|
#!/bin/bash |
|
PROJECT_DIR=${HOME}"/models/t5-nynorsk-norbench" |
|
export PYTHONPATH=${PROJECT_DIR} |
|
echo "PROJECT_DIR is set to: ${PROJECT_DIR}" |
|
|
|
|
|
FINETUNE_STEPS=5000 |
|
EVAL_PREFIX="norbench/norbench_nocola_bs128" |
|
MODEL_BUCKET_DIR="gs://pere-north-t5x/finetuned/" |
|
|
|
CHECKPOINT_LIST=( |
|
"pere-north-t5x/pretrained_models/base/norwegian_NCC_plus_English_t5x_base/checkpoint_1500000" |
|
"pere-north-t5x/pretrained_models/base/norwegian_NCC_plus_English_t5x_base/checkpoint_1500000" |
|
"pere-north-t5x/pretrained_models/base/norwegian_NCC_plus_English_t5x_base/checkpoint_1500000" |
|
"pere-north-t5x/pretrained_models/base/norwegian_NCC_plus_English_t5x_base/checkpoint_1500000" |
|
) |
|
|
|
NAME_LIST=( |
|
"north_t5_base_NCC_LR_0_0006" |
|
"north_t5_base_NCC_LR_0_0008" |
|
"north_t5_base_NCC_LR_0_001" |
|
"north_t5_base_NCC_LR_0_002" |
|
) |
|
|
|
TASK_LIST=("nocola" "nocola" "nocola" "nocola") |
|
LR_LIST=(0.0006 0.0008 0.001 0.002) |
|
|
|
|
|
GIN_LIST=( |
|
"norbench_nocola_bs128.gin" |
|
"norbench_nocola_bs128.gin" |
|
"norbench_nocola_bs128.gin" |
|
"norbench_nocola_bs128.gin" |
|
) |
|
|
|
START_LIST=(1500000 1500000 1500000 1500000) |
|
EXP_LIST=(1 2 3 4) |
|
|
|
|
|
op through each experiment in EXP_LIST |
|
for i in "${!EXP_LIST[@]}"; do |
|
INITIAL_CHECKPOINT_PATH="gs://${CHECKPOINT_LIST[i]}" |
|
TRAIN_STEPS=$((START_LIST[i]+FINETUNE_STEPS)) |
|
GIN_FILE=${GIN_LIST[i]} |
|
MIXTURE_OR_TASK_NAME=${TASK_LIST[i]} |
|
LR=${LR_LIST[i]} |
|
EXP=${EXP_LIST[i]} |
|
MODEL_DIR="${MODEL_BUCKET_DIR}${EVAL_PREFIX}_exp${EXP}_${NAME_LIST[i]}" |
|
|
|
command="python3 ../../t5x/t5x/train.py --gin_search_paths=\"./\" --gin.TRAIN_STEPS=${TRAIN_STEPS} --gin.LR=${LR} --gin_file=${GIN_FILE} --gin.INITIAL_CHECKPOINT_PATH=\\\"${INITIAL_CHECKPOINT_PATH}\\\" --gin.MIXTURE_OR_TASK_NAME=\\\"${MIXTURE_OR_TASK_NAME}\\\" --gin.MODEL_DIR=\\\"${MODEL_DIR}\\\"" |
|
echo "${command}" |
|
|
|
eval "${command}" |
|
done |
|
|
