#!/bin/bash # sh run_evaluate_huggingface_bloom.sh dsw /workspace/Megatron-LM /workspace/PAI-Megatron-Patch/ 1.7B 1 2048 128 0 fp16 /mnt/bloom-datasets/instruct_latest.json /mnt/bloom-ckpts/bloomz-1b7 set -e ENV=$1 MEGATRON_PATH=$2 MEGATRON_PATCH_PATH=$3 export PYTHONPATH=${MEGATRON_PATH}:${MEGATRON_PATCH_PATH}:$PYTHONPATH export CUDA_DEVICE_MAX_CONNECTIONS=1 if [ $ENV = dsw ]; then export CUDA_VISIBLE_DEVICES=0 MASTER_ADDR=localhost MASTER_PORT=$(shuf -n 1 -i 10000-65535) NNODES=1 NODE_RANK=0 GPUS_PER_NODE=1 elif [ $ENV = dlc ]; then NNODES=${WORLD_SIZE} NODE_RANK=${RANK} GPUS_PER_NODE=${KUBERNETES_CONTAINER_RESOURCE_GPU} fi DISTRIBUTED_ARGS="--nproc_per_node $GPUS_PER_NODE --nnodes $NNODES --node_rank $NODE_RANK --master_addr $MASTER_ADDR --master_port $MASTER_PORT" MODEL_SIZE=$4 BATCH_SIZE=$5 SEQ_LEN=$6 PAD_LEN=$7 EXTRA_VOCAB_SIZE=$8 PR=$9 DATASET_PATH=${10} PRETRAIN_CHECKPOINT_PATH=${11} if [ $MODEL_SIZE = 1.1B ]; then NUM_LAYERS=24 HIDDEN_SIZE=1536 NUM_ATTN_HEADS=16 elif [ $MODEL_SIZE = 1.7B ]; then NUM_LAYERS=24 HIDDEN_SIZE=2048 NUM_ATTN_HEADS=16 elif [ $MODEL_SIZE = 7.1B ]; then NUM_LAYERS=30 HIDDEN_SIZE=4096 NUM_ATTN_HEADS=32 fi if [ $PR = fp16 ]; then pr_options=" \ --fp16" elif [ $PR = bf16 ]; then pr_options=" \ --bf16" fi if [ $PRETRAIN_CHECKPOINT_PATH != none ]; then load_options=" \ --load $PRETRAIN_CHECKPOINT_PATH" fi megatron_options=" \ --transformer-type huggingface \ --data-path ${DATASET_PATH} --micro-batch-size ${BATCH_SIZE} \ --num-layers ${NUM_LAYERS} \ --hidden-size ${HIDDEN_SIZE} \ --num-attention-heads ${NUM_ATTN_HEADS} \ --seq-length ${SEQ_LEN} \ --max-position-embeddings ${SEQ_LEN} \ --log-interval 1 \ --eval-interval 100 \ --eval-iters 10 \ --tensor-model-parallel-size 1 \ --pipeline-model-parallel-size 1 \ --DDP-impl local \ --no-load-optim \ --num-workers 0 \ --dataset Bloom-SFT \ --use-distributed-optimizer \ --max-padding-length ${PAD_LEN} \ --extra-vocab-size ${EXTRA_VOCAB_SIZE} \ --patch-tokenizer-type BloomTokenizerFromHF " run_cmd="torchrun $DISTRIBUTED_ARGS evaluate_huggingface_bloom.py ${megatron_options} ${pr_options} ${load_options}" echo ${run_cmd} eval ${run_cmd} set +x