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v0.42.0

Browse files

See https://github.com/quic/ai-hub-models/releases/v0.42.0 for changelog.

Files changed (4) hide show
  1. EyeGaze_float.dlc +0 -3
  2. EyeGaze_float.onnx.zip +2 -2
  3. EyeGaze_w8a16.onnx.zip +2 -2
  4. README.md +29 -41
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README.md CHANGED
@@ -37,43 +37,31 @@ 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
39
  |---|---|---|---|---|---|---|---|---|
40
- | EyeGaze | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 30.665 ms | 3 - 13 MB | CPU | [EyeGaze.tflite](https://huggingface.co/qualcomm/EyeGaze/blob/main/EyeGaze.tflite) |
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- | EyeGaze | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 82.703 ms | 38 - 50 MB | CPU | [EyeGaze.dlc](https://huggingface.co/qualcomm/EyeGaze/blob/main/EyeGaze.dlc) |
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- | EyeGaze | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 21.118 ms | 3 - 20 MB | CPU | [EyeGaze.tflite](https://huggingface.co/qualcomm/EyeGaze/blob/main/EyeGaze.tflite) |
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- | EyeGaze | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 67.891 ms | 38 - 63 MB | CPU | [EyeGaze.dlc](https://huggingface.co/qualcomm/EyeGaze/blob/main/EyeGaze.dlc) |
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- | EyeGaze | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 18.86 ms | 0 - 3 MB | CPU | [EyeGaze.tflite](https://huggingface.co/qualcomm/EyeGaze/blob/main/EyeGaze.tflite) |
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- | EyeGaze | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 46.184 ms | 38 - 43 MB | CPU | [EyeGaze.dlc](https://huggingface.co/qualcomm/EyeGaze/blob/main/EyeGaze.dlc) |
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- | EyeGaze | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 25.739 ms | 49 - 52 MB | CPU | [EyeGaze.onnx.zip](https://huggingface.co/qualcomm/EyeGaze/blob/main/EyeGaze.onnx.zip) |
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- | EyeGaze | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 26.898 ms | 3 - 12 MB | CPU | [EyeGaze.tflite](https://huggingface.co/qualcomm/EyeGaze/blob/main/EyeGaze.tflite) |
48
- | EyeGaze | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 51.261 ms | 38 - 50 MB | CPU | [EyeGaze.dlc](https://huggingface.co/qualcomm/EyeGaze/blob/main/EyeGaze.dlc) |
49
- | EyeGaze | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 30.665 ms | 3 - 13 MB | CPU | [EyeGaze.tflite](https://huggingface.co/qualcomm/EyeGaze/blob/main/EyeGaze.tflite) |
50
- | EyeGaze | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 82.703 ms | 38 - 50 MB | CPU | [EyeGaze.dlc](https://huggingface.co/qualcomm/EyeGaze/blob/main/EyeGaze.dlc) |
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- | EyeGaze | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 18.795 ms | 3 - 5 MB | CPU | [EyeGaze.tflite](https://huggingface.co/qualcomm/EyeGaze/blob/main/EyeGaze.tflite) |
52
- | EyeGaze | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 46.904 ms | 37 - 42 MB | CPU | [EyeGaze.dlc](https://huggingface.co/qualcomm/EyeGaze/blob/main/EyeGaze.dlc) |
53
- | EyeGaze | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 17.265 ms | 3 - 19 MB | CPU | [EyeGaze.tflite](https://huggingface.co/qualcomm/EyeGaze/blob/main/EyeGaze.tflite) |
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- | EyeGaze | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 44.87 ms | 38 - 59 MB | CPU | [EyeGaze.dlc](https://huggingface.co/qualcomm/EyeGaze/blob/main/EyeGaze.dlc) |
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- | EyeGaze | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 18.952 ms | 3 - 6 MB | CPU | [EyeGaze.tflite](https://huggingface.co/qualcomm/EyeGaze/blob/main/EyeGaze.tflite) |
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- | EyeGaze | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 49.783 ms | 36 - 41 MB | CPU | [EyeGaze.dlc](https://huggingface.co/qualcomm/EyeGaze/blob/main/EyeGaze.dlc) |
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- | EyeGaze | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 26.898 ms | 3 - 12 MB | CPU | [EyeGaze.tflite](https://huggingface.co/qualcomm/EyeGaze/blob/main/EyeGaze.tflite) |
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- | EyeGaze | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 51.261 ms | 38 - 50 MB | CPU | [EyeGaze.dlc](https://huggingface.co/qualcomm/EyeGaze/blob/main/EyeGaze.dlc) |
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- | EyeGaze | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 16.794 ms | 3 - 26 MB | CPU | [EyeGaze.tflite](https://huggingface.co/qualcomm/EyeGaze/blob/main/EyeGaze.tflite) |
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- | EyeGaze | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 34.825 ms | 38 - 61 MB | CPU | [EyeGaze.dlc](https://huggingface.co/qualcomm/EyeGaze/blob/main/EyeGaze.dlc) |
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- | EyeGaze | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 22.375 ms | 50 - 70 MB | CPU | [EyeGaze.onnx.zip](https://huggingface.co/qualcomm/EyeGaze/blob/main/EyeGaze.onnx.zip) |
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- | EyeGaze | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 13.752 ms | 3 - 15 MB | CPU | [EyeGaze.tflite](https://huggingface.co/qualcomm/EyeGaze/blob/main/EyeGaze.tflite) |
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- | EyeGaze | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 40.366 ms | 38 - 53 MB | CPU | [EyeGaze.dlc](https://huggingface.co/qualcomm/EyeGaze/blob/main/EyeGaze.dlc) |
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- | EyeGaze | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 21.12 ms | 50 - 66 MB | CPU | [EyeGaze.onnx.zip](https://huggingface.co/qualcomm/EyeGaze/blob/main/EyeGaze.onnx.zip) |
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- | EyeGaze | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | TFLITE | 12.532 ms | 3 - 13 MB | CPU | [EyeGaze.tflite](https://huggingface.co/qualcomm/EyeGaze/blob/main/EyeGaze.tflite) |
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- | EyeGaze | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 25.006 ms | 37 - 51 MB | CPU | [EyeGaze.dlc](https://huggingface.co/qualcomm/EyeGaze/blob/main/EyeGaze.dlc) |
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- | EyeGaze | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 20.456 ms | 50 - 62 MB | CPU | [EyeGaze.onnx.zip](https://huggingface.co/qualcomm/EyeGaze/blob/main/EyeGaze.onnx.zip) |
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- | EyeGaze | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 65.476 ms | 13 - 13 MB | CPU | [EyeGaze.dlc](https://huggingface.co/qualcomm/EyeGaze/blob/main/EyeGaze.dlc) |
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- | EyeGaze | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 10.115 ms | 67 - 67 MB | CPU | [EyeGaze.onnx.zip](https://huggingface.co/qualcomm/EyeGaze/blob/main/EyeGaze.onnx.zip) |
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- | EyeGaze | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 43.815 ms | 69 - 73 MB | CPU | [EyeGaze.onnx.zip](https://huggingface.co/qualcomm/EyeGaze/blob/main/EyeGaze_w8a16.onnx.zip) |
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- | EyeGaze | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | ONNX | 66.667 ms | 69 - 83 MB | CPU | [EyeGaze.onnx.zip](https://huggingface.co/qualcomm/EyeGaze/blob/main/EyeGaze_w8a16.onnx.zip) |
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- | EyeGaze | w8a16 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | ONNX | 55.317 ms | 63 - 76 MB | CPU | [EyeGaze.onnx.zip](https://huggingface.co/qualcomm/EyeGaze/blob/main/EyeGaze_w8a16.onnx.zip) |
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- | EyeGaze | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 31.679 ms | 71 - 100 MB | CPU | [EyeGaze.onnx.zip](https://huggingface.co/qualcomm/EyeGaze/blob/main/EyeGaze_w8a16.onnx.zip) |
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- | EyeGaze | w8a16 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 27.328 ms | 71 - 86 MB | CPU | [EyeGaze.onnx.zip](https://huggingface.co/qualcomm/EyeGaze/blob/main/EyeGaze_w8a16.onnx.zip) |
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- | EyeGaze | w8a16 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 27.052 ms | 68 - 83 MB | CPU | [EyeGaze.onnx.zip](https://huggingface.co/qualcomm/EyeGaze/blob/main/EyeGaze_w8a16.onnx.zip) |
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- | EyeGaze | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 17.767 ms | 100 - 100 MB | CPU | [EyeGaze.onnx.zip](https://huggingface.co/qualcomm/EyeGaze/blob/main/EyeGaze_w8a16.onnx.zip) |
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@@ -87,9 +75,9 @@ pip install qai-hub-models
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  ```
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- ## Configure Qualcomm® AI Hub to run this model on a cloud-hosted device
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92
- Sign-in to [Qualcomm® AI Hub](https://app.aihub.qualcomm.com/) with your
93
  Qualcomm® ID. Once signed in navigate to `Account -> Settings -> API Token`.
94
 
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  With this API token, you can configure your client to run models on the cloud
@@ -97,7 +85,7 @@ hosted devices.
97
  ```bash
98
  qai-hub configure --api_token API_TOKEN
99
  ```
100
- Navigate to [docs](https://app.aihub.qualcomm.com/docs/) for more information.
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@@ -208,7 +196,7 @@ With the output of the model, you can compute like PSNR, relative errors or
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  spot check the output with expected output.
209
 
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  **Note**: This on-device profiling and inference requires access to Qualcomm®
211
- AI Hub. [Sign up for access](https://myaccount.qualcomm.com/signup).
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38
  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
39
  |---|---|---|---|---|---|---|---|---|
40
+ | EyeGaze | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 30.523 ms | 3 - 12 MB | CPU | [EyeGaze.tflite](https://huggingface.co/qualcomm/EyeGaze/blob/main/EyeGaze.tflite) |
41
+ | EyeGaze | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 21.249 ms | 3 - 26 MB | CPU | [EyeGaze.tflite](https://huggingface.co/qualcomm/EyeGaze/blob/main/EyeGaze.tflite) |
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+ | EyeGaze | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 18.818 ms | 3 - 6 MB | CPU | [EyeGaze.tflite](https://huggingface.co/qualcomm/EyeGaze/blob/main/EyeGaze.tflite) |
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+ | EyeGaze | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 27.586 ms | 49 - 52 MB | CPU | [EyeGaze.onnx.zip](https://huggingface.co/qualcomm/EyeGaze/blob/main/EyeGaze.onnx.zip) |
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+ | EyeGaze | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 26.755 ms | 3 - 13 MB | CPU | [EyeGaze.tflite](https://huggingface.co/qualcomm/EyeGaze/blob/main/EyeGaze.tflite) |
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+ | EyeGaze | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 30.523 ms | 3 - 12 MB | CPU | [EyeGaze.tflite](https://huggingface.co/qualcomm/EyeGaze/blob/main/EyeGaze.tflite) |
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+ | EyeGaze | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 18.761 ms | 0 - 3 MB | CPU | [EyeGaze.tflite](https://huggingface.co/qualcomm/EyeGaze/blob/main/EyeGaze.tflite) |
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+ | EyeGaze | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 17.314 ms | 3 - 19 MB | CPU | [EyeGaze.tflite](https://huggingface.co/qualcomm/EyeGaze/blob/main/EyeGaze.tflite) |
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+ | EyeGaze | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 20.287 ms | 3 - 5 MB | CPU | [EyeGaze.tflite](https://huggingface.co/qualcomm/EyeGaze/blob/main/EyeGaze.tflite) |
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+ | EyeGaze | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 26.755 ms | 3 - 13 MB | CPU | [EyeGaze.tflite](https://huggingface.co/qualcomm/EyeGaze/blob/main/EyeGaze.tflite) |
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+ | EyeGaze | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 16.779 ms | 3 - 24 MB | CPU | [EyeGaze.tflite](https://huggingface.co/qualcomm/EyeGaze/blob/main/EyeGaze.tflite) |
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+ | EyeGaze | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 22.182 ms | 50 - 71 MB | CPU | [EyeGaze.onnx.zip](https://huggingface.co/qualcomm/EyeGaze/blob/main/EyeGaze.onnx.zip) |
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+ | EyeGaze | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 14.284 ms | 3 - 18 MB | CPU | [EyeGaze.tflite](https://huggingface.co/qualcomm/EyeGaze/blob/main/EyeGaze.tflite) |
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+ | EyeGaze | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 20.737 ms | 52 - 64 MB | CPU | [EyeGaze.onnx.zip](https://huggingface.co/qualcomm/EyeGaze/blob/main/EyeGaze.onnx.zip) |
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+ | EyeGaze | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | TFLITE | 11.528 ms | 3 - 14 MB | CPU | [EyeGaze.tflite](https://huggingface.co/qualcomm/EyeGaze/blob/main/EyeGaze.tflite) |
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+ | EyeGaze | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 20.425 ms | 50 - 62 MB | CPU | [EyeGaze.onnx.zip](https://huggingface.co/qualcomm/EyeGaze/blob/main/EyeGaze.onnx.zip) |
56
+ | EyeGaze | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 9.91 ms | 67 - 67 MB | CPU | [EyeGaze.onnx.zip](https://huggingface.co/qualcomm/EyeGaze/blob/main/EyeGaze.onnx.zip) |
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+ | EyeGaze | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 37.434 ms | 61 - 74 MB | CPU | [EyeGaze.onnx.zip](https://huggingface.co/qualcomm/EyeGaze/blob/main/EyeGaze_w8a16.onnx.zip) |
58
+ | EyeGaze | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | ONNX | 67.761 ms | 52 - 66 MB | CPU | [EyeGaze.onnx.zip](https://huggingface.co/qualcomm/EyeGaze/blob/main/EyeGaze_w8a16.onnx.zip) |
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+ | EyeGaze | w8a16 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | ONNX | 53.172 ms | 61 - 74 MB | CPU | [EyeGaze.onnx.zip](https://huggingface.co/qualcomm/EyeGaze/blob/main/EyeGaze_w8a16.onnx.zip) |
60
+ | EyeGaze | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 31.932 ms | 70 - 96 MB | CPU | [EyeGaze.onnx.zip](https://huggingface.co/qualcomm/EyeGaze/blob/main/EyeGaze_w8a16.onnx.zip) |
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+ | EyeGaze | w8a16 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 27.864 ms | 69 - 88 MB | CPU | [EyeGaze.onnx.zip](https://huggingface.co/qualcomm/EyeGaze/blob/main/EyeGaze_w8a16.onnx.zip) |
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+ | EyeGaze | w8a16 | Snapdragon 7 Gen 4 QRD | Snapdragon® 7 Gen 4 Mobile | ONNX | 59.669 ms | 70 - 90 MB | CPU | [EyeGaze.onnx.zip](https://huggingface.co/qualcomm/EyeGaze/blob/main/EyeGaze_w8a16.onnx.zip) |
63
+ | EyeGaze | w8a16 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 27.041 ms | 68 - 83 MB | CPU | [EyeGaze.onnx.zip](https://huggingface.co/qualcomm/EyeGaze/blob/main/EyeGaze_w8a16.onnx.zip) |
64
+ | EyeGaze | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 18.388 ms | 100 - 100 MB | CPU | [EyeGaze.onnx.zip](https://huggingface.co/qualcomm/EyeGaze/blob/main/EyeGaze_w8a16.onnx.zip) |
 
 
 
 
 
 
 
 
 
 
 
 
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75
  ```
76
 
77
 
78
+ ## Configure Qualcomm® AI Hub Workbench to run this model on a cloud-hosted device
79
 
80
+ Sign-in to [Qualcomm® AI Hub Workbench](https://workbench.aihub.qualcomm.com/) with your
81
  Qualcomm® ID. Once signed in navigate to `Account -> Settings -> API Token`.
82
 
83
  With this API token, you can configure your client to run models on the cloud
 
85
  ```bash
86
  qai-hub configure --api_token API_TOKEN
87
  ```
88
+ Navigate to [docs](https://workbench.aihub.qualcomm.com/docs/) for more information.
89
 
90
 
91
 
 
196
  spot check the output with expected output.
197
 
198
  **Note**: This on-device profiling and inference requires access to Qualcomm®
199
+ AI Hub Workbench. [Sign up for access](https://myaccount.qualcomm.com/signup).
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