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Nomic-Embed-Text

Text Generation
PyTorch
android
Model card Files
xet
 Community
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v0.63.0

Browse files

See https://github.com/qualcomm/ai-hub-models/releases/v0.63.0 for changelog.

Files changed (2) hide show
  1. README.md +48 -49
  2. release_assets.json +7 -7
README.md CHANGED
@@ -14,7 +14,7 @@ pipeline_tag: text-generation
14
  A text encoder that surpasses OpenAI text-embedding-ada-002 and text-embedding-3-small performance on short and long context tasks.
15
 
16
  This is based on the implementation of Nomic-Embed-Text found [here](https://huggingface.co/nomic-ai/nomic-embed-text-v1.5).
17
- This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.62.2/src/qai_hub_models/models/nomic_embed_text) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).
18
 
19
  Qualcomm AI Hub Models uses [Qualcomm AI Hub Workbench](https://workbench.aihub.qualcomm.com) to compile, profile, and evaluate this model. [Sign up](https://myaccount.qualcomm.com/signup) to run these models on a hosted Qualcomm® device.
20
 
@@ -27,23 +27,23 @@ Below are pre-exported model assets ready for deployment.
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28
  | Runtime | Precision | Chipset | SDK Versions | Download |
29
  |---|---|---|---|---|
30
- | ONNX | float | Universal | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/nomic_embed_text/releases/v0.62.2/nomic_embed_text-onnx-float.zip)
31
- | QNN_DLC | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/nomic_embed_text/releases/v0.62.2/nomic_embed_text-qnn_dlc-float.zip)
32
- | TFLITE | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/nomic_embed_text/releases/v0.62.2/nomic_embed_text-tflite-float.zip)
33
 
34
  For more device-specific assets and performance metrics, visit **[Nomic-Embed-Text on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/nomic_embed_text)**.
35
 
36
 
37
  ### Option 2: Export with Custom Configurations
38
 
39
- Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.62.2/src/qai_hub_models/models/nomic_embed_text) Python library to compile and export the model with your own:
40
  - Custom weights (e.g., fine-tuned checkpoints)
41
  - Custom input shapes
42
  - Target device and runtime configurations
43
 
44
  This option is ideal if you need to customize the model beyond the default configuration provided here.
45
 
46
- See our repository for [Nomic-Embed-Text on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.62.2/src/qai_hub_models/models/nomic_embed_text) for usage instructions.
47
 
48
  ## Model Details
49
 
@@ -58,49 +58,48 @@ See our repository for [Nomic-Embed-Text on GitHub](https://github.com/qualcomm/
58
  ## Performance Summary
59
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
60
  |---|---|---|---|---|---|---
61
- | Nomic-Embed-Text | ONNX | float | Snapdragon® X2 Elite | 3.449 ms | 1 - 1 MB | NPU
62
- | Nomic-Embed-Text | ONNX | float | Snapdragon® X Elite | 8.229 ms | 263 - 263 MB | NPU
63
- | Nomic-Embed-Text | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 5.69 ms | 0 - 399 MB | NPU
64
- | Nomic-Embed-Text | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 11.559 ms | 0 - 376 MB | NPU
65
- | Nomic-Embed-Text | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 9.852 ms | 0 - 4 MB | NPU
66
- | Nomic-Embed-Text | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 7.953 ms | 0 - 322 MB | NPU
67
- | Nomic-Embed-Text | ONNX | float | Qualcomm® QCS8450 | 11.559 ms | 0 - 376 MB | NPU
68
- | Nomic-Embed-Text | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 9.904 ms | 0 - 3 MB | NPU
69
- | Nomic-Embed-Text | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 8.229 ms | 263 - 263 MB | NPU
70
- | Nomic-Embed-Text | ONNX | float | Qualcomm® Dragonwing�� Q-8750 | 4.325 ms | 0 - 187 MB | NPU
71
- | Nomic-Embed-Text | ONNX | float | Snapdragon® 8 Elite Mobile | 4.325 ms | 0 - 187 MB | NPU
72
- | Nomic-Embed-Text | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 3.878 ms | 0 - 196 MB | NPU
73
- | Nomic-Embed-Text | QNN_DLC | float | Snapdragon® X2 Elite | 3.828 ms | 0 - 0 MB | NPU
74
- | Nomic-Embed-Text | QNN_DLC | float | Snapdragon® X Elite | 8.446 ms | 0 - 0 MB | NPU
75
- | Nomic-Embed-Text | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 5.62 ms | 0 - 421 MB | NPU
76
- | Nomic-Embed-Text | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 11.743 ms | 0 - 372 MB | NPU
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- | Nomic-Embed-Text | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 9.815 ms | 0 - 2 MB | NPU
78
- | Nomic-Embed-Text | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 7.938 ms | 0 - 2 MB | NPU
79
- | Nomic-Embed-Text | QNN_DLC | float | Qualcomm® SA8775P | 10.169 ms | 0 - 199 MB | NPU
80
- | Nomic-Embed-Text | QNN_DLC | float | Qualcomm® SA8650P | 10.169 ms | 0 - 199 MB | NPU
81
- | Nomic-Embed-Text | QNN_DLC | float | Qualcomm® SA8255P | 10.169 ms | 0 - 199 MB | NPU
82
- | Nomic-Embed-Text | QNN_DLC | float | Qualcomm® QCS8450 | 11.743 ms | 0 - 372 MB | NPU
83
- | Nomic-Embed-Text | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 9.817 ms | 2 - 4 MB | NPU
84
- | Nomic-Embed-Text | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 8.446 ms | 0 - 0 MB | NPU
85
- | Nomic-Embed-Text | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 4.327 ms | 0 - 181 MB | NPU
86
- | Nomic-Embed-Text | QNN_DLC | float | Qualcomm® SA7255P | 29.05 ms | 0 - 198 MB | NPU
87
- | Nomic-Embed-Text | QNN_DLC | float | Qualcomm® SA8295P | 11.534 ms | 0 - 176 MB | NPU
88
- | Nomic-Embed-Text | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 4.327 ms | 0 - 181 MB | NPU
89
- | Nomic-Embed-Text | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 3.91 ms | 0 - 187 MB | NPU
90
- | Nomic-Embed-Text | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 5.627 ms | 0 - 396 MB | NPU
91
- | Nomic-Embed-Text | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 11.756 ms | 0 - 370 MB | NPU
92
- | Nomic-Embed-Text | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 9.799 ms | 0 - 265 MB | NPU
93
- | Nomic-Embed-Text | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 7.901 ms | 0 - 3 MB | NPU
94
- | Nomic-Embed-Text | TFLITE | float | Qualcomm® SA8775P | 10.195 ms | 0 - 203 MB | NPU
95
- | Nomic-Embed-Text | TFLITE | float | Qualcomm® SA8650P | 10.195 ms | 0 - 203 MB | NPU
96
- | Nomic-Embed-Text | TFLITE | float | Qualcomm® SA8255P | 10.195 ms | 0 - 203 MB | NPU
97
- | Nomic-Embed-Text | TFLITE | float | Qualcomm® QCS8450 | 11.756 ms | 0 - 370 MB | NPU
98
- | Nomic-Embed-Text | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 9.836 ms | 0 - 265 MB | NPU
99
- | Nomic-Embed-Text | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 4.35 ms | 0 - 189 MB | NPU
100
- | Nomic-Embed-Text | TFLITE | float | Qualcomm® SA7255P | 29.048 ms | 0 - 202 MB | NPU
101
- | Nomic-Embed-Text | TFLITE | float | Qualcomm® SA8295P | 11.581 ms | 0 - 179 MB | NPU
102
- | Nomic-Embed-Text | TFLITE | float | Snapdragon® 8 Elite Mobile | 4.35 ms | 0 - 189 MB | NPU
103
- | Nomic-Embed-Text | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 3.914 ms | 0 - 197 MB | NPU
104
 
105
  ## License
106
  * The license for the original implementation of Nomic-Embed-Text can be found
 
14
  A text encoder that surpasses OpenAI text-embedding-ada-002 and text-embedding-3-small performance on short and long context tasks.
15
 
16
  This is based on the implementation of Nomic-Embed-Text found [here](https://huggingface.co/nomic-ai/nomic-embed-text-v1.5).
17
+ This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.63.0/src/qai_hub_models/models/nomic_embed_text) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).
18
 
19
  Qualcomm AI Hub Models uses [Qualcomm AI Hub Workbench](https://workbench.aihub.qualcomm.com) to compile, profile, and evaluate this model. [Sign up](https://myaccount.qualcomm.com/signup) to run these models on a hosted Qualcomm® device.
20
 
 
27
 
28
  | Runtime | Precision | Chipset | SDK Versions | Download |
29
  |---|---|---|---|---|
30
+ | ONNX | float | Universal | QAIRT 2.50, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/nomic_embed_text/releases/v0.63.0/nomic_embed_text-onnx-float.zip)
31
+ | QNN_DLC | float | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/nomic_embed_text/releases/v0.63.0/nomic_embed_text-qnn_dlc-float.zip)
32
+ | TFLITE | float | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/nomic_embed_text/releases/v0.63.0/nomic_embed_text-tflite-float.zip)
33
 
34
  For more device-specific assets and performance metrics, visit **[Nomic-Embed-Text on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/nomic_embed_text)**.
35
 
36
 
37
  ### Option 2: Export with Custom Configurations
38
 
39
+ Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.63.0/src/qai_hub_models/models/nomic_embed_text) Python library to compile and export the model with your own:
40
  - Custom weights (e.g., fine-tuned checkpoints)
41
  - Custom input shapes
42
  - Target device and runtime configurations
43
 
44
  This option is ideal if you need to customize the model beyond the default configuration provided here.
45
 
46
+ See our repository for [Nomic-Embed-Text on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.63.0/src/qai_hub_models/models/nomic_embed_text) for usage instructions.
47
 
48
  ## Model Details
49
 
 
58
  ## Performance Summary
59
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
60
  |---|---|---|---|---|---|---
61
+ | Nomic-Embed-Text | ONNX | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 3.837 ms | 0 - 195 MB | NPU
62
+ | Nomic-Embed-Text | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 4.258 ms | 0 - 185 MB | NPU
63
+ | Nomic-Embed-Text | ONNX | float | Snapdragon® X2 Elite | 3.597 ms | 1 - 1 MB | NPU
64
+ | Nomic-Embed-Text | ONNX | float | Snapdragon® X Elite | 8.296 ms | 263 - 263 MB | NPU
65
+ | Nomic-Embed-Text | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 5.652 ms | 0 - 399 MB | NPU
66
+ | Nomic-Embed-Text | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 10.97 ms | 0 - 375 MB | NPU
67
+ | Nomic-Embed-Text | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 9.965 ms | 0 - 4 MB | NPU
68
+ | Nomic-Embed-Text | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 7.899 ms | 0 - 323 MB | NPU
69
+ | Nomic-Embed-Text | ONNX | float | Qualcomm® QCS8450 | 10.97 ms | 0 - 375 MB | NPU
70
+ | Nomic-Embed-Text | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 9.924 ms | 0 - 3 MB | NPU
71
+ | Nomic-Embed-Text | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 8.296 ms | 263 - 263 MB | NPU
72
+ | Nomic-Embed-Text | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 4.258 ms | 0 - 185 MB | NPU
73
+ | Nomic-Embed-Text | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 3.87 ms | 0 - 189 MB | NPU
74
+ | Nomic-Embed-Text | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 4.274 ms | 0 - 179 MB | NPU
75
+ | Nomic-Embed-Text | QNN_DLC | float | Snapdragon® X2 Elite | 3.881 ms | 1 - 1 MB | NPU
76
+ | Nomic-Embed-Text | QNN_DLC | float | Snapdragon® X Elite | 8.581 ms | 0 - 0 MB | NPU
77
+ | Nomic-Embed-Text | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 5.628 ms | 0 - 394 MB | NPU
78
+ | Nomic-Embed-Text | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 10.876 ms | 0 - 369 MB | NPU
79
+ | Nomic-Embed-Text | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 9.894 ms | 0 - 3 MB | NPU
80
+ | Nomic-Embed-Text | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 7.955 ms | 0 - 4 MB | NPU
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+ | Nomic-Embed-Text | QNN_DLC | float | Qualcomm® SA8775P | 10.141 ms | 0 - 195 MB | NPU
82
+ | Nomic-Embed-Text | QNN_DLC | float | Qualcomm® SA8650P | 10.141 ms | 0 - 195 MB | NPU
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+ | Nomic-Embed-Text | QNN_DLC | float | Qualcomm® SA8255P | 10.141 ms | 0 - 195 MB | NPU
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+ | Nomic-Embed-Text | QNN_DLC | float | Qualcomm® QCS8450 | 10.876 ms | 0 - 369 MB | NPU
85
+ | Nomic-Embed-Text | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 9.863 ms | 0 - 2 MB | NPU
86
+ | Nomic-Embed-Text | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 8.581 ms | 0 - 0 MB | NPU
87
+ | Nomic-Embed-Text | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 4.274 ms | 0 - 179 MB | NPU
88
+ | Nomic-Embed-Text | QNN_DLC | float | Qualcomm® SA8295P | 11.412 ms | 0 - 176 MB | NPU
89
+ | Nomic-Embed-Text | TFLITE | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 3.872 ms | 0 - 194 MB | NPU
90
+ | Nomic-Embed-Text | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 4.294 ms | 0 - 185 MB | NPU
91
+ | Nomic-Embed-Text | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 5.618 ms | 0 - 396 MB | NPU
92
+ | Nomic-Embed-Text | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 11.06 ms | 0 - 372 MB | NPU
93
+ | Nomic-Embed-Text | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 9.95 ms | 0 - 266 MB | NPU
94
+ | Nomic-Embed-Text | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 7.899 ms | 0 - 3 MB | NPU
95
+ | Nomic-Embed-Text | TFLITE | float | Qualcomm® SA8775P | 10.15 ms | 0 - 199 MB | NPU
96
+ | Nomic-Embed-Text | TFLITE | float | Qualcomm® SA8650P | 10.15 ms | 0 - 199 MB | NPU
97
+ | Nomic-Embed-Text | TFLITE | float | Qualcomm® SA8255P | 10.15 ms | 0 - 199 MB | NPU
98
+ | Nomic-Embed-Text | TFLITE | float | Qualcomm® QCS8450 | 11.06 ms | 0 - 372 MB | NPU
99
+ | Nomic-Embed-Text | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 9.889 ms | 0 - 265 MB | NPU
100
+ | Nomic-Embed-Text | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 4.294 ms | 0 - 185 MB | NPU
101
+ | Nomic-Embed-Text | TFLITE | float | Qualcomm® SA7255P | 29.078 ms | 0 - 199 MB | NPU
102
+ | Nomic-Embed-Text | TFLITE | float | Qualcomm® SA8295P | 11.417 ms | 0 - 177 MB | NPU
 
103
 
104
  ## License
105
  * The license for the original implementation of Nomic-Embed-Text can be found
release_assets.json CHANGED
@@ -1,26 +1,26 @@
1
  {
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- "version": "0.62.2",
3
  "precisions": {
4
  "float": {
5
  "universal_assets": {
6
  "onnx": {
7
  "tool_versions": {
8
- "qairt": "2.45.0.260326154327",
9
  "onnx_runtime": "1.27.1"
10
  },
11
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/nomic_embed_text/releases/v0.62.2/nomic_embed_text-onnx-float.zip"
12
  },
13
  "qnn_dlc": {
14
  "tool_versions": {
15
- "qairt": "2.45.0.260326154327"
16
  },
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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/nomic_embed_text/releases/v0.62.2/nomic_embed_text-qnn_dlc-float.zip"
18
  },
19
  "tflite": {
20
  "tool_versions": {
21
- "qairt": "2.45.0.260326154327"
22
  },
23
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/nomic_embed_text/releases/v0.62.2/nomic_embed_text-tflite-float.zip"
24
  }
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  }
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  }
 
1
  {
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+ "version": "0.63.0",
3
  "precisions": {
4
  "float": {
5
  "universal_assets": {
6
  "onnx": {
7
  "tool_versions": {
8
+ "qairt": "2.50.0.260828221209",
9
  "onnx_runtime": "1.27.1"
10
  },
11
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/nomic_embed_text/releases/v0.63.0/nomic_embed_text-onnx-float.zip"
12
  },
13
  "qnn_dlc": {
14
  "tool_versions": {
15
+ "qairt": "2.50.0.260828221209"
16
  },
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/nomic_embed_text/releases/v0.63.0/nomic_embed_text-qnn_dlc-float.zip"
18
  },
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  "tflite": {
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  "tool_versions": {
21
+ "qairt": "2.50.0.260828221209"
22
  },
23
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/nomic_embed_text/releases/v0.63.0/nomic_embed_text-tflite-float.zip"
24
  }
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  }
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  }