Video Classification
PyTorch
backbone
android
qaihm-bot commited on
Commit
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1 Parent(s): f524af8

See https://github.com/quic/ai-hub-models/releases/v0.31.0 for changelog.

Files changed (3) hide show
  1. .gitattributes +1 -0
  2. README.md +34 -31
  3. Video-MAE.dlc +3 -0
.gitattributes CHANGED
@@ -34,3 +34,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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  *.zst filter=lfs diff=lfs merge=lfs -text
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
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  Video-MAE.so filter=lfs diff=lfs merge=lfs -text
 
 
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  *.zst filter=lfs diff=lfs merge=lfs -text
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
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  Video-MAE.so filter=lfs diff=lfs merge=lfs -text
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+ Video-MAE.dlc filter=lfs diff=lfs merge=lfs -text
README.md CHANGED
@@ -35,32 +35,35 @@ 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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- | Video-MAE | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 3209.219 ms | 1 - 11 MB | NPU | Use Export Script |
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- | Video-MAE | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 277.447 ms | 0 - 598 MB | NPU | [Video-MAE.tflite](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.tflite) |
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- | Video-MAE | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 589.774 ms | 9 - 413 MB | NPU | Use Export Script |
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- | Video-MAE | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 201.416 ms | 0 - 36 MB | NPU | [Video-MAE.tflite](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.tflite) |
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- | Video-MAE | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 481.267 ms | 9 - 12 MB | NPU | Use Export Script |
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- | Video-MAE | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 223.755 ms | 0 - 629 MB | NPU | [Video-MAE.tflite](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.tflite) |
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- | Video-MAE | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 533.359 ms | 1 - 10 MB | NPU | Use Export Script |
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- | Video-MAE | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 3209.219 ms | 1 - 11 MB | NPU | Use Export Script |
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- | Video-MAE | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 200.617 ms | 0 - 44 MB | NPU | [Video-MAE.tflite](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.tflite) |
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- | Video-MAE | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 480.475 ms | 9 - 12 MB | NPU | Use Export Script |
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- | Video-MAE | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 630.571 ms | 0 - 16 MB | NPU | Use Export Script |
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- | Video-MAE | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 200.08 ms | 0 - 39 MB | NPU | [Video-MAE.tflite](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.tflite) |
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- | Video-MAE | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 480.402 ms | 9 - 11 MB | NPU | Use Export Script |
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- | Video-MAE | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 223.755 ms | 0 - 629 MB | NPU | [Video-MAE.tflite](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.tflite) |
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- | Video-MAE | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 533.359 ms | 1 - 10 MB | NPU | Use Export Script |
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- | Video-MAE | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 200.034 ms | 0 - 49 MB | NPU | [Video-MAE.tflite](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.tflite) |
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- | Video-MAE | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 481.49 ms | 9 - 70 MB | NPU | Use Export Script |
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- | Video-MAE | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 573.972 ms | 0 - 244 MB | NPU | [Video-MAE.onnx](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.onnx) |
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- | Video-MAE | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 143.622 ms | 0 - 630 MB | NPU | [Video-MAE.tflite](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.tflite) |
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- | Video-MAE | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 366.101 ms | 9 - 453 MB | NPU | Use Export Script |
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- | Video-MAE | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 389.835 ms | 0 - 542 MB | NPU | [Video-MAE.onnx](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.onnx) |
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- | Video-MAE | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 112.294 ms | 0 - 616 MB | NPU | [Video-MAE.tflite](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.tflite) |
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- | Video-MAE | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 337.195 ms | 9 - 499 MB | NPU | Use Export Script |
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- | Video-MAE | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 587.246 ms | 9 - 563 MB | NPU | [Video-MAE.onnx](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.onnx) |
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- | Video-MAE | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 485.24 ms | 9 - 9 MB | NPU | Use Export Script |
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- | Video-MAE | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 691.689 ms | 189 - 189 MB | NPU | [Video-MAE.onnx](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.onnx) |
 
 
 
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@@ -123,11 +126,11 @@ Profiling Results
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  ------------------------------------------------------------
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  Video-MAE
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  Device : cs_8275 (ANDROID 14)
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- Runtime : QNN
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- Estimated inference time (ms) : 3209.2
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- Estimated peak memory usage (MB): [1, 11]
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- Total # Ops : 396
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- Compute Unit(s) : npu (396 ops) gpu (0 ops) cpu (0 ops)
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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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+ | Video-MAE | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 525.792 ms | 0 - 630 MB | NPU | [Video-MAE.tflite](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.tflite) |
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+ | Video-MAE | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 1208.954 ms | 9 - 450 MB | NPU | [Video-MAE.dlc](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.dlc) |
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+ | Video-MAE | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 281.207 ms | 0 - 596 MB | NPU | [Video-MAE.tflite](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.tflite) |
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+ | Video-MAE | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 591.579 ms | 9 - 412 MB | NPU | [Video-MAE.dlc](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.dlc) |
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+ | Video-MAE | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 199.253 ms | 0 - 38 MB | NPU | [Video-MAE.tflite](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.tflite) |
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+ | Video-MAE | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 478.111 ms | 9 - 89 MB | NPU | [Video-MAE.dlc](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.dlc) |
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+ | Video-MAE | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 223.631 ms | 0 - 629 MB | NPU | [Video-MAE.tflite](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.tflite) |
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+ | Video-MAE | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 534.195 ms | 1 - 547 MB | NPU | [Video-MAE.dlc](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.dlc) |
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+ | Video-MAE | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 525.792 ms | 0 - 630 MB | NPU | [Video-MAE.tflite](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.tflite) |
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+ | Video-MAE | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 1208.954 ms | 9 - 450 MB | NPU | [Video-MAE.dlc](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.dlc) |
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+ | Video-MAE | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 197.317 ms | 0 - 42 MB | NPU | [Video-MAE.tflite](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.tflite) |
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+ | Video-MAE | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 478.825 ms | 9 - 50 MB | NPU | [Video-MAE.dlc](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.dlc) |
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+ | Video-MAE | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 310.367 ms | 0 - 600 MB | NPU | [Video-MAE.tflite](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.tflite) |
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+ | Video-MAE | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 630.153 ms | 5 - 464 MB | NPU | [Video-MAE.dlc](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.dlc) |
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+ | Video-MAE | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 200.04 ms | 0 - 40 MB | NPU | [Video-MAE.tflite](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.tflite) |
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+ | Video-MAE | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 479.622 ms | 10 - 88 MB | NPU | [Video-MAE.dlc](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.dlc) |
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+ | Video-MAE | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 223.631 ms | 0 - 629 MB | NPU | [Video-MAE.tflite](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.tflite) |
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+ | Video-MAE | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 534.195 ms | 1 - 547 MB | NPU | [Video-MAE.dlc](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.dlc) |
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+ | Video-MAE | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 199.162 ms | 0 - 44 MB | NPU | [Video-MAE.tflite](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.tflite) |
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+ | Video-MAE | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 479.976 ms | 9 - 84 MB | NPU | [Video-MAE.dlc](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.dlc) |
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+ | Video-MAE | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 573.758 ms | 0 - 474 MB | NPU | [Video-MAE.onnx](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.onnx) |
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+ | Video-MAE | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 143.541 ms | 0 - 629 MB | NPU | [Video-MAE.tflite](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.tflite) |
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+ | Video-MAE | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 365.895 ms | 9 - 450 MB | NPU | [Video-MAE.dlc](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.dlc) |
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+ | Video-MAE | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 390.569 ms | 9 - 554 MB | NPU | [Video-MAE.onnx](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.onnx) |
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+ | Video-MAE | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 134.448 ms | 0 - 616 MB | NPU | [Video-MAE.tflite](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.tflite) |
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+ | Video-MAE | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 335.714 ms | 9 - 497 MB | NPU | [Video-MAE.dlc](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.dlc) |
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+ | Video-MAE | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 587.478 ms | 9 - 562 MB | NPU | [Video-MAE.onnx](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.onnx) |
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+ | Video-MAE | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 507.184 ms | 571 - 571 MB | NPU | [Video-MAE.dlc](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.dlc) |
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+ | Video-MAE | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 691.888 ms | 189 - 189 MB | NPU | [Video-MAE.onnx](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.onnx) |
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  ------------------------------------------------------------
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  Video-MAE
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  Device : cs_8275 (ANDROID 14)
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+ Runtime : TFLITE
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+ Estimated inference time (ms) : 525.8
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+ Estimated peak memory usage (MB): [0, 630]
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+ Total # Ops : 558
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+ Compute Unit(s) : npu (558 ops) gpu (0 ops) cpu (0 ops)
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  ```
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Video-MAE.dlc ADDED
@@ -0,0 +1,3 @@
 
 
 
 
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