support SimPO #3900

Former-commit-id: 6b954ce60155cf8334150b795cfc4bb63ca74c8b
This commit is contained in:
hiyouga
2024-05-26 23:46:33 +08:00
parent 26f293d587
commit b0d9966663
19 changed files with 145 additions and 339 deletions

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@@ -6,7 +6,7 @@ stage: dpo
do_train: true
finetuning_type: lora
lora_target: q_proj,v_proj
dpo_ftx: 1.0
pref_loss: sigmoid # [sigmoid (dpo), orpo, simpo]
### dataset
dataset: dpo_en_demo

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@@ -6,7 +6,6 @@ stage: kto
do_train: true
finetuning_type: lora
lora_target: q_proj,v_proj
kto_ftx: 0.1
### dataset
dataset: kto_en_demo

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@@ -1,38 +0,0 @@
### model
model_name_or_path: meta-llama/Meta-Llama-3-8B-Instruct
### method
stage: orpo
do_train: true
finetuning_type: lora
lora_target: q_proj,v_proj
### dataset
dataset: dpo_en_demo
template: llama3
cutoff_len: 1024
max_samples: 1000
overwrite_cache: true
preprocessing_num_workers: 16
### output
output_dir: saves/llama3-8b/lora/orpo
logging_steps: 10
save_steps: 500
plot_loss: true
overwrite_output_dir: true
### train
per_device_train_batch_size: 1
gradient_accumulation_steps: 8
learning_rate: 0.000005
num_train_epochs: 3.0
lr_scheduler_type: cosine
warmup_steps: 0.1
fp16: true
### eval
val_size: 0.1
per_device_eval_batch_size: 1
evaluation_strategy: steps
eval_steps: 500