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lora_argument.json
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lora_argument.json
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{
"model_name_or_path": "mistralai/Mixtral-8x7B-Instruct-v0.1",
"dataset_name_or_path": "./data",
"output_dir": "./checkpoints/lora_ckpts",
"per_device_train_batch_size": 4,
"gradient_accumulation_steps": 4,
"per_device_eval_batch_size": 8,
"eval_accumulation_steps":16,
"num_train_epochs": 3,
"learning_rate": 3e-04,
"warmup_steps": 30,
"logging_steps": 1,
"evaluation_strategy": "epoch",
"save_strategy": "epoch",
"src_length": 1024,
"max_length": 2048,
"fp16": true,
"fp16_opt_level": "O2",
"do_train": true,
"do_eval": true,
"disable_tqdm": true,
"load_best_model_at_end": true,
"eval_with_do_generation": false,
"metric_for_best_model": "accuracy",
"recompute": true,
"save_total_limit": 1,
"tensor_parallel_degree": 8,
"pipeline_parallel_degree": 1,
"lora": true,
"zero_padding": false,
"unified_checkpoint": true,
"use_flash_attention": true
}