File size: 2,049 Bytes
f9bc5ed |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 |
#!/bin/bash
#SBATCH --job-name=gpt2_repro_initial # job name
#SBATCH --partition=gpu_p13 # partition with 8 32GB gpu nodes
#SBATCH --qos=qos_gpu-t4 # t4 enables 100H trainings
#SBATCH --ntasks=1 # number of MP tasks
#SBATCH --gres=gpu:8 # number of GPUs per node
#SBATCH --cpus-per-task=10 # number of cores per tasks
#SBATCH --output=%j.out # output file name
#SBATCH --error=%j.out # error file name (same to watch just one file)
#SBATCH --account=six@gpu
#SBATCH --mail-type=ALL
set -x -e
source $six_ALL_CCFRWORK/start-prod
export TRANSFORMERS_CACHE=$six_ALL_CCFRWORK/models
export HF_DATASETS_CACHE=$six_ALL_CCFRWORK/datasets
export HF_MODULES_CACHE=$six_ALL_CCFRWORK/modules
export HF_METRICS_CACHE=$six_ALL_CCFRWORK/metrics
export HF_DATASETS_OFFLINE=1
export TRANSFORMERS_OFFLINE=1
DATASET=openwebtext
N_LAYER=3
N_EMBD=128
N_INNER=128
N_HEAD=8
LOG_FREQUENCY=10000
RUN_NAME=${N_LAYER}-${N_EMBD}-${N_INNER}
SERIALIZATION_DIR=${SCRATCH}/experiments/gpt2_repro/${RUN_NAME}
LOGGING_DIR=${SCRATCH}/tensorboard/gpt2_repro/${RUN_NAME}
deepspeed ${SCRATCH}/code/bigscience/jz/scripts/run_clm.py \
--deepspeed ${SCRATCH}/code/bigscience/jz/configs/deepspeed/ds_zero2.json \
--model_type gpt2 \
--tokenizer_name gpt2 \
--dataset_name ${DATASET} --block_size 1024 \
--cache_dir ${ALL_CCFRSCRATCH}/cache_dir \
--preprocessing_num_workers 76 \
--do_train --do_eval \
--max_steps 15000 \
--max_train_samples 10000000 \
--per_device_train_batch_size 4 --gradient_accumulation_steps 16 \
--per_device_eval_batch_size 8 \
--output_dir ${SERIALIZATION_DIR} --overwrite_output_dir \
--report_to tensorboard \
--logging_strategy steps --logging_first_step --logging_dir ${LOGGING_DIR} --logging_steps ${LOG_FREQUENCY} \
--eval_steps ${LOG_FREQUENCY} --evaluation_strategy steps \
--save_strategy steps --save_steps ${LOG_FREQUENCY} --save_total_limit 31 \
--n_layer ${N_LAYER} --n_embd ${N_EMBD} --n_inner ${N_INNER} --n_head ${N_HEAD}
|