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v0.32.0

Browse files

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. LeViT.onnx +2 -2
  5. LeViT_w8a16.dlc +2 -2
  6. LeViT_w8a16.onnx +2 -2
  7. README.md +18 -17
.gitattributes CHANGED
@@ -35,3 +35,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
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  LeViT.so filter=lfs diff=lfs merge=lfs -text
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  LeViT_w8a16.dlc filter=lfs diff=lfs merge=lfs -text
 
 
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
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  LeViT.so filter=lfs diff=lfs merge=lfs -text
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  LeViT_w8a16.dlc filter=lfs diff=lfs merge=lfs -text
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+ DEPLOYMENT_MODEL_LICENSE.pdf filter=lfs diff=lfs merge=lfs -text
DEPLOYMENT_MODEL_LICENSE.pdf ADDED
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LICENSE ADDED
@@ -0,0 +1,2 @@
 
 
 
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+ The license of the original trained model can be found at https://github.com/facebookresearch/LeViT?tab=Apache-2.0-1-ov-file.
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+ The license for the deployable model files (.tflite, .onnx, .dlc, .bin, etc.) can be found in DEPLOYMENT_MODEL_LICENSE.pdf.
LeViT.onnx CHANGED
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README.md CHANGED
@@ -30,7 +30,8 @@ More details on model performance across various devices, can be found
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  - Model checkpoint: LeViT-128S
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  - Input resolution: 224x224
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  - Number of parameters: 7.82M
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- - Model size: 29.9 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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  |---|---|---|---|---|---|---|---|---|
@@ -39,24 +40,24 @@ More details on model performance across various devices, can be found
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  | LeViT | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 1.099 ms | 0 - 92 MB | NPU | [LeViT.tflite](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT.tflite) |
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  | LeViT | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 1.547 ms | 0 - 42 MB | NPU | [LeViT.tflite](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT.tflite) |
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  | LeViT | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 1.088 ms | 0 - 92 MB | NPU | [LeViT.tflite](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT.tflite) |
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- | LeViT | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 1.635 ms | 0 - 44 MB | NPU | [LeViT.onnx](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT.onnx) |
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  | LeViT | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.777 ms | 0 - 52 MB | NPU | [LeViT.tflite](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT.tflite) |
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- | LeViT | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 1.102 ms | 0 - 55 MB | NPU | [LeViT.onnx](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT.onnx) |
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  | LeViT | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.632 ms | 0 - 49 MB | NPU | [LeViT.tflite](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT.tflite) |
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- | LeViT | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 1.205 ms | 1 - 45 MB | NPU | [LeViT.onnx](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT.onnx) |
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- | LeViT | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.686 ms | 17 - 17 MB | NPU | [LeViT.onnx](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT.onnx) |
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- | LeViT | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 4.532 ms | 0 - 33 MB | NPU | [LeViT.dlc](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT_w8a16.dlc) |
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- | LeViT | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 3.484 ms | 0 - 42 MB | NPU | [LeViT.dlc](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT_w8a16.dlc) |
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- | LeViT | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 2.282 ms | 0 - 12 MB | NPU | [LeViT.dlc](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT_w8a16.dlc) |
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- | LeViT | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 2.626 ms | 0 - 35 MB | NPU | [LeViT.dlc](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT_w8a16.dlc) |
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- | LeViT | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 2.279 ms | 0 - 12 MB | NPU | [LeViT.dlc](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT_w8a16.dlc) |
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- | LeViT | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 17.046 ms | 2 - 19 MB | NPU | [LeViT.onnx](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT_w8a16.onnx) |
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- | LeViT | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 1.644 ms | 0 - 44 MB | NPU | [LeViT.dlc](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT_w8a16.dlc) |
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- | LeViT | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 13.766 ms | 2 - 33 MB | NPU | [LeViT.onnx](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT_w8a16.onnx) |
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- | LeViT | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 1.802 ms | 0 - 36 MB | NPU | [LeViT.dlc](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT_w8a16.dlc) |
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- | LeViT | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 10.776 ms | 2 - 25 MB | NPU | [LeViT.onnx](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT_w8a16.onnx) |
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- | LeViT | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 2.619 ms | 20 - 20 MB | NPU | [LeViT.dlc](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT_w8a16.dlc) |
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- | LeViT | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 16.011 ms | 8 - 8 MB | NPU | [LeViT.onnx](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT_w8a16.onnx) |
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  - Model checkpoint: LeViT-128S
31
  - Input resolution: 224x224
32
  - Number of parameters: 7.82M
33
+ - Model size (float): 29.9 MB
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+ - Model size (w8a16): 8.83 MB
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  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
37
  |---|---|---|---|---|---|---|---|---|
 
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  | LeViT | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 1.099 ms | 0 - 92 MB | NPU | [LeViT.tflite](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT.tflite) |
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  | LeViT | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 1.547 ms | 0 - 42 MB | NPU | [LeViT.tflite](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT.tflite) |
42
  | LeViT | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 1.088 ms | 0 - 92 MB | NPU | [LeViT.tflite](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT.tflite) |
43
+ | LeViT | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 1.651 ms | 0 - 45 MB | NPU | [LeViT.onnx](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT.onnx) |
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  | LeViT | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.777 ms | 0 - 52 MB | NPU | [LeViT.tflite](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT.tflite) |
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+ | LeViT | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 1.106 ms | 0 - 56 MB | NPU | [LeViT.onnx](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT.onnx) |
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  | LeViT | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.632 ms | 0 - 49 MB | NPU | [LeViT.tflite](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT.tflite) |
47
+ | LeViT | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 1.203 ms | 1 - 44 MB | NPU | [LeViT.onnx](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT.onnx) |
48
+ | LeViT | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.685 ms | 16 - 16 MB | NPU | [LeViT.onnx](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT.onnx) |
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+ | LeViT | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 4.39 ms | 0 - 32 MB | NPU | [LeViT.dlc](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT_w8a16.dlc) |
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+ | LeViT | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 3.382 ms | 0 - 43 MB | NPU | [LeViT.dlc](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT_w8a16.dlc) |
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+ | LeViT | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 2.184 ms | 0 - 11 MB | NPU | [LeViT.dlc](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT_w8a16.dlc) |
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+ | LeViT | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 2.52 ms | 0 - 34 MB | NPU | [LeViT.dlc](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT_w8a16.dlc) |
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+ | LeViT | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 2.182 ms | 0 - 11 MB | NPU | [LeViT.dlc](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT_w8a16.dlc) |
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+ | LeViT | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 16.27 ms | 0 - 17 MB | NPU | [LeViT.onnx](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT_w8a16.onnx) |
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+ | LeViT | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 1.556 ms | 0 - 45 MB | NPU | [LeViT.dlc](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT_w8a16.dlc) |
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+ | LeViT | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 13.202 ms | 2 - 33 MB | NPU | [LeViT.onnx](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT_w8a16.onnx) |
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+ | LeViT | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 1.746 ms | 0 - 37 MB | NPU | [LeViT.dlc](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT_w8a16.dlc) |
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+ | LeViT | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 11.279 ms | 2 - 24 MB | NPU | [LeViT.onnx](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT_w8a16.onnx) |
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+ | LeViT | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 2.503 ms | 20 - 20 MB | NPU | [LeViT.dlc](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT_w8a16.dlc) |
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+ | LeViT | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 15.77 ms | 8 - 8 MB | NPU | [LeViT.onnx](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT_w8a16.onnx) |
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