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FFNet-78S-LowRes

Image Segmentation
PyTorch
LiteRT
real_time
android
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@@ -1,10 +1,10 @@
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  ---
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  library_name: pytorch
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  license: bsd-3-clause
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- pipeline_tag: image-segmentation
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  tags:
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  - real_time
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  - android
 
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  ---
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@@ -36,31 +36,35 @@ 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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- | FFNet-78S-LowRes | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 13.542 ms | 0 - 74 MB | FP16 | NPU | [FFNet-78S-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-78S-LowRes/blob/main/FFNet-78S-LowRes.tflite) |
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- | FFNet-78S-LowRes | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 14.49 ms | 6 - 30 MB | FP16 | NPU | [FFNet-78S-LowRes.so](https://huggingface.co/qualcomm/FFNet-78S-LowRes/blob/main/FFNet-78S-LowRes.so) |
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- | FFNet-78S-LowRes | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 8.737 ms | 2 - 155 MB | FP16 | NPU | [FFNet-78S-LowRes.onnx](https://huggingface.co/qualcomm/FFNet-78S-LowRes/blob/main/FFNet-78S-LowRes.onnx) |
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- | FFNet-78S-LowRes | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 9.178 ms | 0 - 32 MB | FP16 | NPU | [FFNet-78S-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-78S-LowRes/blob/main/FFNet-78S-LowRes.tflite) |
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- | FFNet-78S-LowRes | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 9.881 ms | 6 - 34 MB | FP16 | NPU | [FFNet-78S-LowRes.so](https://huggingface.co/qualcomm/FFNet-78S-LowRes/blob/main/FFNet-78S-LowRes.so) |
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- | FFNet-78S-LowRes | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 6.193 ms | 6 - 50 MB | FP16 | NPU | [FFNet-78S-LowRes.onnx](https://huggingface.co/qualcomm/FFNet-78S-LowRes/blob/main/FFNet-78S-LowRes.onnx) |
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- | FFNet-78S-LowRes | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 9.49 ms | 1 - 28 MB | FP16 | NPU | [FFNet-78S-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-78S-LowRes/blob/main/FFNet-78S-LowRes.tflite) |
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- | FFNet-78S-LowRes | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 8.494 ms | 6 - 32 MB | FP16 | NPU | Use Export Script |
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- | FFNet-78S-LowRes | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 6.079 ms | 8 - 43 MB | FP16 | NPU | [FFNet-78S-LowRes.onnx](https://huggingface.co/qualcomm/FFNet-78S-LowRes/blob/main/FFNet-78S-LowRes.onnx) |
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- | FFNet-78S-LowRes | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 13.546 ms | 0 - 83 MB | FP16 | NPU | [FFNet-78S-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-78S-LowRes/blob/main/FFNet-78S-LowRes.tflite) |
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- | FFNet-78S-LowRes | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 11.385 ms | 6 - 9 MB | FP16 | NPU | Use Export Script |
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- | FFNet-78S-LowRes | SA7255P ADP | SA7255P | TFLITE | 297.228 ms | 1 - 23 MB | FP16 | NPU | [FFNet-78S-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-78S-LowRes/blob/main/FFNet-78S-LowRes.tflite) |
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- | FFNet-78S-LowRes | SA7255P ADP | SA7255P | QNN | 293.848 ms | 4 - 13 MB | FP16 | NPU | Use Export Script |
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- | FFNet-78S-LowRes | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 13.469 ms | 0 - 73 MB | FP16 | NPU | [FFNet-78S-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-78S-LowRes/blob/main/FFNet-78S-LowRes.tflite) |
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- | FFNet-78S-LowRes | SA8255 (Proxy) | SA8255P Proxy | QNN | 11.255 ms | 6 - 9 MB | FP16 | NPU | Use Export Script |
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- | FFNet-78S-LowRes | SA8295P ADP | SA8295P | TFLITE | 19.835 ms | 1 - 24 MB | FP16 | NPU | [FFNet-78S-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-78S-LowRes/blob/main/FFNet-78S-LowRes.tflite) |
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- | FFNet-78S-LowRes | SA8295P ADP | SA8295P | QNN | 18.353 ms | 0 - 15 MB | FP16 | NPU | Use Export Script |
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- | FFNet-78S-LowRes | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 13.447 ms | 0 - 54 MB | FP16 | NPU | [FFNet-78S-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-78S-LowRes/blob/main/FFNet-78S-LowRes.tflite) |
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- | FFNet-78S-LowRes | SA8650 (Proxy) | SA8650P Proxy | QNN | 11.247 ms | 6 - 9 MB | FP16 | NPU | Use Export Script |
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- | FFNet-78S-LowRes | SA8775P ADP | SA8775P | TFLITE | 22.218 ms | 1 - 24 MB | FP16 | NPU | [FFNet-78S-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-78S-LowRes/blob/main/FFNet-78S-LowRes.tflite) |
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- | FFNet-78S-LowRes | SA8775P ADP | SA8775P | QNN | 19.757 ms | 2 - 12 MB | FP16 | NPU | Use Export Script |
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- | FFNet-78S-LowRes | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 16.944 ms | 1 - 27 MB | FP16 | NPU | [FFNet-78S-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-78S-LowRes/blob/main/FFNet-78S-LowRes.tflite) |
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- | FFNet-78S-LowRes | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 19.731 ms | 6 - 26 MB | FP16 | NPU | Use Export Script |
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- | FFNet-78S-LowRes | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 11.846 ms | 6 - 6 MB | FP16 | NPU | Use Export Script |
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- | FFNet-78S-LowRes | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 9.251 ms | 48 - 48 MB | FP16 | NPU | [FFNet-78S-LowRes.onnx](https://huggingface.co/qualcomm/FFNet-78S-LowRes/blob/main/FFNet-78S-LowRes.onnx) |
 
 
 
 
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@@ -124,8 +128,8 @@ Profiling Results
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  FFNet-78S-LowRes
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 13.5
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- Estimated peak memory usage (MB): [0, 74]
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  Total # Ops : 151
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  Compute Unit(s) : NPU (151 ops)
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  ```
 
1
  ---
2
  library_name: pytorch
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  license: bsd-3-clause
 
4
  tags:
5
  - real_time
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  - android
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+ pipeline_tag: image-segmentation
8
 
9
  ---
10
 
 
36
 
37
  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
39
+ | FFNet-78S-LowRes | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 13.57 ms | 0 - 63 MB | FP16 | NPU | [FFNet-78S-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-78S-LowRes/blob/main/FFNet-78S-LowRes.tflite) |
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+ | FFNet-78S-LowRes | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 11.272 ms | 6 - 8 MB | FP16 | NPU | [FFNet-78S-LowRes.so](https://huggingface.co/qualcomm/FFNet-78S-LowRes/blob/main/FFNet-78S-LowRes.so) |
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+ | FFNet-78S-LowRes | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 8.518 ms | 2 - 154 MB | FP16 | NPU | [FFNet-78S-LowRes.onnx](https://huggingface.co/qualcomm/FFNet-78S-LowRes/blob/main/FFNet-78S-LowRes.onnx) |
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+ | FFNet-78S-LowRes | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 9.175 ms | 1 - 33 MB | FP16 | NPU | [FFNet-78S-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-78S-LowRes/blob/main/FFNet-78S-LowRes.tflite) |
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+ | FFNet-78S-LowRes | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 7.816 ms | 6 - 25 MB | FP16 | NPU | [FFNet-78S-LowRes.so](https://huggingface.co/qualcomm/FFNet-78S-LowRes/blob/main/FFNet-78S-LowRes.so) |
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+ | FFNet-78S-LowRes | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 6.15 ms | 6 - 50 MB | FP16 | NPU | [FFNet-78S-LowRes.onnx](https://huggingface.co/qualcomm/FFNet-78S-LowRes/blob/main/FFNet-78S-LowRes.onnx) |
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+ | FFNet-78S-LowRes | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 9.481 ms | 1 - 28 MB | FP16 | NPU | [FFNet-78S-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-78S-LowRes/blob/main/FFNet-78S-LowRes.tflite) |
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+ | FFNet-78S-LowRes | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 8.473 ms | 6 - 31 MB | FP16 | NPU | Use Export Script |
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+ | FFNet-78S-LowRes | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 6.286 ms | 8 - 43 MB | FP16 | NPU | [FFNet-78S-LowRes.onnx](https://huggingface.co/qualcomm/FFNet-78S-LowRes/blob/main/FFNet-78S-LowRes.onnx) |
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+ | FFNet-78S-LowRes | SA7255P ADP | SA7255P | TFLITE | 296.936 ms | 1 - 23 MB | FP16 | NPU | [FFNet-78S-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-78S-LowRes/blob/main/FFNet-78S-LowRes.tflite) |
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+ | FFNet-78S-LowRes | SA7255P ADP | SA7255P | QNN | 293.751 ms | 4 - 11 MB | FP16 | NPU | Use Export Script |
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+ | FFNet-78S-LowRes | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 13.54 ms | 0 - 61 MB | FP16 | NPU | [FFNet-78S-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-78S-LowRes/blob/main/FFNet-78S-LowRes.tflite) |
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+ | FFNet-78S-LowRes | SA8255 (Proxy) | SA8255P Proxy | QNN | 11.231 ms | 6 - 9 MB | FP16 | NPU | Use Export Script |
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+ | FFNet-78S-LowRes | SA8295P ADP | SA8295P | TFLITE | 19.809 ms | 1 - 21 MB | FP16 | NPU | [FFNet-78S-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-78S-LowRes/blob/main/FFNet-78S-LowRes.tflite) |
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+ | FFNet-78S-LowRes | SA8295P ADP | SA8295P | QNN | 18.655 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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+ | FFNet-78S-LowRes | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 13.383 ms | 0 - 63 MB | FP16 | NPU | [FFNet-78S-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-78S-LowRes/blob/main/FFNet-78S-LowRes.tflite) |
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+ | FFNet-78S-LowRes | SA8650 (Proxy) | SA8650P Proxy | QNN | 11.396 ms | 6 - 9 MB | FP16 | NPU | Use Export Script |
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+ | FFNet-78S-LowRes | SA8775P ADP | SA8775P | TFLITE | 22.173 ms | 1 - 23 MB | FP16 | NPU | [FFNet-78S-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-78S-LowRes/blob/main/FFNet-78S-LowRes.tflite) |
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+ | FFNet-78S-LowRes | SA8775P ADP | SA8775P | QNN | 19.758 ms | 2 - 9 MB | FP16 | NPU | Use Export Script |
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+ | FFNet-78S-LowRes | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 296.936 ms | 1 - 23 MB | FP16 | NPU | [FFNet-78S-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-78S-LowRes/blob/main/FFNet-78S-LowRes.tflite) |
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+ | FFNet-78S-LowRes | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 293.751 ms | 4 - 11 MB | FP16 | NPU | Use Export Script |
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+ | FFNet-78S-LowRes | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 13.378 ms | 1 - 29 MB | FP16 | NPU | [FFNet-78S-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-78S-LowRes/blob/main/FFNet-78S-LowRes.tflite) |
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+ | FFNet-78S-LowRes | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 11.318 ms | 6 - 8 MB | FP16 | NPU | Use Export Script |
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+ | FFNet-78S-LowRes | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 22.173 ms | 1 - 23 MB | FP16 | NPU | [FFNet-78S-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-78S-LowRes/blob/main/FFNet-78S-LowRes.tflite) |
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+ | FFNet-78S-LowRes | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 19.758 ms | 2 - 9 MB | FP16 | NPU | Use Export Script |
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+ | FFNet-78S-LowRes | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 17.039 ms | 1 - 25 MB | FP16 | NPU | [FFNet-78S-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-78S-LowRes/blob/main/FFNet-78S-LowRes.tflite) |
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+ | FFNet-78S-LowRes | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 19.375 ms | 6 - 29 MB | FP16 | NPU | Use Export Script |
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+ | FFNet-78S-LowRes | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 11.761 ms | 6 - 6 MB | FP16 | NPU | Use Export Script |
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+ | FFNet-78S-LowRes | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 9.324 ms | 48 - 48 MB | FP16 | NPU | [FFNet-78S-LowRes.onnx](https://huggingface.co/qualcomm/FFNet-78S-LowRes/blob/main/FFNet-78S-LowRes.onnx) |
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  FFNet-78S-LowRes
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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+ Estimated inference time (ms) : 13.6
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+ Estimated peak memory usage (MB): [0, 63]
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  Total # Ops : 151
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  Compute Unit(s) : NPU (151 ops)
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  ```