mistral7bit-lora-sql

jjovalle99/mistral7bit-lora-sql

mistral7bit-lora-sql is a machine learning model from jjovalle99. 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: Mar 5, 2024
Updated: Mar 6, 2024
SHA: 6cbea05a

Base models

mistralai/Mistral-7B-v0.1

Datasets

generator

Model card

From the Hugging Face model README

mistral7bit-lora-sql

This model is a fine-tuned version of mistralai/Mistral-7B-v0.1 on the generator dataset. It achieves the following results on the evaluation set:

Loss: 0.3640

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: 0.0003
train_batch_size: 8
eval_batch_size: 8
seed: 1399
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
lr_scheduler_warmup_steps: 100
training_steps: 500

Training results

Training Loss	Epoch	Step	Validation Loss
0.7533	0.06	20	0.5169
0.4806	0.11	40	0.4338
0.4285	0.17	60	0.4055
0.403	0.23	80	0.3944
0.3969	0.28	100	0.3869
0.3898	0.34	120	0.3813
0.3836	0.4	140	0.3766
0.3786	0.45	160	0.3726
0.3708	0.51	180	0.3675
0.3681	0.56	200	0.3643
0.3622	0.62	220	0.3631
0.3626	0.68	240	0.3640

Framework versions

PEFT 0.9.0
Transformers 4.38.2
Pytorch 2.1.0+cu118
Datasets 2.18.0
Tokenizers 0.15.2

Library: peft
License: apache-2.0
Created: Mar 5, 2024
Updated: Mar 6, 2024