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apps/pretrained_compound/ChemRL/GEM/tasks/conf_gen/train_vae.sh
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#!/bin/bash | ||
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# cd .. | ||
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source /fs1/software/modules/bashrc | ||
module load loginnode | ||
# module load CUDA/11.2 | ||
# module load cudnn/8.4.1-cuda11.x | ||
module load CUDA/10.2 | ||
module load cudnn/8.0.5-cuda10.2 | ||
export PYTHONUNBUFFERED=1 | ||
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root_path="../../../../../.." | ||
export PYTHONPATH="$(pwd)/$root_path/":$PYTHONPATH | ||
export CUDA_VISIBLE_DEVICES=0,1,2,3,4,5,6,7 | ||
# export LD_LIBRARY_PATH='/fs1/home/wangll1/miniconda3/envs/paddlehelix-cu112-gt/lib' | ||
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BATCH_SIZE=256 | ||
NUM_WORKERS=1 | ||
EPOCHS=100 | ||
NUM_LAYERS=3 | ||
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LR=1e-4 | ||
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DATASET="qm9_bond_angle_diheral_gt_no_position" | ||
LOG_PATH="./log/" | ||
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TRAIN_DATA_PATH="./data/raw/train" | ||
VALID_DATA_PATH="./data/raw/valid" | ||
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TRAIN_DATA_PATH_DEBUG="./data/raw/test" | ||
VALID_DATA_PATH_DEBUG="./data/raw/test" | ||
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PRIOR_CONFIG="./data/configs/prior.json" | ||
ENCODER_CONFIG="./data/configs/encoder.json" | ||
DECODER_CONFIG="./data/configs/decoder.json" | ||
HEAD_CONFIG="./data/configs/head.json" | ||
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INIT_MODEL='' | ||
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LEARNING_RATE=1e-3 | ||
WEIGHT_DECAY=5e-4 | ||
DROPOUT_RATE=0.2 | ||
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N_NOISE_MOL=1 | ||
VAE_BETA=1.0 | ||
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((BATCH_SIZE=$BATCH_SIZE/$N_NOISE_MOL)) | ||
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DEBUG=$1 | ||
DISTRIBUTED=$2 | ||
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if [ $DEBUG -eq 1 ]; then | ||
echo "Run as debug mode:" | ||
echo "==================" | ||
python train_vae.py \ | ||
--batch_size $BATCH_SIZE \ | ||
--num_workers 1 \ | ||
--epochs 10 \ | ||
--num_layers $NUM_LAYERS \ | ||
--dataset 'debug' \ | ||
--train_data_path $TRAIN_DATA_PATH \ | ||
--valid_data_path $VALID_DATA_PATH_DEBUG \ | ||
--log_path $LOG_PATH \ | ||
--prior_config $PRIOR_CONFIG \ | ||
--encoder_config $ENCODER_CONFIG \ | ||
--decoder_config $DECODER_CONFIG \ | ||
--head_config $HEAD_CONFIG \ | ||
--learning_rate $LEARNING_RATE \ | ||
--weight_decay $WEIGHT_DECAY \ | ||
--dropout_rate $DROPOUT_RATE \ | ||
--n_noise_mol $N_NOISE_MOL \ | ||
--vae_beta $VAE_BETA \ | ||
--isomorphism \ | ||
--debug | ||
elif [ $DEBUG -eq 0 ] && [ $DISTRIBUTED -eq 0 ]; then | ||
echo "Run as single gpu mode:" | ||
echo "==================" | ||
python train_vae.py \ | ||
--batch_size $BATCH_SIZE \ | ||
--num_workers $NUM_WORKERS \ | ||
--epochs $EPOCHS \ | ||
--num_layers $NUM_LAYERS \ | ||
--dataset $DATASET \ | ||
--train_data_path $TRAIN_DATA_PATH \ | ||
--valid_data_path $VALID_DATA_PATH \ | ||
--log_path $LOG_PATH \ | ||
--prior_config $PRIOR_CONFIG \ | ||
--encoder_config $ENCODER_CONFIG \ | ||
--decoder_config $DECODER_CONFIG \ | ||
--head_config $HEAD_CONFIG \ | ||
--learning_rate $LEARNING_RATE \ | ||
--weight_decay $WEIGHT_DECAY \ | ||
--dropout_rate $DROPOUT_RATE \ | ||
--n_noise_mol $N_NOISE_MOL \ | ||
--vae_beta $VAE_BETA \ | ||
--isomorphism | ||
elif [ $DEBUG -eq 0 ] && [ $DISTRIBUTED -eq 1 ]; then | ||
echo "Run as multi gpu mode:" | ||
echo "==================" | ||
python -m paddle.distributed.launch train_vae.py \ | ||
--batch_size $BATCH_SIZE \ | ||
--num_workers $NUM_WORKERS \ | ||
--epochs $EPOCHS \ | ||
--num_layers $NUM_LAYERS \ | ||
--dataset $DATASET \ | ||
--train_data_path $TRAIN_DATA_PATH \ | ||
--valid_data_path $VALID_DATA_PATH \ | ||
--log_path $LOG_PATH \ | ||
--prior_config $PRIOR_CONFIG \ | ||
--encoder_config $ENCODER_CONFIG \ | ||
--decoder_config $DECODER_CONFIG \ | ||
--head_config $HEAD_CONFIG \ | ||
--learning_rate $LEARNING_RATE \ | ||
--weight_decay $WEIGHT_DECAY \ | ||
--dropout_rate $DROPOUT_RATE \ | ||
--n_noise_mol $N_NOISE_MOL \ | ||
--vae_beta $VAE_BETA \ | ||
--distributed | ||
fi |