mamba_130m_imdb_classification

alamgirqazi/mamba_130m_imdb_classification

mamba_130m_imdb_classification is a machine learning model from alamgirqazi. Use it for the machine learning task on the model card, and read the license before you ship it in a product.

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

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Hugging Face

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At a glance

Access: Public
Created: Oct 14, 2024
Updated: Oct 15, 2024
SHA: ba3ab77a

Model card

From the Hugging Face model README

mamba_370m_imdb_classification

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

Loss: 0.5286
Accuracy: 0.712

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
mixed_precision_training: Native AMP

Training results

Training Loss	Epoch	Step	Validation Loss	Accuracy
0.1109	0.1	625	0.4201	0.852
0.9532	0.2	1250	0.3804	0.868
0.9931	0.3	1875	0.3834	0.868
0.3804	0.4	2500	0.3582	0.856
0.0376	0.5	3125	1.3456	0.64
0.8743	0.6	3750	0.3655	0.86
0.3276	0.7	4375	0.4749	0.764
0.3498	0.8	5000	0.5178	0.796
0.4449	0.9	5625	0.5278	0.728
0.6826	1.0	6250	0.5286	0.712

Framework versions

Transformers 4.40.2
Pytorch 2.4.1+cu121
Datasets 3.0.1
Tokenizers 0.19.1

Created: Oct 14, 2024
Updated: Oct 15, 2024