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Midas-V2-Quantized

Depth Estimation
PyTorch
LiteRT
ONNX
quantized
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: mit
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- pipeline_tag: depth-estimation
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  tags:
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  - quantized
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  - android
 
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  ---
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@@ -35,34 +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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- | Midas-V2-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.097 ms | 0 - 60 MB | INT8 | NPU | [Midas-V2-Quantized.tflite](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2-Quantized.tflite) |
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- | Midas-V2-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.439 ms | 0 - 64 MB | INT8 | NPU | [Midas-V2-Quantized.so](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2-Quantized.so) |
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- | Midas-V2-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 9.111 ms | 0 - 80 MB | INT8 | NPU | [Midas-V2-Quantized.onnx](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2-Quantized.onnx) |
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- | Midas-V2-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.76 ms | 0 - 35 MB | INT8 | NPU | [Midas-V2-Quantized.tflite](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2-Quantized.tflite) |
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- | Midas-V2-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 1.012 ms | 0 - 27 MB | INT8 | NPU | [Midas-V2-Quantized.so](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2-Quantized.so) |
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- | Midas-V2-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 7.0 ms | 0 - 144 MB | INT8 | NPU | [Midas-V2-Quantized.onnx](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2-Quantized.onnx) |
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- | Midas-V2-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.723 ms | 0 - 32 MB | INT8 | NPU | [Midas-V2-Quantized.tflite](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2-Quantized.tflite) |
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- | Midas-V2-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.976 ms | 0 - 29 MB | INT8 | NPU | Use Export Script |
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- | Midas-V2-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 7.494 ms | 0 - 130 MB | INT8 | NPU | [Midas-V2-Quantized.onnx](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2-Quantized.onnx) |
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- | Midas-V2-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 3.796 ms | 0 - 27 MB | INT8 | NPU | [Midas-V2-Quantized.tflite](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2-Quantized.tflite) |
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- | Midas-V2-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 5.825 ms | 0 - 12 MB | INT8 | NPU | Use Export Script |
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- | Midas-V2-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 15.706 ms | 0 - 3 MB | INT8 | NPU | [Midas-V2-Quantized.tflite](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2-Quantized.tflite) |
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- | Midas-V2-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.097 ms | 0 - 59 MB | INT8 | NPU | [Midas-V2-Quantized.tflite](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2-Quantized.tflite) |
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- | Midas-V2-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.318 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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- | Midas-V2-Quantized | SA7255P ADP | SA7255P | TFLITE | 10.93 ms | 0 - 22 MB | INT8 | NPU | [Midas-V2-Quantized.tflite](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2-Quantized.tflite) |
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- | Midas-V2-Quantized | SA7255P ADP | SA7255P | QNN | 12.132 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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- | Midas-V2-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.099 ms | 0 - 48 MB | INT8 | NPU | [Midas-V2-Quantized.tflite](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2-Quantized.tflite) |
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- | Midas-V2-Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.342 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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- | Midas-V2-Quantized | SA8295P ADP | SA8295P | TFLITE | 1.948 ms | 0 - 29 MB | INT8 | NPU | [Midas-V2-Quantized.tflite](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2-Quantized.tflite) |
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- | Midas-V2-Quantized | SA8295P ADP | SA8295P | QNN | 2.531 ms | 0 - 14 MB | INT8 | NPU | Use Export Script |
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- | Midas-V2-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.096 ms | 0 - 60 MB | INT8 | NPU | [Midas-V2-Quantized.tflite](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2-Quantized.tflite) |
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- | Midas-V2-Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.327 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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- | Midas-V2-Quantized | SA8775P ADP | SA8775P | TFLITE | 1.611 ms | 0 - 22 MB | INT8 | NPU | [Midas-V2-Quantized.tflite](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2-Quantized.tflite) |
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- | Midas-V2-Quantized | SA8775P ADP | SA8775P | QNN | 2.122 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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- | Midas-V2-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.427 ms | 0 - 33 MB | INT8 | NPU | [Midas-V2-Quantized.tflite](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2-Quantized.tflite) |
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- | Midas-V2-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.859 ms | 0 - 30 MB | INT8 | NPU | Use Export Script |
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- | Midas-V2-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.465 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
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- | Midas-V2-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 8.898 ms | 23 - 23 MB | INT8 | NPU | [Midas-V2-Quantized.onnx](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2-Quantized.onnx) |
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@@ -127,9 +127,9 @@ Midas-V2-Quantized
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 1.1
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- Estimated peak memory usage (MB): [0, 60]
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- Total # Ops : 145
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- Compute Unit(s) : NPU (145 ops)
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  ```
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1
  ---
2
  library_name: pytorch
3
  license: mit
 
4
  tags:
5
  - quantized
6
  - android
7
+ pipeline_tag: depth-estimation
8
 
9
  ---
10
 
 
35
 
36
  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
37
  |---|---|---|---|---|---|---|---|---|
38
+ | Midas-V2-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.072 ms | 0 - 61 MB | INT8 | NPU | [Midas-V2-Quantized.tflite](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2-Quantized.tflite) |
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+ | Midas-V2-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.326 ms | 0 - 3 MB | INT8 | NPU | [Midas-V2-Quantized.so](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2-Quantized.so) |
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+ | Midas-V2-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.755 ms | 0 - 31 MB | INT8 | NPU | [Midas-V2-Quantized.tflite](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2-Quantized.tflite) |
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+ | Midas-V2-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.925 ms | 0 - 18 MB | INT8 | NPU | [Midas-V2-Quantized.so](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2-Quantized.so) |
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+ | Midas-V2-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.696 ms | 0 - 28 MB | INT8 | NPU | [Midas-V2-Quantized.tflite](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2-Quantized.tflite) |
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+ | Midas-V2-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.839 ms | 0 - 28 MB | INT8 | NPU | Use Export Script |
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+ | Midas-V2-Quantized | SA7255P ADP | SA7255P | TFLITE | 10.515 ms | 0 - 20 MB | INT8 | NPU | [Midas-V2-Quantized.tflite](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2-Quantized.tflite) |
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+ | Midas-V2-Quantized | SA7255P ADP | SA7255P | QNN | 12.145 ms | 0 - 8 MB | INT8 | NPU | Use Export Script |
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+ | Midas-V2-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.068 ms | 0 - 8 MB | INT8 | NPU | [Midas-V2-Quantized.tflite](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2-Quantized.tflite) |
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+ | Midas-V2-Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.326 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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+ | Midas-V2-Quantized | SA8295P ADP | SA8295P | TFLITE | 1.888 ms | 0 - 22 MB | INT8 | NPU | [Midas-V2-Quantized.tflite](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2-Quantized.tflite) |
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+ | Midas-V2-Quantized | SA8295P ADP | SA8295P | QNN | 2.586 ms | 0 - 11 MB | INT8 | NPU | Use Export Script |
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+ | Midas-V2-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.059 ms | 0 - 61 MB | INT8 | NPU | [Midas-V2-Quantized.tflite](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2-Quantized.tflite) |
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+ | Midas-V2-Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.322 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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+ | Midas-V2-Quantized | SA8775P ADP | SA8775P | TFLITE | 1.571 ms | 0 - 19 MB | INT8 | NPU | [Midas-V2-Quantized.tflite](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2-Quantized.tflite) |
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+ | Midas-V2-Quantized | SA8775P ADP | SA8775P | QNN | 2.103 ms | 0 - 7 MB | INT8 | NPU | Use Export Script |
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+ | Midas-V2-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 3.774 ms | 0 - 27 MB | INT8 | NPU | [Midas-V2-Quantized.tflite](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2-Quantized.tflite) |
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+ | Midas-V2-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 5.544 ms | 0 - 9 MB | INT8 | NPU | Use Export Script |
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+ | Midas-V2-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 15.976 ms | 0 - 12 MB | INT8 | NPU | [Midas-V2-Quantized.tflite](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2-Quantized.tflite) |
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+ | Midas-V2-Quantized | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 10.515 ms | 0 - 20 MB | INT8 | NPU | [Midas-V2-Quantized.tflite](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2-Quantized.tflite) |
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+ | Midas-V2-Quantized | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 12.145 ms | 0 - 8 MB | INT8 | NPU | Use Export Script |
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+ | Midas-V2-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.058 ms | 0 - 61 MB | INT8 | NPU | [Midas-V2-Quantized.tflite](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2-Quantized.tflite) |
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+ | Midas-V2-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.335 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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+ | Midas-V2-Quantized | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 1.571 ms | 0 - 19 MB | INT8 | NPU | [Midas-V2-Quantized.tflite](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2-Quantized.tflite) |
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+ | Midas-V2-Quantized | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 2.103 ms | 0 - 7 MB | INT8 | NPU | Use Export Script |
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+ | Midas-V2-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.399 ms | 0 - 28 MB | INT8 | NPU | [Midas-V2-Quantized.tflite](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2-Quantized.tflite) |
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+ | Midas-V2-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.761 ms | 0 - 28 MB | INT8 | NPU | Use Export Script |
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+ | Midas-V2-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.47 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 1.1
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+ Estimated peak memory usage (MB): [0, 61]
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+ Total # Ops : 140
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+ Compute Unit(s) : NPU (140 ops)
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  ```
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