from setfit import SetFitModel

# Download from the 🤗 Hub
model = SetFitModel.from_pretrained("setfit_model_id")
# Run inference
preds = model("Moderate pleural effusion and patchy consolidation in bilateral lung bases.")

Training Details

Training Set Metrics

Training set	Min	Median	Max
Word count	7	17.5143	53

Training Hyperparameters

batch_size: (8, 8)
num_epochs: (10, 10)
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
0.0096	1	0.1417	-
0.4808	50	0.1824	-
0.9615	100	0.1083	-
1.4423	150	0.0817	-
1.9231	200	0.0777	-
2.4038	250	0.0636	-
2.8846	300	0.0649	-
3.3654	350	0.0603	-
3.8462	400	0.0713	-
4.3269	450	0.0507	-
4.8077	500	0.0569	-
5.2885	550	0.0553	-
5.7692	600	0.0614	-
6.25	650	0.0512	-
6.7308	700	0.0559	-
7.2115	750	0.0512	-
7.6923	800	0.0464	-
8.1731	850	0.0547	-
8.6538	900	0.0455	-
9.1346	950	0.0524	-
9.6154	1000	0.0526	-

Framework Versions

Python: 3.11.11
SetFit: 1.1.2
Sentence Transformers: 4.0.2
Transformers: 4.51.2
PyTorch: 2.6.0
Datasets: 3.5.0
Tokenizers: 0.21.1

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}
}

BarryRL/test_rad_bert

SetFit

Model Details

Model Description

Model Sources

Uses

Direct Use for Inference

Training Details

Training Set Metrics

Training Hyperparameters

Training Results

Framework Versions

Citation

BibTeX

BarryRL/
test_rad_bert