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Nomic-Embed-Text

Text Generation
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android
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v0.42.0

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

Files changed (3) hide show
  1. Nomic-Embed-Text_float.dlc +2 -2
  2. Nomic-Embed-Text_float.onnx.zip +2 -2
  3. README.md +34 -34
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README.md CHANGED
@@ -35,36 +35,36 @@ 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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- | Nomic-Embed-Text | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 31.768 ms | 0 - 364 MB | NPU | [Nomic-Embed-Text.tflite](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.tflite) |
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- | Nomic-Embed-Text | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 28.14 ms | 14 - 377 MB | NPU | [Nomic-Embed-Text.dlc](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.dlc) |
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- | Nomic-Embed-Text | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 10.986 ms | 0 - 369 MB | NPU | [Nomic-Embed-Text.tflite](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.tflite) |
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- | Nomic-Embed-Text | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 10.81 ms | 0 - 370 MB | NPU | [Nomic-Embed-Text.dlc](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.dlc) |
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- | Nomic-Embed-Text | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 9.026 ms | 0 - 17 MB | NPU | [Nomic-Embed-Text.tflite](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.tflite) |
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- | Nomic-Embed-Text | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 7.43 ms | 0 - 26 MB | NPU | [Nomic-Embed-Text.dlc](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.dlc) |
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- | Nomic-Embed-Text | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 8.47 ms | 0 - 20 MB | NPU | [Nomic-Embed-Text.onnx.zip](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.onnx.zip) |
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- | Nomic-Embed-Text | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 11.172 ms | 0 - 364 MB | NPU | [Nomic-Embed-Text.tflite](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.tflite) |
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- | Nomic-Embed-Text | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 9.775 ms | 0 - 363 MB | NPU | [Nomic-Embed-Text.dlc](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.dlc) |
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- | Nomic-Embed-Text | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 31.768 ms | 0 - 364 MB | NPU | [Nomic-Embed-Text.tflite](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.tflite) |
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- | Nomic-Embed-Text | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 28.14 ms | 14 - 377 MB | NPU | [Nomic-Embed-Text.dlc](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.dlc) |
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- | Nomic-Embed-Text | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 8.841 ms | 0 - 41 MB | NPU | [Nomic-Embed-Text.tflite](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.tflite) |
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- | Nomic-Embed-Text | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 7.459 ms | 0 - 26 MB | NPU | [Nomic-Embed-Text.dlc](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.dlc) |
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- | Nomic-Embed-Text | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 12.504 ms | 0 - 357 MB | NPU | [Nomic-Embed-Text.tflite](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.tflite) |
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- | Nomic-Embed-Text | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 10.712 ms | 0 - 358 MB | NPU | [Nomic-Embed-Text.dlc](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.dlc) |
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- | Nomic-Embed-Text | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 9.028 ms | 0 - 160 MB | NPU | [Nomic-Embed-Text.tflite](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.tflite) |
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- | Nomic-Embed-Text | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 7.464 ms | 0 - 27 MB | NPU | [Nomic-Embed-Text.dlc](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.dlc) |
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- | Nomic-Embed-Text | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 11.172 ms | 0 - 364 MB | NPU | [Nomic-Embed-Text.tflite](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.tflite) |
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- | Nomic-Embed-Text | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 9.775 ms | 0 - 363 MB | NPU | [Nomic-Embed-Text.dlc](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.dlc) |
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- | Nomic-Embed-Text | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 6.422 ms | 0 - 369 MB | NPU | [Nomic-Embed-Text.tflite](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.tflite) |
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- | Nomic-Embed-Text | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 5.284 ms | 0 - 374 MB | NPU | [Nomic-Embed-Text.dlc](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.dlc) |
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- | Nomic-Embed-Text | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 5.954 ms | 0 - 372 MB | NPU | [Nomic-Embed-Text.onnx.zip](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.onnx.zip) |
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- | Nomic-Embed-Text | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 5.373 ms | 0 - 366 MB | NPU | [Nomic-Embed-Text.tflite](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.tflite) |
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- | Nomic-Embed-Text | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 4.151 ms | 0 - 365 MB | NPU | [Nomic-Embed-Text.dlc](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.dlc) |
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- | Nomic-Embed-Text | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 4.718 ms | 0 - 367 MB | NPU | [Nomic-Embed-Text.onnx.zip](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.onnx.zip) |
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- | Nomic-Embed-Text | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | TFLITE | 4.789 ms | 0 - 362 MB | NPU | [Nomic-Embed-Text.tflite](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.tflite) |
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- | Nomic-Embed-Text | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 3.816 ms | 0 - 363 MB | NPU | [Nomic-Embed-Text.dlc](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.dlc) |
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- | Nomic-Embed-Text | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 4.341 ms | 0 - 365 MB | NPU | [Nomic-Embed-Text.onnx.zip](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.onnx.zip) |
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- | Nomic-Embed-Text | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 7.98 ms | 1508 - 1508 MB | NPU | [Nomic-Embed-Text.dlc](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.dlc) |
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- | Nomic-Embed-Text | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 9.002 ms | 263 - 263 MB | NPU | [Nomic-Embed-Text.onnx.zip](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.onnx.zip) |
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@@ -79,9 +79,9 @@ pip install "qai-hub-models[nomic-embed-text]"
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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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84
- Sign-in to [Qualcomm® AI Hub](https://app.aihub.qualcomm.com/) with your
85
  Qualcomm® ID. Once signed in navigate to `Account -> Settings -> API Token`.
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87
  With this API token, you can configure your client to run models on the cloud
@@ -89,7 +89,7 @@ hosted devices.
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  ```bash
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  qai-hub configure --api_token API_TOKEN
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  ```
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- Navigate to [docs](https://app.aihub.qualcomm.com/docs/) for more information.
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@@ -200,7 +200,7 @@ 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.
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  **Note**: This on-device profiling and inference requires access to Qualcomm®
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- AI Hub. [Sign up for access](https://myaccount.qualcomm.com/signup).
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  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
37
  |---|---|---|---|---|---|---|---|---|
38
+ | Nomic-Embed-Text | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 31.85 ms | 0 - 366 MB | NPU | [Nomic-Embed-Text.tflite](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.tflite) |
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+ | Nomic-Embed-Text | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 28.278 ms | 0 - 363 MB | NPU | [Nomic-Embed-Text.dlc](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.dlc) |
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+ | Nomic-Embed-Text | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 10.943 ms | 0 - 373 MB | NPU | [Nomic-Embed-Text.tflite](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.tflite) |
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+ | Nomic-Embed-Text | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 10.899 ms | 0 - 369 MB | NPU | [Nomic-Embed-Text.dlc](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.dlc) |
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+ | Nomic-Embed-Text | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 8.752 ms | 0 - 26 MB | NPU | [Nomic-Embed-Text.tflite](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.tflite) |
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+ | Nomic-Embed-Text | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 7.54 ms | 0 - 27 MB | NPU | [Nomic-Embed-Text.dlc](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.dlc) |
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+ | Nomic-Embed-Text | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 8.432 ms | 0 - 661 MB | NPU | [Nomic-Embed-Text.onnx.zip](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.onnx.zip) |
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+ | Nomic-Embed-Text | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 11.214 ms | 0 - 365 MB | NPU | [Nomic-Embed-Text.tflite](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.tflite) |
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+ | Nomic-Embed-Text | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 9.89 ms | 0 - 365 MB | NPU | [Nomic-Embed-Text.dlc](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.dlc) |
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+ | Nomic-Embed-Text | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 31.85 ms | 0 - 366 MB | NPU | [Nomic-Embed-Text.tflite](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.tflite) |
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+ | Nomic-Embed-Text | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 28.278 ms | 0 - 363 MB | NPU | [Nomic-Embed-Text.dlc](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.dlc) |
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+ | Nomic-Embed-Text | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 9.022 ms | 0 - 15 MB | NPU | [Nomic-Embed-Text.tflite](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.tflite) |
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+ | Nomic-Embed-Text | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 7.487 ms | 0 - 28 MB | NPU | [Nomic-Embed-Text.dlc](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.dlc) |
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+ | Nomic-Embed-Text | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 12.485 ms | 0 - 358 MB | NPU | [Nomic-Embed-Text.tflite](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.tflite) |
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+ | Nomic-Embed-Text | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 10.698 ms | 0 - 359 MB | NPU | [Nomic-Embed-Text.dlc](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.dlc) |
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+ | Nomic-Embed-Text | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 9.046 ms | 0 - 41 MB | NPU | [Nomic-Embed-Text.tflite](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.tflite) |
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+ | Nomic-Embed-Text | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 7.533 ms | 0 - 25 MB | NPU | [Nomic-Embed-Text.dlc](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.dlc) |
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+ | Nomic-Embed-Text | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 11.214 ms | 0 - 365 MB | NPU | [Nomic-Embed-Text.tflite](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.tflite) |
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+ | Nomic-Embed-Text | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 9.89 ms | 0 - 365 MB | NPU | [Nomic-Embed-Text.dlc](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.dlc) |
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+ | Nomic-Embed-Text | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 6.433 ms | 0 - 373 MB | NPU | [Nomic-Embed-Text.tflite](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.tflite) |
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+ | Nomic-Embed-Text | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 5.26 ms | 0 - 371 MB | NPU | [Nomic-Embed-Text.dlc](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.dlc) |
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+ | Nomic-Embed-Text | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 6.004 ms | 0 - 373 MB | NPU | [Nomic-Embed-Text.onnx.zip](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.onnx.zip) |
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+ | Nomic-Embed-Text | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 5.404 ms | 0 - 367 MB | NPU | [Nomic-Embed-Text.tflite](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.tflite) |
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+ | Nomic-Embed-Text | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 4.208 ms | 0 - 366 MB | NPU | [Nomic-Embed-Text.dlc](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.dlc) |
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+ | Nomic-Embed-Text | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 4.741 ms | 0 - 368 MB | NPU | [Nomic-Embed-Text.onnx.zip](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.onnx.zip) |
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+ | Nomic-Embed-Text | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | TFLITE | 4.773 ms | 0 - 364 MB | NPU | [Nomic-Embed-Text.tflite](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.tflite) |
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+ | Nomic-Embed-Text | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 3.865 ms | 0 - 364 MB | NPU | [Nomic-Embed-Text.dlc](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.dlc) |
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+ | Nomic-Embed-Text | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 4.201 ms | 0 - 364 MB | NPU | [Nomic-Embed-Text.onnx.zip](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.onnx.zip) |
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+ | Nomic-Embed-Text | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 8.088 ms | 1491 - 1491 MB | NPU | [Nomic-Embed-Text.dlc](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.dlc) |
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+ | Nomic-Embed-Text | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 8.993 ms | 263 - 263 MB | NPU | [Nomic-Embed-Text.onnx.zip](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.onnx.zip) |
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79
  ```
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82
+ ## Configure Qualcomm® AI Hub Workbench to run this model on a cloud-hosted device
83
 
84
+ Sign-in to [Qualcomm® AI Hub Workbench](https://workbench.aihub.qualcomm.com/) with your
85
  Qualcomm® ID. Once signed in navigate to `Account -> Settings -> API Token`.
86
 
87
  With this API token, you can configure your client to run models on the cloud
 
89
  ```bash
90
  qai-hub configure --api_token API_TOKEN
91
  ```
92
+ Navigate to [docs](https://workbench.aihub.qualcomm.com/docs/) for more information.
93
 
94
 
95
 
 
200
  spot check the output with expected output.
201
 
202
  **Note**: This on-device profiling and inference requires access to Qualcomm®
203
+ AI Hub Workbench. [Sign up for access](https://myaccount.qualcomm.com/signup).
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