---
library_name: setfit
tags:
- setfit
- sentence-transformers
- text-classification
- generated_from_setfit_trainer
base_model: sentence-transformers/paraphrase-MiniLM-L6-v2
metrics:
- accuracy
widget:
- text: What fabric has a comfortable feel and is suitable for people with sensitive
    skin?
- text: What is the most recommended fabric for making outerwear that requires a blend
    of comfort and resilience?
- text: What fabric has a fluid drape and is ideal for creating lightweight summer
    dresses?
- text: Which fabric is best for creating versatile clothing items like casual shirts,
    blouses, and dresses in a periwinkle blue hue?
- text: What kind of fabric is suitable for making form-fitting activewear like yoga
    pants and t-shirts?
pipeline_tag: text-classification
inference: true
model-index:
- name: SetFit with sentence-transformers/paraphrase-MiniLM-L6-v2
  results:
  - task:
      type: text-classification
      name: Text Classification
    dataset:
      name: Unknown
      type: unknown
      split: test
    metrics:
    - type: accuracy
      value: 0.3836898395721925
      name: Accuracy
---

# SetFit with sentence-transformers/paraphrase-MiniLM-L6-v2

This is a [SetFit](https://github.com/huggingface/setfit) model that can be used for Text Classification. This SetFit model uses [sentence-transformers/paraphrase-MiniLM-L6-v2](https://huggingface.co/sentence-transformers/paraphrase-MiniLM-L6-v2) 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:** [sentence-transformers/paraphrase-MiniLM-L6-v2](https://huggingface.co/sentence-transformers/paraphrase-MiniLM-L6-v2)
- **Classification head:** a [LogisticRegression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) instance
- **Maximum Sequence Length:** 128 tokens
- **Number of Classes:** 75 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                                                                                                                                                                                                                                                                                                                                                                                                                          |
|:-----------------|:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Fabric ID 0462   | <ul><li>'What type of fabric is recommended for creating comfortable clothing that is resistant to wear and tear?'</li><li>'What type of fabric is best for creating garments with slight nubs and variations for a natural look?'</li><li>'Where can I buy durable cotton fabric in deep olive green for everyday wear?'</li></ul>                                                                                               |
| Fabric ID 0719_1 | <ul><li>'What is a tightly woven fabric suitable for lightweight jackets and formal trousers?'</li><li>'What fabric is not ideal for garments requiring significant stretch or drape, such as knitwear or flowy dresses?'</li><li>'Which textile is best for garments that need a subtle texture and medium weight?'</li></ul>                                                                                                    |
| Fabric ID 0862   | <ul><li>'Searching for a dark gray textile with a soft texture and fine weave pattern suitable for making skirts and dresses.'</li><li>'What fabric type is recommended for making garments that need to maintain their shape while being comfortable and adaptable for different styles?'</li><li>'Which fabric is suitable for making clothes that maintain their shape but also provide comfort and flexibility?'</li></ul>    |
| Fabric ID 0573_1 | <ul><li>'What fabric has a raised texture and tight weave for garments that require strength and longevity?'</li><li>'What fabric is recommended for garments that require both comfort and resilience?'</li><li>'What is the best fabric for creating outerwear with a medium weight and good body?'</li></ul>                                                                                                                   |
| Fabric ID 0455   | <ul><li>'What kind of textile is suitable for crafting lightweight summer dresses with a fluid drape and hint of elasticity?'</li><li>'What type of textile and weave is consistent with an interlocking loop structure and stretchable properties?'</li><li>'What fabric can I use to make soft loungewear that has a luxurious feel and good performance in apparel?'</li></ul>                                                 |
| Fabric ID 0735   | <ul><li>'What fabric has moisture-wicking properties for sporty summer wear?'</li><li>'Where to find textiles suitable for people with sensitive skin for comfortable wear?'</li><li>'What are the best fabrics for moisture-wicking properties in sporty or casual summer wear?'</li></ul>                                                                                                                                       |
| Fabric ID 0863   | <ul><li>'What fabric is recommended for making durable clothing with a smooth, consistent grain?'</li><li>'Which fabric has a solid color resembling taupe and a moderate saturation?'</li><li>'What kind of textile is good for creating garments with a soft drape and gentle folds?'</li></ul>                                                                                                                                 |
| Fabric ID 0600   | <ul><li>'What fabric is best suited for creating clothing with a fine gauge knit and a smooth flow for ease of movement?'</li><li>'What fabric is ideal for making form-fitting leggings and sports tops with good stretch and flexibility?'</li><li>'What type of fabric is recommended for crafting garments with a consistent dark gray hue and a slight sheen on the surface?'</li></ul>                                      |
| Fabric ID 0736   | <ul><li>'Where can I find a high-quality textile ideal for making athletic wear with stretchability?'</li><li>'What textile is perfect for making garments that require both structure and elasticity?'</li><li>'Which fabric is ideal for creating athletic wear with strong saturation and even color distribution?'</li></ul>                                                                                                  |
| Fabric ID 0527_1 | <ul><li>'What fabric has a textured surface with visible loops and a cozy hand feel?'</li><li>'What fabric is best for making durable garments that have a mottled black, white, and gray appearance?'</li><li>'What type of fabric displays a mottled grayscale coloration with a melange effect?'</li></ul>                                                                                                                     |
| Fabric ID 0453   | <ul><li>'Which fabric has a fine knit weave, smooth texture, and a slight sheen?'</li><li>'What is the most suitable fabric for creating clothing items for individuals with sensitive skin?'</li><li>'What fabric can I use for creating lightweight and breathable summer tops with a soft texture?'</li></ul>                                                                                                                  |
| Fabric ID 0859   | <ul><li>'What type of fabric is this deep blue twill textile with a slight rough texture and medium-weight suitable for?'</li><li>'What fabric would be suitable for making comfortable and form-fitting jeans?'</li><li>'What type of fabric is ideal for making durable and form-fitting jeans?'</li></ul>                                                                                                                      |
| Fabric ID 0745   | <ul><li>'What is the composition of the knit fabric with a fluid drape and some stretch?'</li><li>'What fabric would be best for making form-fitting dresses that require some stretch and elasticity?'</li><li>'What fabric is suitable for form-fitting clothing like t-shirts, leggings, and dresses?'</li></ul>                                                                                                               |
| Fabric ID 0513   | <ul><li>'Which textile is suitable for garments that need a delicate fall and a matte finish?'</li><li>'What fabric is recommended for creating linings in apparel due to its lightness and versatility?'</li><li>'What is a versatile fabric option for making shirts that are both comfortable and durable?'</li></ul>                                                                                                          |
| Fabric ID 0873   | <ul><li>'Which textile exhibits a striped pattern achieved through yarn dyeing for a sharp contrast?'</li><li>'What type of cotton fabric has a smooth texture and is suitable for making summer dresses?'</li><li>'Which fabric is suitable for making casual shirting with a soft hand feel and fluid drape?'</li></ul>                                                                                                         |
| Fabric ID 0576_1 | <ul><li>'What material is floppy with some flexibility but not significant stretch?'</li><li>'Which fabric is better for utility wear rather than structured silhouettes?'</li><li>'What textile has small colorful fibers and lacks a traditional woven or knitted structure?'</li></ul>                                                                                                                                         |
| Fabric ID 0456   | <ul><li>'What fabric is suitable for casual wear and layering in various climates with a subtle sheen and clean surface?'</li><li>'What fabric can I use to make moisture-wicking clothing suitable for people with sensitive skin and a versatile look?'</li><li>'What fabric can I use to create garments that have a neat finish and attention to detail in the textile processing?'</li></ul>                                 |
| Fabric ID 0571   | <ul><li>'What fabric is versatile for multi-seasonal use, durable, and maintains its shape over time?'</li><li>'What fabric is recommended for making leggings and casual wear with a balanced drape and consistent coloring?'</li><li>'Where can I find a fabric suitable for multi-seasonal use with a consistent hue and soft hand texture?'</li></ul>                                                                         |
| Fabric ID 0462_1 | <ul><li>'What type of cotton fabric is ideal for making casual shirts and trousers?'</li><li>'Which fabric has a soft drape and medium weight for making versatile garments?'</li><li>'What type of fabric is ideal for making versatile garments with good movement and flow?'</li></ul>                                                                                                                                         |
| Fabric ID 0447   | <ul><li>'Which fabric has a clean appearance with a subtle sheen from bamboo fibers?'</li><li>'Which fabric is ideal for making garments that need to maintain their shape but have some stretch?'</li><li>'What fabric is recommended for making garments with a clean and even black color without significant variations or patterns?'</li></ul>                                                                               |
| Fabric ID 0645   | <ul><li>'What fabric is suitable for making versatile dresses with a fluid drape and stretchy feel?'</li><li>'What type of knit fabric is recommended for creating garments that require a fluid drape and some degree of elasticity?'</li><li>'Where can I find a vibrant red fabric with high saturation for making eye-catching garments?'</li></ul>                                                                           |
| Fabric ID 0756   | <ul><li>'What type of fabric is light grey with a cool undertone and has a soft, fluid drape?'</li><li>'What material is best for making comfortable and durable clothing suitable for regular wear?'</li><li>'Which fabric offers a combination of comfort, durability, and stretch for versatile garment applications?'</li></ul>                                                                                               |
| Fabric ID 0612   | <ul><li>'What fabric can I use to make comfortable and flexible activewear?'</li><li>'What type of fabric is best for making lightweight sweaters with a smooth texture?'</li><li>'What type of textile is best for making layering pieces for cooler climates?'</li></ul>                                                                                                                                                        |
| Fabric ID 0613   | <ul><li>'What textile is smooth with fine threads and a gentle drape?'</li><li>'What is the best fabric for creating breathable and comfortable dresses for warm weather?'</li><li>'What type of fabric is best for creating lightweight blouses with a soft drape?'</li></ul>                                                                                                                                                    |
| Fabric ID 0768   | <ul><li>"Which textile is lightweight and breathable, suitable for children's wear with a green and blue floral design?"</li><li>'Ideal textile for t-shirts that require a degree of stretchability'</li><li>'Which fabric is recommended for creating garments with moisture-wicking properties and a vibrant color palette?'</li></ul>                                                                                         |
| Fabric ID 0748   | <ul><li>'What type of fabric is this medium grey textile with a smooth drape and slight stretch?'</li><li>'What is the best fabric for making light sweaters that are durable and long-lasting?'</li><li>'What type of fabric is ideal for making everyday wear garments with a smooth texture and solid color?'</li></ul>                                                                                                        |
| Fabric ID 0528_1 | <ul><li>'What fabric is textured with fine loops and suitable for creating garments that require some structural qualities?'</li><li>'What fabric exhibits a brushed or fleeced finish and would be perfect for crafting cozy winter clothing?'</li><li>'What fabric is recommended for fall and winter activewear due to its warmth and comfort?'</li></ul>                                                                      |
| Fabric ID 0874   | <ul><li>'What is a versatile cotton fabric with fine to medium thread count, perfect for creating breathable garments for warm climates?'</li><li>'What fabric is ideal for making blouses and dresses with a simple, unadorned aesthetic?'</li><li>'What fabric is suitable for creating durable and versatile garments without unique finishes?'</li></ul>                                                                      |
| Fabric ID 0742   | <ul><li>'Looking for a fabric suitable for making lightweight jackets with a soft drape.'</li><li>'What type of fabric is commonly used in t-shirts for a comfortable and breathable feel?'</li><li>'What kind of textile weave is ideal for crafting casual t-shirts with some stretchability?'</li></ul>                                                                                                                        |
| Fabric ID 0769   | <ul><li>'Where can I find a knit fabric with a slightly textured surface and fine, soft feel that is comfortable for casual wear?'</li><li>'What fabric is versatile and comfortable for casual wear?'</li><li>'What knit fabric is ideal for making dresses that require a bit of stretch and versatility in styling?'</li></ul>                                                                                                 |
| Fabric ID 0770   | <ul><li>'What fabric would be suitable for making t-shirts that conform well to body shapes and have vibrant hues?'</li><li>'Where can I find a jersey knit fabric with a smooth texture and fine knit structure suitable for t-shirts?'</li><li>'What type of fabric is this deep purple floral patterned material made of?'</li></ul>                                                                                           |
| Fabric ID 0448   | <ul><li>'What is the best fabric for making clothing with moisture-wicking properties?'</li><li>'What type of fabric would be recommended for creating structured garments that also offer stretch and flexibility?'</li><li>'What is the best fabric for making clothing with moisture-wicking properties?'</li></ul>                                                                                                            |
| Fabric ID 0725   | <ul><li>'What type of textile is ideal for making spring and summer leggings with a smooth texture and stretchability?'</li><li>'Which fabric is lightweight and ideal for creating leggings that maintain their shape and offer flexibility?'</li><li>'What fabric composition is suitable for creating lightweight jackets that allow for movement and breathability?'</li></ul>                                                |
| Fabric ID 0579   | <ul><li>'What fabric is suitable for making blouses, dresses, skirts, and lightweight jackets?'</li><li>'What fabric with a smooth surface and medium weight is suitable for structured garments?'</li><li>'What fabric is durable and likely to maintain its color and shape well?'</li></ul>                                                                                                                                    |
| Fabric ID 0522   | <ul><li>'Which fabric is recommended for casual loungewear that needs to be both comfortable and resilient?'</li><li>'What is the best fabric blend for making soft and durable lightweight sweaters?'</li><li>'What type of fabric offers a good balance between performance and aesthetics for everyday wear?'</li></ul>                                                                                                        |
| Fabric ID 0578   | <ul><li>'What fabric has a plain weave pattern, smooth surface, and fine thread count with a slight sheen?'</li><li>'Is there a fabric with moderate strength and a smooth finish ideal for creating garments with soft silhouettes?'</li><li>'What fabric is 100% Rayon, lightweight, and ideal for creating garments with soft silhouettes?'</li></ul>                                                                          |
| Fabric ID 0526_1 | <ul><li>'What knit fabric would be suitable for making cozy apparel with warmth without excessive bulk?'</li><li>'Which fabric is best for creating casual wear with an understated aesthetic and versatile appeal?'</li><li>'What type of fabric is characterized by a melange of earthy tones with a heathered effect?'</li></ul>                                                                                               |
| Fabric ID 0733   | <ul><li>'Where can I find a vibrant blue fabric with consistent dye saturation for t-shirts and activewear?'</li><li>'What fabric is best for creating clothing with a consistent, even dye and some stretchability for comfort and durability?'</li><li>'Where can I find a knit fabric with vibrant blue color and a smooth, fine texture?'</li></ul>                                                                           |
| Fabric ID 0575_1 | <ul><li>'What type of polyester fabric offers a comfortable fit with a moderate drape for daily wear?'</li><li>'What fabric has a textured surface and slight elasticity for comfortable fit?'</li><li>'What type of textile is recommended for garments that require consistent saturation and evenness in color?'</li></ul>                                                                                                     |
| Fabric ID 0579_1 | <ul><li>'Which fabric is ideal for creating garments that can withstand regular wear and maintain their texture over time?'</li><li>'What type of fabric has a consistent grey hue with a subtle mottled appearance?'</li><li>'What polyester textile has a micro crinkle texture and fine threads?'</li></ul>                                                                                                                    |
| Fabric ID 0722   | <ul><li>'What knit textile is suitable for creating casual dresses with a fluid drape and soft texture?'</li><li>"I'm searching for a jersey knit fabric with durable, wrinkle-resistant properties for everyday wear, do you have any options?"</li><li>'What type of knit fabric is recommended for everyday apparel due to its comfort and ease of movement?'</li></ul>                                                        |
| Fabric ID 0614   | <ul><li>'What fabric is best for creating blouses with a clean and crisp appearance?'</li><li>'What type of fabric provides a combination of durability and practicality for everyday wear garments?'</li><li>"I'm looking for a fabric with a clean and crisp appearance that is durable and easy to care for, any suggestions?"</li></ul>                                                                                       |
| Fabric ID 0575   | <ul><li>'What fabric is appropriate for garments that require a hint of texture in the surface?'</li><li>'What type of fabric is suitable for creating structured jackets and trousers with a professional look?'</li><li>'What fabric is suitable for making medium-weight garments with a hint of roughness in texture?'</li></ul>                                                                                              |
| Fabric ID 0723   | <ul><li>'Interested in a fabric with stretch and recovery for making garments that require some elasticity and resilience?'</li><li>'Which fabric is recommended for creating durable clothing suitable for people with sensitive skin, featuring a smooth texture and vibrant blue color with white dots?'</li><li>'What fabric is recommended for making polka dot clothing with a smooth surface and vibrant color?'</li></ul> |
| Fabric ID 0598   | <ul><li>'What type of knit textile is recommended for creating layering pieces in solid, dark colors?'</li><li>'What is a versatile fabric for creating garments with a matte finish and uniform color?'</li><li>'Which fabric is suitable for activewear, leggings, and fitted tops due to its stretchability?'</li></ul>                                                                                                        |
| Fabric ID 0565   | <ul><li>"What type of fabric is ideal for making playful children's wear with a vibrant speckled pattern?"</li><li>'Which fabric is suitable for crafting garments that can hide wear and minor soiling due to its unique speckled pattern?'</li><li>'What fabric offers good recovery and fit due to elastane content?'</li></ul>                                                                                                |
| Fabric ID 0512   | <ul><li>'What is a medium weight textile with a soft drape for creating versatile garments?'</li><li>'What fabric is lightweight and breathable, perfect for making soft summer blouses?'</li><li>'Which fabric is suitable for making soft and comfortable shirts and blouses with a consistent light blue hue?'</li></ul>                                                                                                       |
| Fabric ID 0876   | <ul><li>'What type of fabric is suitable for apparel that requires both form and function?'</li><li>'Best fabric for creating statement pieces with a pop of color using a twill weave texture?'</li><li>'Which fabric has a slightly textured surface with medium fineness threads, ideal for structured garments?'</li></ul>                                                                                                    |
| Fabric ID 0856   | <ul><li>'What fabric would be best for making pants that maintain their shape while offering flexibility?'</li><li>'What fabric blend offers both comfort and durability for creating long-lasting clothing?'</li><li>'Which fabric is known for its simple yet durable qualities with no unique finishes?'</li></ul>                                                                                                             |
| Fabric ID 0608   | <ul><li>'What type of fabric is recommended for creating breathable and comfortable clothing for warm weather?'</li><li>'What fabric would be suitable for making lightweight sweaters with a ribbed texture and soft hand?'</li><li>'What type of fabric is best for making form-fitting t-shirts with a fluid drape?'</li></ul>                                                                                                 |
| Fabric ID 0573   | <ul><li>'What fabric blend offers durability and slight stretchability for structured yet comfortable dresses?'</li><li>'What fabric is durable yet versatile for various garment constructions?'</li><li>'What type of cloth is versatile for various seasons due to its weight and composition?'</li></ul>                                                                                                                      |
| Fabric ID 0880   | <ul><li>'Need medium weight cotton fabric for creating casual shirts with a balanced color scheme?'</li><li>'Looking for plain weave cotton fabric with a fine thread count and even color distribution?'</li><li>'Which textile is versatile for various seasons like spring and summer due to its lightness?'</li></ul>                                                                                                         |
| Fabric ID 0450   | <ul><li>'Looking for a fabric for casual apparel applications in mild to warm climates with consistent dyeing?'</li><li>'Which fabric blend is recommended for creating apparel with both breathability and a gentle flow?'</li><li>'Where can I purchase a bamboo-spandex blend fabric suitable for all-season clothing with moisture-wicking properties?'</li></ul>                                                             |
| Fabric ID 0459   | <ul><li>'What type of fabric is ideal for creating form-fitting tops with a fluid drape?'</li><li>'What fabric composition combines bamboo and Pret fibers for eco-friendly benefits?'</li><li>'What fabric can I use to make elegant and comfortable cardigans with stretch properties?'</li></ul>                                                                                                                               |
| Fabric ID 0564   | <ul><li>'What fabric is recommended for making lightweight garments with a smooth flow and gentle folds?'</li><li>'What type of knit fabric is ideal for creating dresses with moderate stretchability?'</li><li>'What textile composition includes elastane and bamboo for stretchability and comfort in casual apparel?'</li></ul>                                                                                              |
| Fabric ID 0731   | <ul><li>'What is the ideal textile for crafting activewear with moderate weight and stretch?'</li><li>'Where can I find a jersey knit textile with a soft texture and fine fibers for casual wear?'</li><li>'What is the recommended material for making activewear that allows for ease of movement?'</li></ul>                                                                                                                  |
| Fabric ID 0578_1 | <ul><li>'What is the recommended fabric for creating spring and summer wear with a focus on breathability?'</li><li>'Which textile is recommended for creating blouses, skirts, and other apparel due to its natural sheen and uniform texture?'</li><li>'What type of fabric has a consistent coloration and high level of saturation for apparel applications?'</li></ul>                                                       |
| Fabric ID 0855   | <ul><li>'Which fabric has a plain weave construction and a fine thread count for a smooth texture?'</li><li>'What fabric is durable and versatile for everyday wear?'</li><li>'What fabric can be used to make form-fitting clothing like dresses, thanks to its stretchability?'</li></ul>                                                                                                                                       |
| Fabric ID 0772   | <ul><li>'What fabric can I use to make casual dresses with a smooth texture and a lightweight feel?'</li><li>'What is a fabric with a tight structure and smooth drape ideal for making casual summer outfits?'</li><li>'What type of fabric is lightweight, breathable, and suitable for layering in variable climates?'</li></ul>                                                                                               |
| Fabric ID 0606   | <ul><li>'What fabric is a periwinkle blue color with medium saturation and no visible defects?'</li><li>'What fabric has a soft and smooth texture with fine threads and a knit pattern?'</li><li>'Searching for a fabric that is durable, breathable, and suitable for people with sensitive skin, any options?'</li></ul>                                                                                                       |
| Fabric ID 0596   | <ul><li>'Are there any fabrics with a simple weave pattern that offer stretchability for semi-fitted garments?'</li><li>'What is the best fabric for creating garments with a good balance of structure and elasticity?'</li><li>'What fabric is suitable for creating garments that require good stretchability and resilience?'</li></ul>                                                                                       |
| Fabric ID 0458   | <ul><li>'What type of fabric is commonly used in casual wear, loungewear, and active wear due to its durability and performance?'</li><li>'What type of fabric is suitable for creating comfortable loungewear and lightweight sweaters with a fine, smooth texture and good fabric care?'</li><li>'What is the best fabric for making active wear that offers breathability and performance?'</li></ul>                          |
| Fabric ID 0523_1 | <ul><li>'What material provides a fluid drape and enough structure for t-shirts and lounge pants?'</li><li>'What fabric should I choose for producing clothing with good colorfastness and ease of care in a polyester composition?'</li><li>'What is the best material for creating casual dresses with a medium weight drape and a mix of darker and lighter grey tones?'</li></ul>                                             |
| Fabric ID 0730   | <ul><li>'What is the best fabric for making comfortable and stretchy t-shirts with a casual aesthetic?'</li><li>'Where can I buy a knit fabric that is versatile in styling and functional qualities for a range of clothing?'</li><li>'What type of fabric is durable and suitable for everyday wear with a casual aesthetic?'</li></ul>                                                                                         |
| Fabric ID 0449   | <ul><li>'Which fabric contains bamboo and Spandex for creating comfortable casual dresses?'</li><li>'What fabric has a fluid drape and slight elasticity, suitable for summer dresses?'</li><li>'What is the recommended fabric for creating draped garments like dresses or tunics?'</li></ul>                                                                                                                                   |
| Fabric ID 0724   | <ul><li>'Which fabric is ideal for creating lightweight sweaters with a comfortable and breathable feel?'</li><li>'What type of fabric is ideal for making casual t-shirts with a vibrant striped pattern?'</li><li>'What is the recommended textile for making versatile garments that can be layered in cooler climates?'</li></ul>                                                                                             |
| Fabric ID 0734   | <ul><li>'What knit fabric is versatile for use in various seasons and holds its shape well?'</li><li>'What type of fabric is recommended for creating casual tops with a gentle, soft drape?'</li><li>'What fabric is suitable for making lightweight and comfortable casual tops for everyday wear?'</li></ul>                                                                                                                   |
| Fabric ID 0615   | <ul><li>'What fabric would be recommended for making moisture-wicking blouses suitable for warm climates?'</li><li>'What fabric would be apt for creating garments that require a fine, even weave structure?'</li><li>'What is a suitable fabric for creating drapery in light jackets with a slight sheen?'</li></ul>                                                                                                           |
| Fabric ID 0869   | <ul><li>'What type of cotton fabric is ideal for making shirts and blouses with a soft drape?'</li><li>'What textile has a slightly textured surface with a fine yet distinct weave?'</li><li>'Which cotton fabric is versatile and suitable for both menswear and womenswear?'</li></ul>                                                                                                                                         |
| Fabric ID 0864   | <ul><li>'Which fabric is breathable and soft to the touch, suitable for creating comfortable dresses?'</li><li>'Which fabric is recommended for making year-round garments with high color saturation?'</li><li>'What fabric can be used for making shirts, pants, and dresses that require a smooth drape and a hint of elasticity?'</li></ul>                                                                                   |
| Fabric ID 0616   | <ul><li>'Which fabric is ideal for creating spring and summer collections with a soft touch and lightweight feel?'</li><li>'What textile is known for its easy care and durability in garment construction?'</li><li>'What type of fabric is best suited for creating blouses with a flowing drape and smooth texture?'</li></ul>                                                                                                 |
| Fabric ID 0866   | <ul><li>'Which fabric is durable, resilient, and has a slight give due to the Spandex content?'</li><li>'What fabric has a consistent charcoal gray hue with a matte finish and a twill weave pattern?'</li><li>'What fabric is recommended for making form-fitting jackets that are both durable and breathable?'</li></ul>                                                                                                      |
| Fabric ID 0601   | <ul><li>'What fabric would be suitable for creating draped skirts with a smooth surface and stretchability?'</li><li>'What is the best textile for creating draped skirts with a subtle iridescence?'</li><li>'Searching for a fabric with a smooth texture and slight shimmer effect for draped skirts?'</li></ul>                                                                                                               |
| Fabric ID 0618   | <ul><li>'What fabric has a soft drape and gentle folds, making it perfect for creating flowy and comfortable spring and summer dresses?'</li><li>'What type of knit fabric offers good resistance to wrinkles and shrinkage for practical everyday wear?'</li><li>'Searching for a polyester knit fabric with a consistent hue and saturation for making versatile and adaptable garments.'</li></ul>                             |
| Fabric ID 0773   | <ul><li>'Which fabric is versatile and suitable for creating durable garments for everyday wear?'</li><li>'What fabric is suitable for making casual wear like t-shirts, dresses, and tops?'</li><li>'What fabric is known for its stable weave with a small percentage of elastane for comfort and durability?'</li></ul>                                                                                                        |

## Evaluation

### Metrics
| Label   | Accuracy |
|:--------|:---------|
| **all** | 0.3837   |

## 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("Jazielinho/fabric_model_1")
# Run inference
preds = model("What fabric has a comfortable feel and is suitable for people with sensitive skin?")
```

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## Training Details

### Training Set Metrics
| Training set | Min | Median  | Max |
|:-------------|:----|:--------|:----|
| Word count   | 7   | 15.4858 | 30  |

| Label            | Training Sample Count |
|:-----------------|:----------------------|
| Fabric ID 0447   | 39                    |
| Fabric ID 0448   | 40                    |
| Fabric ID 0449   | 41                    |
| Fabric ID 0450   | 32                    |
| Fabric ID 0453   | 37                    |
| Fabric ID 0455   | 33                    |
| Fabric ID 0456   | 36                    |
| Fabric ID 0458   | 40                    |
| Fabric ID 0459   | 30                    |
| Fabric ID 0462   | 36                    |
| Fabric ID 0462_1 | 42                    |
| Fabric ID 0512   | 38                    |
| Fabric ID 0513   | 39                    |
| Fabric ID 0522   | 43                    |
| Fabric ID 0523_1 | 41                    |
| Fabric ID 0526_1 | 41                    |
| Fabric ID 0527_1 | 35                    |
| Fabric ID 0528_1 | 42                    |
| Fabric ID 0564   | 40                    |
| Fabric ID 0565   | 43                    |
| Fabric ID 0571   | 44                    |
| Fabric ID 0573   | 36                    |
| Fabric ID 0573_1 | 37                    |
| Fabric ID 0575   | 40                    |
| Fabric ID 0575_1 | 44                    |
| Fabric ID 0576_1 | 42                    |
| Fabric ID 0578   | 41                    |
| Fabric ID 0578_1 | 38                    |
| Fabric ID 0579   | 41                    |
| Fabric ID 0579_1 | 46                    |
| Fabric ID 0596   | 41                    |
| Fabric ID 0598   | 38                    |
| Fabric ID 0600   | 40                    |
| Fabric ID 0601   | 39                    |
| Fabric ID 0606   | 41                    |
| Fabric ID 0608   | 44                    |
| Fabric ID 0612   | 45                    |
| Fabric ID 0613   | 40                    |
| Fabric ID 0614   | 37                    |
| Fabric ID 0615   | 44                    |
| Fabric ID 0616   | 39                    |
| Fabric ID 0618   | 42                    |
| Fabric ID 0645   | 36                    |
| Fabric ID 0719_1 | 43                    |
| Fabric ID 0722   | 42                    |
| Fabric ID 0723   | 37                    |
| Fabric ID 0724   | 41                    |
| Fabric ID 0725   | 44                    |
| Fabric ID 0730   | 36                    |
| Fabric ID 0731   | 40                    |
| Fabric ID 0733   | 43                    |
| Fabric ID 0734   | 44                    |
| Fabric ID 0735   | 39                    |
| Fabric ID 0736   | 38                    |
| Fabric ID 0742   | 38                    |
| Fabric ID 0745   | 43                    |
| Fabric ID 0748   | 41                    |
| Fabric ID 0756   | 44                    |
| Fabric ID 0768   | 40                    |
| Fabric ID 0769   | 41                    |
| Fabric ID 0770   | 35                    |
| Fabric ID 0772   | 43                    |
| Fabric ID 0773   | 41                    |
| Fabric ID 0855   | 43                    |
| Fabric ID 0856   | 37                    |
| Fabric ID 0859   | 41                    |
| Fabric ID 0862   | 36                    |
| Fabric ID 0863   | 38                    |
| Fabric ID 0864   | 42                    |
| Fabric ID 0866   | 41                    |
| Fabric ID 0869   | 39                    |
| Fabric ID 0873   | 43                    |
| Fabric ID 0874   | 34                    |
| Fabric ID 0876   | 40                    |
| Fabric ID 0880   | 41                    |

### Training Hyperparameters
- batch_size: (256, 256)
- num_epochs: (20, 20)
- max_steps: -1
- sampling_strategy: undersampling
- 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
- seed: 42
- eval_max_steps: -1
- load_best_model_at_end: True

### Training Results
| Epoch   | Step     | Training Loss | Validation Loss |
|:-------:|:--------:|:-------------:|:---------------:|
| 0.0021  | 1        | 0.2732        | -               |
| 0.1040  | 50       | 0.2348        | -               |
| 0.2079  | 100      | 0.2277        | -               |
| 0.3119  | 150      | 0.2419        | -               |
| 0.4158  | 200      | 0.2401        | -               |
| 0.5198  | 250      | 0.2367        | -               |
| 0.6237  | 300      | 0.237         | -               |
| 0.7277  | 350      | 0.2372        | -               |
| 0.8316  | 400      | 0.2283        | -               |
| 0.9356  | 450      | 0.223         | -               |
| 1.0     | 481      | -             | 0.207           |
| 1.0395  | 500      | 0.2075        | -               |
| 1.1435  | 550      | 0.2162        | -               |
| 1.2474  | 600      | 0.1984        | -               |
| 1.3514  | 650      | 0.2173        | -               |
| 1.4553  | 700      | 0.2154        | -               |
| 1.5593  | 750      | 0.1912        | -               |
| 1.6632  | 800      | 0.2014        | -               |
| 1.7672  | 850      | 0.1866        | -               |
| 1.8711  | 900      | 0.1933        | -               |
| 1.9751  | 950      | 0.1821        | -               |
| 2.0     | 962      | -             | 0.1863          |
| 2.0790  | 1000     | 0.1607        | -               |
| 2.1830  | 1050     | 0.1544        | -               |
| 2.2869  | 1100     | 0.1624        | -               |
| 2.3909  | 1150     | 0.1586        | -               |
| 2.4948  | 1200     | 0.1445        | -               |
| 2.5988  | 1250     | 0.1662        | -               |
| 2.7027  | 1300     | 0.1515        | -               |
| 2.8067  | 1350     | 0.158         | -               |
| 2.9106  | 1400     | 0.1316        | -               |
| **3.0** | **1443** | **-**         | **0.1824**      |
| 3.0146  | 1450     | 0.138         | -               |
| 3.1185  | 1500     | 0.1414        | -               |
| 3.2225  | 1550     | 0.1249        | -               |
| 3.3264  | 1600     | 0.1336        | -               |
| 3.4304  | 1650     | 0.1249        | -               |
| 3.5343  | 1700     | 0.1308        | -               |
| 3.6383  | 1750     | 0.1088        | -               |
| 3.7422  | 1800     | 0.122         | -               |
| 3.8462  | 1850     | 0.1029        | -               |
| 3.9501  | 1900     | 0.1065        | -               |
| 4.0     | 1924     | -             | 0.1836          |
| 4.0541  | 1950     | 0.1133        | -               |
| 4.1580  | 2000     | 0.1102        | -               |
| 4.2620  | 2050     | 0.1209        | -               |
| 4.3659  | 2100     | 0.1054        | -               |
| 4.4699  | 2150     | 0.0874        | -               |
| 4.5738  | 2200     | 0.0896        | -               |
| 4.6778  | 2250     | 0.1104        | -               |
| 4.7817  | 2300     | 0.0912        | -               |
| 4.8857  | 2350     | 0.0766        | -               |
| 4.9896  | 2400     | 0.0778        | -               |
| 5.0     | 2405     | -             | 0.1952          |
| 5.0936  | 2450     | 0.114         | -               |
| 5.1975  | 2500     | 0.0869        | -               |
| 5.3015  | 2550     | 0.0912        | -               |
| 5.4054  | 2600     | 0.103         | -               |
| 5.5094  | 2650     | 0.0748        | -               |
| 5.6133  | 2700     | 0.0911        | -               |
| 5.7173  | 2750     | 0.0721        | -               |
| 5.8212  | 2800     | 0.0964        | -               |
| 5.9252  | 2850     | 0.0712        | -               |
| 6.0     | 2886     | -             | 0.1938          |
| 6.0291  | 2900     | 0.0831        | -               |
| 6.1331  | 2950     | 0.0924        | -               |
| 6.2370  | 3000     | 0.0862        | -               |
| 6.3410  | 3050     | 0.0725        | -               |
| 6.4449  | 3100     | 0.0828        | -               |
| 6.5489  | 3150     | 0.0645        | -               |
| 6.6528  | 3200     | 0.0741        | -               |
| 6.7568  | 3250     | 0.0589        | -               |
| 6.8607  | 3300     | 0.075         | -               |
| 6.9647  | 3350     | 0.075         | -               |
| 7.0     | 3367     | -             | 0.2016          |
| 7.0686  | 3400     | 0.0893        | -               |
| 7.1726  | 3450     | 0.0727        | -               |
| 7.2765  | 3500     | 0.0669        | -               |
| 7.3805  | 3550     | 0.0702        | -               |
| 7.4844  | 3600     | 0.0636        | -               |
| 7.5884  | 3650     | 0.0605        | -               |
| 7.6923  | 3700     | 0.0707        | -               |
| 7.7963  | 3750     | 0.0597        | -               |
| 7.9002  | 3800     | 0.0577        | -               |
| 8.0     | 3848     | -             | 0.2067          |
| 8.0042  | 3850     | 0.0515        | -               |
| 8.1081  | 3900     | 0.0686        | -               |
| 8.2121  | 3950     | 0.0587        | -               |
| 8.3160  | 4000     | 0.057         | -               |
| 8.4200  | 4050     | 0.0693        | -               |
| 8.5239  | 4100     | 0.0812        | -               |
| 8.6279  | 4150     | 0.0592        | -               |
| 8.7318  | 4200     | 0.07          | -               |
| 8.8358  | 4250     | 0.064         | -               |
| 8.9397  | 4300     | 0.0503        | -               |
| 9.0     | 4329     | -             | 0.2122          |
| 9.0437  | 4350     | 0.0489        | -               |
| 9.1476  | 4400     | 0.0602        | -               |
| 9.2516  | 4450     | 0.0673        | -               |
| 9.3555  | 4500     | 0.0665        | -               |
| 9.4595  | 4550     | 0.0672        | -               |
| 9.5634  | 4600     | 0.07          | -               |
| 9.6674  | 4650     | 0.042         | -               |
| 9.7713  | 4700     | 0.0656        | -               |
| 9.8753  | 4750     | 0.0557        | -               |
| 9.9792  | 4800     | 0.0648        | -               |
| 10.0    | 4810     | -             | 0.215           |
| 10.0832 | 4850     | 0.0455        | -               |
| 10.1871 | 4900     | 0.0668        | -               |
| 10.2911 | 4950     | 0.0453        | -               |
| 10.3950 | 5000     | 0.0555        | -               |
| 10.4990 | 5050     | 0.0679        | -               |
| 10.6029 | 5100     | 0.0516        | -               |
| 10.7069 | 5150     | 0.0448        | -               |
| 10.8108 | 5200     | 0.0458        | -               |
| 10.9148 | 5250     | 0.0544        | -               |
| 11.0    | 5291     | -             | 0.2172          |
| 11.0187 | 5300     | 0.0453        | -               |
| 11.1227 | 5350     | 0.0442        | -               |
| 11.2266 | 5400     | 0.0396        | -               |
| 11.3306 | 5450     | 0.0507        | -               |
| 11.4345 | 5500     | 0.0515        | -               |
| 11.5385 | 5550     | 0.0503        | -               |
| 11.6424 | 5600     | 0.0521        | -               |
| 11.7464 | 5650     | 0.0551        | -               |
| 11.8503 | 5700     | 0.0572        | -               |
| 11.9543 | 5750     | 0.0604        | -               |
| 12.0    | 5772     | -             | 0.2245          |
| 12.0582 | 5800     | 0.0445        | -               |
| 12.1622 | 5850     | 0.0564        | -               |
| 12.2661 | 5900     | 0.0449        | -               |
| 12.3701 | 5950     | 0.0502        | -               |
| 12.4740 | 6000     | 0.0517        | -               |
| 12.5780 | 6050     | 0.0426        | -               |
| 12.6819 | 6100     | 0.0386        | -               |
| 12.7859 | 6150     | 0.0446        | -               |
| 12.8898 | 6200     | 0.0574        | -               |
| 12.9938 | 6250     | 0.0546        | -               |
| 13.0    | 6253     | -             | 0.223           |
| 13.0977 | 6300     | 0.0381        | -               |
| 13.2017 | 6350     | 0.047         | -               |
| 13.3056 | 6400     | 0.0425        | -               |
| 13.4096 | 6450     | 0.0445        | -               |
| 13.5135 | 6500     | 0.056         | -               |
| 13.6175 | 6550     | 0.0533        | -               |
| 13.7214 | 6600     | 0.0466        | -               |
| 13.8254 | 6650     | 0.0506        | -               |
| 13.9293 | 6700     | 0.0402        | -               |
| 14.0    | 6734     | -             | 0.2238          |
| 14.0333 | 6750     | 0.0375        | -               |
| 14.1372 | 6800     | 0.0447        | -               |
| 14.2412 | 6850     | 0.0584        | -               |
| 14.3451 | 6900     | 0.0348        | -               |
| 14.4491 | 6950     | 0.0459        | -               |
| 14.5530 | 7000     | 0.0465        | -               |
| 14.6570 | 7050     | 0.0421        | -               |
| 14.7609 | 7100     | 0.0537        | -               |
| 14.8649 | 7150     | 0.041         | -               |
| 14.9688 | 7200     | 0.0281        | -               |
| 15.0    | 7215     | -             | 0.2247          |
| 15.0728 | 7250     | 0.0431        | -               |
| 15.1767 | 7300     | 0.039         | -               |
| 15.2807 | 7350     | 0.0408        | -               |
| 15.3846 | 7400     | 0.048         | -               |
| 15.4886 | 7450     | 0.0354        | -               |
| 15.5925 | 7500     | 0.0626        | -               |
| 15.6965 | 7550     | 0.0396        | -               |
| 15.8004 | 7600     | 0.045         | -               |
| 15.9044 | 7650     | 0.0432        | -               |
| 16.0    | 7696     | -             | 0.2246          |
| 16.0083 | 7700     | 0.0385        | -               |
| 16.1123 | 7750     | 0.0368        | -               |
| 16.2162 | 7800     | 0.0628        | -               |
| 16.3202 | 7850     | 0.035         | -               |
| 16.4241 | 7900     | 0.0264        | -               |
| 16.5281 | 7950     | 0.0275        | -               |
| 16.6320 | 8000     | 0.0383        | -               |
| 16.7360 | 8050     | 0.0469        | -               |
| 16.8399 | 8100     | 0.0445        | -               |
| 16.9439 | 8150     | 0.0357        | -               |
| 17.0    | 8177     | -             | 0.2268          |
| 17.0478 | 8200     | 0.0456        | -               |
| 17.1518 | 8250     | 0.053         | -               |
| 17.2557 | 8300     | 0.0498        | -               |
| 17.3597 | 8350     | 0.0368        | -               |
| 17.4636 | 8400     | 0.0473        | -               |
| 17.5676 | 8450     | 0.0422        | -               |
| 17.6715 | 8500     | 0.0362        | -               |
| 17.7755 | 8550     | 0.0292        | -               |
| 17.8794 | 8600     | 0.0431        | -               |
| 17.9834 | 8650     | 0.0412        | -               |
| 18.0    | 8658     | -             | 0.2276          |
| 18.0873 | 8700     | 0.0655        | -               |
| 18.1913 | 8750     | 0.0405        | -               |
| 18.2952 | 8800     | 0.0455        | -               |
| 18.3992 | 8850     | 0.0324        | -               |
| 18.5031 | 8900     | 0.038         | -               |
| 18.6071 | 8950     | 0.0315        | -               |
| 18.7110 | 9000     | 0.0468        | -               |
| 18.8150 | 9050     | 0.0451        | -               |
| 18.9189 | 9100     | 0.032         | -               |
| 19.0    | 9139     | -             | 0.2268          |
| 19.0229 | 9150     | 0.0371        | -               |
| 19.1268 | 9200     | 0.0439        | -               |
| 19.2308 | 9250     | 0.0472        | -               |
| 19.3347 | 9300     | 0.0362        | -               |
| 19.4387 | 9350     | 0.0341        | -               |
| 19.5426 | 9400     | 0.036         | -               |
| 19.6466 | 9450     | 0.0382        | -               |
| 19.7505 | 9500     | 0.0288        | -               |
| 19.8545 | 9550     | 0.04          | -               |
| 19.9584 | 9600     | 0.0277        | -               |
| 20.0    | 9620     | -             | 0.2277          |

* The bold row denotes the saved checkpoint.
### Framework Versions
- Python: 3.10.12
- SetFit: 1.0.3
- Sentence Transformers: 2.7.0
- Transformers: 4.40.1
- PyTorch: 2.2.1+cu121
- Datasets: 2.19.0
- Tokenizers: 0.19.1

## 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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