Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

Sign up for GitHub

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Jump to bottom

Add more memory saving options for LISA script #716

Merged
merged 1 commit into from
Mar 30, 2024
Merged

Add more memory saving options for LISA script #716

Changes from all commits
Commits
Show all changes
1 commit
Select commit
File filter

Filter by extension

Filter by extension
Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
35 changes: 32 additions & 3 deletions scripts/run_finetune_with_lisa.sh
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -11,6 +11,13 @@ lisa_activated_layers=1
lisa_interval_steps=20
deepspeed_args="--master_port=11000"

# Other optional arguments that can improve memory saving
gradient_checkpointing=True
ds_config_file="configs/ds_config_zero2_no_offload.json"
use_flash_attention=0
gradient_accumulation_steps=1
block_size=512

while [[ $# -ge 1 ]]; do
key="$1"
case ${key} in
Expand Down Expand Up @@ -38,6 +45,26 @@ while [[ $# -ge 1 ]]; do
lisa_interval_steps="$2"
shift
;;
--gradient_checkpointing)
gradient_checkpointing="$2"
shift
;;
--deepspeed)
ds_config_file="$2"
shift
;;
--use_flash_attention)
use_flash_attention="$2"
shift
;;
--gradient_accumulation_steps)
gradient_accumulation_steps="$2"
shift
;;
--block_size)
block_size="$2"
shift
;;
*)
echo "error: unknown option \"${key}\"" 1>&2
exit 1
Expand All @@ -58,9 +85,9 @@ deepspeed ${deepspeed_args} \
--output_dir ${output_dir} --overwrite_output_dir \
--num_train_epochs 1 \
--learning_rate 2e-5 \
--block_size 512 \
--block_size ${block_size} \
--per_device_train_batch_size 1 \
--deepspeed configs/ds_config_zero2_no_offload.json \
--deepspeed ${ds_config_file} \
--fp16 \
--run_name finetune \
--validation_split_percentage 0 \
Expand All @@ -69,7 +96,9 @@ deepspeed ${deepspeed_args} \
--ddp_timeout 72000 \
--save_steps 5000 \
--dataloader_num_workers 1 \
--gradient_checkpointing True \
--gradient_checkpointing ${gradient_checkpointing} \
--use_flash_attention ${use_flash_attention} \
--gradient_accumulation_steps ${gradient_accumulation_steps} \
--use_lisa 1 \
--lisa_activated_layers ${lisa_activated_layers} \
--lisa_interval_steps ${lisa_interval_steps} \
Expand Down
Loading