mamba_text_classification

toan-ly/mamba_text_classification

mamba_text_classification is a machine learning model from toan-ly. Use it for the machine learning task on the model card, and read the license before you ship it in a product. It is set up for transformers.

should probably proofread and complete it, then remove this comment. --

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At a glance

Library: transformers
Access: Public
Created: Jun 17, 2024
Updated: Jun 17, 2024
SHA: 82cef4e1

Model card

From the Hugging Face model README

mamba_text_classification

This model was trained from scratch on an unknown dataset. It achieves the following results on the evaluation set:

Loss: 0.2245
Accuracy: 0.9426

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

learning_rate: 5e-05
train_batch_size: 4
eval_batch_size: 16
seed: 42
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: cosine
lr_scheduler_warmup_ratio: 0.01
num_epochs: 1

Training results

Training Loss	Epoch	Step	Validation Loss	Accuracy
0.4457	0.1	625	0.3369	0.8854
0.3761	0.2	1250	0.2416	0.9246
0.2872	0.3	1875	0.3062	0.923
0.318	0.4	2500	0.2761	0.9198
0.2845	0.5	3125	0.2261	0.9398
0.2829	0.6	3750	0.2356	0.941
0.2431	0.7	4375	0.2351	0.9416
0.2407	0.8	5000	0.2303	0.9418
0.2174	0.9	5625	0.2257	0.9426
0.2454	1.0	6250	0.2245	0.9426

Framework versions

Transformers 4.41.2
Pytorch 2.3.0+cu121
Datasets 2.20.0
Tokenizers 0.19.1

Library: transformers
Created: Jun 17, 2024
Updated: Jun 17, 2024