export CUDA_VISIBLE_DEVICES=0

set -e

PROC_NUM=2
FIFO_FILE="/tmp/$$.fifo"
mkfifo ${FIFO_FILE}
exec 9<>${FIFO_FILE}
for process_num in $(seq ${PROC_NUM}); do
    echo "$(date +%F\ %T) Processor-${process_num} Start " >&9
done

DATA_ROOT=./dataset
OUTPUT_DIR=./exp_results/imp_autoencoder

model_name=iTransformer
seed=2023
des='ImpAE'

auxi_loss="MAE"
module_first=1
lr=0.001
auxi_mode='rfft-fill'
reconstruction_type='autoencoder'

lbd_list=(0.0 0.2 0.4 0.6 0.8 1.0)
mask_rate_list=(0.125 0.25 0.375 0.5)

for lambda in ${lbd_list[@]}; do
    JOB_DIR=$OUTPUT_DIR/${model_name}_ETTm2_${lambda}
    mkdir -p $JOB_DIR

    CHECKPOINTS=$JOB_DIR/checkpoints/
    RESULTS=$JOB_DIR/results/
    TEST_RESULTS=$JOB_DIR/test_results/
    LOG_PATH=$JOB_DIR/result_imputation.txt

    rl=$lambda
    ax=$(echo "1 - $lambda" | bc)

    for mask_rate in ${mask_rate_list[@]}; do
        read -u 9
        {
            echo "${P}"
            python -u run.py \
                --task_name imputation \
                --is_training 1 \
                --root_path $DATA_ROOT/ETT-small/ \
                --data_path ETTm2.csv \
                --model_id "ETTm2_mask_${mask_rate}" \
                --mask_rate ${mask_rate} \
                --model $model_name \
                --data ETTm2 \
                --features M \
                --seq_len 96 \
                --label_len 0 \
                --pred_len 0 \
                --e_layers 2 \
                --d_layers 1 \
                --factor 3 \
                --enc_in 7 \
                --dec_in 7 \
                --c_out 7 \
                --batch_size 16 \
                --d_model 128 \
                --d_ff 128 \
                --des ${des} \
                --itr 1 \
                --top_k 5 \
                --learning_rate ${lr} \
                --auxi_lambda ${ax} \
                --rec_lambda ${rl} \
                --auxi_loss ${auxi_loss} \
                --module_first ${module_first} \
                --fix_seed ${seed} \
                --checkpoints $CHECKPOINTS \
                --results $RESULTS \
                --test_results $TEST_RESULTS \
                --log_path $LOG_PATH \
                --auxi_mode ${auxi_mode} \
                --reconstruction_type ${reconstruction_type}
            echo ${P} >&9
        } &
    done
done
wait
exec 9>&-
