| | #!/usr/bin/env bash |
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| | set -euo pipefail |
| |
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| | RUN_NAME="${RUN_NAME:-korean_3b_fp8_run1}" |
| | CONFIG="${CONFIG:-configs/3b_pretrain.yaml}" |
| | CKPT_DIR="checkpoints/${RUN_NAME}" |
| | LOG_FILE="${CKPT_DIR}/train.log" |
| | NPROC=8 |
| | MASTER_PORT="${MASTER_PORT:-29502}" |
| |
|
| | MAX_STEPS=57000 |
| | BATCH_SIZE=4 |
| | GRAD_ACCUM=8 |
| | LR=1.5e-4 |
| | WARMUP_STEPS=2000 |
| | SEED=42 |
| |
|
| | EXTRA_ARGS="$@" |
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| | |
| | export NCCL_IB_DISABLE=1 |
| | export NCCL_ALGO=Ring |
| | export NCCL_PROTO=Simple |
| | export NCCL_MIN_NCHANNELS=16 |
| | export NCCL_MAX_NCHANNELS=16 |
| | export NCCL_BUFFSIZE=67108864 |
| | export OMP_NUM_THREADS=4 |
| | export MKL_NUM_THREADS=4 |
| |
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| | |
| | cd "$(dirname "$0")/.." |
| |
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| | |
| | if [[ -f "data/merged_3b_train.bin" ]]; then |
| | TRAIN_DATA="${TRAIN_DATA:-data/merged_3b_train.bin}" |
| | echo "Using merged training data: data/merged_3b_train.bin" |
| | elif [[ -f "data/korean_train.bin" ]]; then |
| | TRAIN_DATA="${TRAIN_DATA:-data/korean_train.bin}" |
| | echo "Using fallback training data: data/korean_train.bin" |
| | else |
| | echo "ERROR: No training data found (data/merged_3b_train.bin or data/korean_train.bin)" |
| | exit 1 |
| | fi |
| |
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| | |
| | VAL_DATA="${VAL_DATA:-data/merged_3b_val.bin}" |
| | if [[ ! -f "${VAL_DATA}" ]]; then |
| | VAL_DATA="data/korean_val.bin" |
| | fi |
| |
|
| | if [[ ! -f "${TRAIN_DATA}" ]]; then |
| | echo "ERROR: Training data not found: ${TRAIN_DATA}" |
| | exit 1 |
| | fi |
| | if [[ ! -f "${VAL_DATA}" ]]; then |
| | echo "ERROR: Validation data not found: ${VAL_DATA}" |
| | exit 1 |
| | fi |
| |
|
| | mkdir -p "${CKPT_DIR}" |
| |
|
| | echo "==================================================================" |
| | echo " Run name : ${RUN_NAME}" |
| | echo " Config : ${CONFIG}" |
| | echo " Train data : ${TRAIN_DATA}" |
| | echo " CKPT dir : ${CKPT_DIR}" |
| | echo " Max steps : ${MAX_STEPS}" |
| | echo " LR : ${LR}" |
| | echo " Batch size : ${BATCH_SIZE} (local) ร ${NPROC} GPU ร ${GRAD_ACCUM} grad_accum" |
| | echo " Started : $(date)" |
| | echo "==================================================================" |
| |
|
| | export PYTHONWARNINGS="ignore::UserWarning:torch.library" |
| |
|
| | torchrun \ |
| | --nproc_per_node=${NPROC} \ |
| | --master_port=${MASTER_PORT} \ |
| | train/pretrain.py \ |
| | --config "${CONFIG}" \ |
| | --train_data "${TRAIN_DATA}" \ |
| | --val_data "${VAL_DATA}" \ |
| | --checkpoint_dir "${CKPT_DIR}" \ |
| | --log_file "${LOG_FILE}" \ |
| | --max_steps ${MAX_STEPS} \ |
| | --batch_size ${BATCH_SIZE} \ |
| | --lr ${LR} \ |
| | --grad_accum ${GRAD_ACCUM} \ |
| | --warmup_steps ${WARMUP_STEPS} \ |
| | --seed ${SEED} \ |
| | ${EXTRA_ARGS} \ |
| | 2>&1 | grep -v "UserWarning" \ |
| | | grep -v "Warning only once" \ |
| | | grep -v "Overriding a previously" \ |
| | | grep -v "dispatch key:" \ |
| | | grep -v "previous kernel:" \ |
| | | grep -v "new kernel:" \ |
| | | grep -v "operator: flash_attn" \ |
| | | grep -v "registered at /usr/local" \ |
| | | grep -v "self.m.impl" \ |
| | | tee -a "${LOG_FILE}" |
| |
|
| | echo "==================================================================" |
| | echo " Done : $(date)" |
| | echo "==================================================================" |
| |
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