37 lines
1023 B
Bash
37 lines
1023 B
Bash
#!/bin/bash
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CUDA_VISIBLE_DEVICES=0 llamafactory-cli train \
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--stage sft \
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--do_train \
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--model_name_or_path meta-llama/Llama-2-7b-hf \
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--dataset alpaca_gpt4_en,glaive_toolcall \
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--dataset_dir ../../../data \
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--template default \
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--finetuning_type full \
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--use_galore \
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--galore_layerwise \
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--galore_target mlp,self_attn \
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--galore_rank 128 \
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--galore_scale 2.0 \
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--output_dir ../../../saves/LLaMA2-7B/galore/sft \
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--overwrite_cache \
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--overwrite_output_dir \
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--cutoff_len 1024 \
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--preprocessing_num_workers 16 \
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--per_device_train_batch_size 1 \
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--per_device_eval_batch_size 1 \
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--gradient_accumulation_steps 1 \
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--lr_scheduler_type cosine \
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--logging_steps 10 \
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--warmup_steps 20 \
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--save_steps 100 \
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--eval_steps 100 \
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--evaluation_strategy steps \
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--load_best_model_at_end \
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--learning_rate 5e-5 \
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--num_train_epochs 3.0 \
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--max_samples 3000 \
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--val_size 0.1 \
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--plot_loss \
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--pure_bf16
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