From fa9a9007f9d4fad0a5c404f85463bea43653c6c1 Mon Sep 17 00:00:00 2001 From: wql Date: Wed, 4 Sep 2024 16:52:15 +0800 Subject: [PATCH] chore: add lora sft and predict template yaml file --- results/lora_sft_template.yaml | 42 ++++++++++++++++++++++++++++++++++ results/predict_template.yaml | 23 +++++++++++++++++++ 2 files changed, 65 insertions(+) create mode 100644 results/lora_sft_template.yaml create mode 100644 results/predict_template.yaml diff --git a/results/lora_sft_template.yaml b/results/lora_sft_template.yaml new file mode 100644 index 00000000..a3b42642 --- /dev/null +++ b/results/lora_sft_template.yaml @@ -0,0 +1,42 @@ +### model +model_name_or_path: ../../llm/baichuan + +### method +stage: sft +do_train: true +finetuning_type: lora +lora_target: all + +### dataset +dataset: belle_1m +template: baichuan +cutoff_len: 1024 +max_samples: 10000 +overwrite_cache: true +preprocessing_num_workers: 16 + +### output +output_dir: ./results/lora_sft_2/Baichuan2-7B/Baichuan2_lora_sft_1_single_step500 +logging_steps: 3 +save_steps: 500 +plot_loss: true +overwrite_output_dir: true + +### train +per_device_train_batch_size: 2 +gradient_accumulation_steps: 8 +learning_rate: 1.0e-4 +num_train_epochs: 10.0 +lr_scheduler_type: cosine +warmup_ratio: 0.1 +bf16: true +ddp_timeout: 180000000 +max_steps: 500 +include_num_input_tokens_seen: true +include_tokens_per_second: true + +### eval +val_size: 0.1 +per_device_eval_batch_size: 2 +eval_strategy: steps +eval_steps: 500 \ No newline at end of file diff --git a/results/predict_template.yaml b/results/predict_template.yaml new file mode 100644 index 00000000..bafb3f5f --- /dev/null +++ b/results/predict_template.yaml @@ -0,0 +1,23 @@ +### model +model_name_or_path: ../../llm/baichuan + +### method +do_predict: true + +### dataset +eval_dataset: alpaca_gpt4_zh +template: baichuan +cutoff_len: 1024 +max_samples: 50 +overwrite_cache: true +preprocessing_num_workers: 16 +include_tokens_per_second: true + +### output +output_dir: ./results/inference/Baichuan2-7B/Baichuan2_predict_1 +overwrite_output_dir: true + +### eval +per_device_eval_batch_size: 2 +predict_with_generate: true +ddp_timeout: 180000000