#!/bin/bash set -e stage=-1 stop_stage=100 # bpemode (unigram or bpe) nbpe=8000 bpemode=unigram bpeprefix="data/bpe_${bpemode}_${nbpe}" data_dir=./TED_EnZh source ${MAIN_ROOT}/utils/parse_options.sh TARGET_DIR=${MAIN_ROOT}/examples/dataset mkdir -p ${TARGET_DIR} mkdir -p data if [ ${stage} -le -1 ] && [ ${stop_stage} -ge -1 ]; then if [ ! -e ${data_dir} ]; then echo "Error: Dataset is not avaiable. Please download and unzip the dataset" echo "Download Link: https://pan.baidu.com/s/18L-59wgeS96WkObISrytQQ Passwd: bva0" echo "The tree of the directory should be:" echo "." echo "|-- En-Zh" echo "|-- test-segment" echo " |-- tst2010" echo " |-- ..." echo "|-- train-split" echo " |-- train-segment" echo "|-- README.md" exit 1 fi # generate manifests python3 ${TARGET_DIR}/ted_en_zh/ted_en_zh.py \ --manifest_prefix="data/manifest" \ --src_dir="${data_dir}" echo "Complete raw data pre-process." fi if [ ${stage} -le 0 ] && [ ${stop_stage} -ge 0 ]; then # compute mean and stddev for normalizer num_workers=$(nproc) python3 ${MAIN_ROOT}/utils/compute_mean_std.py \ --manifest_path="data/manifest.train.raw" \ --num_samples=-1 \ --spectrum_type="fbank" \ --feat_dim=80 \ --delta_delta=false \ --sample_rate=16000 \ --stride_ms=10.0 \ --window_ms=25.0 \ --use_dB_normalization=False \ --num_workers=${num_workers} \ --output_path="data/mean_std.json" if [ $? -ne 0 ]; then echo "Compute mean and stddev failed. Terminated." exit 1 fi fi if [ ${stage} -le 1 ] && [ ${stop_stage} -ge 1 ]; then # build vocabulary python3 ${MAIN_ROOT}/utils/build_vocab.py \ --unit_type "spm" \ --spm_vocab_size=${nbpe} \ --spm_mode ${bpemode} \ --spm_model_prefix ${bpeprefix} \ --vocab_path="data/vocab.txt" \ --text_keys 'text' 'text1' \ --manifest_paths="data/manifest.train.raw" if [ $? -ne 0 ]; then echo "Build vocabulary failed. Terminated." exit 1 fi fi if [ ${stage} -le 2 ] && [ ${stop_stage} -ge 2 ]; then # format manifest with tokenids, vocab size for set in train dev test; do { python3 ${MAIN_ROOT}/utils/format_triplet_data.py \ --feat_type "raw" \ --cmvn_path "data/mean_std.json" \ --unit_type "spm" \ --spm_model_prefix ${bpeprefix} \ --vocab_path="data/vocab.txt" \ --manifest_path="data/manifest.${set}.raw" \ --output_path="data/manifest.${set}" if [ $? -ne 0 ]; then echo "Formt mnaifest failed. Terminated." exit 1 fi }& done wait fi echo "Ted En-Zh Data preparation done." exit 0