flant5-large-lora

dtruong46me/flant5-large-lora

flant5-large-lora is a machine learning model from dtruong46me. 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 peft. The card lists the license as apache-2.0.

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

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Hugging Face

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At a glance

Library: peft
License: apache-2.0
Access: Public
Created: Jun 16, 2024
Updated: Jun 16, 2024
SHA: 0b0bf1ae

Base models

google/flan-t5-large

Model card

From the Hugging Face model README

flant5-large-lora

This model is a fine-tuned version of google/flan-t5-large on the None dataset. It achieves the following results on the evaluation set:

Loss: 0.6119
Rouge1: 8.9675
Rouge2: 0.6714
Rougel: 8.0407
Rougelsum: 8.3753
Gen Len: 18.37

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: 6
eval_batch_size: 6
seed: 42
gradient_accumulation_steps: 4
total_train_batch_size: 24
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
num_epochs: 2

Training results

Training Loss	Epoch	Step	Validation Loss	Rouge1	Rouge2	Rougel	Rougelsum	Gen Len
1.8402	1.0	1538	0.7486	8.8441	0.6859	7.9731	8.3103	19.502
0.8152	2.0	3076	0.6119	8.9675	0.6714	8.0407	8.3753	18.37

Framework versions

PEFT 0.11.1
Transformers 4.36.1
Pytorch 2.1.2
Datasets 2.20.0
Tokenizers 0.15.2

Library: peft
License: apache-2.0
Created: Jun 16, 2024
Updated: Jun 16, 2024