File size: 16,046 Bytes
44c3049 e848f79 61bbddb e848f79 44c3049 e848f79 44c3049 e848f79 44c3049 e848f79 44c3049 61bbddb e848f79 44c3049 e848f79 61bbddb e848f79 61bbddb e848f79 40db897 e848f79 40db897 e848f79 40db897 e848f79 40db897 e848f79 61bbddb 40db897 e848f79 61bbddb e848f79 61bbddb e848f79 61bbddb e848f79 40db897 e848f79 40db897 e848f79 40db897 e848f79 40db897 e848f79 40db897 e848f79 40db897 e848f79 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 |
---
tags:
- setfit
- sentence-transformers
- text-classification
- generated_from_setfit_trainer
widget:
- text: I need some modern design assets
- text: Reduce the letter spacing
- text: Group the menu items
- text: Create a photo of a delicious pizza
- text: Mirror the icon horizontally
metrics:
- accuracy
pipeline_tag: text-classification
library_name: setfit
inference: true
base_model: nomic-ai/nomic-embed-text-v1.5
model-index:
- name: SetFit with nomic-ai/nomic-embed-text-v1.5
results:
- task:
type: text-classification
name: Text Classification
dataset:
name: Unknown
type: unknown
split: test
metrics:
- type: accuracy
value: 0.4163860830527497
name: Accuracy
---
# SetFit with nomic-ai/nomic-embed-text-v1.5
This is a [SetFit](https://github.com/huggingface/setfit) model that can be used for Text Classification. This SetFit model uses [nomic-ai/nomic-embed-text-v1.5](https://huggingface.co/nomic-ai/nomic-embed-text-v1.5) as the Sentence Transformer embedding model. A [LogisticRegression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) instance is used for classification.
The model has been trained using an efficient few-shot learning technique that involves:
1. Fine-tuning a [Sentence Transformer](https://www.sbert.net) with contrastive learning.
2. Training a classification head with features from the fine-tuned Sentence Transformer.
## Model Details
### Model Description
- **Model Type:** SetFit
- **Sentence Transformer body:** [nomic-ai/nomic-embed-text-v1.5](https://huggingface.co/nomic-ai/nomic-embed-text-v1.5)
- **Classification head:** a [LogisticRegression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) instance
- **Maximum Sequence Length:** 8192 tokens
- **Number of Classes:** 63 classes
<!-- - **Training Dataset:** [Unknown](https://huggingface.co/datasets/unknown) -->
<!-- - **Language:** Unknown -->
<!-- - **License:** Unknown -->
### Model Sources
- **Repository:** [SetFit on GitHub](https://github.com/huggingface/setfit)
- **Paper:** [Efficient Few-Shot Learning Without Prompts](https://arxiv.org/abs/2209.11055)
- **Blogpost:** [SetFit: Efficient Few-Shot Learning Without Prompts](https://huggingface.co/blog/setfit)
### Model Labels
| Label | Examples |
|:------|:--------------------------------------------------------------------------------------------------------------------|
| 0 | <ul><li>'Add a corporate presentation background'</li><li>'Insert a modern icon set for the design'</li></ul> |
| 1 | <ul><li>'Show me some background options for my design'</li><li>'I need some modern design assets'</li></ul> |
| 2 | <ul><li>'Add a footer with contact information'</li><li>'Insert a descriptive caption for the image'</li></ul> |
| 3 | <ul><li>'Align the shapes to the top'</li><li>'Right align the buttons'</li></ul> |
| 4 | <ul><li>'Make the image slide from left'</li><li>'Make the image bounce in'</li></ul> |
| 5 | <ul><li>'Add a spiral animation to the page'</li><li>'Make the page bounce in from the top'</li></ul> |
| 6 | <ul><li>'Take out the cat and put a dog in the image'</li><li>"Add glasses to the person's face"</li></ul> |
| 7 | <ul><li>'Delete the test element'</li><li>'Remove the unused icon'</li></ul> |
| 8 | <ul><li>'How do I change the font size?'</li><li>'How can I duplicate elements?'</li></ul> |
| 9 | <ul><li>'Distribute the buttons around the center image'</li><li>'Arrange the shapes in a circle pattern'</li></ul> |
| 10 | <ul><li>'Create a variation of this design'</li><li>'Make a copy for editing'</li></ul> |
| 11 | <ul><li>'Duplicate the shape and change its color'</li><li>'Copy the image and make it smaller'</li></ul> |
| 12 | <ul><li>'Copy the text to the last page'</li><li>'Duplicate the footer to page 2'</li></ul> |
| 13 | <ul><li>'Fix the text layout'</li><li>'Improve the overall typography'</li></ul> |
| 14 | <ul><li>'Mirror the icon horizontally'</li><li>'Flip the shape vertically'</li></ul> |
| 15 | <ul><li>'Create a photo of a beautiful garden'</li><li>'Create a photo of a delicious pizza'</li></ul> |
| 16 | <ul><li>'Generate an Instagram post for a birthday'</li><li>'Generate a Facebook post for a birthday'</li></ul> |
| 17 | <ul><li>'Group the icons together'</li><li>'Group the menu items'</li></ul> |
| 18 | <ul><li>'Position the image at the top right'</li><li>'Move the image to the center'</li></ul> |
| 19 | <ul><li>'Add a dreamy effect'</li><li>'Make the image pop with color'</li></ul> |
| 20 | <ul><li>'Suggest some shape designs'</li><li>'Suggest some button designs'</li></ul> |
| 21 | <ul><li>'Redo the filter effect'</li><li>'Bring back the original position'</li></ul> |
| 22 | <ul><li>'Remove the background from the icon'</li><li>'Remove the background from the logo'</li></ul> |
| 23 | <ul><li>'Delete the watermark'</li><li>'Remove the graffiti'</li></ul> |
| 24 | <ul><li>'Change the decorative element'</li><li>'Change the background image'</li></ul> |
| 25 | <ul><li>'Update the body text'</li><li>'Change the subtitle'</li></ul> |
| 26 | <ul><li>'Remove all filters from the image'</li><li>'Restore the original brightness'</li></ul> |
| 27 | <ul><li>'Reduce the shape size'</li><li>'Increase the image size'</li></ul> |
| 28 | <ul><li>'Change to poster size'</li><li>'Resize to Facebook post dimensions'</li></ul> |
| 29 | <ul><li>'Rotate the element 60 degrees'</li><li>'Rotate the image 90 degrees'</li></ul> |
| 30 | <ul><li>'Randomly place the icons on the page'</li><li>'Randomly place the shapes on the page'</li></ul> |
| 31 | <ul><li>'Select the decorative elements'</li><li>'Choose the heading text'</li></ul> |
| 32 | <ul><li>'Make the background transparent'</li><li>'Change to a dark background'</li></ul> |
| 33 | <ul><li>'Change the blend mode to screen'</li><li>'Set the blend mode to darken'</li></ul> |
| 34 | <ul><li>'Add a gaussian blur'</li><li>'Blur the background elements'</li></ul> |
| 35 | <ul><li>'Add a gradient border'</li><li>'Change the border opacity'</li></ul> |
| 36 | <ul><li>'Make the image more brilliant'</li><li>'Increase the brightness contrast'</li></ul> |
| 37 | <ul><li>'Send the background to the back'</li><li>'Send the watermark to the back'</li></ul> |
| 38 | <ul><li>'Make the image more dramatic'</li><li>'Make the image more defined'</li></ul> |
| 39 | <ul><li>'Make the image square'</li><li>'Crop the image to a circle'</li></ul> |
| 40 | <ul><li>'Add a directional shadow'</li><li>'Create a floating shadow'</li></ul> |
| 41 | <ul><li>'Change the color to silver'</li><li>'Change the button color to purple'</li></ul> |
| 42 | <ul><li>'Increase the body text size'</li><li>'Increase the heading size'</li></ul> |
| 43 | <ul><li>'Add strikethrough to the text'</li><li>'Add strikethrough to the label'</li></ul> |
| 44 | <ul><li>'Use a serif font for the heading'</li><li>'Change to a clean font'</li></ul> |
| 45 | <ul><li>'Brighten the light areas'</li><li>'Enhance the bright spots'</li></ul> |
| 46 | <ul><li>'Set the image as full-page background'</li><li>'Make the image the background layer'</li></ul> |
| 47 | <ul><li>'Reduce the letter spacing'</li><li>'Add more space between letters'</li></ul> |
| 48 | <ul><li>'Make the text more compact'</li><li>'Reduce the line height'</li></ul> |
| 49 | <ul><li>'Increase the transparency of the element'</li><li>'Make the element semi-transparent'</li></ul> |
| 50 | <ul><li>'Add spacing between text blocks'</li><li>'Make the paragraphs more compact'</li></ul> |
| 51 | <ul><li>'Reduce the color richness'</li><li>'Reduce the color vibrancy'</li></ul> |
| 52 | <ul><li>'Make the shadows more prominent'</li><li>'Increase the shadow intensity'</li></ul> |
| 53 | <ul><li>'Increase the image resolution'</li><li>'Make the details more sharp'</li></ul> |
| 54 | <ul><li>'Right align the caption'</li><li>'Center the button text'</li></ul> |
| 55 | <ul><li>'Create a decorative border'</li><li>'Create a border around the text'</li></ul> |
| 56 | <ul><li>'Make the text flow in an arc'</li><li>'Create text that follows a circle'</li></ul> |
| 57 | <ul><li>'Convert the text to a list format'</li><li>'Make the text into a numbered sequence'</li></ul> |
| 58 | <ul><li>'Add a dramatic text shadow'</li><li>'Add a colored glow to the text'</li></ul> |
| 59 | <ul><li>'Make the image more amber'</li><li>'Increase the warm color balance'</li></ul> |
| 60 | <ul><li>'Open the file upload dialog'</li><li>'I need to upload a logo'</li></ul> |
| 61 | <ul><li>'Go back to the original position'</li><li>'Go back to the original text'</li></ul> |
| 62 | <ul><li>'Separate the combined elements'</li><li>'Ungroup the merged elements'</li></ul> |
## Evaluation
### Metrics
| Label | Accuracy |
|:--------|:---------|
| **all** | 0.4164 |
## Uses
### Direct Use for Inference
First install the SetFit library:
```bash
pip install setfit
```
Then you can load this model and run inference.
```python
from setfit import SetFitModel
# Download from the 🤗 Hub
model = SetFitModel.from_pretrained("setfit_model_id")
# Run inference
preds = model("Group the menu items")
```
<!--
### Downstream Use
*List how someone could finetune this model on their own dataset.*
-->
<!--
### Out-of-Scope Use
*List how the model may foreseeably be misused and address what users ought not to do with the model.*
-->
<!--
## Bias, Risks and Limitations
*What are the known or foreseeable issues stemming from this model? You could also flag here known failure cases or weaknesses of the model.*
-->
<!--
### Recommendations
*What are recommendations with respect to the foreseeable issues? For example, filtering explicit content.*
-->
## Training Details
### Training Set Metrics
| Training set | Min | Median | Max |
|:-------------|:----|:-------|:----|
| Word count | 3 | 5.2302 | 11 |
| Label | Training Sample Count |
|:------|:----------------------|
| 0 | 2 |
| 1 | 2 |
| 2 | 2 |
| 3 | 2 |
| 4 | 2 |
| 5 | 2 |
| 6 | 2 |
| 7 | 2 |
| 8 | 2 |
| 9 | 2 |
| 10 | 2 |
| 11 | 2 |
| 12 | 2 |
| 13 | 2 |
| 14 | 2 |
| 15 | 2 |
| 16 | 2 |
| 17 | 2 |
| 18 | 2 |
| 19 | 2 |
| 20 | 2 |
| 21 | 2 |
| 22 | 2 |
| 23 | 2 |
| 24 | 2 |
| 25 | 2 |
| 26 | 2 |
| 27 | 2 |
| 28 | 2 |
| 29 | 2 |
| 30 | 2 |
| 31 | 2 |
| 32 | 2 |
| 33 | 2 |
| 34 | 2 |
| 35 | 2 |
| 36 | 2 |
| 37 | 2 |
| 38 | 2 |
| 39 | 2 |
| 40 | 2 |
| 41 | 2 |
| 42 | 2 |
| 43 | 2 |
| 44 | 2 |
| 45 | 2 |
| 46 | 2 |
| 47 | 2 |
| 48 | 2 |
| 49 | 2 |
| 50 | 2 |
| 51 | 2 |
| 52 | 2 |
| 53 | 2 |
| 54 | 2 |
| 55 | 2 |
| 56 | 2 |
| 57 | 2 |
| 58 | 2 |
| 59 | 2 |
| 60 | 2 |
| 61 | 2 |
| 62 | 2 |
### Training Hyperparameters
- batch_size: (64, 64)
- num_epochs: (1, 1)
- max_steps: -1
- sampling_strategy: oversampling
- body_learning_rate: (2e-05, 1e-05)
- head_learning_rate: 0.01
- loss: CosineSimilarityLoss
- distance_metric: cosine_distance
- margin: 0.25
- end_to_end: False
- use_amp: False
- warmup_proportion: 0.1
- l2_weight: 0.01
- seed: 42
- eval_max_steps: -1
- load_best_model_at_end: False
### Training Results
| Epoch | Step | Training Loss | Validation Loss |
|:------:|:----:|:-------------:|:---------------:|
| 0.0041 | 1 | 0.1097 | - |
| 0.2041 | 50 | 0.0477 | - |
| 0.4082 | 100 | 0.0106 | - |
| 0.6122 | 150 | 0.0045 | - |
| 0.8163 | 200 | 0.0032 | - |
### Framework Versions
- Python: 3.12.11
- SetFit: 1.1.3
- Sentence Transformers: 5.1.0
- Transformers: 4.54.1
- PyTorch: 2.7.1
- Datasets: 4.0.0
- Tokenizers: 0.21.4
## Citation
### BibTeX
```bibtex
@article{https://doi.org/10.48550/arxiv.2209.11055,
doi = {10.48550/ARXIV.2209.11055},
url = {https://arxiv.org/abs/2209.11055},
author = {Tunstall, Lewis and Reimers, Nils and Jo, Unso Eun Seo and Bates, Luke and Korat, Daniel and Wasserblat, Moshe and Pereg, Oren},
keywords = {Computation and Language (cs.CL), FOS: Computer and information sciences, FOS: Computer and information sciences},
title = {Efficient Few-Shot Learning Without Prompts},
publisher = {arXiv},
year = {2022},
copyright = {Creative Commons Attribution 4.0 International}
}
```
<!--
## Glossary
*Clearly define terms in order to be accessible across audiences.*
-->
<!--
## Model Card Authors
*Lists the people who create the model card, providing recognition and accountability for the detailed work that goes into its construction.*
-->
<!--
## Model Card Contact
*Provides a way for people who have updates to the Model Card, suggestions, or questions, to contact the Model Card authors.*
--> |