This commit is contained in:
@@ -0,0 +1,25 @@
|
||||
{
|
||||
"compute_environment": "LOCAL_MACHINE",
|
||||
"debug": false,
|
||||
"distributed_type": "FSDP",
|
||||
"downcast_bf16": "no",
|
||||
"fsdp_config": {
|
||||
"fsdp_auto_wrap_policy": "TRANSFORMER_BASED_WRAP",
|
||||
"fsdp_cpu_ram_efficient_loading": true,
|
||||
"fsdp_reshard_after_forward": true,
|
||||
"fsdp_state_dict_type": "FULL_STATE_DICT",
|
||||
"fsdp_activation_checkpointing": true,
|
||||
"fsdp_version": 2
|
||||
},
|
||||
"machine_rank": 0,
|
||||
"main_training_function": "main",
|
||||
"mixed_precision": "bf16",
|
||||
"num_machines": 1,
|
||||
"num_processes": 2,
|
||||
"rdzv_backend": "static",
|
||||
"same_network": true,
|
||||
"tpu_env": [],
|
||||
"tpu_use_cluster": false,
|
||||
"tpu_use_sudo": false,
|
||||
"use_cpu": false
|
||||
}
|
||||
@@ -0,0 +1,32 @@
|
||||
# 14.7GiB * 2
|
||||
# NOTE: for swift>=3.12, you can use --fsdp fsdp2 instead of accelerate launch
|
||||
nproc_per_node=2
|
||||
|
||||
CUDA_VISIBLE_DEVICES=0,1 \
|
||||
accelerate launch --config_file "./examples/train/multi-gpu/fsdp2_lora/fsdp2.json" \
|
||||
swift/cli/sft.py \
|
||||
--model Qwen/Qwen2.5-7B-Instruct \
|
||||
--tuner_type lora \
|
||||
--dataset 'swift/self-cognition#1000' \
|
||||
--torch_dtype bfloat16 \
|
||||
--num_train_epochs 1 \
|
||||
--per_device_train_batch_size 1 \
|
||||
--per_device_eval_batch_size 1 \
|
||||
--learning_rate 1e-4 \
|
||||
--lora_rank 8 \
|
||||
--lora_alpha 32 \
|
||||
--gradient_checkpointing false \
|
||||
--weight_decay 0.1 \
|
||||
--target_modules all-linear \
|
||||
--gradient_accumulation_steps $(expr 16 / $nproc_per_node) \
|
||||
--eval_steps 100 \
|
||||
--save_steps 100 \
|
||||
--save_total_limit 2 \
|
||||
--logging_steps 5 \
|
||||
--max_length 2048 \
|
||||
--output_dir output \
|
||||
--system 'You are a helpful assistant.' \
|
||||
--warmup_ratio 0.05 \
|
||||
--dataloader_num_workers 4 \
|
||||
--model_author swift \
|
||||
--model_name swift-robot
|
||||
Reference in New Issue
Block a user