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nomic-embed-text-v1.5

Text Classification
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nomic-embed-text-v1.5 / README.md
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 ---
tags:
- setfit
- sentence-transformers
- text-classification
- generated_from_setfit_trainer
widget:
- text: Add a navigation menu text
- text: Change to square format
- text: Change the button text
- text: Make the object stand alone
- text: Mirror the logo vertically
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: 0.5353535353535354
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><li>'Add a mountain landscape background to the page'</li></ul> |
| 1 | <ul><li>'Find me some shape options for this design'</li><li>'I need some professional-looking assets'</li><li>'Can you recommend some images that would work well here?'</li></ul> |
| 2 | <ul><li>'Add a date and time for the event'</li><li>'Insert a disclaimer text'</li><li>'Add a navigation menu text'</li></ul> |
| 3 | <ul><li>'Distribute the icons evenly'</li><li>'Align all the text elements to the left'</li><li>'Align the footer elements'</li></ul> |
| 4 | <ul><li>'Make the button pulse'</li><li>'Add a flip animation'</li><li>'Make the text glow'</li></ul> |
| 5 | <ul><li>'Make everything fade in gradually'</li><li>'Make the page bounce in from the top'</li><li>'Add a spiral animation to the page'</li></ul> |
| 6 | <ul><li>'Change the building color'</li><li>'Remove the unwanted text overlay'</li><li>'Add a party hat to the dog'</li></ul> |
| 7 | <ul><li>'Remove the draft image'</li><li>'Delete the backup copy'</li><li>'Remove the unwanted image'</li></ul> |
| 8 | <ul><li>'What image editing tools do you have?'</li><li>'How do I create a template?'</li><li>'How can I align elements properly?'</li></ul> |
| 9 | <ul><li>'Distribute the buttons around the center image'</li><li>'Place the elements in a circular arrangement'</li><li>'Arrange the images in a circular layout'</li></ul> |
| 10 | <ul><li>'Duplicate the design'</li><li>'Make a second version'</li><li>'Create a new version'</li></ul> |
| 11 | <ul><li>'Duplicate the icon and move it'</li><li>'Duplicate the text and align it differently'</li><li>'Copy the image and apply a filter'</li></ul> |
| 12 | <ul><li>'Duplicate the logo to page 3'</li><li>'Copy the text to the last page'</li><li>'Copy the navigation to the next page'</li></ul> |
| 13 | <ul><li>'Fix the typographic errors'</li><li>'Improve the text flow'</li><li>'Fix the font consistency'</li></ul> |
| 14 | <ul><li>'Mirror the icon horizontally'</li><li>'Mirror the logo vertically'</li><li>'Flip the image horizontally'</li></ul> |
| 15 | <ul><li>'Create a photo of a futuristic city'</li><li>'Generate a picture of a tropical beach'</li><li>'Generate a picture of a cat playing with yarn'</li></ul> |
| 16 | <ul><li>'Create a card for a birthday party'</li><li>'Create a flyer for a happy birthday party'</li><li>'Generate an Instagram post for a birthday'</li></ul> |
| 17 | <ul><li>'Group the navigation elements'</li><li>'Combine the shape and text'</li><li>'Combine the image and overlay'</li></ul> |
| 18 | <ul><li>'Move the shape to the bottom'</li><li>'Position the icon at (0, 0)'</li><li>'Move the shape to coordinates (100, 100)'</li></ul> |
| 19 | <ul><li>'Add a sepia tone effect'</li><li>'Apply a modern filter'</li><li>'Make the image black and white'</li></ul> |
| 20 | <ul><li>'Suggest some shape designs'</li><li>'Show me pattern options'</li><li>'Find me border designs'</li></ul> |
| 21 | <ul><li>'Restore the previous opacity'</li><li>'Redo the text edit'</li><li>'Restore the previous color'</li></ul> |
| 22 | <ul><li>'Make the image have no background'</li><li>'Remove the background from the animal'</li><li>'Remove the background from the item'</li></ul> |
| 23 | <ul><li>'Delete the unwanted text'</li><li>'Remove the person from the background'</li><li>'Remove the graffiti'</li></ul> |
| 24 | <ul><li>'Replace the illustration'</li><li>'Change the background image'</li><li>'Change the product photo'</li></ul> |
| 25 | <ul><li>'Change the button text'</li><li>'Update the navigation text'</li><li>'Update the description'</li></ul> |
| 26 | <ul><li>'Remove all modifications'</li><li>'Restore the original colors'</li><li>'Remove all effects from the image'</li></ul> |
| 27 | <ul><li>'Scale the text up'</li><li>'Make the shape smaller'</li><li>'Reduce the shape size'</li></ul> |
| 28 | <ul><li>'Change to square format'</li><li>'Change to poster size'</li><li>'Make the page smaller'</li></ul> |
| 29 | <ul><li>'Rotate the text 45 degrees'</li><li>'Rotate the text 15 degrees'</li><li>'Turn the image counterclockwise'</li></ul> |
| 30 | <ul><li>'Distribute the shapes randomly'</li><li>'Distribute the leaves randomly on the page'</li><li>'Scatter the confetti around the design'</li></ul> |
| 31 | <ul><li>'Select the sidebar elements'</li><li>'Select the background image'</li><li>'Select the footer content'</li></ul> |
| 32 | <ul><li>'Change to a dark background'</li><li>'Make the background transparent'</li><li>'Change to a neutral background'</li></ul> |
| 33 | <ul><li>'Set the blend mode to soft light'</li><li>'Set the blend mode to darken'</li><li>'Set the blend mode to normal'</li></ul> |
| 34 | <ul><li>'Add a depth of field blur'</li><li>'Add a directional blur'</li><li>'Add a soft blur effect'</li></ul> |
| 35 | <ul><li>'Change the border style to solid'</li><li>'Change the border to dotted'</li><li>'Add a double border to the image'</li></ul> |
| 36 | <ul><li>'Brighten the shadows'</li><li>'Make the image brighter'</li><li>'Brighten the highlights'</li></ul> |
| 37 | <ul><li>'Bring the title to the front'</li><li>'Bring the shape to the front'</li><li>'Move the logo to the top layer'</li></ul> |
| 38 | <ul><li>'Make the image more intense'</li><li>'Enhance the contrast ratio'</li><li>'Increase the tonal range'</li></ul> |
| 39 | <ul><li>'Make the image round'</li><li>'Make the image rectangular'</li><li>'Crop to a heart shape'</li></ul> |
| 40 | <ul><li>'Add a sharp drop shadow'</li><li>'Add a gradient shadow'</li><li>'Add a hard shadow edge'</li></ul> |
| 41 | <ul><li>'Fill the shape with orange'</li><li>'Fill the element with brown'</li><li>'Change the shape color to blue'</li></ul> |
| 42 | <ul><li>'Make the text more readable'</li><li>'Increase the heading size'</li><li>'Make the description smaller'</li></ul> |
| 43 | <ul><li>'Make the text bold and italic'</li><li>'Add strikethrough to the text'</li><li>'Add bold to the title'</li></ul> |
| 44 | <ul><li>'Use a contemporary font'</li><li>'Use a professional font'</li><li>'Use a serif font for the heading'</li></ul> |
| 45 | <ul><li>'Make the bright areas brighter'</li><li>'Make the highlights more prominent'</li><li>'Enhance the bright spots'</li></ul> |
| 46 | <ul><li>'Set the image as background layer'</li><li>'Set the picture as background fill'</li><li>'Make the photo cover the background'</li></ul> |
| 47 | <ul><li>'Reduce the character spacing'</li><li>'Add letter spacing to the logo'</li><li>'Increase spacing between characters'</li></ul> |
| 48 | <ul><li>'Make the lines tighter'</li><li>'Spread out the text lines'</li><li>'Increase the paragraph spacing'</li></ul> |
| 49 | <ul><li>'Reduce the opacity of the overlay'</li><li>'Increase the transparency of the image'</li><li>'Make the shape more opaque'</li></ul> |
| 50 | <ul><li>'Make the paragraphs closer together'</li><li>'Increase the text block spacing'</li><li>'Reduce the paragraph spacing'</li></ul> |
| 51 | <ul><li>'Make the colors more intense'</li><li>'Increase the color depth'</li><li>'Make the image more colorful'</li></ul> |
| 52 | <ul><li>'Darken the shadows in the image'</li><li>'Increase the shadow intensity'</li><li>'Enhance the shadow depth'</li></ul> |
| 53 | <ul><li>'Enhance the image clarity'</li><li>'Increase the image sharpness'</li><li>'Sharpen the image details'</li></ul> |
| 54 | <ul><li>'Center the button text'</li><li>'Justify the paragraph text'</li><li>'Center the title text'</li></ul> |
| 55 | <ul><li>'Create a border around the text'</li><li>'Add a glow effect behind the text'</li><li>'Add a colored background to the text'</li></ul> |
| 56 | <ul><li>'Create text in a radial pattern'</li><li>'Create text that follows a circle'</li><li>'Create text that follows a shape'</li></ul> |
| 57 | <ul><li>'Convert to a bulleted list'</li><li>'Make the text into bullet points'</li><li>'Make the text into a list with bullets'</li></ul> |
| 58 | <ul><li>'Create a soft shadow behind the text'</li><li>'Add a dramatic shadow effect'</li><li>'Create a shadow for the text'</li></ul> |
| 59 | <ul><li>'Add warm undertones to the photo'</li><li>'Add warm color grading'</li><li>'Make the photo more golden hour'</li></ul> |
| 60 | <ul><li>'I need to add my own image'</li><li>'Open the image upload tool'</li><li>'Show me how to upload files'</li></ul> |
| 61 | <ul><li>'Revert the color change'</li><li>'Undo the last modification'</li><li>'Undo the text edit'</li></ul> |
| 62 | <ul><li>'Separate the grouped components'</li><li>'Ungroup the combined elements'</li><li>'Break up the grouped objects'</li></ul> |
## Evaluation
### Metrics
| Label | Accuracy |
|:--------|:---------|
| **all** | 0.5354 |
## 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("Change the button text")
```
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## Training Details
### Training Set Metrics
| Training set | Min | Median | Max |
|:-------------|:----|:-------|:----|
| Word count | 3 | 5.1778 | 10 |
| Label | Training Sample Count |
|:------|:----------------------|
| 0 | 5 |
| 1 | 5 |
| 2 | 5 |
| 3 | 5 |
| 4 | 5 |
| 5 | 5 |
| 6 | 5 |
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### 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 |
|:------:|:----:|:-------------:|:---------------:|
| 0.0007 | 1 | 0.1545 | - |
| 0.0328 | 50 | 0.1187 | - |
| 0.0655 | 100 | 0.0521 | - |
| 0.0983 | 150 | 0.0208 | - |
| 0.1311 | 200 | 0.0123 | - |
| 0.1638 | 250 | 0.0096 | - |
| 0.1966 | 300 | 0.0056 | - |
| 0.2294 | 350 | 0.0036 | - |
| 0.2621 | 400 | 0.0027 | - |
| 0.2949 | 450 | 0.0017 | - |
| 0.3277 | 500 | 0.0007 | - |
| 0.3604 | 550 | 0.0009 | - |
| 0.3932 | 600 | 0.0009 | - |
| 0.4260 | 650 | 0.0003 | - |
| 0.4587 | 700 | 0.0003 | - |
| 0.4915 | 750 | 0.0004 | - |
| 0.5242 | 800 | 0.0004 | - |
| 0.5570 | 850 | 0.0002 | - |
| 0.5898 | 900 | 0.0001 | - |
| 0.6225 | 950 | 0.0001 | - |
| 0.6553 | 1000 | 0.0001 | - |
| 0.6881 | 1050 | 0.0001 | - |
| 0.7208 | 1100 | 0.0001 | - |
| 0.7536 | 1150 | 0.0001 | - |
| 0.7864 | 1200 | 0.0001 | - |
| 0.8191 | 1250 | 0.0001 | - |
| 0.8519 | 1300 | 0.0001 | - |
| 0.8847 | 1350 | 0.0001 | - |
| 0.9174 | 1400 | 0.0001 | - |
| 0.9502 | 1450 | 0.0001 | - |
| 0.9830 | 1500 | 0.0001 | - |
### 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}
}
```
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