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MNASNet05

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v0.32.0

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See https://github.com/quic/ai-hub-models/releases/v0.32.0 for changelog.

Files changed (7) hide show
  1. .gitattributes +1 -0
  2. DEPLOYMENT_MODEL_LICENSE.pdf +3 -0
  3. LICENSE +2 -0
  4. MNASNet05.onnx +2 -2
  5. MNASNet05_w8a16.dlc +2 -2
  6. MNASNet05_w8a16.onnx +2 -2
  7. README.md +23 -22
.gitattributes CHANGED
@@ -37,3 +37,4 @@ MNASNet05.so filter=lfs diff=lfs merge=lfs -text
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  MNASNet05_w8a16.so filter=lfs diff=lfs merge=lfs -text
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  MNASNet05.dlc filter=lfs diff=lfs merge=lfs -text
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  MNASNet05_w8a16.dlc filter=lfs diff=lfs merge=lfs -text
 
 
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  MNASNet05_w8a16.so filter=lfs diff=lfs merge=lfs -text
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  MNASNet05.dlc filter=lfs diff=lfs merge=lfs -text
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  MNASNet05_w8a16.dlc filter=lfs diff=lfs merge=lfs -text
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+ DEPLOYMENT_MODEL_LICENSE.pdf filter=lfs diff=lfs merge=lfs -text
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LICENSE ADDED
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+ The license of the original trained model can be found at https://github.com/pytorch/vision/blob/main/LICENSE.
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+ The license for the deployable model files (.tflite, .onnx, .dlc, .bin, etc.) can be found in DEPLOYMENT_MODEL_LICENSE.pdf.
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README.md CHANGED
@@ -32,6 +32,7 @@ More details on model performance across various devices, can be found
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  - Input resolution: 224x224
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  - Number of parameters: 2.21M
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  - Model size (float): 8.45 MB
 
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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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  |---|---|---|---|---|---|---|---|---|
@@ -55,33 +56,33 @@ More details on model performance across various devices, can be found
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  | MNASNet05 | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 1.026 ms | 1 - 18 MB | NPU | [MNASNet05.dlc](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.dlc) |
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  | MNASNet05 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 0.715 ms | 0 - 51 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_DLC | 0.713 ms | 0 - 49 MB | NPU | [MNASNet05.dlc](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.dlc) |
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- | MNASNet05 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 0.596 ms | 0 - 17 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 | 0.481 ms | 0 - 36 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_DLC | 0.478 ms | 1 - 32 MB | NPU | [MNASNet05.dlc](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.dlc) |
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- | MNASNet05 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.416 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 | 0.482 ms | 0 - 19 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_DLC | 0.493 ms | 1 - 21 MB | NPU | [MNASNet05.dlc](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.dlc) |
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- | MNASNet05 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.421 ms | 1 - 21 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_DLC | 1.264 ms | 39 - 39 MB | NPU | [MNASNet05.dlc](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.dlc) |
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- | MNASNet05 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.652 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_DLC | 1.643 ms | 0 - 15 MB | NPU | [MNASNet05.dlc](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05_w8a16.dlc) |
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- | MNASNet05 | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 0.957 ms | 0 - 26 MB | NPU | [MNASNet05.dlc](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05_w8a16.dlc) |
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- | MNASNet05 | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 0.786 ms | 0 - 21 MB | NPU | [MNASNet05.dlc](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05_w8a16.dlc) |
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- | MNASNet05 | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 0.987 ms | 0 - 16 MB | NPU | [MNASNet05.dlc](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05_w8a16.dlc) |
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- | MNASNet05 | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN_DLC | 2.475 ms | 0 - 19 MB | NPU | [MNASNet05.dlc](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05_w8a16.dlc) |
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- | MNASNet05 | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 1.643 ms | 0 - 15 MB | NPU | [MNASNet05.dlc](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05_w8a16.dlc) |
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- | MNASNet05 | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 0.786 ms | 0 - 6 MB | NPU | [MNASNet05.dlc](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05_w8a16.dlc) |
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- | MNASNet05 | w8a16 | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 1.232 ms | 0 - 17 MB | NPU | [MNASNet05.dlc](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05_w8a16.dlc) |
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- | MNASNet05 | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 0.785 ms | 0 - 20 MB | NPU | [MNASNet05.dlc](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05_w8a16.dlc) |
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- | MNASNet05 | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 0.987 ms | 0 - 16 MB | NPU | [MNASNet05.dlc](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05_w8a16.dlc) |
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- | MNASNet05 | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 0.781 ms | 0 - 5 MB | NPU | [MNASNet05.dlc](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05_w8a16.dlc) |
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- | MNASNet05 | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 0.638 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_DLC | 0.517 ms | 0 - 30 MB | NPU | [MNASNet05.dlc](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05_w8a16.dlc) |
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- | MNASNet05 | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.406 ms | 0 - 30 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_DLC | 0.452 ms | 0 - 20 MB | NPU | [MNASNet05.dlc](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05_w8a16.dlc) |
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- | MNASNet05 | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.444 ms | 0 - 21 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_DLC | 0.96 ms | 15 - 15 MB | NPU | [MNASNet05.dlc](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05_w8a16.dlc) |
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- | MNASNet05 | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.674 ms | 3 - 3 MB | NPU | [MNASNet05.onnx](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05_w8a16.onnx) |
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  - Input resolution: 224x224
33
  - Number of parameters: 2.21M
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  - Model size (float): 8.45 MB
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+ - Model size (w8a16): 2.79 MB
36
 
37
  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
38
  |---|---|---|---|---|---|---|---|---|
 
56
  | MNASNet05 | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 1.026 ms | 1 - 18 MB | NPU | [MNASNet05.dlc](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.dlc) |
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  | MNASNet05 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 0.715 ms | 0 - 51 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_DLC | 0.713 ms | 0 - 49 MB | NPU | [MNASNet05.dlc](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.dlc) |
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+ | MNASNet05 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 0.599 ms | 0 - 34 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 | 0.481 ms | 0 - 36 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_DLC | 0.478 ms | 1 - 32 MB | NPU | [MNASNet05.dlc](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.dlc) |
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+ | MNASNet05 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.434 ms | 0 - 35 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 | 0.482 ms | 0 - 19 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_DLC | 0.493 ms | 1 - 21 MB | NPU | [MNASNet05.dlc](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.dlc) |
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+ | MNASNet05 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.355 ms | 1 - 21 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_DLC | 1.264 ms | 39 - 39 MB | NPU | [MNASNet05.dlc](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.dlc) |
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+ | MNASNet05 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.647 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_DLC | 1.636 ms | 0 - 15 MB | NPU | [MNASNet05.dlc](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05_w8a16.dlc) |
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+ | MNASNet05 | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 0.948 ms | 0 - 31 MB | NPU | [MNASNet05.dlc](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05_w8a16.dlc) |
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+ | MNASNet05 | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 0.783 ms | 0 - 20 MB | NPU | [MNASNet05.dlc](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05_w8a16.dlc) |
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+ | MNASNet05 | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 0.991 ms | 0 - 17 MB | NPU | [MNASNet05.dlc](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05_w8a16.dlc) |
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+ | MNASNet05 | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN_DLC | 2.53 ms | 0 - 19 MB | NPU | [MNASNet05.dlc](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05_w8a16.dlc) |
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+ | MNASNet05 | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 1.636 ms | 0 - 15 MB | NPU | [MNASNet05.dlc](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05_w8a16.dlc) |
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+ | MNASNet05 | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 0.783 ms | 0 - 21 MB | NPU | [MNASNet05.dlc](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05_w8a16.dlc) |
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+ | MNASNet05 | w8a16 | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 1.236 ms | 0 - 18 MB | NPU | [MNASNet05.dlc](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05_w8a16.dlc) |
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+ | MNASNet05 | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 0.781 ms | 0 - 21 MB | NPU | [MNASNet05.dlc](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05_w8a16.dlc) |
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+ | MNASNet05 | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 0.991 ms | 0 - 17 MB | NPU | [MNASNet05.dlc](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05_w8a16.dlc) |
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+ | MNASNet05 | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 0.778 ms | 0 - 20 MB | NPU | [MNASNet05.dlc](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05_w8a16.dlc) |
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+ | MNASNet05 | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 0.625 ms | 0 - 14 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_DLC | 0.521 ms | 0 - 29 MB | NPU | [MNASNet05.dlc](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05_w8a16.dlc) |
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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_DLC | 0.435 ms | 0 - 18 MB | NPU | [MNASNet05.dlc](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05_w8a16.dlc) |
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+ | MNASNet05 | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.343 ms | 0 - 26 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_DLC | 0.946 ms | 14 - 14 MB | NPU | [MNASNet05.dlc](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05_w8a16.dlc) |
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+ | MNASNet05 | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.681 ms | 0 - 0 MB | NPU | [MNASNet05.onnx](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05_w8a16.onnx) |
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