This model is a fine-tuned version of facebook/opt-6.7b on the AlekseyKorshuk/amazon-reviews-input-output dataset. It achieves the following results on the evaluation set:

Loss: 2.8574
Accuracy: 0.0388
Samples: 100
Perplexity: 17.4166
Table: <wandb.data_types.Table object at 0x7fd30eb4e940>

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: 5e-05
train_batch_size: 8
eval_batch_size: 8
seed: 42
distributed_type: multi-GPU
num_devices: 8
total_train_batch_size: 64
total_eval_batch_size: 64
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
num_epochs: 2.0

Training results

Training Loss	Epoch	Step	Validation Loss	Accuracy
2.9912	0.06	1	2.7441	0.0404
2.9329	0.12	2	2.7441	0.0404
2.9138	0.19	3	2.8262	0.0389
2.9395	0.25	4	2.8262	0.0389
2.9109	0.31	5	2.7949	0.0399
2.8394	0.38	6	2.7461	0.0403
2.9365	0.44	7	2.7207	0.0399
2.7588	0.5	8	2.7070	0.0403
2.9751	0.56	9	2.6816	0.0407
2.844	0.62	10	2.6738	0.0404
2.731	0.69	11	2.6680	0.0406
2.7434	0.75	12	2.6699	0.0404
2.9043	0.81	13	2.6855	0.0400
2.8564	0.88	14	2.6855	0.0400
2.8716	0.94	15	2.6855	0.0400
2.896	1.0	16	2.6953	0.0398
1.9858	1.06	17	2.7070	0.0400
2.0563	1.12	18	2.7285	0.0400
2.04	1.19	19	2.7676	0.0398
1.9885	1.25	20	2.7910	0.0396
2.09	1.31	21	2.7969	0.0393
2.059	1.38	22	2.8105	0.0395
2.0498	1.44	23	2.7930	0.0398
1.9568	1.5	24	2.7910	0.0401
2.1418	1.56	25	2.7930	0.0398
1.975	1.62	26	2.7930	0.0397
1.996	1.69	27	2.7949	0.0393
1.9617	1.75	28	2.8047	0.0392
2.2062	1.81	29	2.8145	0.0388
1.9929	1.88	30	2.8145	0.0386
1.9235	1.94	31	2.8281	0.0390
1.9127	2.0	32	2.8574	0.0388

Framework versions

Transformers 4.25.0.dev0
Pytorch 1.12.1+cu113
Datasets 2.3.2
Tokenizers 0.12.1

AlekseyKorshuk/amazon-reviews-input-output-6.7b

amazon-reviews-input-output-6.7b

Model description

Intended uses & limitations

Training and evaluation data

Training procedure

Training hyperparameters

Training results

Framework versions

AlekseyKorshuk/
amazon-reviews-input-output-6.7b