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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-54S_w8a8.onnx +2 -2
  2. README.md +51 -51
FFNet-54S_w8a8.onnx CHANGED
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README.md CHANGED
@@ -36,53 +36,53 @@ 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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- | FFNet-54S | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 1014.491 ms | 1 - 58 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.tflite) |
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- | FFNet-54S | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 152.761 ms | 24 - 34 MB | NPU | Use Export Script |
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- | FFNet-54S | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 61.635 ms | 2 - 91 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.tflite) |
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- | FFNet-54S | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 71.694 ms | 21 - 71 MB | NPU | Use Export Script |
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- | FFNet-54S | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 46.108 ms | 2 - 26 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.tflite) |
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- | FFNet-54S | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 36.47 ms | 24 - 27 MB | NPU | Use Export Script |
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- | FFNet-54S | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 62.001 ms | 2 - 61 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.tflite) |
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- | FFNet-54S | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 51.991 ms | 24 - 38 MB | NPU | Use Export Script |
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- | FFNet-54S | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 1014.491 ms | 1 - 58 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.tflite) |
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- | FFNet-54S | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 152.761 ms | 24 - 34 MB | NPU | Use Export Script |
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- | FFNet-54S | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 46.135 ms | 2 - 21 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.tflite) |
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- | FFNet-54S | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 36.773 ms | 24 - 27 MB | NPU | Use Export Script |
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- | FFNet-54S | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 69.597 ms | 2 - 58 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.tflite) |
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- | FFNet-54S | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 58.366 ms | 24 - 40 MB | NPU | Use Export Script |
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- | FFNet-54S | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 46.011 ms | 2 - 23 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.tflite) |
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- | FFNet-54S | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 36.488 ms | 24 - 28 MB | NPU | Use Export Script |
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- | FFNet-54S | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 62.001 ms | 2 - 61 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.tflite) |
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- | FFNet-54S | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 51.991 ms | 24 - 38 MB | NPU | Use Export Script |
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- | FFNet-54S | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 46.091 ms | 2 - 23 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.tflite) |
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- | FFNet-54S | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 36.452 ms | 24 - 42 MB | NPU | Use Export Script |
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- | FFNet-54S | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 36.893 ms | 32 - 131 MB | NPU | [FFNet-54S.onnx](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.onnx) |
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- | FFNet-54S | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 30.935 ms | 2 - 93 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.tflite) |
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- | FFNet-54S | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 25.558 ms | 18 - 73 MB | NPU | Use Export Script |
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- | FFNet-54S | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 26.593 ms | 28 - 80 MB | NPU | [FFNet-54S.onnx](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.onnx) |
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- | FFNet-54S | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 31.605 ms | 2 - 62 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.tflite) |
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- | FFNet-54S | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 24.143 ms | 24 - 84 MB | NPU | Use Export Script |
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- | FFNet-54S | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 23.474 ms | 31 - 76 MB | NPU | [FFNet-54S.onnx](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.onnx) |
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- | FFNet-54S | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 37.796 ms | 24 - 24 MB | NPU | Use Export Script |
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- | FFNet-54S | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 39.176 ms | 24 - 24 MB | NPU | [FFNet-54S.onnx](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.onnx) |
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- | FFNet-54S | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 25.87 ms | 0 - 39 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.tflite) |
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- | FFNet-54S | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 11.256 ms | 1 - 63 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.tflite) |
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- | FFNet-54S | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 9.608 ms | 1 - 14 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.tflite) |
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- | FFNet-54S | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 10.287 ms | 1 - 41 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.tflite) |
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- | FFNet-54S | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 67.527 ms | 1 - 60 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.tflite) |
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- | FFNet-54S | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 315.792 ms | 1 - 3 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.tflite) |
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- | FFNet-54S | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 25.87 ms | 0 - 39 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.tflite) |
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- | FFNet-54S | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 9.588 ms | 1 - 12 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.tflite) |
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- | FFNet-54S | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 14.874 ms | 1 - 41 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.tflite) |
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- | FFNet-54S | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 9.633 ms | 1 - 17 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.tflite) |
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- | FFNet-54S | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 10.287 ms | 1 - 41 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.tflite) |
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- | FFNet-54S | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 9.638 ms | 1 - 16 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.tflite) |
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- | FFNet-54S | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 11.123 ms | 6 - 38 MB | NPU | [FFNet-54S.onnx](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.onnx) |
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- | FFNet-54S | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 6.957 ms | 1 - 61 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.tflite) |
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- | FFNet-54S | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 7.507 ms | 8 - 78 MB | NPU | [FFNet-54S.onnx](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.onnx) |
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- | FFNet-54S | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 5.735 ms | 0 - 45 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.tflite) |
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- | FFNet-54S | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 6.715 ms | 3 - 62 MB | NPU | [FFNet-54S.onnx](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.onnx) |
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- | FFNet-54S | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 14.189 ms | 13 - 13 MB | NPU | [FFNet-54S.onnx](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.onnx) |
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@@ -146,8 +146,8 @@ Profiling Results
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  FFNet-54S
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  Device : cs_8275 (ANDROID 14)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 1014.5
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- Estimated peak memory usage (MB): [1, 58]
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  Total # Ops : 115
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  Compute Unit(s) : npu (115 ops) gpu (0 ops) cpu (0 ops)
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  ```
@@ -236,13 +236,13 @@ 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_54s.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_54s.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-54S | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 169.84 ms | 0 - 60 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.tflite) |
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+ | FFNet-54S | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 995.171 ms | 24 - 33 MB | NPU | Use Export Script |
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+ | FFNet-54S | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 60.496 ms | 2 - 97 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.tflite) |
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+ | FFNet-54S | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 69.677 ms | 24 - 81 MB | NPU | Use Export Script |
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+ | FFNet-54S | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 46.415 ms | 2 - 19 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.tflite) |
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+ | FFNet-54S | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 36.682 ms | 24 - 27 MB | NPU | Use Export Script |
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+ | FFNet-54S | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 62.242 ms | 2 - 63 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.tflite) |
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+ | FFNet-54S | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 52.133 ms | 24 - 34 MB | NPU | Use Export Script |
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+ | FFNet-54S | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 169.84 ms | 0 - 60 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.tflite) |
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+ | FFNet-54S | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 995.171 ms | 24 - 33 MB | NPU | Use Export Script |
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+ | FFNet-54S | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 46.169 ms | 2 - 27 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.tflite) |
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+ | FFNet-54S | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 36.592 ms | 24 - 26 MB | NPU | Use Export Script |
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+ | FFNet-54S | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 67.83 ms | 2 - 61 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.tflite) |
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+ | FFNet-54S | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 56.819 ms | 24 - 41 MB | NPU | Use Export Script |
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+ | FFNet-54S | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 46.34 ms | 2 - 18 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.tflite) |
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+ | FFNet-54S | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 36.689 ms | 24 - 26 MB | NPU | Use Export Script |
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+ | FFNet-54S | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 62.242 ms | 2 - 63 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.tflite) |
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+ | FFNet-54S | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 52.133 ms | 24 - 34 MB | NPU | Use Export Script |
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+ | FFNet-54S | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 45.986 ms | 5 - 24 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.tflite) |
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+ | FFNet-54S | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 36.722 ms | 24 - 46 MB | NPU | Use Export Script |
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+ | FFNet-54S | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 31.229 ms | 29 - 121 MB | NPU | [FFNet-54S.onnx](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.onnx) |
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+ | FFNet-54S | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 31.217 ms | 1 - 98 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.tflite) |
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+ | FFNet-54S | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 25.327 ms | 20 - 80 MB | NPU | Use Export Script |
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+ | FFNet-54S | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 22.177 ms | 28 - 109 MB | NPU | [FFNet-54S.onnx](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.onnx) |
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+ | FFNet-54S | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 32.056 ms | 1 - 63 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.tflite) |
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+ | FFNet-54S | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 23.657 ms | 24 - 94 MB | NPU | Use Export Script |
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+ | FFNet-54S | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 20.447 ms | 27 - 83 MB | NPU | [FFNet-54S.onnx](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.onnx) |
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+ | FFNet-54S | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 37.943 ms | 24 - 24 MB | NPU | Use Export Script |
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+ | FFNet-54S | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 33.222 ms | 24 - 24 MB | NPU | [FFNet-54S.onnx](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.onnx) |
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+ | FFNet-54S | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 124.886 ms | 1 - 40 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.tflite) |
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+ | FFNet-54S | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 10.779 ms | 1 - 61 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.tflite) |
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+ | FFNet-54S | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 9.501 ms | 1 - 13 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.tflite) |
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+ | FFNet-54S | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 10.243 ms | 1 - 41 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.tflite) |
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+ | FFNet-54S | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 62.394 ms | 1 - 98 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.tflite) |
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+ | FFNet-54S | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 319.792 ms | 1 - 3 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.tflite) |
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+ | FFNet-54S | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 124.886 ms | 1 - 40 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.tflite) |
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+ | FFNet-54S | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 9.513 ms | 1 - 16 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.tflite) |
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+ | FFNet-54S | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 14.709 ms | 1 - 43 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.tflite) |
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+ | FFNet-54S | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 9.643 ms | 1 - 13 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.tflite) |
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+ | FFNet-54S | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 10.243 ms | 1 - 41 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.tflite) |
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+ | FFNet-54S | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 9.59 ms | 0 - 14 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.tflite) |
80
+ | FFNet-54S | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 11.216 ms | 6 - 43 MB | NPU | [FFNet-54S.onnx](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.onnx) |
81
+ | FFNet-54S | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 6.933 ms | 1 - 60 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.tflite) |
82
+ | FFNet-54S | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 7.506 ms | 6 - 78 MB | NPU | [FFNet-54S.onnx](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.onnx) |
83
+ | FFNet-54S | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 6.792 ms | 1 - 45 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.tflite) |
84
+ | FFNet-54S | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 6.702 ms | 6 - 65 MB | NPU | [FFNet-54S.onnx](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.onnx) |
85
+ | FFNet-54S | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 14.353 ms | 13 - 13 MB | NPU | [FFNet-54S.onnx](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.onnx) |
86
 
87
 
88
 
 
146
  FFNet-54S
147
  Device : cs_8275 (ANDROID 14)
148
  Runtime : TFLITE
149
+ Estimated inference time (ms) : 169.8
150
+ Estimated peak memory usage (MB): [0, 60]
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  Total # Ops : 115
152
  Compute Unit(s) : npu (115 ops) gpu (0 ops) cpu (0 ops)
153
  ```
 
236
  You can also run the demo on-device.
237
 
238
  ```bash
239
+ python -m qai_hub_models.models.ffnet_54s.demo --eval-mode on-device
240
  ```
241
 
242
  **NOTE**: If you want running in a Jupyter Notebook or Google Colab like
243
  environment, please add the following to your cell (instead of the above).
244
  ```
245
+ %run -m qai_hub_models.models.ffnet_54s.demo -- --eval-mode on-device
246
  ```
247
 
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