max_seq_length = 2048
training_arguments_mistral = {
'num_train_epochs':10,
'per_device_train_batch_size':2,
'gradient_accumulation_steps':2,
'gradient_checkpointing':True,
'optim':'adamw_torch',
'lr_scheduler_type':'constant_with_warmup',
'logging_steps':10,
'evaluation_strategy':'epoch',
'save_strategy':"epoch",
'load_best_model_at_end':True,
'learning_rate':4e-4,
'save_total_limit':3,
'fp16':True,
'tf32': True,
'max_steps':8000,
'max_grad_norm':0.3,
'warmup_ratio':0.03,
'disable_tqdm':False,
'weight_decay':0.001,
'hub_model_id':'Weni/WeniGPT-Mistral-7B-instructBase-4bit',
'push_to_hub':True,
'hub_strategy':'every_save',
'hub_token':token,
'hub_private_repo':True,
