philschmid_tiny-distilbert-classification-finetuned-lora-glue_cola

TransferGraph/philschmid_tiny-distilbert-classification-finetuned-lora-glue_cola

philschmid_tiny-distilbert-classification-finetuned-lora-glue_cola is a text classification model from TransferGraph. Use it when you need a label for a piece of text. It is set up for peft.

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

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At a glance

Task: Text Classification
Library: peft
Access: Public
Created: Feb 28, 2024
Updated: Feb 28, 2024
SHA: 03b8a800

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Base models

philschmid/tiny-distilbert-classification

Datasets

glue

Model card

From the Hugging Face model README

philschmid_tiny-distilbert-classification-finetuned-lora-glue_cola

This model is a fine-tuned version of philschmid/tiny-distilbert-classification on the glue dataset. It achieves the following results on the evaluation set:

accuracy: 0.6913

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: 0.0004
train_batch_size: 32
eval_batch_size: 32
seed: 42
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
num_epochs: 4

Training results

accuracy	train_loss	epoch
0.3087	None	0
0.6913	0.6764	0
0.6913	0.6536	1
0.6913	0.6422	2
0.6913	0.6374	3

Framework versions

PEFT 0.8.2
Transformers 4.37.2
Pytorch 2.2.0
Datasets 2.16.1
Tokenizers 0.15.2

Task: Text Classification
Library: peft
Created: Feb 28, 2024
Updated: Feb 28, 2024