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qualcomm/
Nomic-Embed-Text

Name: Nomic-Embed-Text
Rating: 2.5 (9 reviews)

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Nomic-Embed-Text: Optimized for Qualcomm Devices

A text encoder that surpasses OpenAI text-embedding-ada-002 and text-embedding-3-small performance on short and long context tasks.

This is based on the implementation of Nomic-Embed-Text found here. This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the Qualcomm® AI Hub Models library to export with custom configurations. More details on model performance across various devices, can be found here.

Qualcomm AI Hub Models uses Qualcomm AI Hub Workbench to compile, profile, and evaluate this model. Sign up to run these models on a hosted Qualcomm® device.

Getting Started

There are two ways to deploy this model on your device:

Option 1: Download Pre-Exported Models

Below are pre-exported model assets ready for deployment.

Runtime	Precision	Chipset	SDK Versions	Download
ONNX	float	Universal	QAIRT 2.45, ONNX Runtime 1.27.1	Download
QNN_DLC	float	Universal	QAIRT 2.45	Download
TFLITE	float	Universal	QAIRT 2.45	Download

For more device-specific assets and performance metrics, visit Nomic-Embed-Text on Qualcomm® AI Hub.

Option 2: Export with Custom Configurations

Use the Qualcomm® AI Hub Models Python library to compile and export the model with your own:

Custom weights (e.g., fine-tuned checkpoints)
Custom input shapes
Target device and runtime configurations

This option is ideal if you need to customize the model beyond the default configuration provided here.

See our repository for Nomic-Embed-Text on GitHub for usage instructions.

Model Details

Model Type: Model_use_case.text_generation

Model Stats:

Input resolution: 1x128 (seqlen can vary)
Model checkpoint: v1.5
Model size (float): 523 MB
Number of parameters: 137M

Performance Summary

Model	Runtime	Precision	Chipset	Inference Time (ms)	Peak Memory Range (MB)	Primary Compute Unit
Nomic-Embed-Text	ONNX	float	Snapdragon® X2 Elite	3.46 ms	1 - 1 MB	NPU
Nomic-Embed-Text	ONNX	float	Snapdragon® X Elite	8.225 ms	263 - 263 MB	NPU
Nomic-Embed-Text	ONNX	float	Snapdragon® 8 Gen 3 Mobile	5.695 ms	0 - 400 MB	NPU
Nomic-Embed-Text	ONNX	float	Snapdragon® 8 Gen 1 Mobile	11.53 ms	0 - 374 MB	NPU
Nomic-Embed-Text	ONNX	float	Qualcomm® Dragonwing™ IQ-8275	9.858 ms	0 - 4 MB	NPU
Nomic-Embed-Text	ONNX	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	7.963 ms	0 - 322 MB	NPU
Nomic-Embed-Text	ONNX	float	Qualcomm® QCS8450	11.53 ms	0 - 374 MB	NPU
Nomic-Embed-Text	ONNX	float	Qualcomm® Dragonwing™ IQ-9075	9.881 ms	0 - 3 MB	NPU
Nomic-Embed-Text	ONNX	float	Qualcomm® Dragonwing™ IQ-X7181	8.225 ms	263 - 263 MB	NPU
Nomic-Embed-Text	ONNX	float	Qualcomm® Dragonwing™ Q-8750	4.322 ms	0 - 188 MB	NPU
Nomic-Embed-Text	ONNX	float	Snapdragon® 8 Elite Mobile	4.322 ms	0 - 188 MB	NPU
Nomic-Embed-Text	ONNX	float	Snapdragon® 8 Elite Gen 5 Mobile	3.885 ms	0 - 196 MB	NPU
Nomic-Embed-Text	QNN_DLC	float	Snapdragon® X2 Elite	3.874 ms	0 - 0 MB	NPU
Nomic-Embed-Text	QNN_DLC	float	Snapdragon® X Elite	8.453 ms	1 - 1 MB	NPU
Nomic-Embed-Text	QNN_DLC	float	Snapdragon® 8 Gen 3 Mobile	5.581 ms	0 - 422 MB	NPU
Nomic-Embed-Text	QNN_DLC	float	Snapdragon® 8 Gen 1 Mobile	11.761 ms	0 - 372 MB	NPU
Nomic-Embed-Text	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-8275	9.807 ms	0 - 2 MB	NPU
Nomic-Embed-Text	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-8275	29.057 ms	0 - 198 MB	NPU
Nomic-Embed-Text	QNN_DLC	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	7.927 ms	0 - 556 MB	NPU
Nomic-Embed-Text	QNN_DLC	float	Qualcomm® SA8775P	10.198 ms	0 - 198 MB	NPU
Nomic-Embed-Text	QNN_DLC	float	Qualcomm® SA8650P	10.198 ms	0 - 198 MB	NPU
Nomic-Embed-Text	QNN_DLC	float	Qualcomm® SA8255P	10.198 ms	0 - 198 MB	NPU
Nomic-Embed-Text	QNN_DLC	float	Qualcomm® QCS8450	11.761 ms	0 - 372 MB	NPU
Nomic-Embed-Text	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-9075	9.841 ms	0 - 2 MB	NPU
Nomic-Embed-Text	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-X7181	8.453 ms	1 - 1 MB	NPU
Nomic-Embed-Text	QNN_DLC	float	Qualcomm® Dragonwing™ Q-8750	4.293 ms	0 - 181 MB	NPU
Nomic-Embed-Text	QNN_DLC	float	Qualcomm® SA7255P	29.057 ms	0 - 198 MB	NPU
Nomic-Embed-Text	QNN_DLC	float	Qualcomm® SA8295P	11.504 ms	0 - 176 MB	NPU
Nomic-Embed-Text	QNN_DLC	float	Snapdragon® 8 Elite Mobile	4.293 ms	0 - 181 MB	NPU
Nomic-Embed-Text	QNN_DLC	float	Snapdragon® 8 Elite Gen 5 Mobile	3.921 ms	0 - 187 MB	NPU
Nomic-Embed-Text	TFLITE	float	Snapdragon® 8 Gen 3 Mobile	5.597 ms	0 - 401 MB	NPU
Nomic-Embed-Text	TFLITE	float	Snapdragon® 8 Gen 1 Mobile	11.771 ms	0 - 373 MB	NPU
Nomic-Embed-Text	TFLITE	float	Qualcomm® Dragonwing™ IQ-8275	9.795 ms	0 - 265 MB	NPU
Nomic-Embed-Text	TFLITE	float	Qualcomm® Dragonwing™ IQ-8275	29.046 ms	0 - 202 MB	NPU
Nomic-Embed-Text	TFLITE	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	7.725 ms	0 - 3 MB	NPU
Nomic-Embed-Text	TFLITE	float	Qualcomm® SA8775P	10.216 ms	0 - 204 MB	NPU
Nomic-Embed-Text	TFLITE	float	Qualcomm® SA8650P	10.216 ms	0 - 204 MB	NPU
Nomic-Embed-Text	TFLITE	float	Qualcomm® SA8255P	10.216 ms	0 - 204 MB	NPU
Nomic-Embed-Text	TFLITE	float	Qualcomm® QCS8450	11.771 ms	0 - 373 MB	NPU
Nomic-Embed-Text	TFLITE	float	Qualcomm® Dragonwing™ IQ-9075	9.838 ms	0 - 265 MB	NPU
Nomic-Embed-Text	TFLITE	float	Qualcomm® Dragonwing™ Q-8750	4.418 ms	0 - 189 MB	NPU
Nomic-Embed-Text	TFLITE	float	Qualcomm® SA7255P	29.046 ms	0 - 202 MB	NPU
Nomic-Embed-Text	TFLITE	float	Qualcomm® SA8295P	11.578 ms	0 - 178 MB	NPU
Nomic-Embed-Text	TFLITE	float	Snapdragon® 8 Elite Mobile	4.418 ms	0 - 189 MB	NPU
Nomic-Embed-Text	TFLITE	float	Snapdragon® 8 Elite Gen 5 Mobile	3.901 ms	0 - 196 MB	NPU

License

The license for the original implementation of Nomic-Embed-Text can be found here.

References

Community

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qualcomm/Nomic-Embed-Text