mamba-text-classification huggingface.co api & date3k2 mamba-text-classification github AI Model

Introduction of mamba-text-classification

Model Details of mamba-text-classification

mamba-text-classification

This model is a fine-tuned version of state-spaces/mamba-130m-hf on imdb dataset. It achieves the following results on the evaluation set:

Loss: 0.3637
Accuracy: 0.9454
F1: 0.9454
Recall: 0.9461
Precision: 0.9447

Training hyperparameters

The following hyperparameters were used during training:

learning_rate: 5e-05
train_batch_size: 8
eval_batch_size: 32
seed: 42
gradient_accumulation_steps: 4
total_train_batch_size: 32
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: cosine
num_epochs: 5

Training results

Training Loss	Epoch	Step	Validation Loss	Accuracy	F1	Recall	Precision
0.1731	0.9997	781	0.1553	0.9425	0.9427	0.9462	0.9393
0.1316	1.9994	1562	0.1970	0.9319	0.9294	0.8974	0.9639
0.0224	2.9990	2343	0.3137	0.9454	0.9455	0.9479	0.9432
0.0002	4.0	3125	0.3501	0.9449	0.9450	0.9470	0.9431
0.0004	4.9984	3905	0.3637	0.9454	0.9454	0.9461	0.9447

Framework versions

Transformers 4.41.0
Pytorch 2.2.2+cu121
Datasets 2.19.1
Tokenizers 0.19.1

Runs of date3k2 mamba-text-classification on huggingface.co

Total runs

24-hour runs

3-day runs

7-day runs

30-day runs

More Information About mamba-text-classification huggingface.co Model

mamba-text-classification huggingface.co

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mamba-text-classification huggingface.co Url

https://huggingface.co/date3k2/mamba-text-classification

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date3k2 mamba-text-classification online free url in huggingface.co:

https://huggingface.co/date3k2/mamba-text-classification

mamba-text-classification install

mamba-text-classification is an open source model from GitHub that offers a free installation service, and any user can find mamba-text-classification on GitHub to install. At the same time, huggingface.co provides the effect of mamba-text-classification install, users can directly use mamba-text-classification installed effect in huggingface.co for debugging and trial. It also supports api for free installation.