 0 - 24 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 | 0.854 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 | 1.777 ms | 0 - 10 MB | NPU | Use Export Script |
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- | MNASNet05 | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 1.117 ms | 0 - 32 MB | NPU | Use Export Script |
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- | MNASNet05 | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 0.863 ms | 0 - 3 MB | NPU | Use Export Script |
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- | MNASNet05 | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 1.08 ms | 0 - 14 MB | NPU | Use Export Script |
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- | MNASNet05 | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 2.576 ms | 0 - 14 MB | NPU | Use Export Script |
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- | MNASNet05 | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN | 1.777 ms | 0 - 10 MB | NPU | Use Export Script |
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- | MNASNet05 | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 0.859 ms | 0 - 3 MB | NPU | Use Export Script |
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- | MNASNet05 | w8a16 | SA8295P ADP | Qualcomm® SA8295P | QNN | 1.34 ms | 0 - 17 MB | NPU | Use Export Script |
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- | MNASNet05 | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 0.854 ms | 0 - 3 MB | NPU | Use Export Script |
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- | MNASNet05 | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN | 1.08 ms | 0 - 14 MB | NPU | Use Export Script |
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- | MNASNet05 | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 0.859 ms | 0 - 19 MB | NPU | Use Export Script |
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- | MNASNet05 | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 0.784 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 | 0.575 ms | 0 - 27 MB | NPU | Use Export Script |
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- | MNASNet05 | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.529 ms | 0 - 28 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 | 0.479 ms | 0 - 18 MB | NPU | Use Export Script |
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- | MNASNet05 | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.455 ms | 0 - 22 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 | 1.022 ms | 0 - 0 MB | NPU | Use Export Script |
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- | MNASNet05 | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.846 ms | 0 - 0 MB | NPU | [MNASNet05.onnx](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05_w8a16.onnx) |
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@@ -145,8 +145,8 @@ Profiling Results
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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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  ```
@@ -235,13 +235,13 @@ AI Hub. [Sign up for access](https://myaccount.qualcomm.com/signup).
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  You can also run the demo on-device.
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237
  ```bash
238
- python -m qai_hub_models.models.mnasnet05.demo --on-device
239
  ```
240
 
241
  **NOTE**: If you want running in a Jupyter Notebook or Google Colab like
242
  environment, please add the following to your cell (instead of the above).
243
  ```
244
- %run -m qai_hub_models.models.mnasnet05.demo -- --on-device
245
  ```
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36
  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
37
  |---|---|---|---|---|---|---|---|---|
38
+ | MNASNet05 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 10.709 ms | 0 - 17 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 | 10.625 ms | 1 - 10 MB | NPU | Use Export Script |
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+ | MNASNet05 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 1.009 ms | 0 - 32 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 | 1.418 ms | 1 - 29 MB | NPU | Use Export Script |
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+ | MNASNet05 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 0.717 ms | 0 - 51 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 | 0.712 ms | 1 - 3 MB | NPU | Use Export Script |
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+ | MNASNet05 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 1.059 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 | 1.037 ms | 1 - 13 MB | NPU | Use Export Script |
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+ | MNASNet05 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 10.709 ms | 0 - 17 MB | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
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+ | MNASNet05 | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 10.625 ms | 1 - 10 MB | NPU | Use Export Script |
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+ | MNASNet05 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 0.715 ms | 0 - 50 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 | 0.714 ms | 1 - 3 MB | NPU | Use Export Script |
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+ | MNASNet05 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 1.39 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 | 1.333 ms | 0 - 17 MB | NPU | Use Export Script |
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+ | MNASNet05 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 0.711 ms | 0 - 51 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 | 0.712 ms | 1 - 4 MB | NPU | Use Export Script |
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+ | MNASNet05 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 1.059 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 | 1.037 ms | 1 - 13 MB | NPU | Use Export Script |
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+ | MNASNet05 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 0.718 ms | 0 - 50 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 | 0.719 ms | 0 - 49 MB | NPU | Use Export Script |
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+ | MNASNet05 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 0.578 ms | 0 - 39 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 | 0.476 ms | 0 - 29 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 | 0.479 ms | 1 - 34 MB | NPU | Use Export Script |
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+ | MNASNet05 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.398 ms | 0 - 33 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 | 0.478 ms | 0 - 24 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 | 0.455 ms | 1 - 22 MB | NPU | Use Export Script |
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+ | MNASNet05 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.439 ms | 0 - 19 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 | 0.858 ms | 1 - 1 MB | NPU | Use Export Script |
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+ | MNASNet05 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.656 ms | 6 - 6 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 | 3.075 ms | 0 - 10 MB | NPU | Use Export Script |
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+ | MNASNet05 | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 1.009 ms | 0 - 27 MB | NPU | Use Export Script |
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+ | MNASNet05 | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 0.864 ms | 0 - 4 MB | NPU | Use Export Script |
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+ | MNASNet05 | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 1.083 ms | 0 - 14 MB | NPU | Use Export Script |
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+ | MNASNet05 | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 2.54 ms | 0 - 12 MB | NPU | Use Export Script |
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+ | MNASNet05 | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN | 3.075 ms | 0 - 10 MB | NPU | Use Export Script |
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+ | MNASNet05 | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 0.868 ms | 0 - 2 MB | NPU | Use Export Script |
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+ | MNASNet05 | w8a16 | SA8295P ADP | Qualcomm® SA8295P | QNN | 1.28 ms | 0 - 17 MB | NPU | Use Export Script |
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+ | MNASNet05 | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 0.863 ms | 0 - 4 MB | NPU | Use Export Script |
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+ | MNASNet05 | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN | 1.083 ms | 0 - 14 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 | 0.61 ms | 0 - 15 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 | 0.573 ms | 0 - 26 MB | NPU | Use Export Script |
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+ | MNASNet05 | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.409 ms | 0 - 32 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 | 0.496 ms | 0 - 19 MB | NPU | Use Export Script |
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+ | MNASNet05 | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.423 ms | 0 - 19 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 | 1.004 ms | 0 - 0 MB | NPU | Use Export Script |
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+ | MNASNet05 | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.669 ms | 0 - 0 MB | NPU | [MNASNet05.onnx](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05_w8a16.onnx) |
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145
  MNASNet05
146
  Device : cs_8275 (ANDROID 14)
147
  Runtime : TFLITE
148
+ Estimated inference time (ms) : 10.7
149
+ Estimated peak memory usage (MB): [0, 17]
150
  Total # Ops : 71
151
  Compute Unit(s) : npu (71 ops) gpu (0 ops) cpu (0 ops)
152
  ```
 
235
  You can also run the demo on-device.
236
 
237
  ```bash
238
+ python -m qai_hub_models.models.mnasnet05.demo --eval-mode on-device
239
  ```
240
 
241
  **NOTE**: If you want running in a Jupyter Notebook or Google Colab like
242
  environment, please add the following to your cell (instead of the above).
243
  ```
244
+ %run -m qai_hub_models.models.mnasnet05.demo -- --eval-mode on-device
245
  ```
246
 
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