vilt-b32-mlm-mami

Bainbridge/vilt-b32-mlm-mami

vilt-b32-mlm-mami is a machine learning model from Bainbridge. 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. The card lists the license as apache-2.0.

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

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At a glance

Library: transformers
License: apache-2.0
Model type: vilt
Access: Public
Created: Jul 22, 2023
Updated: Jul 22, 2023
SHA: a61650eb

Model card

From the Hugging Face model README

vilt-b32-mlm-mami

This model is a fine-tuned version of dandelin/vilt-b32-mlm on the MAMI dataset. It achieves the following results on the evaluation set:

Loss: 0.5796
F1: 0.7899

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: 1e-05
train_batch_size: 32
eval_batch_size: 16
seed: 42
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
lr_scheduler_warmup_ratio: 0.1
num_epochs: 10.0

Training results

Training Loss	Epoch	Step	Validation Loss	F1
0.6898	0.48	100	0.6631	0.6076
0.5824	0.96	200	0.5055	0.7545
0.4306	1.44	300	0.4586	0.7861
0.4207	1.91	400	0.4439	0.7927
0.3055	2.39	500	0.4912	0.7949
0.2582	2.87	600	0.4921	0.7873
0.1875	3.35	700	0.5796	0.7899

Framework versions

Transformers 4.30.2
Pytorch 2.0.1+cu117
Datasets 2.12.0
Tokenizers 0.13.3

Library: transformers
Type: vilt
License: apache-2.0
Created: Jul 22, 2023
Updated: Jul 22, 2023