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ferrazzipietro/
crfTask-Llama-3.1-8B-Instruct-50k

Name: crfTask-Llama-3.1-8B-Instruct-50k
Availability: InStock

meta-llama/Llama-3.1-8B-Instruct

llama3.1

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crfTask-Llama-3.1-8B-Instruct-50k

This model is a fine-tuned version of meta-llama/Llama-3.1-8B-Instruct on an unknown dataset. It achieves the following results on the evaluation set:

Loss: 0.5774
F1 Micro: 0.9402
F1 Macro: 0.4933
F1 Weighted: 0.9471

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: 16
eval_batch_size: 1
seed: 42
distributed_type: multi-GPU
gradient_accumulation_steps: 4
total_train_batch_size: 64
optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-07 and optimizer_args=No additional optimizer arguments
lr_scheduler_type: cosine
lr_scheduler_warmup_ratio: 0.1
num_epochs: 1

Training results

Training Loss	Epoch	Step	Validation Loss	F1 Micro	F1 Macro	F1 Weighted
7.2391	0.0776	60	1.4732	0.9236	0.4915	0.9288
6.1125	0.1551	120	1.1646	0.9502	0.5644	0.9527
5.1969	0.2327	180	1.0281	0.9369	0.5613	0.9423
4.7516	0.3103	240	0.9565	0.9369	0.6218	0.9430
4.4234	0.3878	300	0.8937	0.9568	0.6956	0.9594
4.0875	0.4654	360	0.8211	0.9502	0.6371	0.9525
3.6719	0.5430	420	0.7511	0.9402	0.5671	0.9461
3.2602	0.6206	480	0.6904	0.9468	0.5349	0.9526
3.0242	0.6981	540	0.6438	0.9369	0.5245	0.9441
2.6406	0.7757	600	0.6117	0.9402	0.4956	0.9465
2.5996	0.8533	660	0.5892	0.9369	0.4928	0.9438
2.6277	0.9308	720	0.5774	0.9402	0.4933	0.9471

Framework versions

PEFT 0.18.1
Transformers 4.51.0
Pytorch 2.8.0+cu128
Datasets 3.6.0
Tokenizers 0.21.0

ferrazzipietro/crfTask-Llama-3.1-8B-Instruct-50k

crfTask-Llama-3.1-8B-Instruct-50k

Model description

Intended uses & limitations

Training and evaluation data

Training procedure

Training hyperparameters

Training results

Framework versions

ferrazzipietro/
crfTask-Llama-3.1-8B-Instruct-50k