[2025.06.17] update train code

This commit is contained in:
root
2025-06-17 17:17:49 +08:00
parent c4f3a25653
commit ae76142fdc
17 changed files with 1517 additions and 261413 deletions
@@ -19,7 +19,7 @@ logger = logging.getLogger(__name__)
accelerator = Accelerator()
set_seed(42)
model_name = "/mnt/han.luzhi/dolly/weights_MoE"
model_name = "../dolly/weights_MoE"
resume_option = None
# resume_option = True
# resume_option = "/mnt/han.luzhi/dolly_llm/checkpoints_ds/checkpoint-500"
@@ -36,7 +36,7 @@ else:
model = DollyMoEForCausalLM.from_pretrained(model_name)
model.gradient_checkpointing_enable()
data_files = glob.glob("/mnt/han.luzhi/dolly/corpus/*.jsonl")
data_files = glob.glob("../dolly/corpus/*.jsonl")
logger.info(f"找到训练语料: {data_files}")
dataset = load_dataset('json', data_files=data_files, split='train')
@@ -65,15 +65,15 @@ data_collator = DataCollatorForLanguageModeling(
)
training_args = TrainingArguments(
output_dir="/mnt/han.luzhi/dolly/checkpoints_MoE",
deepspeed="/mnt/han.luzhi/dolly/deepspeed_config/ds_stage2.json",
output_dir="../checkpoints_MoE",
deepspeed="../deepspeed_config/ds_stage2.json",
do_eval=False,
save_strategy="steps",
save_steps=500,
learning_rate=1e-4,
per_device_train_batch_size=16,
num_train_epochs=2,
logging_dir="/mnt/han.luzhi/dolly/logs",
logging_dir="../dolly/logs",
logging_steps=20,
save_total_limit=2,
fp16=True,
@@ -112,8 +112,8 @@ else:
if accelerator.is_main_process:
trainer.save_model("/mnt/han.luzhi/dolly/chechpoints_MoE/final")
tokenizer.save_pretrained("/mnt/han.luzhi/dolly/chechpoints_MoE/final")
trainer.save_model("../chechpoints_MoE/final")
tokenizer.save_pretrained("../chechpoints_MoE/final")
logger.info("***** 训练完成,模型已保存 *****")
## deepspeed --num_gpus=4 --master_port=12345 pretrain_transformers.py