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experiments_3_DA_sents2augsents.sh
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# STEP 3: perform data augmentation. Raw input data -> sentences txt file -> augmented sentences pkl file
# run each code piece in one machine. process data in parallel.
# squad data
output_path="/home/Datasets/processed/SQuAD2.0/"
data_file_prefix="train"
st_idx=0
ed_idx=50000
CUDA_VISIBLE_DEVICES=1 python3 DA_main.py \
--da_task sentences2augmented_sentences \
--da_sentences_file "${output_path}${data_file_prefix}.sentences.txt" \
--da_augmented_sentences_file "${output_path}${data_file_prefix}.sentences.augmented.${st_idx}_${ed_idx}.pkl" \
--da_start_index $st_idx \
--da_end_index $ed_idx
output_path="/home/Datasets/processed/SQuAD2.0/"
data_file_prefix="train"
st_idx=50000
ed_idx=92210
CUDA_VISIBLE_DEVICES=1 python3 DA_main.py \
--da_task sentences2augmented_sentences \
--da_sentences_file "${output_path}${data_file_prefix}.sentences.txt" \
--da_augmented_sentences_file "${output_path}${data_file_prefix}.sentences.augmented.${st_idx}_${ed_idx}.pkl" \
--da_start_index $st_idx \
--da_end_index $ed_idx
# wiki data
output_path="/home/Datasets/processed/Wiki10000/"
data_file_prefix="wiki10000"
st_idx=0
ed_idx=50000
CUDA_VISIBLE_DEVICES=1 python3 DA_main.py \
--da_task sentences2augmented_sentences \
--da_sentences_file "${output_path}${data_file_prefix}.sentences.txt" \
--da_augmented_sentences_file "${output_path}${data_file_prefix}.sentences.augmented.${st_idx}_${ed_idx}.pkl" \
--da_start_index $st_idx \
--da_end_index $ed_idx
output_path="/home/Datasets/processed/Wiki10000/"
data_file_prefix="wiki10000"
st_idx=50000
ed_idx=100000
CUDA_VISIBLE_DEVICES=1 python3 DA_main.py \
--da_task sentences2augmented_sentences \
--da_sentences_file "${output_path}${data_file_prefix}.sentences.txt" \
--da_augmented_sentences_file "${output_path}${data_file_prefix}.sentences.augmented.${st_idx}_${ed_idx}.pkl" \
--da_start_index $st_idx \
--da_end_index $ed_idx
output_path="/home/Datasets/processed/Wiki10000/"
data_file_prefix="wiki10000"
st_idx=100000
ed_idx=150000
CUDA_VISIBLE_DEVICES=1 python3 DA_main.py \
--da_task sentences2augmented_sentences \
--da_sentences_file "${output_path}${data_file_prefix}.sentences.txt" \
--da_augmented_sentences_file "${output_path}${data_file_prefix}.sentences.augmented.${st_idx}_${ed_idx}.pkl" \
--da_start_index $st_idx \
--da_end_index $ed_idx
output_path="/home/Datasets/processed/Wiki10000/"
data_file_prefix="wiki10000"
st_idx=150000
ed_idx=200000
CUDA_VISIBLE_DEVICES=1 python3 DA_main.py \
--da_task sentences2augmented_sentences \
--da_sentences_file "${output_path}${data_file_prefix}.sentences.txt" \
--da_augmented_sentences_file "${output_path}${data_file_prefix}.sentences.augmented.${st_idx}_${ed_idx}.pkl" \
--da_start_index $st_idx \
--da_end_index $ed_idx
output_path="/home/Datasets/processed/Wiki10000/"
data_file_prefix="wiki10000"
st_idx=200000
ed_idx=250000
CUDA_VISIBLE_DEVICES=1 python3 DA_main.py \
--da_task sentences2augmented_sentences \
--da_sentences_file "${output_path}${data_file_prefix}.sentences.txt" \
--da_augmented_sentences_file "${output_path}${data_file_prefix}.sentences.augmented.${st_idx}_${ed_idx}.pkl" \
--da_start_index $st_idx \
--da_end_index $ed_idx
output_path="/home/Datasets/processed/Wiki10000/"
data_file_prefix="wiki10000"
st_idx=250000
ed_idx=300000
CUDA_VISIBLE_DEVICES=1 python3 DA_main.py \
--da_task sentences2augmented_sentences \
--da_sentences_file "${output_path}${data_file_prefix}.sentences.txt" \
--da_augmented_sentences_file "${output_path}${data_file_prefix}.sentences.augmented.${st_idx}_${ed_idx}.pkl" \
--da_start_index $st_idx \
--da_end_index $ed_idx
output_path="/home/Datasets/processed/Wiki10000/"
data_file_prefix="wiki10000"
st_idx=300000
ed_idx=350000
CUDA_VISIBLE_DEVICES=1 python3 DA_main.py \
--da_task sentences2augmented_sentences \
--da_sentences_file "${output_path}${data_file_prefix}.sentences.txt" \
--da_augmented_sentences_file "${output_path}${data_file_prefix}.sentences.augmented.${st_idx}_${ed_idx}.pkl" \
--da_start_index $st_idx \
--da_end_index $ed_idx
output_path="/home/Datasets/processed/Wiki10000/"
data_file_prefix="wiki10000"
st_idx=350000
ed_idx=400000
CUDA_VISIBLE_DEVICES=1 python3 DA_main.py \
--da_task sentences2augmented_sentences \
--da_sentences_file "${output_path}${data_file_prefix}.sentences.txt" \
--da_augmented_sentences_file "${output_path}${data_file_prefix}.sentences.augmented.${st_idx}_${ed_idx}.pkl" \
--da_start_index $st_idx \
--da_end_index $ed_idx
output_path="/home/Datasets/processed/Wiki10000/"
data_file_prefix="wiki10000"
st_idx=400000
ed_idx=450000
CUDA_VISIBLE_DEVICES=1 python3 DA_main.py \
--da_task sentences2augmented_sentences \
--da_sentences_file "${output_path}${data_file_prefix}.sentences.txt" \
--da_augmented_sentences_file "${output_path}${data_file_prefix}.sentences.augmented.${st_idx}_${ed_idx}.pkl" \
--da_start_index $st_idx \
--da_end_index $ed_idx
output_path="/home/Datasets/processed/Wiki10000/"
data_file_prefix="wiki10000"
st_idx=450000
ed_idx=500000
CUDA_VISIBLE_DEVICES=1 python3 DA_main.py \
--da_task sentences2augmented_sentences \
--da_sentences_file "${output_path}${data_file_prefix}.sentences.txt" \
--da_augmented_sentences_file "${output_path}${data_file_prefix}.sentences.augmented.${st_idx}_${ed_idx}.pkl" \
--da_start_index $st_idx \
--da_end_index $ed_idx
output_path="/home/Datasets/processed/Wiki10000/"
data_file_prefix="wiki10000"
st_idx=500000
ed_idx=550000
CUDA_VISIBLE_DEVICES=1 python3 DA_main.py \
--da_task sentences2augmented_sentences \
--da_sentences_file "${output_path}${data_file_prefix}.sentences.txt" \
--da_augmented_sentences_file "${output_path}${data_file_prefix}.sentences.augmented.${st_idx}_${ed_idx}.pkl" \
--da_start_index $st_idx \
--da_end_index $ed_idx
output_path="/home/Datasets/processed/Wiki10000/"
data_file_prefix="wiki10000"
st_idx=550000
ed_idx=600000
CUDA_VISIBLE_DEVICES=1 python3 DA_main.py \
--da_task sentences2augmented_sentences \
--da_sentences_file "${output_path}${data_file_prefix}.sentences.txt" \
--da_augmented_sentences_file "${output_path}${data_file_prefix}.sentences.augmented.${st_idx}_${ed_idx}.pkl" \
--da_start_index $st_idx \
--da_end_index $ed_idx
output_path="/home/Datasets/processed/Wiki10000/"
data_file_prefix="wiki10000"
st_idx=600000
ed_idx=650000
CUDA_VISIBLE_DEVICES=1 python3 DA_main.py \
--da_task sentences2augmented_sentences \
--da_sentences_file "${output_path}${data_file_prefix}.sentences.txt" \
--da_augmented_sentences_file "${output_path}${data_file_prefix}.sentences.augmented.${st_idx}_${ed_idx}.pkl" \
--da_start_index $st_idx \
--da_end_index $ed_idx
output_path="/home/Datasets/processed/Wiki10000/"
data_file_prefix="wiki10000"
st_idx=650000
ed_idx=700000
CUDA_VISIBLE_DEVICES=1 python3 DA_main.py \
--da_task sentences2augmented_sentences \
--da_sentences_file "${output_path}${data_file_prefix}.sentences.txt" \
--da_augmented_sentences_file "${output_path}${data_file_prefix}.sentences.augmented.${st_idx}_${ed_idx}.pkl" \
--da_start_index $st_idx \
--da_end_index $ed_idx
output_path="/home/Datasets/processed/Wiki10000/"
data_file_prefix="wiki10000"
st_idx=700000
ed_idx=750000
CUDA_VISIBLE_DEVICES=1 python3 DA_main.py \
--da_task sentences2augmented_sentences \
--da_sentences_file "${output_path}${data_file_prefix}.sentences.txt" \
--da_augmented_sentences_file "${output_path}${data_file_prefix}.sentences.augmented.${st_idx}_${ed_idx}.pkl" \
--da_start_index $st_idx \
--da_end_index $ed_idx
output_path="/home/Datasets/processed/Wiki10000/"
data_file_prefix="wiki10000"
st_idx=750000
ed_idx=800000
CUDA_VISIBLE_DEVICES=1 python3 DA_main.py \
--da_task sentences2augmented_sentences \
--da_sentences_file "${output_path}${data_file_prefix}.sentences.txt" \
--da_augmented_sentences_file "${output_path}${data_file_prefix}.sentences.augmented.${st_idx}_${ed_idx}.pkl" \
--da_start_index $st_idx \
--da_end_index $ed_idx
output_path="/home/Datasets/processed/Wiki10000/"
data_file_prefix="wiki10000"
st_idx=800000
ed_idx=850000
CUDA_VISIBLE_DEVICES=1 python3 DA_main.py \
--da_task sentences2augmented_sentences \
--da_sentences_file "${output_path}${data_file_prefix}.sentences.txt" \
--da_augmented_sentences_file "${output_path}${data_file_prefix}.sentences.augmented.${st_idx}_${ed_idx}.pkl" \
--da_start_index $st_idx \
--da_end_index $ed_idx
output_path="/home/Datasets/processed/Wiki10000/"
data_file_prefix="wiki10000"
st_idx=850000
ed_idx=900000
CUDA_VISIBLE_DEVICES=1 python3 DA_main.py \
--da_task sentences2augmented_sentences \
--da_sentences_file "${output_path}${data_file_prefix}.sentences.txt" \
--da_augmented_sentences_file "${output_path}${data_file_prefix}.sentences.augmented.${st_idx}_${ed_idx}.pkl" \
--da_start_index $st_idx \
--da_end_index $ed_idx
output_path="/home/Datasets/processed/Wiki10000/"
data_file_prefix="wiki10000"
st_idx=900000
ed_idx=950000
CUDA_VISIBLE_DEVICES=1 python3 DA_main.py \
--da_task sentences2augmented_sentences \
--da_sentences_file "${output_path}${data_file_prefix}.sentences.txt" \
--da_augmented_sentences_file "${output_path}${data_file_prefix}.sentences.augmented.${st_idx}_${ed_idx}.pkl" \
--da_start_index $st_idx \
--da_end_index $ed_idx
output_path="/home/Datasets/processed/Wiki10000/"
data_file_prefix="wiki10000"
st_idx=950000
ed_idx=1000000
CUDA_VISIBLE_DEVICES=1 python3 DA_main.py \
--da_task sentences2augmented_sentences \
--da_sentences_file "${output_path}${data_file_prefix}.sentences.txt" \
--da_augmented_sentences_file "${output_path}${data_file_prefix}.sentences.augmented.${st_idx}_${ed_idx}.pkl" \
--da_start_index $st_idx \
--da_end_index $ed_idx