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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. FFNet-78S_w8a8.onnx +2 -2
  2. README.md +65 -65
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README.md CHANGED
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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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- | FFNet-78S | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 200.123 ms | 2 - 74 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.tflite) |
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- | FFNet-78S | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 1238.312 ms | 24 - 34 MB | NPU | Use Export Script |
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- | FFNet-78S | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 67.199 ms | 2 - 122 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.tflite) |
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- | FFNet-78S | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 78.866 ms | 24 - 77 MB | NPU | Use Export Script |
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- | FFNet-78S | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 49.602 ms | 2 - 21 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.tflite) |
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- | FFNet-78S | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 40.166 ms | 24 - 26 MB | NPU | Use Export Script |
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- | FFNet-78S | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 68.935 ms | 2 - 74 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.tflite) |
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- | FFNet-78S | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 58.768 ms | 24 - 36 MB | NPU | Use Export Script |
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- | FFNet-78S | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 200.123 ms | 2 - 74 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.tflite) |
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- | FFNet-78S | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 1238.312 ms | 24 - 34 MB | NPU | Use Export Script |
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- | FFNet-78S | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 49.849 ms | 2 - 24 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.tflite) |
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- | FFNet-78S | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 40.014 ms | 24 - 26 MB | NPU | Use Export Script |
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- | FFNet-78S | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 77.09 ms | 2 - 72 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.tflite) |
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- | FFNet-78S | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 65.831 ms | 24 - 42 MB | NPU | Use Export Script |
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- | FFNet-78S | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 49.887 ms | 2 - 26 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.tflite) |
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- | FFNet-78S | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 40.024 ms | 24 - 26 MB | NPU | Use Export Script |
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- | FFNet-78S | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 68.935 ms | 2 - 74 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.tflite) |
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- | FFNet-78S | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 58.768 ms | 24 - 36 MB | NPU | Use Export Script |
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- | FFNet-78S | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 49.623 ms | 2 - 22 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.tflite) |
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- | FFNet-78S | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 40.081 ms | 24 - 47 MB | NPU | Use Export Script |
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- | FFNet-78S | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 41.493 ms | 29 - 163 MB | NPU | [FFNet-78S.onnx](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.onnx) |
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- | FFNet-78S | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 34.026 ms | 2 - 125 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.tflite) |
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- | FFNet-78S | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 28.02 ms | 24 - 76 MB | NPU | Use Export Script |
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- | FFNet-78S | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 29.94 ms | 24 - 80 MB | NPU | [FFNet-78S.onnx](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.onnx) |
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- | FFNet-78S | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 28.695 ms | 2 - 77 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.tflite) |
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- | FFNet-78S | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 26.755 ms | 24 - 86 MB | NPU | Use Export Script |
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- | FFNet-78S | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 26.697 ms | 30 - 78 MB | NPU | [FFNet-78S.onnx](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.onnx) |
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- | FFNet-78S | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 41.57 ms | 24 - 24 MB | NPU | Use Export Script |
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- | FFNet-78S | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 42.89 ms | 30 - 30 MB | NPU | [FFNet-78S.onnx](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.onnx) |
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- | FFNet-78S | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 29.475 ms | 1 - 50 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S_w8a8.tflite) |
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- | FFNet-78S | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 162.905 ms | 6 - 16 MB | NPU | Use Export Script |
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- | FFNet-78S | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 12.252 ms | 1 - 79 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S_w8a8.tflite) |
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- | FFNet-78S | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 20.713 ms | 6 - 90 MB | NPU | Use Export Script |
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- | FFNet-78S | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 10.709 ms | 1 - 14 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S_w8a8.tflite) |
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- | FFNet-78S | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 16.603 ms | 6 - 9 MB | NPU | Use Export Script |
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- | FFNet-78S | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 11.141 ms | 0 - 50 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S_w8a8.tflite) |
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- | FFNet-78S | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 17.089 ms | 6 - 21 MB | NPU | Use Export Script |
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- | FFNet-78S | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 73.975 ms | 1 - 77 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S_w8a8.tflite) |
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- | FFNet-78S | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 84.703 ms | 6 - 18 MB | NPU | Use Export Script |
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- | FFNet-78S | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 337.817 ms | 1 - 12 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S_w8a8.tflite) |
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- | FFNet-78S | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 29.475 ms | 1 - 50 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S_w8a8.tflite) |
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- | FFNet-78S | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN | 162.905 ms | 6 - 16 MB | NPU | Use Export Script |
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- | FFNet-78S | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 10.737 ms | 1 - 12 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S_w8a8.tflite) |
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- | FFNet-78S | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 16.585 ms | 8 - 10 MB | NPU | Use Export Script |
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- | FFNet-78S | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 16.755 ms | 1 - 52 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S_w8a8.tflite) |
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- | FFNet-78S | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN | 23.588 ms | 6 - 24 MB | NPU | Use Export Script |
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- | FFNet-78S | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 10.603 ms | 1 - 14 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S_w8a8.tflite) |
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- | FFNet-78S | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 16.601 ms | 6 - 8 MB | NPU | Use Export Script |
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- | FFNet-78S | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 11.141 ms | 0 - 50 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S_w8a8.tflite) |
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- | FFNet-78S | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN | 17.089 ms | 6 - 21 MB | NPU | Use Export Script |
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- | FFNet-78S | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 10.557 ms | 1 - 14 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S_w8a8.tflite) |
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- | FFNet-78S | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 16.512 ms | 6 - 29 MB | NPU | Use Export Script |
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- | FFNet-78S | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 18.823 ms | 2 - 94 MB | NPU | [FFNet-78S.onnx](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S_w8a8.onnx) |
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- | FFNet-78S | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 7.617 ms | 1 - 75 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S_w8a8.tflite) |
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- | FFNet-78S | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 11.801 ms | 6 - 91 MB | NPU | Use Export Script |
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- | FFNet-78S | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 14.797 ms | 10 - 159 MB | NPU | [FFNet-78S.onnx](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S_w8a8.onnx) |
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- | FFNet-78S | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 7.431 ms | 1 - 54 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S_w8a8.tflite) |
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- | FFNet-78S | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 9.537 ms | 6 - 79 MB | NPU | Use Export Script |
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- | FFNet-78S | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 12.725 ms | 10 - 127 MB | NPU | [FFNet-78S.onnx](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S_w8a8.onnx) |
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- | FFNet-78S | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 17.536 ms | 6 - 6 MB | NPU | Use Export Script |
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- | FFNet-78S | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 22.144 ms | 22 - 22 MB | NPU | [FFNet-78S.onnx](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S_w8a8.onnx) |
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@@ -160,8 +160,8 @@ Profiling Results
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  FFNet-78S
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  Device : cs_8275 (ANDROID 14)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 200.1
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- Estimated peak memory usage (MB): [2, 74]
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  Total # Ops : 151
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  Compute Unit(s) : npu (151 ops) gpu (0 ops) cpu (0 ops)
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  ```
@@ -250,13 +250,13 @@ 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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  ```bash
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- python -m qai_hub_models.models.ffnet_78s.demo --on-device
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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.ffnet_78s.demo -- --on-device
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  ```
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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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+ | FFNet-78S | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 1257.085 ms | 0 - 75 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.tflite) |
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+ | FFNet-78S | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 182.938 ms | 24 - 33 MB | NPU | Use Export Script |
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+ | FFNet-78S | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 66.731 ms | 2 - 127 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.tflite) |
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+ | FFNet-78S | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 78.811 ms | 24 - 82 MB | NPU | Use Export Script |
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+ | FFNet-78S | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 49.954 ms | 2 - 23 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.tflite) |
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+ | FFNet-78S | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 40.124 ms | 24 - 35 MB | NPU | Use Export Script |
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+ | FFNet-78S | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 69.114 ms | 2 - 78 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.tflite) |
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+ | FFNet-78S | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 59.273 ms | 24 - 34 MB | NPU | Use Export Script |
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+ | FFNet-78S | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 1257.085 ms | 0 - 75 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.tflite) |
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+ | FFNet-78S | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 182.938 ms | 24 - 33 MB | NPU | Use Export Script |
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+ | FFNet-78S | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 50.311 ms | 2 - 25 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.tflite) |
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+ | FFNet-78S | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 40.219 ms | 24 - 26 MB | NPU | Use Export Script |
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+ | FFNet-78S | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 75.317 ms | 2 - 74 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.tflite) |
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+ | FFNet-78S | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 64.391 ms | 24 - 41 MB | NPU | Use Export Script |
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+ | FFNet-78S | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 50.825 ms | 1 - 19 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.tflite) |
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+ | FFNet-78S | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 40.313 ms | 15 - 18 MB | NPU | Use Export Script |
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+ | FFNet-78S | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 69.114 ms | 2 - 78 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.tflite) |
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+ | FFNet-78S | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 59.273 ms | 24 - 34 MB | NPU | Use Export Script |
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+ | FFNet-78S | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 50.193 ms | 2 - 22 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.tflite) |
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+ | FFNet-78S | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 40.308 ms | 24 - 53 MB | NPU | Use Export Script |
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+ | FFNet-78S | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 35.462 ms | 29 - 174 MB | NPU | [FFNet-78S.onnx](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.onnx) |
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+ | FFNet-78S | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 33.939 ms | 0 - 128 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.tflite) |
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+ | FFNet-78S | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 28.077 ms | 24 - 88 MB | NPU | Use Export Script |
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+ | FFNet-78S | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 25.016 ms | 26 - 113 MB | NPU | [FFNet-78S.onnx](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.onnx) |
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+ | FFNet-78S | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 34.456 ms | 2 - 79 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.tflite) |
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+ | FFNet-78S | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 21.398 ms | 24 - 95 MB | NPU | Use Export Script |
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+ | FFNet-78S | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 21.563 ms | 30 - 86 MB | NPU | [FFNet-78S.onnx](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.onnx) |
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+ | FFNet-78S | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 41.781 ms | 24 - 24 MB | NPU | Use Export Script |
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+ | FFNet-78S | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 37.059 ms | 31 - 31 MB | NPU | [FFNet-78S.onnx](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.onnx) |
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+ | FFNet-78S | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 155.204 ms | 0 - 50 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S_w8a8.tflite) |
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+ | FFNet-78S | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 39.443 ms | 6 - 15 MB | NPU | Use Export Script |
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+ | FFNet-78S | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 12.403 ms | 1 - 77 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S_w8a8.tflite) |
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+ | FFNet-78S | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 20.63 ms | 6 - 96 MB | NPU | Use Export Script |
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+ | FFNet-78S | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 10.628 ms | 1 - 14 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S_w8a8.tflite) |
73
+ | FFNet-78S | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 16.625 ms | 6 - 9 MB | NPU | Use Export Script |
74
+ | FFNet-78S | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 11.187 ms | 0 - 50 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S_w8a8.tflite) |
75
+ | FFNet-78S | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 17.11 ms | 6 - 17 MB | NPU | Use Export Script |
76
+ | FFNet-78S | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 71.825 ms | 0 - 108 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S_w8a8.tflite) |
77
+ | FFNet-78S | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 83.449 ms | 6 - 18 MB | NPU | Use Export Script |
78
+ | FFNet-78S | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 335.35 ms | 1 - 3 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S_w8a8.tflite) |
79
+ | FFNet-78S | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 155.204 ms | 0 - 50 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S_w8a8.tflite) |
80
+ | FFNet-78S | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN | 39.443 ms | 6 - 15 MB | NPU | Use Export Script |
81
+ | FFNet-78S | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 10.641 ms | 1 - 16 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S_w8a8.tflite) |
82
+ | FFNet-78S | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 16.698 ms | 7 - 10 MB | NPU | Use Export Script |
83
+ | FFNet-78S | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 16.894 ms | 1 - 52 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S_w8a8.tflite) |
84
+ | FFNet-78S | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN | 23.464 ms | 6 - 24 MB | NPU | Use Export Script |
85
+ | FFNet-78S | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 10.708 ms | 1 - 16 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S_w8a8.tflite) |
86
+ | FFNet-78S | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 16.701 ms | 7 - 9 MB | NPU | Use Export Script |
87
+ | FFNet-78S | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 11.187 ms | 0 - 50 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S_w8a8.tflite) |
88
+ | FFNet-78S | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN | 17.11 ms | 6 - 17 MB | NPU | Use Export Script |
89
+ | FFNet-78S | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 10.642 ms | 1 - 14 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S_w8a8.tflite) |
90
+ | FFNet-78S | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 16.631 ms | 6 - 24 MB | NPU | Use Export Script |
91
+ | FFNet-78S | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 20.011 ms | 3 - 94 MB | NPU | [FFNet-78S.onnx](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S_w8a8.onnx) |
92
+ | FFNet-78S | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 7.635 ms | 1 - 74 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S_w8a8.tflite) |
93
+ | FFNet-78S | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 11.803 ms | 6 - 93 MB | NPU | Use Export Script |
94
+ | FFNet-78S | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 14.314 ms | 10 - 189 MB | NPU | [FFNet-78S.onnx](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S_w8a8.onnx) |
95
+ | FFNet-78S | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 7.435 ms | 1 - 54 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S_w8a8.tflite) |
96
+ | FFNet-78S | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 9.519 ms | 6 - 96 MB | NPU | Use Export Script |
97
+ | FFNet-78S | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 13.517 ms | 11 - 153 MB | NPU | [FFNet-78S.onnx](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S_w8a8.onnx) |
98
+ | FFNet-78S | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 17.555 ms | 6 - 6 MB | NPU | Use Export Script |
99
+ | FFNet-78S | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 22.175 ms | 23 - 23 MB | NPU | [FFNet-78S.onnx](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S_w8a8.onnx) |
100
 
101
 
102
 
 
160
  FFNet-78S
161
  Device : cs_8275 (ANDROID 14)
162
  Runtime : TFLITE
163
+ Estimated inference time (ms) : 1257.1
164
+ Estimated peak memory usage (MB): [0, 75]
165
  Total # Ops : 151
166
  Compute Unit(s) : npu (151 ops) gpu (0 ops) cpu (0 ops)
167
  ```
 
250
  You can also run the demo on-device.
251
 
252
  ```bash
253
+ python -m qai_hub_models.models.ffnet_78s.demo --eval-mode on-device
254
  ```
255
 
256
  **NOTE**: If you want running in a Jupyter Notebook or Google Colab like
257
  environment, please add the following to your cell (instead of the above).
258
  ```
259
+ %run -m qai_hub_models.models.ffnet_78s.demo -- --eval-mode on-device
260
  ```
261
 
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