v0.38.0
Browse filesSee https://github.com/quic/ai-hub-models/releases/v0.38.0 for changelog.
- LeViT_float.onnx.zip +2 -2
- LeViT_float.tflite +2 -2
- LeViT_w8a16.dlc +2 -2
- LeViT_w8a16.onnx.zip +2 -2
- LeViT_w8a16_mixed_int16.dlc +2 -2
- LeViT_w8a16_mixed_int16.onnx.zip +2 -2
- README.md +37 -43
- precompiled/qualcomm-qcs6490-proxy/LeViT_w8a16.bin +0 -3
- precompiled/qualcomm-qcs6490-proxy/LeViT_w8a16.onnx.zip +0 -3
- precompiled/qualcomm-qcs6490-proxy/tool-versions.yaml +0 -3
- precompiled/qualcomm-snapdragon-x-elite/LeViT_w8a16.bin +0 -3
- precompiled/qualcomm-snapdragon-x-elite/LeViT_w8a16.onnx.zip +0 -3
- precompiled/qualcomm-snapdragon-x-elite/LeViT_w8a16_mixed_int16.bin +0 -3
- precompiled/qualcomm-snapdragon-x-elite/LeViT_w8a16_mixed_int16.onnx.zip +0 -3
- precompiled/qualcomm-snapdragon-x-elite/tool-versions.yaml +0 -3
- tool-versions.yaml +1 -1
LeViT_float.onnx.zip
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LeViT_float.tflite
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LeViT_w8a16.dlc
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LeViT_w8a16.onnx.zip
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LeViT_w8a16_mixed_int16.dlc
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LeViT_w8a16_mixed_int16.onnx.zip
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README.md
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@@ -36,48 +36,42 @@ 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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| 39 |
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| LeViT | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 4.
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| LeViT | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 1.
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| LeViT | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 1.
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| LeViT | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 1.
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| LeViT | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE |
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-
| LeViT | float | Samsung Galaxy
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| LeViT | float | Samsung Galaxy
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| LeViT | float | Samsung Galaxy
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| LeViT | float | Samsung Galaxy
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| LeViT | float | Snapdragon
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| LeViT |
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| LeViT |
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| LeViT | w8a16 |
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| LeViT | w8a16 |
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| LeViT | w8a16 |
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| LeViT | w8a16 |
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| LeViT | w8a16 |
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| LeViT | w8a16 |
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| LeViT | w8a16 |
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| LeViT | w8a16 |
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| LeViT | w8a16 | Samsung Galaxy
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| LeViT | w8a16 | Samsung Galaxy
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| LeViT | w8a16 |
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| LeViT | w8a16 |
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| LeViT |
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| LeViT |
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| LeViT |
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| LeViT |
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| LeViT | w8a16_mixed_int16 |
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| LeViT | w8a16_mixed_int16 |
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| LeViT | w8a16_mixed_int16 |
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| LeViT | w8a16_mixed_int16 |
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| LeViT | w8a16_mixed_int16 |
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| LeViT | w8a16_mixed_int16 |
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| LeViT | w8a16_mixed_int16 |
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-
| LeViT | w8a16_mixed_int16 |
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| 75 |
-
| LeViT | w8a16_mixed_int16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 0.951 ms | 0 - 35 MB | NPU | [LeViT.dlc](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT_w8a16_mixed_int16.dlc) |
|
| 76 |
-
| LeViT | w8a16_mixed_int16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 2.734 ms | 0 - 71 MB | NPU | [LeViT.onnx.zip](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT_w8a16_mixed_int16.onnx.zip) |
|
| 77 |
-
| LeViT | w8a16_mixed_int16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 0.808 ms | 0 - 30 MB | NPU | [LeViT.dlc](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT_w8a16_mixed_int16.dlc) |
|
| 78 |
-
| LeViT | w8a16_mixed_int16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 2.915 ms | 0 - 53 MB | NPU | [LeViT.onnx.zip](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT_w8a16_mixed_int16.onnx.zip) |
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| 79 |
-
| LeViT | w8a16_mixed_int16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 1.576 ms | 21 - 21 MB | NPU | [LeViT.dlc](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT_w8a16_mixed_int16.dlc) |
|
| 80 |
-
| LeViT | w8a16_mixed_int16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 3.866 ms | 12 - 12 MB | NPU | [LeViT.onnx.zip](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT_w8a16_mixed_int16.onnx.zip) |
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@@ -159,7 +153,7 @@ from qai_hub_models.models.levit import Model
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torch_model = Model.from_pretrained()
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# Device
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device = hub.Device("Samsung Galaxy
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# Trace model
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input_shape = torch_model.get_input_spec()
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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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| 38 |
|---|---|---|---|---|---|---|---|---|
|
| 39 |
+
| LeViT | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 4.001 ms | 0 - 42 MB | NPU | [LeViT.tflite](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT.tflite) |
|
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+
| LeViT | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 1.785 ms | 0 - 51 MB | NPU | [LeViT.tflite](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT.tflite) |
|
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+
| LeViT | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 1.496 ms | 0 - 84 MB | NPU | [LeViT.tflite](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT.tflite) |
|
| 42 |
+
| LeViT | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 1.691 ms | 0 - 67 MB | NPU | [LeViT.onnx.zip](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT.onnx.zip) |
|
| 43 |
+
| LeViT | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 1.973 ms | 0 - 42 MB | NPU | [LeViT.tflite](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT.tflite) |
|
| 44 |
+
| LeViT | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 1.037 ms | 0 - 54 MB | NPU | [LeViT.tflite](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT.tflite) |
|
| 45 |
+
| LeViT | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 1.089 ms | 0 - 52 MB | NPU | [LeViT.onnx.zip](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT.onnx.zip) |
|
| 46 |
+
| LeViT | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 0.807 ms | 0 - 49 MB | NPU | [LeViT.tflite](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT.tflite) |
|
| 47 |
+
| LeViT | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 0.927 ms | 0 - 46 MB | NPU | [LeViT.onnx.zip](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT.onnx.zip) |
|
| 48 |
+
| LeViT | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.602 ms | 16 - 16 MB | NPU | [LeViT.onnx.zip](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT.onnx.zip) |
|
| 49 |
+
| LeViT | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 2.731 ms | 0 - 25 MB | NPU | [LeViT.dlc](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT_w8a16.dlc) |
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| 50 |
+
| LeViT | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 1.594 ms | 0 - 37 MB | NPU | [LeViT.dlc](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT_w8a16.dlc) |
|
| 51 |
+
| LeViT | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 1.363 ms | 0 - 11 MB | NPU | [LeViT.dlc](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT_w8a16.dlc) |
|
| 52 |
+
| LeViT | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 3.077 ms | 0 - 37 MB | NPU | [LeViT.onnx.zip](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT_w8a16.onnx.zip) |
|
| 53 |
+
| LeViT | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 1.671 ms | 0 - 25 MB | NPU | [LeViT.dlc](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT_w8a16.dlc) |
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| 54 |
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| LeViT | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN_DLC | 4.262 ms | 0 - 34 MB | NPU | [LeViT.dlc](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT_w8a16.dlc) |
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| 55 |
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| LeViT | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | ONNX | 18.283 ms | 6 - 22 MB | CPU | [LeViT.onnx.zip](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT_w8a16.onnx.zip) |
|
| 56 |
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| LeViT | w8a16 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | ONNX | 14.743 ms | 5 - 19 MB | CPU | [LeViT.onnx.zip](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT_w8a16.onnx.zip) |
|
| 57 |
+
| LeViT | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 0.929 ms | 0 - 37 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 | 2.166 ms | 0 - 68 MB | NPU | [LeViT.onnx.zip](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT_w8a16.onnx.zip) |
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| LeViT | w8a16 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 0.639 ms | 0 - 31 MB | NPU | [LeViT.dlc](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT_w8a16.dlc) |
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| LeViT | w8a16 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 1.987 ms | 0 - 57 MB | NPU | [LeViT.onnx.zip](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT_w8a16.onnx.zip) |
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| LeViT | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 1.559 ms | 5 - 5 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 | 3.172 ms | 15 - 15 MB | NPU | [LeViT.onnx.zip](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT_w8a16.onnx.zip) |
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| LeViT | w8a16_mixed_int16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 2.79 ms | 0 - 25 MB | NPU | [LeViT.dlc](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT_w8a16_mixed_int16.dlc) |
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| LeViT | w8a16_mixed_int16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 1.372 ms | 0 - 18 MB | NPU | [LeViT.dlc](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT_w8a16_mixed_int16.dlc) |
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| LeViT | w8a16_mixed_int16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 3.893 ms | 0 - 41 MB | NPU | [LeViT.onnx.zip](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT_w8a16_mixed_int16.onnx.zip) |
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| LeViT | w8a16_mixed_int16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 1.675 ms | 0 - 25 MB | NPU | [LeViT.dlc](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT_w8a16_mixed_int16.dlc) |
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| LeViT | w8a16_mixed_int16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | ONNX | 18.027 ms | 6 - 21 MB | CPU | [LeViT.onnx.zip](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT_w8a16_mixed_int16.onnx.zip) |
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| LeViT | w8a16_mixed_int16 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | ONNX | 15.108 ms | 5 - 22 MB | CPU | [LeViT.onnx.zip](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT_w8a16_mixed_int16.onnx.zip) |
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| 69 |
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| LeViT | w8a16_mixed_int16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 0.948 ms | 0 - 35 MB | NPU | [LeViT.dlc](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT_w8a16_mixed_int16.dlc) |
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| LeViT | w8a16_mixed_int16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 2.72 ms | 0 - 68 MB | NPU | [LeViT.onnx.zip](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT_w8a16_mixed_int16.onnx.zip) |
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| 71 |
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| LeViT | w8a16_mixed_int16 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 0.654 ms | 0 - 30 MB | NPU | [LeViT.dlc](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT_w8a16_mixed_int16.dlc) |
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| LeViT | w8a16_mixed_int16 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 2.572 ms | 0 - 57 MB | NPU | [LeViT.onnx.zip](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT_w8a16_mixed_int16.onnx.zip) |
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| 73 |
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| LeViT | w8a16_mixed_int16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 1.577 ms | 15 - 15 MB | NPU | [LeViT.dlc](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT_w8a16_mixed_int16.dlc) |
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| 74 |
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| LeViT | w8a16_mixed_int16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 3.96 ms | 8 - 8 MB | NPU | [LeViT.onnx.zip](https://huggingface.co/qualcomm/LeViT/blob/main/LeViT_w8a16_mixed_int16.onnx.zip) |
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torch_model = Model.from_pretrained()
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# Device
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device = hub.Device("Samsung Galaxy S25")
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# Trace model
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input_shape = torch_model.get_input_spec()
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qairt: 2.36.4.250725200057_123280
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size 9048064
|
|
|
|
|
|
|
|
|
|
|
|
precompiled/qualcomm-snapdragon-x-elite/LeViT_w8a16.onnx.zip
DELETED
|
@@ -1,3 +0,0 @@
|
|
| 1 |
-
version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:518ee914435583399eeb140c0716b7d05ab05873271443f5482d38cc3b76fe06
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| 3 |
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size 5563026
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|
|
|
|
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|
|
|
precompiled/qualcomm-snapdragon-x-elite/LeViT_w8a16_mixed_int16.bin
DELETED
|
@@ -1,3 +0,0 @@
|
|
| 1 |
-
version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:6097b01ee73bf233ae89d8fea5b91424290b9a1331ffe7b6f438a3a4aa799d23
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| 3 |
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size 10362880
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|
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|
|
|
|
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|
|
|
precompiled/qualcomm-snapdragon-x-elite/LeViT_w8a16_mixed_int16.onnx.zip
DELETED
|
@@ -1,3 +0,0 @@
|
|
| 1 |
-
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:1eae96b12c0b39c90e3079efa5d3f8f8adff7c769f558170293fa51395f6f0b2
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| 3 |
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size 7142264
|
|
|
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|
|
|
|
|
|
precompiled/qualcomm-snapdragon-x-elite/tool-versions.yaml
DELETED
|
@@ -1,3 +0,0 @@
|
|
| 1 |
-
tool_versions:
|
| 2 |
-
precompiled_qnn_onnx:
|
| 3 |
-
qairt: 2.36.4.250725200057_123280
|
|
|
|
|
|
|
|
|
|
|
|
tool-versions.yaml
CHANGED
|
@@ -1,4 +1,4 @@
|
|
| 1 |
tool_versions:
|
| 2 |
onnx:
|
| 3 |
-
qairt: 2.
|
| 4 |
onnx_runtime: 1.22.2
|
|
|
|
| 1 |
tool_versions:
|
| 2 |
onnx:
|
| 3 |
+
qairt: 2.37.1.250807093845_124904
|
| 4 |
onnx_runtime: 1.22.2
|