metadata

library_name: setfit
tags:
  - setfit
  - sentence-transformers
  - text-classification
  - generated_from_setfit_trainer
metrics:
  - accuracy
widget:
  - text: frais douane import vehicule usa carte usd commission
  - text: debit automatique assurance chien fido protect
  - text: facture carte du cabinet architecte plan maison est carte
  - text: achat le monde des oiseaux carte
  - text: abonnement mensuel salle de sport life fitness club carte
pipeline_tag: text-classification
inference: true
model-index:
  - name: SetFit
    results:
      - task:
          type: text-classification
          name: Text Classification
        dataset:
          name: Unknown
          type: unknown
          split: test
        metrics:
          - type: accuracy
            value: 0.18181818181818182
            name: Accuracy

SetFit

This is a SetFit model that can be used for Text Classification. A LogisticRegression instance is used for classification.

The model has been trained using an efficient few-shot learning technique that involves:

Fine-tuning a Sentence Transformer with contrastive learning.
Training a classification head with features from the fine-tuned Sentence Transformer.

Model Details

Model Description

Model Type: SetFit
Classification head: a LogisticRegression instance
Maximum Sequence Length: 128 tokens
Number of Classes: 44 classes

Model Sources

Repository: SetFit on GitHub
Paper: Efficient Few-Shot Learning Without Prompts
Blogpost: SetFit: Efficient Few-Shot Learning Without Prompts

Model Labels

Label	Examples
Shopping / electronics & multimedia	'achat amazon eu s a r l carte lux' 'retrait achat b h photo carte usa usd commission'
Other / kids	'paiement carte babyland equipements carte' 'achat carte couture kids atelier carte'
Bank services / other	'paiement frais demande rib iban supplémentaires carte' 'frais emission chequier carte'
Housing / rent	'paiement loyer maison campagne carte' 'prlv sepa sarl habitatplus loyer mars carte'
Transportation / other	'abonnement annual parking municipal villetown carte' 'frais douane import vehicule usa carte usd commission'
Bank services / transfers	'reception transfert remboursement prêt amis carte' 'transfer location vacances famille roux carte'
Investment / retirement & savings	'investissement fonds de pension carte' 'souscription sicav monétaire retraite carte'
Other / taxes	'contribution sociales csg crds securite soc frsso' 'prelevement impots sur le revenu fiscale fr'
Healthy & Beauty / other	'achat en ligne produits aromatherapie naturesence carte' 'session floating therapie apezen carte'
Investment / securities	'achat obligations tesla carte usd' 'transaction opcvm european funds carte'
Housing / other	'facture carte du ikea velizy carte' 'prlv sepa du alarmes securitas direct'
Housing / house loan	'prelevement sepa pret habitation hsbc france' 'remboursement emprunt immobilier caisse d epargne echeance'
Housing / utilities & bills	'prlv sepa free mobile' 'prlv sepa total direct energie elec'
Bank services / general fees	'frais operation non europeenne carte' 'commission intervention depassement decouvert'
Leisure & Entertainment / culture & events	'facture carte du opera de paris carte' 'reservation carte nuit des musees carte'
Transportation / taxi & carpool	'prlv sepa lyft carte usa usd commission' 'facture carte du yandex taxi moscow carte rus rub commission'
Shopping / other	'prlv sepa amzn mktp fr mjk amz com bill lu carte' 'achat arts et decoration bleneau carte'
Recurrent Payments / loans	'retrait auto emma pret familial emmaprt carte' 'virement sortant lcl pret travaux rth'
Healthy & Beauty / doctor fees	'paiement cabinet kinesitherapie dubois carte' 'prlv sepa cabinet dermatologie dupont frzzz cdc hjke'
Bank services / withdrawal	'retrait dab banque express toulouse carte fr' 'retrait dab banque rapide clermont ferrand carte fr commission'
Other / other	'achat billets loterie nationale' 'cotisation associative lumieres de la ville'
Healthy & Beauty / pharmacy	'paiement pharmacie du parc carte' 'achat pharmacie du centre ville carte'
Transportation / fuel	'reglement carbu elf bordeaux carte' 'prlv automatique station total nantes'
Shopping / sporting goods	'achat en ligne sport fr carte' 'achat reebok fitness bordeaux carte'
Food & Drinks / groceries	'prlv sepa marche local de provence carte' 'facture carte du magasin asiatique lee carte'
Other / pets	'debit automatique assurance chien fido protect' 'achat le monde des oiseaux carte'
Investment / real estate	'renovation maison nanterre carte' 'facture carte du cabinet architecte plan maison est carte'
Shopping / clothing	'achat primark lyon carte' 'achat zara carte esp'
Shopping / housing equipment	'paiement par carte decathlon pour camping carte' 'paiement par carte zara home paris carte'
Transportation / maitenance	'facture carte batteries et plus marseille carte' 'prlv sepa atelier mécanique avancée limoges annuelle'
Recurrent Payments / other	'cotisation annuelle club échecs rois et pions date' 'souscription mensuelle plateforme éducative kidlearn carte date'
Recurrent Payments / insurance	'prelevement sepa assurance multirisque pro mma' 'prélèvement mensuel assurance collective cnp'
Healthy & Beauty / veterinary	'paiement facture chien veterinaire des lilas carte' 'soins dentaires cheval equivet clinic strasbourg carte'
Transportation / public transportation	'achat titres v ville de lille carte' 'billet rer versailles ratp carte'
Healthy & Beauty / beauty & self-care	'facture carte du salon manucure instant beaute carte' 'achat parfumerie senteurs du monde carte'
Leisure & Entertainment / other	'achat carte du netflix carte' 'facture carte du hbo max carte usa'
Food & Drinks / eating out	'facture carte du cafeteria los amigos carte spa' 'facture carte du le petit cafe carte'
Housing / services & maintenance	'virement recu soldes tuyauterie moderne' 'prlv sepa chauffage central bernier'
Leisure & Entertainment / travel	'prlv sepa eurostar' 'virement recu airbnb stay paris frzzz date'
Leisure & Entertainment / sports & hobbies	'paiement en ligne du nike com carte usd commission' 'achat en magasin du rebel sport carte aud'
Investment / other	'participation crowdfunding waterclean projet' 'achat actions ia revolution carte'
Transportation / car loan & leasing	'prlv sepa dacia lodgy crdit auto' 'prelevement mensuel mercedes classe a financement frzzzmerce'
Recurrent Payments / subscription	'facture carte du amazon prime carte' 'abonnement mensuel salle de sport life fitness club carte'
Food & Drinks / other	'debit epicerie bio vitanature carte' 'payment carte salon de thé carte'

Evaluation

Metrics

Label	Accuracy
all	0.1818

Uses

Direct Use for Inference

First install the SetFit library:

pip install setfit

Then you can load this model and run inference.

from setfit import SetFitModel

# Download from the 🤗 Hub
model = SetFitModel.from_pretrained("HEN10/setfit-particular-transaction-solon-embeddings-labels-large-kaggle-automatisation-v1")
# Run inference
preds = model("achat le monde des oiseaux carte")

Training Details

Training Set Metrics

Training set	Min	Median	Max
Word count	3	6.2727	11

Label	Training Sample Count
Housing / rent	2
Housing / house loan	2
Housing / utilities & bills	2
Housing / services & maintenance	2
Housing / other	2
Food & Drinks / groceries	2
Food & Drinks / eating out	2
Food & Drinks / other	2
Leisure & Entertainment / sports & hobbies	2
Leisure & Entertainment / culture & events	2
Leisure & Entertainment / travel	2
Leisure & Entertainment / other	2
Transportation / car loan & leasing	2
Transportation / fuel	2
Transportation / public transportation	2
Transportation / taxi & carpool	2
Transportation / maitenance	2
Transportation / other	2
Recurrent Payments / loans	2
Recurrent Payments / insurance	2
Recurrent Payments / subscription	2
Recurrent Payments / other	2
Investment / securities	2
Investment / retirement & savings	2
Investment / real estate	2
Investment / other	2
Shopping / clothing	2
Shopping / electronics & multimedia	2
Shopping / sporting goods	2
Shopping / housing equipment	2
Shopping / other	2
Healthy & Beauty / doctor fees	2
Healthy & Beauty / pharmacy	2
Healthy & Beauty / beauty & self-care	2
Healthy & Beauty / veterinary	2
Healthy & Beauty / other	2
Bank services / transfers	2
Bank services / withdrawal	2
Bank services / general fees	2
Bank services / other	2
Other / taxes	2
Other / kids	2
Other / pets	2
Other / other	2

Training Hyperparameters

batch_size: (16, 16)
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: True
use_amp: False
warmup_proportion: 0.1
seed: 6
eval_max_steps: -1
load_best_model_at_end: False

Training Results

Epoch	Step	Training Loss	Validation Loss
0.0021	1	0.1221	-
0.1057	50	0.1337	-
0.2114	100	0.0617	-
0.3171	150	0.0397	-
0.4228	200	0.0377	-
0.5285	250	0.0133	-
0.6342	300	0.012	-
0.7400	350	0.0191	-
0.8457	400	0.0118	-
0.9514	450	0.0083	-

Framework Versions

Python: 3.10.13
SetFit: 1.0.3
Sentence Transformers: 2.6.1
Transformers: 4.39.3
PyTorch: 2.1.2+cpu
Datasets: 2.17.0
Tokenizers: 0.15.2

Citation

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}
}