From c9d6d3b5ecb5b725e78e0425d8e3edc1cdb4fe7a Mon Sep 17 00:00:00 2001 From: ShakedDovrat Date: Sun, 7 Mar 2021 14:21:39 +0200 Subject: [PATCH 01/20] add Libri4Mix metadata --- metadata/Libri4Mix/libri4mix_dev-clean.csv | 3001 ++ .../Libri4Mix/libri4mix_dev-clean_info.csv | 3001 ++ metadata/Libri4Mix/libri4mix_test-clean.csv | 3001 ++ .../Libri4Mix/libri4mix_test-clean_info.csv | 3001 ++ .../Libri4Mix/libri4mix_train-clean-100.csv | 6901 +++++ .../libri4mix_train-clean-100_info.csv | 6901 +++++ .../Libri4Mix/libri4mix_train-clean-360.csv | 25401 ++++++++++++++++ .../libri4mix_train-clean-360_info.csv | 25401 ++++++++++++++++ 8 files changed, 76608 insertions(+) create mode 100644 metadata/Libri4Mix/libri4mix_dev-clean.csv create mode 100644 metadata/Libri4Mix/libri4mix_dev-clean_info.csv create mode 100644 metadata/Libri4Mix/libri4mix_test-clean.csv create mode 100644 metadata/Libri4Mix/libri4mix_test-clean_info.csv create mode 100644 metadata/Libri4Mix/libri4mix_train-clean-100.csv 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+1445-139397-0014_1463-134465-0049_8464-282934-0032_2999-156967-0009,1445.0,M,1463.0,F,8464.0,M,2999.0,M +7140-72212-0000_4438-48513-0019_7069-246889-0024_8421-283462-0034,7140.0,F,4438.0,M,7069.0,M,8421.0,F +8329-279775-0033_6497-234067-0030_1800-142858-0007_7739-8592-0044,8329.0,F,6497.0,M,1800.0,F,7739.0,F +6359-64713-0070_2960-155151-0022_7247-101864-0024_7783-107486-0058,6359.0,F,2960.0,M,7247.0,M,7783.0,F +1012-133424-0019_6352-83633-0008_6167-73973-0009_6683-63839-0031,1012.0,F,6352.0,F,6167.0,F,6683.0,F From 8a6dd7746b7188e5128b351d60f9412943d5f471 Mon Sep 17 00:00:00 2001 From: ShakedDovrat Date: Sun, 7 Mar 2021 14:26:50 +0200 Subject: [PATCH 02/20] minor fixes --- scripts/augment_train_noise.py | 5 +++-- scripts/create_librimix_from_metadata.py | 8 ++++++++ 2 files changed, 11 insertions(+), 2 deletions(-) diff --git a/scripts/augment_train_noise.py b/scripts/augment_train_noise.py index 2534258..2b4535b 100644 --- a/scripts/augment_train_noise.py +++ b/scripts/augment_train_noise.py @@ -38,8 +38,9 @@ def apply_fx(sound_path, speed): # Get the effect fx = (AudioEffectsChain().speed(speed)) s, rate = sf.read(sound_path) - # Get 1st channel - s = s[:, 0] + if len(s.shape) > 1: + # Get 1st channel + s = s[:, 0] # Apply effect s = fx(s) # Write the file diff --git a/scripts/create_librimix_from_metadata.py b/scripts/create_librimix_from_metadata.py index e20f19f..d79481a 100644 --- a/scripts/create_librimix_from_metadata.py +++ b/scripts/create_librimix_from_metadata.py @@ -344,6 +344,7 @@ def write_sources(mix_id, transformed_sources, subdirs, dir_path, freq, n_src): for src, src_dir in zip(transformed_sources[:n_src], subdirs[:n_src]): save_path = os.path.join(dir_path, src_dir, ex_filename) abs_save_path = os.path.abspath(save_path) + ensure_dir(os.path.dirname(abs_save_path)) sf.write(abs_save_path, src, freq) abs_source_path_list.append(abs_save_path) return abs_source_path_list @@ -355,6 +356,7 @@ def write_noise(mix_id, transformed_sources, dir_path, freq): ex_filename = mix_id + '.wav' save_path = os.path.join(dir_path, 'noise', ex_filename) abs_save_path = os.path.abspath(save_path) + ensure_dir(os.path.dirname(abs_save_path)) sf.write(abs_save_path, noise, freq) return abs_save_path @@ -373,6 +375,7 @@ def write_mix(mix_id, mixture, dir_path, subdir, freq): ex_filename = mix_id + '.wav' save_path = os.path.join(dir_path, subdir, ex_filename) abs_save_path = os.path.abspath(save_path) + ensure_dir(os.path.dirname(abs_save_path)) sf.write(abs_save_path, mixture, freq) return abs_save_path @@ -410,6 +413,11 @@ def add_to_mixture_metadata(mix_df, mix_id, abs_mix_path, abs_sources_path, mix_df.loc[len(mix_df)] = row_mixture +def ensure_dir(d): + if not os.path.exists(d): + os.makedirs(d) + + if __name__ == "__main__": args = parser.parse_args() main(args) From c5ff7b2c766f237100f7f226fea53fe7d197e5d2 Mon Sep 17 00:00:00 2001 From: ShakedDovrat Date: Sun, 7 Mar 2021 14:27:52 +0200 Subject: [PATCH 03/20] add 4 speakers 8khz min mix_clean script --- generate_librimix_4sp_8khz_min_mixclean.sh | 79 ++++++++++++++++++++++ 1 file changed, 79 insertions(+) create mode 100644 generate_librimix_4sp_8khz_min_mixclean.sh diff --git a/generate_librimix_4sp_8khz_min_mixclean.sh b/generate_librimix_4sp_8khz_min_mixclean.sh new file mode 100644 index 0000000..56ce8b2 --- /dev/null +++ b/generate_librimix_4sp_8khz_min_mixclean.sh @@ -0,0 +1,79 @@ +#!/bin/bash +set -eu # Exit on error + +storage_dir=$1 +librispeech_dir=$storage_dir/LibriSpeech +wham_dir=$storage_dir/wham_noise +librimix_outdir=$storage_dir/ + +function LibriSpeech_dev_clean() { + if ! test -e $librispeech_dir/dev-clean; then + echo "Download LibriSpeech/dev-clean into $storage_dir" + # If downloading stalls for more than 20s, relaunch from previous state. + wget -c --tries=0 --read-timeout=20 http://www.openslr.org/resources/12/dev-clean.tar.gz -P $storage_dir + tar -xzf $storage_dir/dev-clean.tar.gz -C $storage_dir + rm -rf $storage_dir/dev-clean.tar.gz + fi +} + +function LibriSpeech_test_clean() { + if ! test -e $librispeech_dir/test-clean; then + echo "Download LibriSpeech/test-clean into $storage_dir" + # If downloading stalls for more than 20s, relaunch from previous state. + wget -c --tries=0 --read-timeout=20 http://www.openslr.org/resources/12/test-clean.tar.gz -P $storage_dir + tar -xzf $storage_dir/test-clean.tar.gz -C $storage_dir + rm -rf $storage_dir/test-clean.tar.gz + fi +} + +function LibriSpeech_clean100() { + if ! test -e $librispeech_dir/train-clean-100; then + echo "Download LibriSpeech/train-clean-100 into $storage_dir" + # If downloading stalls for more than 20s, relaunch from previous state. + wget -c --tries=0 --read-timeout=20 http://www.openslr.org/resources/12/train-clean-100.tar.gz -P $storage_dir + tar -xzf $storage_dir/train-clean-100.tar.gz -C $storage_dir + rm -rf $storage_dir/train-clean-100.tar.gz + fi +} + +function LibriSpeech_clean360() { + if ! test -e $librispeech_dir/train-clean-360; then + echo "Download LibriSpeech/train-clean-360 into $storage_dir" + # If downloading stalls for more than 20s, relaunch from previous state. + wget -c --tries=0 --read-timeout=20 http://www.openslr.org/resources/12/train-clean-360.tar.gz -P $storage_dir + tar -xzf $storage_dir/train-clean-360.tar.gz -C $storage_dir + rm -rf $storage_dir/train-clean-360.tar.gz + fi +} + +function wham() { + if ! test -e $wham_dir; then + echo "Download wham_noise into $storage_dir" + # If downloading stalls for more than 20s, relaunch from previous state. + wget -c --tries=0 --read-timeout=20 https://storage.googleapis.com/whisper-public/wham_noise.zip -P $storage_dir + unzip -qn $storage_dir/wham_noise.zip -d $storage_dir + rm -rf $storage_dir/wham_noise.zip + fi +} + +LibriSpeech_dev_clean & +LibriSpeech_test_clean & +LibriSpeech_clean100 & +wham & +#LibriSpeech_clean360 & # COMMENT: Was before "wham &" + +wait + + +python scripts/augment_train_noise.py --wham_dir $wham_dir +for n_src in 4; do + metadata_dir=metadata/Libri$n_src"Mix" + python scripts/create_librimix_from_metadata.py --librispeech_dir $librispeech_dir \ + --wham_dir $wham_dir \ + --metadata_dir $metadata_dir \ + --librimix_outdir $librimix_outdir \ + --n_src $n_src \ + --freqs 8k \ + --modes min \ + --types mix_clean +done From a80a637be4a7ac9b9e82342ae98b635c2fd3c096 Mon Sep 17 00:00:00 2001 From: ShakedDovrat Date: Sun, 7 Mar 2021 14:29:18 +0200 Subject: [PATCH 04/20] create metadata faster --- scripts/create_librimix_metadata.py | 55 ++++++++++++++++++++++++----- 1 file changed, 46 insertions(+), 9 deletions(-) diff --git a/scripts/create_librimix_metadata.py b/scripts/create_librimix_metadata.py index 99e4a87..f3d65ca 100644 --- a/scripts/create_librimix_metadata.py +++ b/scripts/create_librimix_metadata.py @@ -205,7 +205,7 @@ def set_utt_pairs(librispeech_md_file, pair_list, n_src): # A counter c = 0 # Index of the rows in the metadata file - index = list(range(len(librispeech_md_file))) + index = set(range(len(librispeech_md_file))) # Try to create pairs with different speakers end after 200 fails while len(index) >= n_src and c < 200: @@ -223,6 +223,29 @@ def set_utt_pairs(librispeech_md_file, pair_list, n_src): index.remove(couple[i]) pair_list.append(couple) c = 0 + + # Shaked - faster + # while len(index) >= n_src: + # c = 0 + # couple = [] + # while len(couple) < n_src and c < 200: + # speaker_list = set() + # samples = random.sample(index, min(len(index), 10 * n_src)) + # found = False + # for sample in samples: + # speaker_id = librispeech_md_file.iloc[sample]['speaker_ID'] + # if speaker_id not in speaker_list: + # speaker_list.add(speaker_id) + # couple.append(sample) + # index.remove(sample) + # found = True + # if len(couple) == n_src: + # break + # if not found: + # c += 1 + # if len(couple) == n_src: + # pair_list.append(couple) + return pair_list @@ -271,14 +294,28 @@ def set_noise_pairs(pairs, noise_pairs, librispeech_md_file, wham_md_file): def remove_duplicates(utt_pairs, noise_pairs): print('Removing duplicates') - # look for identical mixtures O(n²) - for i, (pair, pair_noise) in enumerate(zip(utt_pairs, noise_pairs)): - for j, (du_pair, du_pair_noise) in enumerate( - zip(utt_pairs, noise_pairs)): - # sort because [s1,s2] = [s2,s1] - if sorted(pair) == sorted(du_pair) and i != j: - utt_pairs.remove(du_pair) - noise_pairs.remove(du_pair_noise) + # Shaked - faster + utt_pairs_sorted = [sorted(pair) for pair in utt_pairs] + indices_to_remove = set() + for i in range(len(utt_pairs_sorted)): + for j in range(i+1, len(utt_pairs_sorted)): + if utt_pairs_sorted[i] == utt_pairs_sorted[j]: + indices_to_remove.add(j) + # indices_to_remove = sorted(indices_to_remove, reverse=True) + # for idx in indices_to_remove: + # del utt_pairs[idx] + # del noise_pairs[idx] + utt_pairs = [item for i, item in enumerate(utt_pairs) if i not in indices_to_remove] + noise_pairs = [item for i, item in enumerate(noise_pairs) if i not in indices_to_remove] + + # # look for identical mixtures O(n²) + # for i, (pair, pair_noise) in enumerate(zip(utt_pairs, noise_pairs)): + # for j, (du_pair, du_pair_noise) in enumerate( + # zip(utt_pairs, noise_pairs)): + # # sort because [s1,s2] = [s2,s1] + # if sorted(pair) == sorted(du_pair) and i != j: + # utt_pairs.remove(du_pair) + # noise_pairs.remove(du_pair_noise) return utt_pairs, noise_pairs From a05329a1f132ef31b70b86f4fadc04c356cce866 Mon Sep 17 00:00:00 2001 From: ShakedDovrat Date: Sun, 7 Mar 2021 14:31:42 +0200 Subject: [PATCH 05/20] update 4 speakers script --- generate_librimix_4sp_8khz_min_mixclean.sh | 7 +++++-- 1 file changed, 5 insertions(+), 2 deletions(-) diff --git a/generate_librimix_4sp_8khz_min_mixclean.sh b/generate_librimix_4sp_8khz_min_mixclean.sh index 56ce8b2..a8b9ca6 100644 --- a/generate_librimix_4sp_8khz_min_mixclean.sh +++ b/generate_librimix_4sp_8khz_min_mixclean.sh @@ -64,11 +64,14 @@ wham & wait +# Path to python +python_path=python -python scripts/augment_train_noise.py --wham_dir $wham_dir +# If you wish to rerun this script in the future please comment this line out. +$python_path scripts/augment_train_noise.py --wham_dir $wham_dir for n_src in 4; do metadata_dir=metadata/Libri$n_src"Mix" - python scripts/create_librimix_from_metadata.py --librispeech_dir $librispeech_dir \ + $python_path scripts/create_librimix_from_metadata.py --librispeech_dir $librispeech_dir \ --wham_dir $wham_dir \ --metadata_dir $metadata_dir \ --librimix_outdir $librimix_outdir \ From 87a8afdfbeda6c08e413b2dce60d3940926562ed Mon Sep 17 00:00:00 2001 From: ShakedDovrat Date: Sun, 7 Mar 2021 16:18:51 +0200 Subject: [PATCH 06/20] faster metadata creation + multi-processing + ignore train-360 --- scripts/create_librimix_metadata.py | 166 ++++++++++++++++------------ 1 file changed, 97 insertions(+), 69 deletions(-) diff --git a/scripts/create_librimix_metadata.py b/scripts/create_librimix_metadata.py index f3d65ca..cbab102 100644 --- a/scripts/create_librimix_metadata.py +++ b/scripts/create_librimix_metadata.py @@ -67,7 +67,7 @@ def create_librimix_metadata(librispeech_dir, librispeech_md_dir, wham_dir, wham_md_files = os.listdir(wham_md_dir) # If you wish to ignore some metadata files add their name here # Example : to_be_ignored = ['dev-other.csv'] - to_be_ignored = [] + to_be_ignored = ['train-clean-360.csv'] # TEMP: We don't need train-360 check_already_generated(md_dir, dataset, to_be_ignored, librispeech_md_files) @@ -75,6 +75,7 @@ def create_librimix_metadata(librispeech_dir, librispeech_md_dir, wham_dir, for librispeech_md_file in librispeech_md_files: if not librispeech_md_file.endswith('.csv'): print(f"{librispeech_md_file} is not a csv file, continue.") + librispeech_md_files.remove(librispeech_md_file) continue # Get the name of the corresponding noise md file try: @@ -84,32 +85,56 @@ def create_librimix_metadata(librispeech_dir, librispeech_md_dir, wham_dir, print('Wham metadata are missing you can either generate the ' 'missing wham files or add the librispeech metadata to ' 'to_be_ignored list') - break - - # Open .csv files from LibriSpeech - librispeech_md = pd.read_csv(os.path.join( - librispeech_md_dir, librispeech_md_file), engine='python') - # Open .csv files from wham_noise - wham_md = pd.read_csv(os.path.join( - wham_md_dir, wham_md_file), engine='python') - # Filenames - save_path = os.path.join(md_dir, - '_'.join([dataset, librispeech_md_file])) - info_name = '_'.join([dataset, librispeech_md_file.strip('.csv'), - 'info']) + '.csv' - info_save_path = os.path.join(md_dir, info_name) - print(f"Creating {os.path.basename(save_path)} file in {md_dir}") - # Create dataframe - mixtures_md, mixtures_info = create_librimix_df( - librispeech_md, librispeech_dir, wham_md, wham_dir, - n_src) - # Round number of files - mixtures_md = mixtures_md[:len(mixtures_md) // 100 * 100] - mixtures_info = mixtures_info[:len(mixtures_info) // 100 * 100] - - # Save csv files - mixtures_md.to_csv(save_path, index=False) - mixtures_info.to_csv(info_save_path, index=False) + return + + # Multi-processing: + import multiprocessing + jobs = [] + for librispeech_md_file in librispeech_md_files: + p = multiprocessing.Process(target=create_librimix_metadata_single_set, + args=(librispeech_dir, librispeech_md_dir, wham_dir, wham_md_dir, md_dir, n_src, librispeech_md_file)) + jobs.append(p) + p.start() + # pool = multiprocessing.Pool(len(librispeech_md_files)) + # def func(file_name): + # create_librimix_metadata_single_set(librispeech_dir, librispeech_md_dir, wham_dir, wham_md_dir, md_dir, n_src, file_name) + # # func = lambda file_name: create_librimix_metadata_single_set(librispeech_dir, librispeech_md_dir, wham_dir, wham_md_dir, md_dir, n_src, file_name) + # pool.map(func, librispeech_md_files) + # for librispeech_md_file in librispeech_md_files: # to be parallel + # create_librimix_metadata_single_set(librispeech_dir, librispeech_md_dir, wham_dir, wham_md_dir, md_dir, n_src, librispeech_md_file) + + +def create_librimix_metadata_single_set(librispeech_dir, librispeech_md_dir, wham_dir, wham_md_dir, md_dir, n_src, librispeech_md_file): + dataset = f'libri{n_src}mix' + wham_md_files = os.listdir(wham_md_dir) + + wham_md_file = [f for f in wham_md_files if + f.startswith(librispeech_md_file.split('-')[0])][0] + + # Open .csv files from LibriSpeech + librispeech_md = pd.read_csv(os.path.join( + librispeech_md_dir, librispeech_md_file), engine='python') + # Open .csv files from wham_noise + wham_md = pd.read_csv(os.path.join( + wham_md_dir, wham_md_file), engine='python') + # Filenames + save_path = os.path.join(md_dir, + '_'.join([dataset, librispeech_md_file])) + info_name = '_'.join([dataset, librispeech_md_file.strip('.csv'), + 'info']) + '.csv' + info_save_path = os.path.join(md_dir, info_name) + print(f"Creating {os.path.basename(save_path)} file in {md_dir}") + # Create dataframe + mixtures_md, mixtures_info = create_librimix_df( + librispeech_md, librispeech_dir, wham_md, wham_dir, + n_src) + # Round number of files + mixtures_md = mixtures_md[:len(mixtures_md) // 100 * 100] + mixtures_info = mixtures_info[:len(mixtures_info) // 100 * 100] + + # Save csv files + mixtures_md.to_csv(save_path, index=False) + mixtures_info.to_csv(info_save_path, index=False) def check_already_generated(md_dir, dataset, to_be_ignored, @@ -202,49 +227,51 @@ def set_pairs(librispeech_md_file, wham_md_file, n_src): def set_utt_pairs(librispeech_md_file, pair_list, n_src): - # A counter - c = 0 - # Index of the rows in the metadata file + # # A counter + # c = 0 + # # Index of the rows in the metadata file + # index = set(range(len(librispeech_md_file))) + # + # # Try to create pairs with different speakers end after 200 fails + # while len(index) >= n_src and c < 200: + # couple = random.sample(index, n_src) + # # Check that speakers are different + # speaker_list = set([librispeech_md_file.iloc[couple[i]]['speaker_ID'] + # for i in range(n_src)]) + # # If there are duplicates then increment the counter + # if len(speaker_list) != n_src: + # c += 1 + # # Else append the combination to pair_list and erase the combination + # # from the available indexes + # else: + # for i in range(n_src): + # index.remove(couple[i]) + # pair_list.append(couple) + # c = 0 + + # Shaked - faster index = set(range(len(librispeech_md_file))) - # Try to create pairs with different speakers end after 200 fails - while len(index) >= n_src and c < 200: - couple = random.sample(index, n_src) - # Check that speakers are different - speaker_list = set([librispeech_md_file.iloc[couple[i]]['speaker_ID'] - for i in range(n_src)]) - # If there are duplicates then increment the counter - if len(speaker_list) != n_src: - c += 1 - # Else append the combination to pair_list and erase the combination - # from the available indexes - else: - for i in range(n_src): - index.remove(couple[i]) + while len(index) >= n_src: + c = 0 + couple = [] + while len(couple) < n_src and c < 200: + speaker_list = set() + samples = random.sample(index, min(len(index), 10 * n_src)) + found = False + for sample in samples: + speaker_id = librispeech_md_file.iloc[sample]['speaker_ID'] + if speaker_id not in speaker_list: + speaker_list.add(speaker_id) + couple.append(sample) + index.remove(sample) + found = True + if len(couple) == n_src: + break + if not found: + c += 1 + if len(couple) == n_src: pair_list.append(couple) - c = 0 - - # Shaked - faster - # while len(index) >= n_src: - # c = 0 - # couple = [] - # while len(couple) < n_src and c < 200: - # speaker_list = set() - # samples = random.sample(index, min(len(index), 10 * n_src)) - # found = False - # for sample in samples: - # speaker_id = librispeech_md_file.iloc[sample]['speaker_ID'] - # if speaker_id not in speaker_list: - # speaker_list.add(speaker_id) - # couple.append(sample) - # index.remove(sample) - # found = True - # if len(couple) == n_src: - # break - # if not found: - # c += 1 - # if len(couple) == n_src: - # pair_list.append(couple) return pair_list @@ -305,8 +332,9 @@ def remove_duplicates(utt_pairs, noise_pairs): # for idx in indices_to_remove: # del utt_pairs[idx] # del noise_pairs[idx] - utt_pairs = [item for i, item in enumerate(utt_pairs) if i not in indices_to_remove] - noise_pairs = [item for i, item in enumerate(noise_pairs) if i not in indices_to_remove] + if len(indices_to_remove) > 0: + utt_pairs = [item for i, item in enumerate(utt_pairs) if i not in indices_to_remove] + noise_pairs = [item for i, item in enumerate(noise_pairs) if i not in indices_to_remove] # # look for identical mixtures O(n²) # for i, (pair, pair_noise) in enumerate(zip(utt_pairs, noise_pairs)): From 3577b87d4e9692bbfb6d177c95e224fd56ee083b Mon Sep 17 00:00:00 2001 From: ShakedDovrat Date: Mon, 8 Mar 2021 18:49:29 +0200 Subject: [PATCH 07/20] make set_noise_pairs faster + fix bug where taking all utt instead of new ones in each iteration + disable parallel --- scripts/create_librimix_metadata.py | 88 ++++++++++++++++++----------- 1 file changed, 56 insertions(+), 32 deletions(-) diff --git a/scripts/create_librimix_metadata.py b/scripts/create_librimix_metadata.py index cbab102..be6c1bd 100644 --- a/scripts/create_librimix_metadata.py +++ b/scripts/create_librimix_metadata.py @@ -87,21 +87,18 @@ def create_librimix_metadata(librispeech_dir, librispeech_md_dir, wham_dir, 'to_be_ignored list') return - # Multi-processing: - import multiprocessing - jobs = [] - for librispeech_md_file in librispeech_md_files: - p = multiprocessing.Process(target=create_librimix_metadata_single_set, - args=(librispeech_dir, librispeech_md_dir, wham_dir, wham_md_dir, md_dir, n_src, librispeech_md_file)) - jobs.append(p) - p.start() - # pool = multiprocessing.Pool(len(librispeech_md_files)) - # def func(file_name): - # create_librimix_metadata_single_set(librispeech_dir, librispeech_md_dir, wham_dir, wham_md_dir, md_dir, n_src, file_name) - # # func = lambda file_name: create_librimix_metadata_single_set(librispeech_dir, librispeech_md_dir, wham_dir, wham_md_dir, md_dir, n_src, file_name) - # pool.map(func, librispeech_md_files) - # for librispeech_md_file in librispeech_md_files: # to be parallel - # create_librimix_metadata_single_set(librispeech_dir, librispeech_md_dir, wham_dir, wham_md_dir, md_dir, n_src, librispeech_md_file) + work_in_parallel = False # No need for parallel for now(?) + if work_in_parallel: + import multiprocessing + jobs = [] + for librispeech_md_file in librispeech_md_files: + p = multiprocessing.Process(target=create_librimix_metadata_single_set, + args=(librispeech_dir, librispeech_md_dir, wham_dir, wham_md_dir, md_dir, n_src, librispeech_md_file)) + jobs.append(p) + p.start() + else: + for librispeech_md_file in librispeech_md_files: + create_librimix_metadata_single_set(librispeech_dir, librispeech_md_dir, wham_dir, wham_md_dir, md_dir, n_src, librispeech_md_file) def create_librimix_metadata_single_set(librispeech_dir, librispeech_md_dir, wham_dir, wham_md_dir, md_dir, n_src, librispeech_md_file): @@ -212,13 +209,18 @@ def set_pairs(librispeech_md_file, wham_md_file, n_src): if 'train' in librispeech_md_file.iloc[0]['subset']: utt_pairs = set_utt_pairs(librispeech_md_file, utt_pairs, n_src) noise_pairs = set_noise_pairs(utt_pairs, noise_pairs, - librispeech_md_file, wham_md_file) + librispeech_md_file, wham_md_file, len(utt_pairs)) # Otherwise we want 3000 mixtures else: while len(utt_pairs) < 3000: - utt_pairs = set_utt_pairs(librispeech_md_file, utt_pairs, n_src) - noise_pairs = set_noise_pairs(utt_pairs, noise_pairs, - librispeech_md_file, wham_md_file) + new_utt_pairs = set_utt_pairs(librispeech_md_file, [], n_src) + new_noise_pairs = set_noise_pairs(new_utt_pairs, [], + librispeech_md_file, wham_md_file, len(utt_pairs) + len(new_utt_pairs)) + utt_pairs += new_utt_pairs + noise_pairs += new_noise_pairs + # utt_pairs = set_utt_pairs(librispeech_md_file, utt_pairs, n_src) + # noise_pairs = set_noise_pairs(utt_pairs, noise_pairs, + # librispeech_md_file, wham_md_file) utt_pairs, noise_pairs = remove_duplicates(utt_pairs, noise_pairs) utt_pairs = utt_pairs[:3000] noise_pairs = noise_pairs[:3000] @@ -276,35 +278,35 @@ def set_utt_pairs(librispeech_md_file, pair_list, n_src): return pair_list -def set_noise_pairs(pairs, noise_pairs, librispeech_md_file, wham_md_file): +def set_noise_pairs(pairs, noise_pairs, librispeech_md_file, wham_md_file, total_num_of_pairs): print('Generating pairs') + is_train = 'train' in librispeech_md_file.iloc[0]['subset'] # Initially take not augmented data md = wham_md_file[wham_md_file['augmented'] == False] # If there are more mixtures than noises then use augmented data - if len(pairs) > len(md): + if total_num_of_pairs > len(md): md = wham_md_file # Copy pairs because we are going to remove elements from pairs for pair in pairs.copy(): - # get sources infos - sources = [librispeech_md_file.iloc[pair[i]] - for i in range(len(pair))] - # get max_length - length_list = [source['length'] for source in sources] - max_length = max(length_list) + # # get sources infos + # sources = [librispeech_md_file.iloc[pair[i]] + # for i in range(len(pair))] + # # get max_length + # length_list = [source['length'] for source in sources] + # max_length = max(length_list) + max_length = max(librispeech_md_file.iloc[elem]['length'] for elem in pair) # Ideal choices are noises longer than max_length possible = md[md['length'] >= max_length] - # if possible is not empty - try: + if not possible.empty: # random noise longer than max_length pair_noise = random.sample(list(possible.index), 1) # add that noise's index to the list noise_pairs.append(pair_noise) # remove that noise from the remaining noises md = md.drop(pair_noise) - # if possible is empty - except ValueError: + else: # if we deal with training files - if 'train' in librispeech_md_file.iloc[0]['subset']: + if is_train: # take the longest noise remaining pair_noise = list(md.index)[-1] # add it to noise list @@ -315,6 +317,28 @@ def set_noise_pairs(pairs, noise_pairs, librispeech_md_file, wham_md_file): else: # just delete the pair we will redo this process pairs.remove(pair) + # # if possible is not empty + # try: + # # random noise longer than max_length + # pair_noise = random.sample(list(possible.index), 1) + # # add that noise's index to the list + # noise_pairs.append(pair_noise) + # # remove that noise from the remaining noises + # md = md.drop(pair_noise) + # # if possible is empty + # except ValueError: + # # if we deal with training files + # if is_train: + # # take the longest noise remaining + # pair_noise = list(md.index)[-1] + # # add it to noise list + # noise_pairs.append(pair_noise) + # # remove it from remaining noises + # md = md.drop(pair_noise) + # # if dev or test + # else: + # # just delete the pair we will redo this process + # pairs.remove(pair) return noise_pairs From fdbe534caa3e27b2c29b2de3f535585a9600c96a Mon Sep 17 00:00:00 2001 From: ShakedDovrat Date: Mon, 8 Mar 2021 19:06:54 +0200 Subject: [PATCH 08/20] re-enable parallel --- scripts/create_librimix_metadata.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/scripts/create_librimix_metadata.py b/scripts/create_librimix_metadata.py index be6c1bd..d39496b 100644 --- a/scripts/create_librimix_metadata.py +++ b/scripts/create_librimix_metadata.py @@ -87,7 +87,7 @@ def create_librimix_metadata(librispeech_dir, librispeech_md_dir, wham_dir, 'to_be_ignored list') return - work_in_parallel = False # No need for parallel for now(?) + work_in_parallel = True if work_in_parallel: import multiprocessing jobs = [] @@ -96,6 +96,7 @@ def create_librimix_metadata(librispeech_dir, librispeech_md_dir, wham_dir, args=(librispeech_dir, librispeech_md_dir, wham_dir, wham_md_dir, md_dir, n_src, librispeech_md_file)) jobs.append(p) p.start() + [job.join() for job in jobs] # wait for all to finish else: for librispeech_md_file in librispeech_md_files: create_librimix_metadata_single_set(librispeech_dir, librispeech_md_dir, wham_dir, wham_md_dir, md_dir, n_src, librispeech_md_file) From 8995b7f1c03c180644dd02ed85f370c3cdc9ba40 Mon Sep 17 00:00:00 2001 From: ShakedDovrat Date: Tue, 9 Mar 2021 14:51:54 +0200 Subject: [PATCH 09/20] ignore train-clean-100.csv --- scripts/create_librimix_metadata.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/scripts/create_librimix_metadata.py b/scripts/create_librimix_metadata.py index 99e4a87..91a62f3 100644 --- a/scripts/create_librimix_metadata.py +++ b/scripts/create_librimix_metadata.py @@ -67,7 +67,7 @@ def create_librimix_metadata(librispeech_dir, librispeech_md_dir, wham_dir, wham_md_files = os.listdir(wham_md_dir) # If you wish to ignore some metadata files add their name here # Example : to_be_ignored = ['dev-other.csv'] - to_be_ignored = [] + to_be_ignored = ['train-clean-100.csv'] check_already_generated(md_dir, dataset, to_be_ignored, librispeech_md_files) From 9b952d0a88b0f3f5b3fea781fa5df9e3a90bc0e1 Mon Sep 17 00:00:00 2001 From: ShakedDovrat Date: Tue, 9 Mar 2021 14:56:03 +0200 Subject: [PATCH 10/20] 1000 dev/test samples instead of 3000 for >= 10 speakers --- scripts/create_librimix_metadata.py | 9 +++++---- 1 file changed, 5 insertions(+), 4 deletions(-) diff --git a/scripts/create_librimix_metadata.py b/scripts/create_librimix_metadata.py index 91a62f3..82b66f0 100644 --- a/scripts/create_librimix_metadata.py +++ b/scripts/create_librimix_metadata.py @@ -188,15 +188,16 @@ def set_pairs(librispeech_md_file, wham_md_file, n_src): utt_pairs = set_utt_pairs(librispeech_md_file, utt_pairs, n_src) noise_pairs = set_noise_pairs(utt_pairs, noise_pairs, librispeech_md_file, wham_md_file) - # Otherwise we want 3000 mixtures + # Otherwise we want 3000 or 1000 mixtures else: - while len(utt_pairs) < 3000: + target_num_samples = 3000 if n_src < 10 else 1000 + while len(utt_pairs) < target_num_samples: utt_pairs = set_utt_pairs(librispeech_md_file, utt_pairs, n_src) noise_pairs = set_noise_pairs(utt_pairs, noise_pairs, librispeech_md_file, wham_md_file) utt_pairs, noise_pairs = remove_duplicates(utt_pairs, noise_pairs) - utt_pairs = utt_pairs[:3000] - noise_pairs = noise_pairs[:3000] + utt_pairs = utt_pairs[:target_num_samples] + noise_pairs = noise_pairs[:target_num_samples] return utt_pairs, noise_pairs From 76387d4d72955515a5f0e490062dd02e29bd1591 Mon Sep 17 00:00:00 2001 From: ShakedDovrat Date: Tue, 9 Mar 2021 16:37:39 +0200 Subject: [PATCH 11/20] ensure_dir (fix dir doesn't exist error) --- scripts/create_librimix_from_metadata.py | 8 ++++++++ 1 file changed, 8 insertions(+) diff --git a/scripts/create_librimix_from_metadata.py b/scripts/create_librimix_from_metadata.py index e20f19f..d79481a 100644 --- a/scripts/create_librimix_from_metadata.py +++ b/scripts/create_librimix_from_metadata.py @@ -344,6 +344,7 @@ def write_sources(mix_id, transformed_sources, subdirs, dir_path, freq, n_src): for src, src_dir in zip(transformed_sources[:n_src], subdirs[:n_src]): save_path = os.path.join(dir_path, src_dir, ex_filename) abs_save_path = os.path.abspath(save_path) + ensure_dir(os.path.dirname(abs_save_path)) sf.write(abs_save_path, src, freq) abs_source_path_list.append(abs_save_path) return abs_source_path_list @@ -355,6 +356,7 @@ def write_noise(mix_id, transformed_sources, dir_path, freq): ex_filename = mix_id + '.wav' save_path = os.path.join(dir_path, 'noise', ex_filename) abs_save_path = os.path.abspath(save_path) + ensure_dir(os.path.dirname(abs_save_path)) sf.write(abs_save_path, noise, freq) return abs_save_path @@ -373,6 +375,7 @@ def write_mix(mix_id, mixture, dir_path, subdir, freq): ex_filename = mix_id + '.wav' save_path = os.path.join(dir_path, subdir, ex_filename) abs_save_path = os.path.abspath(save_path) + ensure_dir(os.path.dirname(abs_save_path)) sf.write(abs_save_path, mixture, freq) return abs_save_path @@ -410,6 +413,11 @@ def add_to_mixture_metadata(mix_df, mix_id, abs_mix_path, abs_sources_path, mix_df.loc[len(mix_df)] = row_mixture +def ensure_dir(d): + if not os.path.exists(d): + os.makedirs(d) + + if __name__ == "__main__": args = parser.parse_args() main(args) From 09d4b8a246b7ab91b04a5d2cea11ec1e6264c366 Mon Sep 17 00:00:00 2001 From: ShakedDovrat Date: Sun, 14 Mar 2021 20:17:58 +0200 Subject: [PATCH 12/20] hash mix id for n_src >= 10 & keep original in CSVs --- scripts/create_librimix_from_metadata.py | 27 +++++++++++++++++------- 1 file changed, 19 insertions(+), 8 deletions(-) diff --git a/scripts/create_librimix_from_metadata.py b/scripts/create_librimix_from_metadata.py index d79481a..edb5a68 100644 --- a/scripts/create_librimix_from_metadata.py +++ b/scripts/create_librimix_from_metadata.py @@ -4,6 +4,7 @@ import pandas as pd import numpy as np import functools +import hashlib from scipy.signal import resample_poly import tqdm.contrib.concurrent @@ -46,6 +47,8 @@ def main(args): if librimix_outdir is None: librimix_outdir = os.path.dirname(metadata_dir) librimix_outdir = os.path.join(librimix_outdir, f'Libri{n_src}Mix') + # librimix_outdir = os.path.join(librimix_outdir, f'Libri{n_src}Mix_DEBUG_HASH') # TEMPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPP + # Get the desired frequencies freqs = args.freqs freqs = [freq.lower() for freq in freqs] @@ -137,12 +140,12 @@ def process_utterances(md_file, librispeech_dir, wham_dir, freq, mode, subdirs, [row for _, row in md_file.iterrows()], chunksize=10, ): - for mix_id, snr_list, abs_mix_path, abs_source_path_list, abs_noise_path, length, subdir in results: + for mix_id, orig_mix_id, snr_list, abs_mix_path, abs_source_path_list, abs_noise_path, length, subdir in results: # Add line to the dataframes add_to_metrics_metadata(md_dic[f"metrics_{dir_name}_{subdir}"], - mix_id, snr_list) + mix_id, orig_mix_id, snr_list) add_to_mixture_metadata(md_dic[f'mixture_{dir_name}_{subdir}'], - mix_id, abs_mix_path, abs_source_path_list, + mix_id, orig_mix_id, abs_mix_path, abs_source_path_list, abs_noise_path, length, subdir) # Save the metadata files @@ -157,6 +160,12 @@ def process_utterance(n_src, librispeech_dir, wham_dir, freq, mode, subdirs, dir # Get sources and mixture infos mix_id, gain_list, sources = read_sources(row, n_src, librispeech_dir, wham_dir) + + orig_mix_id = mix_id + if n_src >= 10: # encode mix_id because it might be too long for a file name (max 255 chars in Linux) + hash_object = hashlib.md5(mix_id.encode()) + mix_id = hash_object.hexdigest() + # Transform sources transformed_sources = transform_sources(sources, freq, mode, gain_list) # Write the sources and get their paths @@ -186,7 +195,7 @@ def process_utterance(n_src, librispeech_dir, wham_dir, freq, mode, subdirs, dir length = len(mixture) # Compute SNR snr_list = compute_snr_list(mixture, sources_to_mix) - res.append((mix_id, snr_list, abs_mix_path, abs_source_path_list, abs_noise_path, length, subdir)) + res.append((mix_id, orig_mix_id, snr_list, abs_mix_path, abs_source_path_list, abs_noise_path, length, subdir)) return res @@ -195,6 +204,7 @@ def create_empty_metrics_md(n_src, subdir): """ Create the metrics dataframe""" metrics_dataframe = pd.DataFrame() metrics_dataframe['mixture_ID'] = {} + metrics_dataframe['original_mixture_ID'] = {} if subdir == 'mix_clean': for i in range(n_src): metrics_dataframe[f"source_{i + 1}_SNR"] = {} @@ -212,6 +222,7 @@ def create_empty_mixture_md(n_src, subdir): """ Create the mixture dataframe""" mixture_dataframe = pd.DataFrame() mixture_dataframe['mixture_ID'] = {} + mixture_dataframe['original_mixture_ID'] = {} mixture_dataframe['mixture_path'] = {} if subdir == 'mix_clean': for i in range(n_src): @@ -394,13 +405,13 @@ def snr_xy(x, y): return 10 * np.log10(np.mean(x ** 2) / (np.mean(y ** 2) + EPS) + EPS) -def add_to_metrics_metadata(metrics_df, mixture_id, snr_list): +def add_to_metrics_metadata(metrics_df, mixture_id, original_mixture_id, snr_list): """ Add a new line to metrics_df""" - row_metrics = [mixture_id] + snr_list + row_metrics = [mixture_id, original_mixture_id] + snr_list metrics_df.loc[len(metrics_df)] = row_metrics -def add_to_mixture_metadata(mix_df, mix_id, abs_mix_path, abs_sources_path, +def add_to_mixture_metadata(mix_df, mix_id, orig_mix_id, abs_mix_path, abs_sources_path, abs_noise_path, length, subdir): """ Add a new line to mixture_df """ sources_path = abs_sources_path @@ -409,7 +420,7 @@ def add_to_mixture_metadata(mix_df, mix_id, abs_mix_path, abs_sources_path, noise_path = [] elif subdir == 'mix_single': sources_path = [abs_sources_path[0]] - row_mixture = [mix_id, abs_mix_path] + sources_path + noise_path + [length] + row_mixture = [mix_id, orig_mix_id, abs_mix_path] + sources_path + noise_path + [length] mix_df.loc[len(mix_df)] = row_mixture From af6798540d8e23b814df8724ea866ff188043aca Mon Sep 17 00:00:00 2001 From: ShakedDovrat Date: Sun, 21 Mar 2021 13:38:17 +0200 Subject: [PATCH 13/20] re-use utterances for train, fixed 20k samples for train --- scripts/create_librimix_metadata.py | 8 +++++++- 1 file changed, 7 insertions(+), 1 deletion(-) diff --git a/scripts/create_librimix_metadata.py b/scripts/create_librimix_metadata.py index edfc789..767ca5d 100644 --- a/scripts/create_librimix_metadata.py +++ b/scripts/create_librimix_metadata.py @@ -204,16 +204,22 @@ def create_librimix_df(librispeech_md_file, librispeech_dir, def set_pairs(librispeech_md_file, wham_md_file, n_src): """ set pairs of sources to make the mixture """ # Initialize list for pairs sources + + RE_USE_UTTERANCES_FOR_TRAIN = True + utt_pairs = [] noise_pairs = [] # In train sets utterance are only used once - if 'train' in librispeech_md_file.iloc[0]['subset']: + is_train = 'train' in librispeech_md_file.iloc[0]['subset'] + if is_train and not RE_USE_UTTERANCES_FOR_TRAIN: utt_pairs = set_utt_pairs(librispeech_md_file, utt_pairs, n_src) noise_pairs = set_noise_pairs(utt_pairs, noise_pairs, librispeech_md_file, wham_md_file, len(utt_pairs)) # Otherwise we want 3000 or 1000 mixtures else: target_num_samples = 3000 if n_src < 10 else 1000 + if is_train: + target_num_samples = 20000 while len(utt_pairs) < target_num_samples: new_utt_pairs = set_utt_pairs(librispeech_md_file, [], n_src) new_noise_pairs = set_noise_pairs(new_utt_pairs, [], From 110d9740920abaf409b261da0d178ec8ea5a3e53 Mon Sep 17 00:00:00 2001 From: ShakedDovrat Date: Wed, 9 Jun 2021 14:37:40 +0300 Subject: [PATCH 14/20] clean code --- scripts/create_librimix_from_metadata.py | 4 +- scripts/create_librimix_metadata.py | 78 +++--------------------- 2 files changed, 10 insertions(+), 72 deletions(-) diff --git a/scripts/create_librimix_from_metadata.py b/scripts/create_librimix_from_metadata.py index edb5a68..4b90f07 100644 --- a/scripts/create_librimix_from_metadata.py +++ b/scripts/create_librimix_from_metadata.py @@ -47,8 +47,6 @@ def main(args): if librimix_outdir is None: librimix_outdir = os.path.dirname(metadata_dir) librimix_outdir = os.path.join(librimix_outdir, f'Libri{n_src}Mix') - # librimix_outdir = os.path.join(librimix_outdir, f'Libri{n_src}Mix_DEBUG_HASH') # TEMPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPP - # Get the desired frequencies freqs = args.freqs freqs = [freq.lower() for freq in freqs] @@ -162,7 +160,7 @@ def process_utterance(n_src, librispeech_dir, wham_dir, freq, mode, subdirs, dir wham_dir) orig_mix_id = mix_id - if n_src >= 10: # encode mix_id because it might be too long for a file name (max 255 chars in Linux) + if n_src >= 10: # SD: encode mix_id because it might be too long for a file name (max 255 chars in Linux) hash_object = hashlib.md5(mix_id.encode()) mix_id = hash_object.hexdigest() diff --git a/scripts/create_librimix_metadata.py b/scripts/create_librimix_metadata.py index 767ca5d..dc420f6 100644 --- a/scripts/create_librimix_metadata.py +++ b/scripts/create_librimix_metadata.py @@ -87,8 +87,10 @@ def create_librimix_metadata(librispeech_dir, librispeech_md_dir, wham_dir, 'to_be_ignored list') return - work_in_parallel = True + work_in_parallel = False if work_in_parallel: + import warnings + warnings.warn("Running in parallel reduces running time, but might create a non-reproducible samples selection.") import multiprocessing jobs = [] for librispeech_md_file in librispeech_md_files: @@ -205,7 +207,7 @@ def set_pairs(librispeech_md_file, wham_md_file, n_src): """ set pairs of sources to make the mixture """ # Initialize list for pairs sources - RE_USE_UTTERANCES_FOR_TRAIN = True + RE_USE_UTTERANCES_FOR_TRAIN = False utt_pairs = [] noise_pairs = [] @@ -221,14 +223,12 @@ def set_pairs(librispeech_md_file, wham_md_file, n_src): if is_train: target_num_samples = 20000 while len(utt_pairs) < target_num_samples: + # SD: A bug was fixed here, where all utt were added instead of just the new ones of each iteration. new_utt_pairs = set_utt_pairs(librispeech_md_file, [], n_src) new_noise_pairs = set_noise_pairs(new_utt_pairs, [], librispeech_md_file, wham_md_file, len(utt_pairs) + len(new_utt_pairs)) utt_pairs += new_utt_pairs noise_pairs += new_noise_pairs - # utt_pairs = set_utt_pairs(librispeech_md_file, utt_pairs, n_src) - # noise_pairs = set_noise_pairs(utt_pairs, noise_pairs, - # librispeech_md_file, wham_md_file) utt_pairs, noise_pairs = remove_duplicates(utt_pairs, noise_pairs) utt_pairs = utt_pairs[:target_num_samples] noise_pairs = noise_pairs[:target_num_samples] @@ -237,29 +237,7 @@ def set_pairs(librispeech_md_file, wham_md_file, n_src): def set_utt_pairs(librispeech_md_file, pair_list, n_src): - # # A counter - # c = 0 - # # Index of the rows in the metadata file - # index = set(range(len(librispeech_md_file))) - # - # # Try to create pairs with different speakers end after 200 fails - # while len(index) >= n_src and c < 200: - # couple = random.sample(index, n_src) - # # Check that speakers are different - # speaker_list = set([librispeech_md_file.iloc[couple[i]]['speaker_ID'] - # for i in range(n_src)]) - # # If there are duplicates then increment the counter - # if len(speaker_list) != n_src: - # c += 1 - # # Else append the combination to pair_list and erase the combination - # # from the available indexes - # else: - # for i in range(n_src): - # index.remove(couple[i]) - # pair_list.append(couple) - # c = 0 - - # Shaked - faster + # SD: This function was changed to work faster index = set(range(len(librispeech_md_file))) while len(index) >= n_src: @@ -296,12 +274,7 @@ def set_noise_pairs(pairs, noise_pairs, librispeech_md_file, wham_md_file, total md = wham_md_file # Copy pairs because we are going to remove elements from pairs for pair in pairs.copy(): - # # get sources infos - # sources = [librispeech_md_file.iloc[pair[i]] - # for i in range(len(pair))] - # # get max_length - # length_list = [source['length'] for source in sources] - # max_length = max(length_list) + # get max_length max_length = max(librispeech_md_file.iloc[elem]['length'] for elem in pair) # Ideal choices are noises longer than max_length possible = md[md['length'] >= max_length] @@ -325,57 +298,24 @@ def set_noise_pairs(pairs, noise_pairs, librispeech_md_file, wham_md_file, total else: # just delete the pair we will redo this process pairs.remove(pair) - # # if possible is not empty - # try: - # # random noise longer than max_length - # pair_noise = random.sample(list(possible.index), 1) - # # add that noise's index to the list - # noise_pairs.append(pair_noise) - # # remove that noise from the remaining noises - # md = md.drop(pair_noise) - # # if possible is empty - # except ValueError: - # # if we deal with training files - # if is_train: - # # take the longest noise remaining - # pair_noise = list(md.index)[-1] - # # add it to noise list - # noise_pairs.append(pair_noise) - # # remove it from remaining noises - # md = md.drop(pair_noise) - # # if dev or test - # else: - # # just delete the pair we will redo this process - # pairs.remove(pair) return noise_pairs def remove_duplicates(utt_pairs, noise_pairs): + # SD: This function was changed to work faster print('Removing duplicates') - # Shaked - faster utt_pairs_sorted = [sorted(pair) for pair in utt_pairs] indices_to_remove = set() for i in range(len(utt_pairs_sorted)): for j in range(i+1, len(utt_pairs_sorted)): if utt_pairs_sorted[i] == utt_pairs_sorted[j]: indices_to_remove.add(j) - # indices_to_remove = sorted(indices_to_remove, reverse=True) - # for idx in indices_to_remove: - # del utt_pairs[idx] - # del noise_pairs[idx] + if len(indices_to_remove) > 0: utt_pairs = [item for i, item in enumerate(utt_pairs) if i not in indices_to_remove] noise_pairs = [item for i, item in enumerate(noise_pairs) if i not in indices_to_remove] - # # look for identical mixtures O(n²) - # for i, (pair, pair_noise) in enumerate(zip(utt_pairs, noise_pairs)): - # for j, (du_pair, du_pair_noise) in enumerate( - # zip(utt_pairs, noise_pairs)): - # # sort because [s1,s2] = [s2,s1] - # if sorted(pair) == sorted(du_pair) and i != j: - # utt_pairs.remove(du_pair) - # noise_pairs.remove(du_pair_noise) return utt_pairs, noise_pairs From b238552ec166c4e656bae0a4dceac6ba5c290292 Mon Sep 17 00:00:00 2001 From: ShakedDovrat Date: Wed, 9 Jun 2021 14:40:13 +0300 Subject: [PATCH 15/20] remove libri4mix files --- generate_librimix_4sp_8khz_min_mixclean.sh | 82 - metadata/Libri4Mix/libri4mix_dev-clean.csv | 3001 -- .../Libri4Mix/libri4mix_dev-clean_info.csv | 3001 -- metadata/Libri4Mix/libri4mix_test-clean.csv | 3001 -- .../Libri4Mix/libri4mix_test-clean_info.csv | 3001 -- .../Libri4Mix/libri4mix_train-clean-100.csv | 6901 ----- .../libri4mix_train-clean-100_info.csv | 6901 ----- .../Libri4Mix/libri4mix_train-clean-360.csv | 25401 ---------------- .../libri4mix_train-clean-360_info.csv | 25401 ---------------- 9 files changed, 76690 deletions(-) delete mode 100644 generate_librimix_4sp_8khz_min_mixclean.sh delete mode 100644 metadata/Libri4Mix/libri4mix_dev-clean.csv delete mode 100644 metadata/Libri4Mix/libri4mix_dev-clean_info.csv delete mode 100644 metadata/Libri4Mix/libri4mix_test-clean.csv delete mode 100644 metadata/Libri4Mix/libri4mix_test-clean_info.csv delete mode 100644 metadata/Libri4Mix/libri4mix_train-clean-100.csv delete mode 100644 metadata/Libri4Mix/libri4mix_train-clean-100_info.csv delete mode 100644 metadata/Libri4Mix/libri4mix_train-clean-360.csv delete mode 100644 metadata/Libri4Mix/libri4mix_train-clean-360_info.csv diff --git a/generate_librimix_4sp_8khz_min_mixclean.sh b/generate_librimix_4sp_8khz_min_mixclean.sh deleted file mode 100644 index a8b9ca6..0000000 --- a/generate_librimix_4sp_8khz_min_mixclean.sh +++ /dev/null @@ -1,82 +0,0 @@ -#!/bin/bash -set -eu # Exit on error - -storage_dir=$1 -librispeech_dir=$storage_dir/LibriSpeech -wham_dir=$storage_dir/wham_noise -librimix_outdir=$storage_dir/ - -function LibriSpeech_dev_clean() { - if ! test -e $librispeech_dir/dev-clean; then - echo "Download LibriSpeech/dev-clean into $storage_dir" - # If downloading stalls for more than 20s, relaunch from previous state. - wget -c --tries=0 --read-timeout=20 http://www.openslr.org/resources/12/dev-clean.tar.gz -P $storage_dir - tar -xzf $storage_dir/dev-clean.tar.gz -C $storage_dir - rm -rf $storage_dir/dev-clean.tar.gz - fi -} - -function LibriSpeech_test_clean() { - if ! test -e $librispeech_dir/test-clean; then - echo "Download LibriSpeech/test-clean into $storage_dir" - # If downloading stalls for more than 20s, relaunch from previous state. - wget -c --tries=0 --read-timeout=20 http://www.openslr.org/resources/12/test-clean.tar.gz -P $storage_dir - tar -xzf $storage_dir/test-clean.tar.gz -C $storage_dir - rm -rf $storage_dir/test-clean.tar.gz - fi -} - -function LibriSpeech_clean100() { - if ! test -e $librispeech_dir/train-clean-100; then - echo "Download LibriSpeech/train-clean-100 into $storage_dir" - # If downloading stalls for more than 20s, relaunch from previous state. - wget -c --tries=0 --read-timeout=20 http://www.openslr.org/resources/12/train-clean-100.tar.gz -P $storage_dir - tar -xzf $storage_dir/train-clean-100.tar.gz -C $storage_dir - rm -rf $storage_dir/train-clean-100.tar.gz - fi -} - -function LibriSpeech_clean360() { - if ! test -e $librispeech_dir/train-clean-360; then - echo "Download LibriSpeech/train-clean-360 into $storage_dir" - # If downloading stalls for more than 20s, relaunch from previous state. - wget -c --tries=0 --read-timeout=20 http://www.openslr.org/resources/12/train-clean-360.tar.gz -P $storage_dir - tar -xzf $storage_dir/train-clean-360.tar.gz -C $storage_dir - rm -rf $storage_dir/train-clean-360.tar.gz - fi -} - -function wham() { - if ! test -e $wham_dir; then - echo "Download wham_noise into $storage_dir" - # If downloading stalls for more than 20s, relaunch from previous state. - wget -c --tries=0 --read-timeout=20 https://storage.googleapis.com/whisper-public/wham_noise.zip -P $storage_dir - unzip -qn $storage_dir/wham_noise.zip -d $storage_dir - rm -rf $storage_dir/wham_noise.zip - fi -} - -LibriSpeech_dev_clean & -LibriSpeech_test_clean & -LibriSpeech_clean100 & -wham & -#LibriSpeech_clean360 & # COMMENT: Was before "wham &" - -wait - -# Path to python -python_path=python - -# If you wish to rerun this script in the future please comment this line out. -$python_path scripts/augment_train_noise.py --wham_dir $wham_dir -for n_src in 4; do - metadata_dir=metadata/Libri$n_src"Mix" - $python_path scripts/create_librimix_from_metadata.py --librispeech_dir $librispeech_dir \ - --wham_dir $wham_dir \ - --metadata_dir $metadata_dir \ - --librimix_outdir $librimix_outdir \ - --n_src $n_src \ - --freqs 8k \ - --modes min \ - --types mix_clean -done diff --git a/metadata/Libri4Mix/libri4mix_dev-clean.csv b/metadata/Libri4Mix/libri4mix_dev-clean.csv deleted file mode 100644 index edf5f8e..0000000 --- a/metadata/Libri4Mix/libri4mix_dev-clean.csv +++ /dev/null @@ -1,3001 +0,0 @@ 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-5293-82020-0082_3001-160952-0031_3215-5764-0001_1849-138063-0032,5293.0,M,3001.0,F,3215.0,F,1849.0,M -3105-166683-0035_3816-290923-0032_3157-68361-0032_7445-94523-0042,3105.0,M,3816.0,F,3157.0,F,7445.0,F -451-126829-0047_2060-147963-0030_3521-12715-0038_1401-174511-0013,451.0,F,2060.0,F,3521.0,M,1401.0,F -8684-293663-0070_5583-41259-0014_4246-12544-0004_2787-157400-0055,8684.0,F,5583.0,F,4246.0,M,2787.0,M -512-124520-0012_1987-144135-0038_7538-100045-0000_4331-57179-0009,512.0,M,1987.0,M,7538.0,M,4331.0,F -7868-110705-0021_1195-130164-0018_8388-278289-0015_3180-138043-0007,7868.0,F,1195.0,F,8388.0,F,3180.0,M -3686-171133-0032_4595-45218-0015_718-129597-0020_7766-109658-0052,3686.0,M,4595.0,M,718.0,M,7766.0,F -2494-156015-0018_454-134728-0066_7995-276908-0008_5746-48361-0023,2494.0,M,454.0,M,7995.0,F,5746.0,M -8506-287659-0012_561-126312-0008_5606-54666-0047_1914-121446-0036,8506.0,F,561.0,M,5606.0,F,1914.0,M -1445-139397-0014_1463-134465-0049_8464-282934-0032_2999-156967-0009,1445.0,M,1463.0,F,8464.0,M,2999.0,M -7140-72212-0000_4438-48513-0019_7069-246889-0024_8421-283462-0034,7140.0,F,4438.0,M,7069.0,M,8421.0,F -8329-279775-0033_6497-234067-0030_1800-142858-0007_7739-8592-0044,8329.0,F,6497.0,M,1800.0,F,7739.0,F -6359-64713-0070_2960-155151-0022_7247-101864-0024_7783-107486-0058,6359.0,F,2960.0,M,7247.0,M,7783.0,F -1012-133424-0019_6352-83633-0008_6167-73973-0009_6683-63839-0031,1012.0,F,6352.0,F,6167.0,F,6683.0,F From 2eb7a2c158973a7a101db2aa1242baaa778d86b3 Mon Sep 17 00:00:00 2001 From: ShakedDovrat Date: Sat, 6 Nov 2021 10:59:44 +0200 Subject: [PATCH 16/20] add comments + README.md instuctions + make code a bit more readable --- README.md | 22 ++++++- generate_librimix.sh | 24 ++++---- generate_librimix_metadata.sh | 18 ++++++ scripts/create_librimix_from_metadata.py | 4 +- scripts/create_librimix_metadata.py | 73 +++++++++++++++--------- 5 files changed, 101 insertions(+), 40 deletions(-) create mode 100644 generate_librimix_metadata.sh diff --git a/README.md b/README.md index f32d895..191b8ae 100644 --- a/README.md +++ b/README.md @@ -1,3 +1,23 @@ +### About this version of the dataset +This version is is a modified version of the original LibriMix dataset. +It is used mainly to create LibriMix datasets with many speakers (more than 5), but can be used for any number of speakers. +The original LibriMix dataset had issues making the data creation too slow or empirically stuck indefinitely for 10-15 speakers or more. + +This version was used in our paper: + +``` +S. Dovrat, E. Nachmani, L. Wolf. Many-Speakers Single Channel Speech Separation with Optimal Permutation Training. Annual Conference of the International Speech Communication Association (INTERSPEECH), 2021. +``` + +To recreate the datasets used there, create your LibriMix datasets using this version. + +To see the changes between this version and the original one, visit https://github.com/JorisCos/LibriMix/compare/master...ShakedDovrat:master + +#### Instructions +Run +[`generate_librimix_metadata.sh`](./generate_librimix_metadata.sh) +and then use the same instructions from the original Librimix, stated bellow. + ### About the dataset LibriMix is an open source dataset for source separation in noisy environments. It is derived from LibriSpeech signals (clean subset) @@ -11,7 +31,7 @@ To generate LibriMix, clone the repo and run the main script : ``` git clone https://github.com/JorisCos/LibriMix cd LibriMix -./generate_librimix.sh storage_dir +./generate_librimix.sh n_src storage_dir ``` Make sure that SoX is installed on your machine. diff --git a/generate_librimix.sh b/generate_librimix.sh index d4f77b7..a089b69 100644 --- a/generate_librimix.sh +++ b/generate_librimix.sh @@ -1,7 +1,8 @@ #!/bin/bash set -eu # Exit on error -storage_dir=$1 +n_src=$1 +storage_dir=$2 librispeech_dir=$storage_dir/LibriSpeech wham_dir=$storage_dir/wham_noise librimix_outdir=$storage_dir/ @@ -70,14 +71,13 @@ python_path=python # If you wish to rerun this script in the future please comment this line out. $python_path scripts/augment_train_noise.py --wham_dir $wham_dir -for n_src in 2 3; do - metadata_dir=metadata/Libri$n_src"Mix" - $python_path scripts/create_librimix_from_metadata.py --librispeech_dir $librispeech_dir \ - --wham_dir $wham_dir \ - --metadata_dir $metadata_dir \ - --librimix_outdir $librimix_outdir \ - --n_src $n_src \ - --freqs 8k 16k \ - --modes min max \ - --types mix_clean mix_both mix_single -done + +metadata_dir=metadata/Libri$n_src"Mix" +$python_path scripts/create_librimix_from_metadata.py --librispeech_dir $librispeech_dir \ + --wham_dir $wham_dir \ + --metadata_dir $metadata_dir \ + --librimix_outdir $librimix_outdir \ + --n_src $n_src \ + --freqs 8k \ + --modes min \ + --types mix_clean diff --git a/generate_librimix_metadata.sh b/generate_librimix_metadata.sh new file mode 100644 index 0000000..c1e8cbb --- /dev/null +++ b/generate_librimix_metadata.sh @@ -0,0 +1,18 @@ +#!/bin/bash +set -eu # Exit on error + +n_src=$1 +storage_dir=$2 +librispeech_dir=$storage_dir/LibriSpeech +wham_dir=$storage_dir/wham_noise +librispeech_md_dir=$librispeech_dir/metadata +metadata_dir=./metadata # Assuming you run this script from the LibriMix root dir. +wham_md_dir=.$metadata_dir/Wham_noise +metadata_outdir=$metadata_dir/Libri$n_src"Mix" + +python scripts/create_librimix_metadata.py --librispeech_dir $librispeech_dir \ + --librispeech_md_dir $librispeech_md_dir \ + --wham_dir $wham_dir \ + --wham_md_dir $wham_md_dir \ + --metadata_outdir $metadata_outdir \ + --n_src $n_src \ diff --git a/scripts/create_librimix_from_metadata.py b/scripts/create_librimix_from_metadata.py index 4b90f07..4b84e80 100644 --- a/scripts/create_librimix_from_metadata.py +++ b/scripts/create_librimix_from_metadata.py @@ -160,7 +160,9 @@ def process_utterance(n_src, librispeech_dir, wham_dir, freq, mode, subdirs, dir wham_dir) orig_mix_id = mix_id - if n_src >= 10: # SD: encode mix_id because it might be too long for a file name (max 255 chars in Linux) + # @ShakedDovrat note: Encode mix_id because it might be too long for a file name (max 255 chars on Linux). + # The original mix_id, which is a concatenation of the utterances used in the mixture, is kept in the metadata file under "original_mixture_ID". + if n_src >= 10: hash_object = hashlib.md5(mix_id.encode()) mix_id = hash_object.hexdigest() diff --git a/scripts/create_librimix_metadata.py b/scripts/create_librimix_metadata.py index dc420f6..1e5ae37 100644 --- a/scripts/create_librimix_metadata.py +++ b/scripts/create_librimix_metadata.py @@ -37,6 +37,15 @@ help='Where librimix metadata files will be stored.') parser.add_argument('--n_src', type=int, required=True, help='Number of sources desired to create the mixture') +parser.add_argument('--run_in_parallel', type=bool, default=False, + help='@ShakedDovrat note: Run in parallel to reduce runtime, ' + 'but add randomness to the process making it non-reproducible.' + 'This will create a dataset different from the one used in the paper: ' + '"Many-Speakers Single Channel Speech Separation with Optimal Permutation Training"') +parser.add_argument('--re_use_utterances_for_train', type=bool, default=False, + help='@ShakedDovrat note: Enlarge training set by re-using training utterances. ' + 'Especially helpful when n_src is large. This will create a dataset different from the one used in the paper: ' + '"Many-Speakers Single Channel Speech Separation with Optimal Permutation Training"') def main(args): @@ -52,11 +61,11 @@ def main(args): md_dir = os.path.join(root, f'LibriMix/metadata') os.makedirs(md_dir, exist_ok=True) create_librimix_metadata(librispeech_dir, librispeech_md_dir, wham_dir, - wham_md_dir, md_dir, n_src) + wham_md_dir, md_dir, n_src, args.run_in_parallel, args.re_use_utterances_for_train) def create_librimix_metadata(librispeech_dir, librispeech_md_dir, wham_dir, - wham_md_dir, md_dir, n_src): + wham_md_dir, md_dir, n_src, run_in_parallel, re_use_utterances_for_train): """ Generate LibriMix metadata according to LibriSpeech metadata """ # Dataset name @@ -65,9 +74,12 @@ def create_librimix_metadata(librispeech_dir, librispeech_md_dir, wham_dir, librispeech_md_files = os.listdir(librispeech_md_dir) # List metadata files in wham_noise wham_md_files = os.listdir(wham_md_dir) + # If you wish to ignore some metadata files add their name here # Example : to_be_ignored = ['dev-other.csv'] - to_be_ignored = ['train-clean-100.csv'] # We don't need train-100 + to_be_ignored = [] + # @ShakedDovrat note: In our paper we didn't use train-100. Use this line to save running time: + # to_be_ignored = ['train-clean-100.csv'] check_already_generated(md_dir, dataset, to_be_ignored, librispeech_md_files) @@ -87,24 +99,26 @@ def create_librimix_metadata(librispeech_dir, librispeech_md_dir, wham_dir, 'to_be_ignored list') return - work_in_parallel = False - if work_in_parallel: + if run_in_parallel: import warnings - warnings.warn("Running in parallel reduces running time, but might create a non-reproducible samples selection.") import multiprocessing + warnings.warn("Running in parallel reduces running time, but might create a non-reproducible samples selection. Use with caution.") jobs = [] for librispeech_md_file in librispeech_md_files: p = multiprocessing.Process(target=create_librimix_metadata_single_set, - args=(librispeech_dir, librispeech_md_dir, wham_dir, wham_md_dir, md_dir, n_src, librispeech_md_file)) + args=(librispeech_dir, librispeech_md_dir, wham_dir, wham_md_dir, md_dir, n_src, + librispeech_md_file, re_use_utterances_for_train)) jobs.append(p) p.start() [job.join() for job in jobs] # wait for all to finish else: for librispeech_md_file in librispeech_md_files: - create_librimix_metadata_single_set(librispeech_dir, librispeech_md_dir, wham_dir, wham_md_dir, md_dir, n_src, librispeech_md_file) + create_librimix_metadata_single_set(librispeech_dir, librispeech_md_dir, wham_dir, wham_md_dir, md_dir, n_src, + librispeech_md_file, re_use_utterances_for_train) -def create_librimix_metadata_single_set(librispeech_dir, librispeech_md_dir, wham_dir, wham_md_dir, md_dir, n_src, librispeech_md_file): +def create_librimix_metadata_single_set(librispeech_dir, librispeech_md_dir, wham_dir, wham_md_dir, md_dir, n_src, + librispeech_md_file, re_use_utterances_for_train): dataset = f'libri{n_src}mix' wham_md_files = os.listdir(wham_md_dir) @@ -127,7 +141,7 @@ def create_librimix_metadata_single_set(librispeech_dir, librispeech_md_dir, wha # Create dataframe mixtures_md, mixtures_info = create_librimix_df( librispeech_md, librispeech_dir, wham_md, wham_dir, - n_src) + n_src, re_use_utterances_for_train) # Round number of files mixtures_md = mixtures_md[:len(mixtures_md) // 100 * 100] mixtures_info = mixtures_info[:len(mixtures_info) // 100 * 100] @@ -158,7 +172,7 @@ def check_already_generated(md_dir, dataset, to_be_ignored, def create_librimix_df(librispeech_md_file, librispeech_dir, - wham_md_file, wham_dir, n_src): + wham_md_file, wham_dir, n_src, re_use_utterances_for_train): """ Generate librimix dataframe from a LibriSpeech and wha md file""" # Create a dataframe that will be used to generate sources and mixtures @@ -174,7 +188,7 @@ def create_librimix_df(librispeech_md_file, librispeech_dir, mixtures_md["noise_path"] = {} mixtures_md["noise_gain"] = {} # Generate pairs of sources to mix - pairs, pairs_noise = set_pairs(librispeech_md_file, wham_md_file, n_src) + pairs, pairs_noise = set_pairs(librispeech_md_file, wham_md_file, n_src, re_use_utterances_for_train) clip_counter = 0 # For each combination create a new line in the dataframe for pair, pair_noise in tqdm(zip(pairs, pairs_noise), total=len(pairs)): @@ -203,27 +217,30 @@ def create_librimix_df(librispeech_md_file, librispeech_dir, return mixtures_md, mixtures_info -def set_pairs(librispeech_md_file, wham_md_file, n_src): - """ set pairs of sources to make the mixture """ +def set_pairs(librispeech_md_file, wham_md_file, n_src, re_use_utterances_for_train): + """ set "pairs" of sources to make the mixture + This function uses 'pair' and 'couple' semantics, but is used for any n_src, not just two.""" # Initialize list for pairs sources - RE_USE_UTTERANCES_FOR_TRAIN = False - utt_pairs = [] noise_pairs = [] # In train sets utterance are only used once is_train = 'train' in librispeech_md_file.iloc[0]['subset'] - if is_train and not RE_USE_UTTERANCES_FOR_TRAIN: + if is_train and not re_use_utterances_for_train: utt_pairs = set_utt_pairs(librispeech_md_file, utt_pairs, n_src) noise_pairs = set_noise_pairs(utt_pairs, noise_pairs, librispeech_md_file, wham_md_file, len(utt_pairs)) # Otherwise we want 3000 or 1000 mixtures else: + # @ShakedDovrat note: Decrease #samples to 1000 for n_src >= 10, a convention used in our paper, that started in + # "Towards listening to 10 people simultaneously: An efficient permutation invariant training of audio source separation using sinkhorn’s algorithm". + # This was done to decrease running time of this data creation process, but can be discarded in future research after run time improvements + # I made to the process. We kept it to be comparable to the Sinkhorn paper. target_num_samples = 3000 if n_src < 10 else 1000 if is_train: target_num_samples = 20000 while len(utt_pairs) < target_num_samples: - # SD: A bug was fixed here, where all utt were added instead of just the new ones of each iteration. + # @ShakedDovrat note: A bug was fixed here, where all utt were added instead of just the new ones of each iteration. new_utt_pairs = set_utt_pairs(librispeech_md_file, [], n_src) new_noise_pairs = set_noise_pairs(new_utt_pairs, [], librispeech_md_file, wham_md_file, len(utt_pairs) + len(new_utt_pairs)) @@ -237,19 +254,23 @@ def set_pairs(librispeech_md_file, wham_md_file, n_src): def set_utt_pairs(librispeech_md_file, pair_list, n_src): - # SD: This function was changed to work faster + # @ShakedDovrat note: This function was modified to reduce runtime. + # This function uses 'pair' and 'couple' semantics, but is used for any n_src, not just two. + + # Index of the rows in the metadata file index = set(range(len(librispeech_md_file))) - while len(index) >= n_src: - c = 0 + while len(index) >= n_src: # While we still have rows to use + num_failed_trials = 0 couple = [] - while len(couple) < n_src and c < 200: + # Try to create pairs with different speakers end after 200 fails + while len(couple) < n_src and num_failed_trials < 200: speaker_list = set() - samples = random.sample(index, min(len(index), 10 * n_src)) + samples = random.sample(index, min(len(index), 10 * n_src)) # Heuristic - draw 10*n_src samples, in order to hopefully find n_src unique speakers. found = False for sample in samples: speaker_id = librispeech_md_file.iloc[sample]['speaker_ID'] - if speaker_id not in speaker_list: + if speaker_id not in speaker_list: # We only add speakers not yet used in this mixture speaker_list.add(speaker_id) couple.append(sample) index.remove(sample) @@ -257,7 +278,7 @@ def set_utt_pairs(librispeech_md_file, pair_list, n_src): if len(couple) == n_src: break if not found: - c += 1 + num_failed_trials += 1 if len(couple) == n_src: pair_list.append(couple) @@ -303,7 +324,7 @@ def set_noise_pairs(pairs, noise_pairs, librispeech_md_file, wham_md_file, total def remove_duplicates(utt_pairs, noise_pairs): - # SD: This function was changed to work faster + # @ShakedDovrat note: This function was modified to reduce runtime. print('Removing duplicates') utt_pairs_sorted = [sorted(pair) for pair in utt_pairs] indices_to_remove = set() From 651eb12d1a9fc4997ff8b471c9a12730fd186578 Mon Sep 17 00:00:00 2001 From: Shaked Dovrat Date: Sat, 6 Nov 2021 13:00:34 +0200 Subject: [PATCH 17/20] better documentation + minor fixes --- README.md | 33 +++++++++++++-- download_librispeech_and_wham.sh | 65 +++++++++++++++++++++++++++++ generate_librimix.sh | 58 +------------------------ generate_librimix_metadata.sh | 8 ++-- scripts/create_librimix_metadata.py | 2 +- 5 files changed, 101 insertions(+), 65 deletions(-) create mode 100755 download_librispeech_and_wham.sh mode change 100644 => 100755 generate_librimix.sh mode change 100644 => 100755 generate_librimix_metadata.sh diff --git a/README.md b/README.md index 191b8ae..73a4c7b 100644 --- a/README.md +++ b/README.md @@ -1,22 +1,47 @@ +### LibriMix version for "Many-Speakers Single Channel Speech Separation with Optimal Permutation Training" +This is a version of the LibriMix dataset repository that was used in the paper: + +[Many-Speakers Single Channel Speech Separation with Optimal Permutation Training](https://arxiv.org/abs/2104.08955) + +This is not an implementation of the method in the paper. + ### About this version of the dataset -This version is is a modified version of the original LibriMix dataset. +This version is a modified version of the original LibriMix dataset. It is used mainly to create LibriMix datasets with many speakers (more than 5), but can be used for any number of speakers. The original LibriMix dataset had issues making the data creation too slow or empirically stuck indefinitely for 10-15 speakers or more. This version was used in our paper: -``` +``` S. Dovrat, E. Nachmani, L. Wolf. Many-Speakers Single Channel Speech Separation with Optimal Permutation Training. Annual Conference of the International Speech Communication Association (INTERSPEECH), 2021. ``` To recreate the datasets used there, create your LibriMix datasets using this version. -To see the changes between this version and the original one, visit https://github.com/JorisCos/LibriMix/compare/master...ShakedDovrat:master +Visit this +[GitHub comparison between the two versions](https://github.com/JorisCos/LibriMix/compare/master...ShakedDovrat:master) +to see the exact changes we made in this version. #### Instructions +To create datasets with 2 or 3 speakers, skip this stage. + +To create datasets with more than 3 speakers, you need to create the metadata first. + Run [`generate_librimix_metadata.sh`](./generate_librimix_metadata.sh) -and then use the same instructions from the original Librimix, stated bellow. +and then use the same instructions from the original LibriMix, stated bellow. + +This script by the original LibriMix requires you to download Wham! noise dataset in addition to the LibriSpeech dataset, +even though it is not used in our paper (we only use clean mixtures, without noise). + +##### Altered generate_librimix.sh +We altered +[`generate_librimix.sh`](./generate_librimix.sh) +a bit so it will only create the type of data we used in our paper: +8 Khz sampling, Min mode and clean mixtures. +We also added `n_src` as an argument to the script. +See this [GitHub generate_librimix.sh comparison](https://github.com/JorisCos/LibriMix/compare/master...ShakedDovrat:master#diff-63659ddd8e646af67a84cb673856273e14852c030e9e34aaf500da71e7a80f2f) +to view the exact changes. ### About the dataset LibriMix is an open source dataset for source separation in noisy diff --git a/download_librispeech_and_wham.sh b/download_librispeech_and_wham.sh new file mode 100755 index 0000000..77fb913 --- /dev/null +++ b/download_librispeech_and_wham.sh @@ -0,0 +1,65 @@ +#!/bin/bash +set -eu # Exit on error + +storage_dir=$1 +librispeech_dir=$storage_dir/LibriSpeech +wham_dir=$storage_dir/wham_noise +librimix_outdir=$storage_dir/ + +function LibriSpeech_dev_clean() { + if ! test -e $librispeech_dir/dev-clean; then + echo "Download LibriSpeech/dev-clean into $storage_dir" + # If downloading stalls for more than 20s, relaunch from previous state. + wget -c --tries=0 --read-timeout=20 http://www.openslr.org/resources/12/dev-clean.tar.gz -P $storage_dir + tar -xzf $storage_dir/dev-clean.tar.gz -C $storage_dir + rm -rf $storage_dir/dev-clean.tar.gz + fi +} + +function LibriSpeech_test_clean() { + if ! test -e $librispeech_dir/test-clean; then + echo "Download LibriSpeech/test-clean into $storage_dir" + # If downloading stalls for more than 20s, relaunch from previous state. + wget -c --tries=0 --read-timeout=20 http://www.openslr.org/resources/12/test-clean.tar.gz -P $storage_dir + tar -xzf $storage_dir/test-clean.tar.gz -C $storage_dir + rm -rf $storage_dir/test-clean.tar.gz + fi +} + +function LibriSpeech_clean100() { + if ! test -e $librispeech_dir/train-clean-100; then + echo "Download LibriSpeech/train-clean-100 into $storage_dir" + # If downloading stalls for more than 20s, relaunch from previous state. + wget -c --tries=0 --read-timeout=20 http://www.openslr.org/resources/12/train-clean-100.tar.gz -P $storage_dir + tar -xzf $storage_dir/train-clean-100.tar.gz -C $storage_dir + rm -rf $storage_dir/train-clean-100.tar.gz + fi +} + +function LibriSpeech_clean360() { + if ! test -e $librispeech_dir/train-clean-360; then + echo "Download LibriSpeech/train-clean-360 into $storage_dir" + # If downloading stalls for more than 20s, relaunch from previous state. + wget -c --tries=0 --read-timeout=20 http://www.openslr.org/resources/12/train-clean-360.tar.gz -P $storage_dir + tar -xzf $storage_dir/train-clean-360.tar.gz -C $storage_dir + rm -rf $storage_dir/train-clean-360.tar.gz + fi +} + +function wham() { + if ! test -e $wham_dir; then + echo "Download wham_noise into $storage_dir" + # If downloading stalls for more than 20s, relaunch from previous state. + wget -c --tries=0 --read-timeout=20 https://storage.googleapis.com/whisper-public/wham_noise.zip -P $storage_dir + unzip -qn $storage_dir/wham_noise.zip -d $storage_dir + rm -rf $storage_dir/wham_noise.zip + fi +} + +LibriSpeech_dev_clean & +LibriSpeech_test_clean & +LibriSpeech_clean100 & +LibriSpeech_clean360 & +wham & + +wait diff --git a/generate_librimix.sh b/generate_librimix.sh old mode 100644 new mode 100755 index a089b69..becf9e6 --- a/generate_librimix.sh +++ b/generate_librimix.sh @@ -7,63 +7,7 @@ librispeech_dir=$storage_dir/LibriSpeech wham_dir=$storage_dir/wham_noise librimix_outdir=$storage_dir/ -function LibriSpeech_dev_clean() { - if ! test -e $librispeech_dir/dev-clean; then - echo "Download LibriSpeech/dev-clean into $storage_dir" - # If downloading stalls for more than 20s, relaunch from previous state. - wget -c --tries=0 --read-timeout=20 http://www.openslr.org/resources/12/dev-clean.tar.gz -P $storage_dir - tar -xzf $storage_dir/dev-clean.tar.gz -C $storage_dir - rm -rf $storage_dir/dev-clean.tar.gz - fi -} - -function LibriSpeech_test_clean() { - if ! test -e $librispeech_dir/test-clean; then - echo "Download LibriSpeech/test-clean into $storage_dir" - # If downloading stalls for more than 20s, relaunch from previous state. - wget -c --tries=0 --read-timeout=20 http://www.openslr.org/resources/12/test-clean.tar.gz -P $storage_dir - tar -xzf $storage_dir/test-clean.tar.gz -C $storage_dir - rm -rf $storage_dir/test-clean.tar.gz - fi -} - -function LibriSpeech_clean100() { - if ! test -e $librispeech_dir/train-clean-100; then - echo "Download LibriSpeech/train-clean-100 into $storage_dir" - # If downloading stalls for more than 20s, relaunch from previous state. - wget -c --tries=0 --read-timeout=20 http://www.openslr.org/resources/12/train-clean-100.tar.gz -P $storage_dir - tar -xzf $storage_dir/train-clean-100.tar.gz -C $storage_dir - rm -rf $storage_dir/train-clean-100.tar.gz - fi -} - -function LibriSpeech_clean360() { - if ! test -e $librispeech_dir/train-clean-360; then - echo "Download LibriSpeech/train-clean-360 into $storage_dir" - # If downloading stalls for more than 20s, relaunch from previous state. - wget -c --tries=0 --read-timeout=20 http://www.openslr.org/resources/12/train-clean-360.tar.gz -P $storage_dir - tar -xzf $storage_dir/train-clean-360.tar.gz -C $storage_dir - rm -rf $storage_dir/train-clean-360.tar.gz - fi -} - -function wham() { - if ! test -e $wham_dir; then - echo "Download wham_noise into $storage_dir" - # If downloading stalls for more than 20s, relaunch from previous state. - wget -c --tries=0 --read-timeout=20 https://storage.googleapis.com/whisper-public/wham_noise.zip -P $storage_dir - unzip -qn $storage_dir/wham_noise.zip -d $storage_dir - rm -rf $storage_dir/wham_noise.zip - fi -} - -LibriSpeech_dev_clean & -LibriSpeech_test_clean & -LibriSpeech_clean100 & -LibriSpeech_clean360 & -wham & - -wait +./download_librispeech_and_wham.sh $storage_dir # Path to python python_path=python diff --git a/generate_librimix_metadata.sh b/generate_librimix_metadata.sh old mode 100644 new mode 100755 index c1e8cbb..033dc16 --- a/generate_librimix_metadata.sh +++ b/generate_librimix_metadata.sh @@ -5,11 +5,13 @@ n_src=$1 storage_dir=$2 librispeech_dir=$storage_dir/LibriSpeech wham_dir=$storage_dir/wham_noise -librispeech_md_dir=$librispeech_dir/metadata -metadata_dir=./metadata # Assuming you run this script from the LibriMix root dir. -wham_md_dir=.$metadata_dir/Wham_noise +metadata_dir=./metadata +librispeech_md_dir=$metadata_dir/LibriSpeech +wham_md_dir=$metadata_dir/Wham_noise metadata_outdir=$metadata_dir/Libri$n_src"Mix" +./download_librispeech_and_wham.sh $storage_dir + python scripts/create_librimix_metadata.py --librispeech_dir $librispeech_dir \ --librispeech_md_dir $librispeech_md_dir \ --wham_dir $wham_dir \ diff --git a/scripts/create_librimix_metadata.py b/scripts/create_librimix_metadata.py index 1e5ae37..cdb5f09 100644 --- a/scripts/create_librimix_metadata.py +++ b/scripts/create_librimix_metadata.py @@ -79,7 +79,7 @@ def create_librimix_metadata(librispeech_dir, librispeech_md_dir, wham_dir, # Example : to_be_ignored = ['dev-other.csv'] to_be_ignored = [] # @ShakedDovrat note: In our paper we didn't use train-100. Use this line to save running time: - # to_be_ignored = ['train-clean-100.csv'] + to_be_ignored = ['train-clean-100.csv'] check_already_generated(md_dir, dataset, to_be_ignored, librispeech_md_files) From 14cdb95149d308f5eb9f1c012842890afb2df03a Mon Sep 17 00:00:00 2001 From: Shaked Dovrat Date: Sat, 6 Nov 2021 13:06:16 +0200 Subject: [PATCH 18/20] clearer README.md --- README.md | 8 +++++--- 1 file changed, 5 insertions(+), 3 deletions(-) diff --git a/README.md b/README.md index 73a4c7b..da87f17 100644 --- a/README.md +++ b/README.md @@ -1,5 +1,7 @@ -### LibriMix version for "Many-Speakers Single Channel Speech Separation with Optimal Permutation Training" -This is a version of the LibriMix dataset repository that was used in the paper: +### LibriMix version for many speakers +This is a version of the LibriMix dataset repository that is meant to be used when needing mixtures of many speakers. + +This version of the dataset was used in the paper: [Many-Speakers Single Channel Speech Separation with Optimal Permutation Training](https://arxiv.org/abs/2104.08955) @@ -8,7 +10,7 @@ This is not an implementation of the method in the paper. ### About this version of the dataset This version is a modified version of the original LibriMix dataset. It is used mainly to create LibriMix datasets with many speakers (more than 5), but can be used for any number of speakers. -The original LibriMix dataset had issues making the data creation too slow or empirically stuck indefinitely for 10-15 speakers or more. +**The original LibriMix dataset had issues making the data creation too slow or empirically stuck indefinitely for 10-15 speakers or more.** This version was used in our paper: From bb6eaa92eada5c3c347934718ac708bdf6f8c40e Mon Sep 17 00:00:00 2001 From: Shaked Dovrat Date: Sat, 6 Nov 2021 13:07:37 +0200 Subject: [PATCH 19/20] clearer README.md --- README.md | 2 ++ 1 file changed, 2 insertions(+) diff --git a/README.md b/README.md index da87f17..eb5e06e 100644 --- a/README.md +++ b/README.md @@ -45,6 +45,8 @@ We also added `n_src` as an argument to the script. See this [GitHub generate_librimix.sh comparison](https://github.com/JorisCos/LibriMix/compare/master...ShakedDovrat:master#diff-63659ddd8e646af67a84cb673856273e14852c030e9e34aaf500da71e7a80f2f) to view the exact changes. +-------------------------------------------- + ### About the dataset LibriMix is an open source dataset for source separation in noisy environments. It is derived from LibriSpeech signals (clean subset) From ab093637a7d9f47f67381a2a07491106f71e798d Mon Sep 17 00:00:00 2001 From: Shaked Dovrat Date: Sat, 6 Nov 2021 13:12:45 +0200 Subject: [PATCH 20/20] clearer README.md --- README.md | 2 -- 1 file changed, 2 deletions(-) diff --git a/README.md b/README.md index eb5e06e..6e98737 100644 --- a/README.md +++ b/README.md @@ -42,8 +42,6 @@ We altered a bit so it will only create the type of data we used in our paper: 8 Khz sampling, Min mode and clean mixtures. We also added `n_src` as an argument to the script. -See this [GitHub generate_librimix.sh comparison](https://github.com/JorisCos/LibriMix/compare/master...ShakedDovrat:master#diff-63659ddd8e646af67a84cb673856273e14852c030e9e34aaf500da71e7a80f2f) -to view the exact changes. --------------------------------------------