add log, results, and manifest

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log/train_inner/events.out.tfevents.1674977753.ubuntu

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log/train_inner/events.out.tfevents.1674977881.ubuntu

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log/valid/events.out.tfevents.1674984568.ubuntu.18378.2

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manifest/utils/make_tsv.sh

@@ -0,0 +1,22 @@
+#!/bin/bash
+#
+# Usage:
+# bash utils/make_tsv.sh \
+#     /home/wangrui/datasets/voxceleb1 \
+#     /home/wangrui/projects/SpeechT5/manifest \
+#     /home/wangrui/datasets/voxceleb1 \
+#     /home/wangrui/projects/SpeechT5/manifest/iden_split.txt
+
+root=$1
+out_path=$2
+wav_root=$3
+iden_split=$4
+
+for split in train valid test; do
+    echo "making ${split}.tsv from ${iden_split}"
+    python utils/voxceleb1_manifest.py ${root} \
+        --output ${out_path} \
+        --split ${split} \
+        --wav-root ${wav_root} \
+        --iden-split ${iden_split}
+done

manifest/utils/test.sh

@@ -0,0 +1,30 @@
+CHECKPOINT_PATH=/home/wangrui/projects/SpeechT5/experimental/s2c/checkpoint_28_60000.pt
+DATA_ROOT=/home/wangrui/projects/SpeechT5/manifest
+SUBSET=test
+USER_DIR=/home/wangrui/projects/SpeechT5/SpeechT5/fairseq/examples/speecht5
+RESULTS_PATH=/home/wangrui/projects/SpeechT5/experimental/s2c/results
+
+mkdir -p ${RESULTS_PATH}
+
+# fairseq-validate ${DATA_ROOT} \
+#   --user-dir ${USER_DIR} \
+#   --log-format json \
+#   --task speecht5 \
+#   --t5-task s2c \
+#   --path ${CHECKPOINT_PATH} \
+#   --results-path ${RESULTS_PATH} \
+#   --batch-size 1 \
+#   --max-speech-positions 8000 \
+#   --sample-rate 16000 | tee -a ${RESULTS_PATH}/validate-class.txt
+
+python scripts/generate_class.py ${DATA_ROOT} \
+  --gen-subset ${SUBSET} \
+  --user-dir ${USER_DIR} \
+  --log-format json \
+  --task speecht5 \
+  --t5-task s2c \
+  --path ${CHECKPOINT_PATH} \
+  --results-path ${RESULTS_PATH} \
+  --batch-size 1 \
+  --max-speech-positions 8000 \
+  --sample-rate 16000 | tee -a ${RESULTS_PATH}/generate-class.txt

manifest/utils/train.sh

@@ -0,0 +1,73 @@
+DATA_ROOT=/home/wangrui/projects/SpeechT5/manifest
+SAVE_DIR=/home/wangrui/projects/SpeechT5/experimental/s2c
+TRAIN_SET=train
+VALID_SET=valid
+# multi-gpu training demands USER_DIR in examples/
+USER_DIR=/home/wangrui/projects/SpeechT5/SpeechT5/fairseq/examples/speecht5
+PT_CHECKPOINT_PATH=/nfs-data/user1/PhDHub/ckpt/speecht5_base.pt
+
+mkdir -p ${SAVE_DIR}
+
+# 8 gpu 32 bsz 2 freq / 4 gpu 8 bsz 2 freq
+fairseq-train ${DATA_ROOT} \
+    --save-dir ${SAVE_DIR} \
+    --tensorboard-logdir ${SAVE_DIR} \
+    --train-subset ${TRAIN_SET} \
+    --valid-subset ${VALID_SET} \
+    --user-dir ${USER_DIR} \
+    --distributed-world-size 4 \
+    --distributed-port 0 \
+    --ddp-backend legacy_ddp \
+    --log-format json \
+    --seed 1 \
+    --fp16 \
+    \
+    --task speecht5 \
+    --t5-task s2c \
+    --sample-rate 16000 \
+    --num-workers 4 \
+    --batch-size 8 \
+    --update-freq 2 \
+    --data-buffer-size 0 \
+    \
+    --criterion speecht5 \
+    --report-accuracy \
+    --best-checkpoint-metric "s2c_accuracy" \
+    --maximize-best-checkpoint-metric \
+    \
+    --optimizer adam \
+    --dropout 0.1 \
+    --activation-dropout 0.1 \
+    --attention-dropout 0.1 \
+    --encoder-layerdrop 0.05 \
+    --lr-scheduler triangular \
+    --max-lr 2e-4 \
+    --lr-period-updates 60000 \
+    --lr-shrink 0.5 \
+    --lr 1e-8 \
+    --feature-grad-mult 1.0 \
+    --weight-decay 0.1 \
+    \
+    --max-update 60000 \
+    --max-text-positions 600 \
+    --max-speech-positions 8000 \
+    --required-batch-size-multiple 1 \
+    --skip-invalid-size-inputs-valid-test \
+    --save-interval-updates 10000 \
+    --validate-after-updates 20000 \
+    --no-epoch-checkpoints \
+    --log-interval 10 \
+    \
+    --arch t5_transformer_base_asr \
+    --share-input-output-embed \
+    --find-unused-parameters \
+    --bert-init \
+    --relative-position-embedding \
+    --mask-prob 0.0 \
+    --mask-channel-prob 0.0 \
+    --sid-no-pooling-bn \
+    --sid-no-embed-postnet \
+    \
+    --finetune-from-model ${PT_CHECKPOINT_PATH} >> ${SAVE_DIR}/train.log
+
+echo "SID finetuning finished"

manifest/utils/voxceleb1_manifest.py

@@ -0,0 +1,100 @@
+"""
+Generate VoxCeleb1 SID manifest for SpeechT5.
+
+iden_split.txt
+1 id11251/s4R4hvqrhFw/00002.wav
+1 id11251/gFfcgOVmiO0/00006.wav
+3 id11251/7GtZpUtReJ8/00001.wav
+2 id11251/5-6lI5JQtb8/00001.wav
+3 id11251/7GtZpUtReJ8/00006.wav
+"""
+
+import logging
+import argparse
+import os
+
+from scipy.io import wavfile
+from tqdm import tqdm
+
+
+logger = logging.getLogger(__name__)
+
+
+SPLITS = {
+    "train": 1,
+    "valid": 2,
+    "test":  3,
+}
+
+class VoxCeleb1SID:
+
+    def __init__(self, root, split, iden_path):
+        self.root = root
+        self.speakers = []
+        self.paths = []
+        with open(iden_path, "r") as f:
+            for line in f:
+                items = line.strip().split(" ")
+                split_type = int(items[0])
+                wav_path = items[1]
+                if split == split_type:
+                    self.speakers.append(wav_path.split("/")[0])
+                    self.paths.append(wav_path)
+        
+    def __len__(self):
+        return len(self.paths)
+
+    def __getitem__(self, index):
+        speaker = self.speakers[index]
+        file_audio = os.path.join(self.root, self.paths[index])
+        sample_rate, wav = wavfile.read(file_audio)
+        n_frames = wav.shape[0]
+        return n_frames, sample_rate, speaker, self.paths[index]
+
+
+
+def get_parser():
+    parser = argparse.ArgumentParser()
+    parser.add_argument(
+        "root", metavar="DIR", help="root directory containing wav files to index"
+    )
+    parser.add_argument(
+        "--output", default=".", type=str, metavar="DIR", help="output directory of manifest"
+    )
+    parser.add_argument(
+        "--split", required=True, type=str, choices=["train", "valid", "test"], help="dataset splits"
+    )
+    parser.add_argument(
+        "--wav-root", default=None, type=str, metavar="DIR", help="saved waveform root directory for tsv"
+    )
+    parser.add_argument(
+        "--iden-split", required=True, type=str, help="officially released split for identification"
+    )
+    return parser
+
+
+def main(args):
+    dest_dir = args.output
+    wav_root = args.wav_root
+    if not os.path.exists(args.iden_split):
+        logger.error(f"split {args.iden_split} does not exist")
+    if not os.path.exists(dest_dir):
+        os.makedirs(dest_dir)
+
+    dataset = VoxCeleb1SID(args.root, SPLITS[args.split], args.iden_split)
+    tsv = open(os.path.join(dest_dir, f"{args.split}.tsv"), "w")
+    print(wav_root, file=tsv)
+
+    for n_frames, sr, spk_id, wav_path in tqdm(dataset, desc="tsv/txt/wav"):
+        assert sr == 16000, f"sampling rate {sr} != 16000"
+        assert os.path.exists(os.path.join(args.root, wav_path))
+
+        print(f"{wav_path}\t{n_frames}\t{spk_id}", file=tsv)
+
+    tsv.close()
+
+
+if __name__ == "__main__":
+    parser = get_parser()
+    args = parser.parse_args()
+    main(args)

manifest/vox1_meta.csv

@@ -0,0 +1,1252 @@
+VoxCeleb1 ID	VGGFace1 ID	Gender	Nationality	Set
+id10001	A.J._Buckley	m	Ireland	dev
+id10002	A.R._Rahman	m	India	dev
+id10003	Aamir_Khan	m	India	dev
+id10004	Aaron_Tveit	m	USA	dev
+id10005	Aaron_Yoo	m	USA	dev
+id10006	Abbie_Cornish	f	Australia	dev
+id10007	Abigail_Breslin	f	USA	dev
+id10008	Abigail_Spencer	f	USA	dev
+id10009	Adam_Beach	m	Canada	dev
+id10010	Adam_Brody	m	USA	dev
+id10011	Adam_Copeland	m	Canada	dev
+id10012	Adam_Driver	m	USA	dev
+id10013	Adrianne_Curry	f	USA	dev
+id10014	Adrianne_Palicki	f	USA	dev
+id10015	Agyness_Deyn	f	UK	dev
+id10016	Aidan_Turner	m	Ireland	dev
+id10017	Ajay_Devgn	m	India	dev
+id10018	Akshay_Kumar	m	India	dev
+id10019	Alain_Delon	m	Norway	dev
+id10020	Alan_Alda	m	USA	dev
+id10021	Alan_Cumming	m	UK	dev
+id10022	Alan_Rickman	m	UK	dev
+id10023	Alan_Tudyk	m	USA	dev
+id10024	Alba_Rohrwacher	f	Italy	dev
+id10025	Aldis_Hodge	m	USA	dev
+id10026	Alex_Borstein	f	USA	dev
+id10027	Alex_Kingston	f	UK	dev
+id10028	Alex_Pettyfer	m	UK	dev
+id10029	Alex_Trebek	m	USA	dev
+id10030	Alexa_Davalos	f	Norway	dev
+id10031	Alexander_Siddig	m	Sudan	dev
+id10032	Alexandra_Daddario	f	USA	dev
+id10033	Alexandra_Roach	f	UK	dev
+id10034	Alexz_Johnson	f	Canada	dev
+id10035	Alfre_Woodard	f	USA	dev
+id10036	Alice_Eve	f	UK	dev
+id10037	Alicja_Bachleda	f	Mexico	dev
+id10038	Alison_Arngrim	f	USA	dev
+id10039	Alison_Pill	f	Canada	dev
+id10040	Allison_Williams	f	USA	dev
+id10041	Amanda_Seyfried	f	USA	dev
+id10042	Amaury_Nolasco	m	USA	dev
+id10043	Amber_Riley	f	USA	dev
+id10044	America_Ferrera	f	USA	dev
+id10045	Amitabh_Bachchan	m	India	dev
+id10046	Amy_Poehler	f	USA	dev
+id10047	Amy_Schumer	f	USA	dev
+id10048	Ana_Gasteyer	f	USA	dev
+id10049	Andre_Braugher	m	USA	dev
+id10050	Andrea_Riseborough	f	UK	dev
+id10051	Andrew_Dice_Clay	m	USA	dev
+id10052	Andrew_Garfield	m	USA	dev
+id10053	Andrew_Lee_Potts	m	UK	dev
+id10054	Andrew_Rannells	m	USA	dev
+id10055	Andrew_Scott	m	Ireland	dev
+id10056	Andy_Richter	m	USA	dev
+id10057	Andy_Samberg	m	USA	dev
+id10058	Aneurin_Barnard	m	UK	dev
+id10059	Ang_Lee	m	USA	dev
+id10060	Angela_Kinsey	f	USA	dev
+id10061	Anne_Hathaway	f	USA	dev
+id10062	Ansel_Elgort	m	USA	dev
+id10063	Anthony_Anderson	m	USA	dev
+id10064	Anthony_Mackie	m	USA	dev
+id10065	Anthony_Rapp	m	USA	dev
+id10066	Anton_Yelchin	m	USA	dev
+id10067	Antonio_Cupo	m	Canada	dev
+id10068	Arden_Cho	f	USA	dev
+id10069	Armand_Assante	m	USA	dev
+id10070	Armie_Hammer	m	USA	dev
+id10071	Asa_Butterfield	m	UK	dev
+id10072	Ashley_Greene	f	USA	dev
+id10073	Ashley_Jensen	f	UK	dev
+id10074	Audra_McDonald	f	USA	dev
+id10075	Audrina_Patridge	f	USA	dev
+id10076	Avan_Jogia	m	Canada	dev
+id10077	B.J._Novak	m	USA	dev
+id10078	Barbara_Eden	f	USA	dev
+id10079	Barbara_Hershey	f	USA	dev
+id10080	Bear_Grylls	m	UK	dev
+id10081	Bellamy_Young	f	USA	dev
+id10082	Ben_Feldman	m	USA	dev
+id10083	Ben_McKenzie	m	USA	dev
+id10084	Ben_Stiller	m	USA	dev
+id10085	Ben_Whishaw	m	UK	dev
+id10086	Beth_Grant	f	USA	dev
+id10087	Bethany_Mota	f	USA	dev
+id10088	Betty_White	f	USA	dev
+id10089	Bill_Nighy	m	UK	dev
+id10090	Bill_Pullman	m	USA	dev
+id10091	Billie_Joe_Armstrong	m	USA	dev
+id10092	Bingbing_Li	f	China	dev
+id10093	Blair_Underwood	m	USA	dev
+id10094	Blake_Michael	m	USA	dev
+id10095	Blake_Shelton	m	USA	dev
+id10096	Bob_Barker	m	USA	dev
+id10097	Bobby_Cannavale	m	USA	dev
+id10098	Bonnie_Wright	f	UK	dev
+id10099	Booboo_Stewart	m	USA	dev
+id10100	Brad_Paisley	m	USA	dev
+id10101	Bradley_Steven_Perry	m	USA	dev
+id10102	Breckin_Meyer	m	USA	dev
+id10103	Brenda_Blethyn	f	UK	dev
+id10104	Brendan_Gleeson	m	Ireland	dev
+id10105	Brett_Davern	m	USA	dev
+id10106	Brian_Blessed	m	UK	dev
+id10107	Brian_Cox	m	UK	dev
+id10108	Brian_Dennehy	m	USA	dev
+id10109	Bridget_Moynahan	f	USA	dev
+id10110	Bridget_Regan	f	USA	dev
+id10111	Brit_Marling	f	USA	dev
+id10112	Brooke_Burke-Charvet	f	USA	dev
+id10113	Bruce_Boxleitner	m	USA	dev
+id10114	Bruno_Ganz	m	Switzerland	dev
+id10115	Bruno_Mars	m	USA	dev
+id10116	Burt_Reynolds	m	USA	dev
+id10117	CCH_Pounder	f	Guyana	dev
+id10118	Caitriona_Balfe	f	Ireland	dev
+id10119	Caity_Lotz	f	USA	dev
+id10120	Callan_McAuliffe	m	Australia	dev
+id10121	Callie_Thorne	f	USA	dev
+id10122	Cameron_Boyce	m	USA	dev
+id10123	Candace_Cameron_Bure	f	USA	dev
+id10124	Candice_Accola	f	USA	dev
+id10125	Candice_Patton	f	USA	dev
+id10126	Caroline_Rhea	f	Canada	dev
+id10127	Carolyn_Hennesy	f	USA	dev
+id10128	Carrie_Ann_Inaba	f	USA	dev
+id10129	Carrie_Fisher	f	USA	dev
+id10130	Carrie_Underwood	f	USA	dev
+id10131	Casey_Affleck	m	USA	dev
+id10132	Casey_Wilson	f	USA	dev
+id10133	Cassandra_Peterson	f	USA	dev
+id10134	Caterina_Murino	f	Italy	dev
+id10135	Caterina_Scorsone	f	Canada	dev
+id10136	Catherine_Hardwicke	f	USA	dev
+id10137	Cedric_the_Entertainer	m	USA	dev
+id10138	Celia_Imrie	f	UK	dev
+id10139	Chace_Crawford	m	USA	dev
+id10140	Chadwick_Boseman	m	USA	dev
+id10141	Charice	f	Philippines	dev
+id10142	Charles_Dance	m	UK	dev
+id10143	Charles_S._Dutton	m	USA	dev
+id10144	Charlie_Day	m	USA	dev
+id10145	Charlotte_Gainsbourg	f	UK	dev
+id10146	Chazz_Palminteri	m	USA	dev
+id10147	Chelsea_Handler	f	USA	dev
+id10148	Cher	f	USA	dev
+id10149	Cheryl_Ladd	f	USA	dev
+id10150	Chi_McBride	m	USA	dev
+id10151	Chiwetel_Ejiofor	m	UK	dev
+id10152	Chloe_Bennet	f	USA	dev
+id10153	Chloe_Dykstra	f	USA	dev
+id10154	Chris_Colfer	m	USA	dev
+id10155	Chris_Hemsworth	m	Australia	dev
+id10156	Chris_Lowell	m	USA	dev
+id10157	Chris_Martin	m	UK	dev
+id10158	Chris_Messina	m	USA	dev
+id10159	Chris_Pine	m	USA	dev
+id10160	Christian_Kane	m	USA	dev
+id10161	Christina_Hendricks	f	USA	dev
+id10162	Christina_Ricci	f	USA	dev
+id10163	Christopher_Mintz-Plasse	m	USA	dev
+id10164	Cierra_Ramirez	f	USA	dev
+id10165	Cilla_Black	f	UK	dev
+id10166	Cillian_Murphy	m	Ireland	dev
+id10167	Cindy_Williams	f	USA	dev
+id10168	Claudia_Black	f	Australia	dev
+id10169	Claudia_Lee	f	USA	dev
+id10170	Cliff_Curtis	m	New Zealand	dev
+id10171	Clive_Owen	m	UK	dev
+id10172	Colin_Donnell	m	USA	dev
+id10173	Constance_Zimmer	f	USA	dev
+id10174	Corbin_Bleu	m	USA	dev
+id10175	Corey_Stoll	m	USA	dev
+id10176	Cory_Monteith	m	Canada	dev
+id10177	Costas_Mandylor	m	Australia	dev
+id10178	Cote_de_Pablo	f	USA	dev
+id10179	Cristin_Milioti	f	USA	dev
+id10180	Cyndi_Lauper	f	USA	dev
+id10181	Dakota_Fanning	f	USA	dev
+id10182	Damian_Lewis	m	UK	dev
+id10183	Damon_Lindelof	m	USA	dev
+id10184	Damon_Wayans	m	USA	dev
+id10185	Dan_Aykroyd	m	Canada	dev
+id10186	Dan_Fogler	m	USA	dev
+id10187	Dan_Stevens	m	UK	dev
+id10188	Dana_Delany	f	USA	dev
+id10189	Dane_Cook	m	USA	dev
+id10190	Danica_McKellar	f	USA	dev
+id10191	Daniel_Auteuil	m	Norway	dev
+id10192	Daniel_Craig	m	UK	dev
+id10193	Daniel_Dae_Kim	m	USA	dev
+id10194	Daniel_Tosh	m	USA	dev
+id10195	Danielle_Campbell	f	USA	dev
+id10196	Danielle_Panabaker	f	USA	dev
+id10197	Danny_Dyer	m	UK	dev
+id10198	Danny_McBride	m	USA	dev
+id10199	Danny_Pino	m	USA	dev
+id10200	Darren_Criss	m	USA	dev
+id10201	Dave_Bautista	m	USA	dev
+id10202	Dave_Foley	m	Canada	dev
+id10203	David_Attenborough	m	UK	dev
+id10204	David_Cassidy	m	USA	dev
+id10205	David_Faustino	m	USA	dev
+id10206	David_Giuntoli	m	USA	dev
+id10207	David_Harewood	m	UK	dev
+id10208	David_Henrie	m	USA	dev
+id10209	David_Jason	m	UK	dev
+id10210	David_Koechner	m	USA	dev
+id10211	David_Kross	m	Germany	dev
+id10212	David_Letterman	m	USA	dev
+id10213	David_Lyons	m	Australia	dev
+id10214	David_Mamet	m	USA	dev
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results/validate-class.txt

@@ -0,0 +1,10 @@
+2023-01-30 12:19:57 | INFO | fairseq_cli.validate | loading model(s) from /home/wangrui/projects/SpeechT5/experimental/s2c/checkpoint_28_60000.pt
+2023-01-30 12:19:58 | INFO | speecht5.tasks.speecht5 | No config file for s2c
+2023-01-30 12:19:58 | INFO | speecht5.tasks.speecht5 | Cannot set input_feat_per_channel, input_channels, since: 
+2023-01-30 12:19:58 | WARNING | speecht5.tasks.speecht5 | 'NoneType' object has no attribute 'input_feat_per_channel'
+2023-01-30 12:19:58 | INFO | speecht5.tasks.speecht5 | Set to: 80 and 1
+2023-01-30 12:20:03 | INFO | fairseq_cli.validate | {'_name': None, 'common': {'_name': None, 'no_progress_bar': False, 'log_interval': 10, 'log_format': 'json', 'log_file': None, 'tensorboard_logdir': '/home/wangrui/projects/SpeechT5/experimental/s2c', 'wandb_project': None, 'azureml_logging': False, 'seed': 1, 'cpu': False, 'tpu': False, 'bf16': False, 'memory_efficient_bf16': False, 'fp16': True, 'memory_efficient_fp16': False, 'fp16_no_flatten_grads': False, 'fp16_init_scale': 128, 'fp16_scale_window': None, 'fp16_scale_tolerance': 0.0, 'on_cpu_convert_precision': False, 'min_loss_scale': 0.0001, 'threshold_loss_scale': None, 'amp': False, 'amp_batch_retries': 2, 'amp_init_scale': 128, 'amp_scale_window': None, 'user_dir': '/home/wangrui/projects/SpeechT5/SpeechT5/fairseq/examples/speecht5', 'empty_cache_freq': 0, 'all_gather_list_size': 16384, 'model_parallel_size': 1, 'quantization_config_path': None, 'profile': False, 'reset_logging': False, 'suppress_crashes': False, 'use_plasma_view': False, 'plasma_path': '/tmp/plasma'}, 'common_eval': {'_name': None, 'path': '/home/wangrui/projects/SpeechT5/experimental/s2c/checkpoint_28_60000.pt', 'post_process': 'sentencepiece', 'quiet': False, 'model_overrides': '{}', 'results_path': '/home/wangrui/projects/SpeechT5/experimental/s2c/results'}, 'distributed_training': {'_name': None, 'distributed_world_size': 4, 'distributed_num_procs': 4, 'distributed_rank': 0, 'distributed_backend': 'nccl', 'distributed_init_method': 'tcp://localhost:12742', 'distributed_port': 0, 'device_id': 0, 'distributed_no_spawn': False, 'ddp_backend': 'legacy_ddp', 'ddp_comm_hook': 'none', 'bucket_cap_mb': 25, 'fix_batches_to_gpus': False, 'find_unused_parameters': True, 'fast_stat_sync': False, 'heartbeat_timeout': -1, 'broadcast_buffers': False, 'slowmo_momentum': None, 'slowmo_algorithm': 'LocalSGD', 'localsgd_frequency': 3, 'nprocs_per_node': 4, 'pipeline_model_parallel': False, 'pipeline_balance': None, 'pipeline_devices': None, 'pipeline_chunks': 0, 'pipeline_encoder_balance': None, 'pipeline_encoder_devices': None, 'pipeline_decoder_balance': None, 'pipeline_decoder_devices': None, 'pipeline_checkpoint': 'never', 'zero_sharding': 'none', 'fp16': True, 'memory_efficient_fp16': False, 'tpu': False, 'no_reshard_after_forward': False, 'fp32_reduce_scatter': False, 'cpu_offload': False, 'use_sharded_state': False}, 'dataset': {'_name': None, 'num_workers': 4, 'skip_invalid_size_inputs_valid_test': True, 'max_tokens': None, 'batch_size': 1, 'required_batch_size_multiple': 1, 'required_seq_len_multiple': 1, 'dataset_impl': None, 'data_buffer_size': 0, 'train_subset': 'train', 'valid_subset': 'test', 'combine_valid_subsets': None, 'ignore_unused_valid_subsets': False, 'validate_interval': 1, 'validate_interval_updates': 0, 'validate_after_updates': 20000, 'fixed_validation_seed': None, 'disable_validation': False, 'max_tokens_valid': None, 'batch_size_valid': 8, 'max_valid_steps': None, 'curriculum': 0, 'gen_subset': 'test', 'num_shards': 1, 'shard_id': 0}, 'optimization': {'_name': None, 'max_epoch': 0, 'max_update': 60000, 'stop_time_hours': 0.0, 'clip_norm': 0.0, 'sentence_avg': False, 'update_freq': [2], 'lr': [1e-08], 'stop_min_lr': -1.0, 'use_bmuf': False}, 'checkpoint': {'_name': None, 'save_dir': '/home/wangrui/projects/SpeechT5/experimental/s2c', 'restore_file': 'checkpoint_last.pt', 'finetune_from_model': '/nfs-data/user1/PhDHub/ckpt/speecht5_base.pt', 'reset_dataloader': False, 'reset_lr_scheduler': False, 'reset_meters': False, 'reset_optimizer': False, 'optimizer_overrides': '{}', 'save_interval': 1, 'save_interval_updates': 10000, 'keep_interval_updates': -1, 'keep_interval_updates_pattern': -1, 'keep_last_epochs': -1, 'keep_best_checkpoints': -1, 'no_save': False, 'no_epoch_checkpoints': True, 'no_last_checkpoints': False, 'no_save_optimizer_state': False, 'best_checkpoint_metric': 's2c_accuracy', 'maximize_best_checkpoint_metric': True, 'patience': -1, 'checkpoint_suffix': '', 'checkpoint_shard_count': 1, 'load_checkpoint_on_all_dp_ranks': False, 'write_checkpoints_asynchronously': False, 'model_parallel_size': 1}, 'bmuf': {'_name': None, 'block_lr': 1.0, 'block_momentum': 0.875, 'global_sync_iter': 50, 'warmup_iterations': 500, 'use_nbm': False, 'average_sync': False, 'distributed_world_size': 4}, 'generation': {'_name': None, 'beam': 5, 'nbest': 1, 'max_len_a': 0.0, 'max_len_b': 200, 'min_len': 1, 'match_source_len': False, 'unnormalized': False, 'no_early_stop': False, 'no_beamable_mm': False, 'lenpen': 1.0, 'unkpen': 0.0, 'replace_unk': None, 'sacrebleu': False, 'score_reference': False, 'prefix_size': 0, 'no_repeat_ngram_size': 0, 'sampling': False, 'sampling_topk': -1, 'sampling_topp': -1.0, 'constraints': None, 'temperature': 1.0, 'diverse_beam_groups': -1, 'diverse_beam_strength': 0.5, 'diversity_rate': -1.0, 'print_alignment': None, 'print_step': False, 'lm_path': None, 'lm_weight': 0.0, 'iter_decode_eos_penalty': 0.0, 'iter_decode_max_iter': 10, 'iter_decode_force_max_iter': False, 'iter_decode_with_beam': 1, 'iter_decode_with_external_reranker': False, 'retain_iter_history': False, 'retain_dropout': False, 'retain_dropout_modules': None, 'decoding_format': None, 'no_seed_provided': False}, 'eval_lm': {'_name': None, 'output_word_probs': False, 'output_word_stats': False, 'context_window': 0, 'softmax_batch': 9223372036854775807}, 'interactive': {'_name': None, 'buffer_size': 0, 'input': '-'}, 'model': Namespace(_name='t5_transformer_base_asr', activation_dropout=0.1, activation_fn='gelu', adam_betas=(0.9, 0.999), adam_eps=1e-08, adaptive_input=False, adaptive_softmax_cutoff=None, adaptive_softmax_dropout=0, all_gather_list_size=16384, amp=False, amp_batch_retries=2, amp_init_scale=128, amp_scale_window=None, arch='t5_transformer_base_asr', attention_dropout=0.1, azureml_logging=False, bart_weight=1.0, batch_ratio=None, batch_size=1, batch_size_valid=8, bce_loss_lambda=1.0, bce_pos_weight=5.0, bert_init=True, best_checkpoint_metric='s2c_accuracy', bf16=False, bpe=None, bpe_tokenizer=None, broadcast_buffers=False, bucket_cap_mb=25, ce_weight=1.0, checkpoint_shard_count=1, checkpoint_suffix='', clip_norm=0.0, codebook_prob=0.5, combine_valid_subsets=None, config_yaml='config.yaml', conv_bias=False, conv_channels=1024, conv_feature_layers='[(512,10,5)] + [(512,3,2)] * 4 + [(512,2,2)] * 2', conv_kernel_sizes='5,5', conv_pos=128, conv_pos_groups=16, cpu=False, cpu_offload=False, criterion='speecht5', ctc_weight=0.0, curriculum=0, data='/home/wangrui/projects/SpeechT5/manifest', data_buffer_size=0, dataset_impl=None, ddp_backend='legacy_ddp', ddp_comm_hook='none', dec_use_scaled_pos_enc=True, dec_weight=1.0, decoder_attention_heads=12, decoder_embed_dim=768, decoder_ffn_embed_dim=3072, decoder_input_dim=768, decoder_layerdrop=0.1, decoder_layers=6, decoder_learned_pos=False, decoder_max_relative_position=160, decoder_normalize_before=False, decoder_output_dim=768, device_id=0, disable_validation=False, distributed_backend='nccl', distributed_init_method=None, distributed_no_spawn=False, distributed_num_procs=4, distributed_port=0, distributed_rank=0, distributed_world_size=4, dprenet_dropout_rate=0.5, dprenet_layers=2, dprenet_units=256, dropout=0.1, empty_cache_freq=0, enable_padding=False, enc_use_scaled_pos_enc=True, encoder_attention_heads=12, encoder_attn_branch='identity,full', encoder_embed_dim=768, encoder_ffn_embed_dim=3072, encoder_layerdrop=0.05, encoder_layers=12, encoder_max_relative_position=160, encoder_normalize_before=False, encoder_reduction_factor=1, encoder_sliding_window_attn=None, encoder_speech_prenet='conv', eos=2, eprenet_conv_chans=0, eprenet_conv_filts=0, eprenet_conv_layers=0, eprenet_dropout_rate=0.0, extractor_mode='default', fast_stat_sync=False, feature_grad_mult=1.0, final_dim=256, find_unused_parameters=True, finetune_from_model='/nfs-data/user1/PhDHub/ckpt/speecht5_base.pt', finetune_from_modules=None, finetune_out_of_modules=None, fix_batches_to_gpus=False, fixed_validation_seed=None, fp16=True, fp16_init_scale=128, fp16_no_flatten_grads=False, fp16_scale_tolerance=0.0, fp16_scale_window=None, fp32_reduce_scatter=False, freeze_decoder_updates=0, freeze_encoder_updates=0, gen_subset='test', guided_attn_loss_lambda=10.0, guided_attn_loss_sigma=0.4, heartbeat_timeout=-1, hubert_label_dir=None, hubert_labels=['km'], hubert_mask_length=10, hubert_weight=1.0, ignore_prefix_size=0, ignore_unused_valid_subsets=False, iid_noise_target=False, initial_decoder_alpha=1.0, initial_encoder_alpha=1.0, input_channels=1, input_feat_per_channel=80, insert=0.0, keep_best_checkpoints=-1, keep_interval_updates=-1, keep_interval_updates_pattern=-1, keep_last_epochs=-1, label_rates=-1, label_smoothing=0.0, latent_dim=0, latent_groups=2, latent_temp=(2, 0.5, 0.999995), latent_vars=100, layer_norm_eps=1e-05, layer_norm_first=False, load_checkpoint_on_all_dp_ranks=False, localsgd_frequency=3, log_file=None, log_format='json', log_interval=10, log_keys=[], logit_temp=0.1, loss_type='L1', loss_weights=[0.1], lr=[1e-08], lr_period_updates=60000.0, lr_scheduler='triangular', lr_shrink=0.5, mask=0.3, mask_channel_length=64, mask_channel_min_space=1, mask_channel_other=0, mask_channel_prob=0.0, mask_channel_selection='static', mask_length='span-poisson', mask_min_space=1, mask_other=0, mask_prob=0.0, mask_random=0.1, mask_selection='static', max_distance=1280, max_epoch=0, max_lr=0.0002, max_speech_positions=8000, max_speech_sample_size=None, max_text_positions=600, max_tokens=None, max_tokens_valid=None, max_update=60000, max_valid_steps=None, maximize_best_checkpoint_metric=True, memory_efficient_bf16=False, memory_efficient_fp16=False, min_loss_scale=0.0001, min_speech_sample_size=None, model_parallel_size=1, modules_applied_guided_attn=('encoder-decoder',), modules_filter=None, no_epoch_checkpoints=True, no_freeze_encoder_layer=None, no_last_checkpoints=False, no_mask_channel_overlap=False, no_mask_overlap=False, no_progress_bar=False, no_reshard_after_forward=False, no_save=False, no_save_optimizer_state=False, no_scale_embedding=True, no_seed_provided=False, no_token_positional_embeddings=False, normalize=False, nprocs_per_node=4, num_buckets=320, num_heads_applied_guided_attn=2, num_layers_applied_guided_attn=2, num_shards=1, num_workers=4, on_cpu_convert_precision=False, optimizer='adam', optimizer_overrides='{}', pad=1, pad_audio=False, path='/home/wangrui/projects/SpeechT5/experimental/s2c/checkpoint_28_60000.pt', patience=-1, permute=0.0, permute_sentences=0.0, pipeline_balance=None, pipeline_checkpoint='never', pipeline_chunks=0, pipeline_decoder_balance=None, pipeline_decoder_devices=None, pipeline_devices=None, pipeline_encoder_balance=None, pipeline_encoder_devices=None, pipeline_model_parallel=False, plasma_path='/tmp/plasma', poisson_lambda=3.5, post_process='sentencepiece', postnet_chans=256, postnet_dropout_rate=0.5, postnet_filts=5, postnet_layers=5, pred_masked_weight=1.0, pred_nomask_weight=0.0, profile=False, quant_noise_pq=0, quantization_config_path=None, quantizer_depth=1, quantizer_factor=3, random_crop=False, reduction_factor=2, relative_position_embedding=True, replace_length=1, report_accuracy=True, required_batch_size_multiple=1, required_seq_len_multiple=1, reset_dataloader=False, reset_logging=False, reset_lr_scheduler=False, reset_meters=False, reset_optimizer=False, restore_file='checkpoint_last.pt', results_path='/home/wangrui/projects/SpeechT5/experimental/s2c/results', rotate=0.0, sample_break_mode='eos', sample_rate=16000.0, sample_ratios=None, save_dir='/home/wangrui/projects/SpeechT5/experimental/s2c', save_interval=1, save_interval_updates=10000, scoring='bleu', se_decoder_input='previous_target', se_predict=None, seed=1, sentence_avg=False, shard_id=0, share_ctc_embed=False, share_input_output_embed=True, shorten_data_split_list='', shorten_method='none', shrink_min=False, sid_decoder_attn_dim=128, sid_embed_dim=128, sid_encoder_cls=None, sid_no_embed_postnet=True, sid_no_pooling_bn=True, sid_pooling_layer='decoder', sid_softmax_type='softmax', single_target=False, skip_invalid_size_inputs_valid_test=True, skip_masked=False, skip_nomask=False, slowmo_algorithm='LocalSGD', slowmo_momentum=None, softmax_easy_margin=False, softmax_margin=0.0, softmax_scale=1.0, speech_odim=80, spk_embed_dim=512, spk_embed_integration_type='pre', stop_min_lr=-1.0, stop_time_hours=0, subsample_stride='2,2', suppress_crashes=False, t5_task='s2c', target_glu=False, task='speecht5', tensorboard_logdir='/home/wangrui/projects/SpeechT5/experimental/s2c', threshold_loss_scale=None, tokenizer=None, tokens_per_sample=512, tpu=False, train_subset='train', transformer_dec_positional_dropout_rate=0.1, transformer_enc_positional_dropout_rate=0.1, unb_enc_layer=-1, unk=3, untie_final_proj=True, update_freq=[2], use_batch_norm=True, use_bmuf=False, use_codebook=False, use_conv_pos=True, use_guided_attn_loss=False, use_masking=True, use_old_adam=False, use_plasma_view=False, use_sent_enc_layer=True, use_sharded_state=False, use_sinc_pos=True, use_weighted_masking=False, user_dir='/home/wangrui/projects/SpeechT5/SpeechT5/fairseq/examples/speecht5', valid_subset='test', validate_after_updates=20000, validate_interval=1, validate_interval_updates=0, wandb_project=None, weight_decay=0.1, wer_args=None, wer_kenlm_model=None, wer_lexicon=None, wer_lm_weight=2.0, wer_word_score=-1.0, write_checkpoints_asynchronously=False, zero_infinity=False, zero_sharding='none'), 'task': Namespace(_name='speecht5', activation_dropout=0.1, activation_fn='gelu', adam_betas=(0.9, 0.999), adam_eps=1e-08, adaptive_input=False, adaptive_softmax_cutoff=None, adaptive_softmax_dropout=0, all_gather_list_size=16384, amp=False, amp_batch_retries=2, amp_init_scale=128, amp_scale_window=None, arch='t5_transformer_base_asr', attention_dropout=0.1, azureml_logging=False, bart_weight=1.0, batch_ratio=None, batch_size=1, batch_size_valid=8, bce_loss_lambda=1.0, bce_pos_weight=5.0, bert_init=True, best_checkpoint_metric='s2c_accuracy', bf16=False, bpe=None, bpe_tokenizer=None, broadcast_buffers=False, bucket_cap_mb=25, ce_weight=1.0, checkpoint_shard_count=1, checkpoint_suffix='', clip_norm=0.0, codebook_prob=0.5, combine_valid_subsets=None, config_yaml='config.yaml', conv_bias=False, conv_channels=1024, conv_feature_layers='[(512,10,5)] + [(512,3,2)] * 4 + [(512,2,2)] * 2', conv_kernel_sizes='5,5', conv_pos=128, conv_pos_groups=16, cpu=False, cpu_offload=False, criterion='speecht5', ctc_weight=0.0, curriculum=0, data='/home/wangrui/projects/SpeechT5/manifest', data_buffer_size=0, dataset_impl=None, ddp_backend='legacy_ddp', ddp_comm_hook='none', dec_use_scaled_pos_enc=True, dec_weight=1.0, decoder_attention_heads=12, decoder_embed_dim=768, decoder_ffn_embed_dim=3072, decoder_input_dim=768, decoder_layerdrop=0.1, decoder_layers=6, decoder_learned_pos=False, decoder_max_relative_position=160, decoder_normalize_before=False, decoder_output_dim=768, device_id=0, disable_validation=False, distributed_backend='nccl', distributed_init_method=None, distributed_no_spawn=False, distributed_num_procs=4, distributed_port=0, distributed_rank=0, distributed_world_size=4, dprenet_dropout_rate=0.5, dprenet_layers=2, dprenet_units=256, dropout=0.1, empty_cache_freq=0, enable_padding=False, enc_use_scaled_pos_enc=True, encoder_attention_heads=12, encoder_attn_branch='identity,full', encoder_embed_dim=768, encoder_ffn_embed_dim=3072, encoder_layerdrop=0.05, encoder_layers=12, encoder_max_relative_position=160, encoder_normalize_before=False, encoder_reduction_factor=1, encoder_sliding_window_attn=None, encoder_speech_prenet='conv', eos=2, eprenet_conv_chans=0, eprenet_conv_filts=0, eprenet_conv_layers=0, eprenet_dropout_rate=0.0, extractor_mode='default', fast_stat_sync=False, feature_grad_mult=1.0, final_dim=256, find_unused_parameters=True, finetune_from_model='/nfs-data/user1/PhDHub/ckpt/speecht5_base.pt', finetune_from_modules=None, finetune_out_of_modules=None, fix_batches_to_gpus=False, fixed_validation_seed=None, fp16=True, fp16_init_scale=128, fp16_no_flatten_grads=False, fp16_scale_tolerance=0.0, fp16_scale_window=None, fp32_reduce_scatter=False, freeze_decoder_updates=0, freeze_encoder_updates=0, gen_subset='test', guided_attn_loss_lambda=10.0, guided_attn_loss_sigma=0.4, heartbeat_timeout=-1, hubert_label_dir=None, hubert_labels=['km'], hubert_mask_length=10, hubert_weight=1.0, ignore_prefix_size=0, ignore_unused_valid_subsets=False, iid_noise_target=False, initial_decoder_alpha=1.0, initial_encoder_alpha=1.0, insert=0.0, keep_best_checkpoints=-1, keep_interval_updates=-1, keep_interval_updates_pattern=-1, keep_last_epochs=-1, label_rates=-1, label_smoothing=0.0, latent_dim=0, latent_groups=2, latent_temp=(2, 0.5, 0.999995), latent_vars=100, layer_norm_eps=1e-05, layer_norm_first=False, load_checkpoint_on_all_dp_ranks=False, localsgd_frequency=3, log_file=None, log_format='json', log_interval=10, log_keys=[], logit_temp=0.1, loss_type='L1', loss_weights=[0.1], lr=[1e-08], lr_period_updates=60000.0, lr_scheduler='triangular', lr_shrink=0.5, mask=0.3, mask_channel_length=64, mask_channel_min_space=1, mask_channel_other=0, mask_channel_prob=0.0, mask_channel_selection='static', mask_length='span-poisson', mask_min_space=1, mask_other=0, mask_prob=0.0, mask_random=0.1, mask_selection='static', max_distance=1280, max_epoch=0, max_lr=0.0002, max_speech_positions=8000, max_speech_sample_size=None, max_text_positions=600, max_tokens=None, max_tokens_valid=None, max_update=60000, max_valid_steps=None, maximize_best_checkpoint_metric=True, memory_efficient_bf16=False, memory_efficient_fp16=False, min_loss_scale=0.0001, min_speech_sample_size=None, model_parallel_size=1, modules_applied_guided_attn=('encoder-decoder',), modules_filter=None, no_epoch_checkpoints=True, no_freeze_encoder_layer=None, no_last_checkpoints=False, no_mask_channel_overlap=False, no_mask_overlap=False, no_progress_bar=False, no_reshard_after_forward=False, no_save=False, no_save_optimizer_state=False, no_scale_embedding=True, no_seed_provided=False, no_token_positional_embeddings=False, normalize=False, nprocs_per_node=4, num_buckets=320, num_heads_applied_guided_attn=2, num_layers_applied_guided_attn=2, num_shards=1, num_workers=4, on_cpu_convert_precision=False, optimizer='adam', optimizer_overrides='{}', pad=1, pad_audio=False, path='/home/wangrui/projects/SpeechT5/experimental/s2c/checkpoint_28_60000.pt', patience=-1, permute=0.0, permute_sentences=0.0, pipeline_balance=None, pipeline_checkpoint='never', pipeline_chunks=0, pipeline_decoder_balance=None, pipeline_decoder_devices=None, pipeline_devices=None, pipeline_encoder_balance=None, pipeline_encoder_devices=None, pipeline_model_parallel=False, plasma_path='/tmp/plasma', poisson_lambda=3.5, post_process='sentencepiece', postnet_chans=256, postnet_dropout_rate=0.5, postnet_filts=5, postnet_layers=5, pred_masked_weight=1.0, pred_nomask_weight=0.0, profile=False, quant_noise_pq=0, quantization_config_path=None, quantizer_depth=1, quantizer_factor=3, random_crop=False, reduction_factor=2, relative_position_embedding=True, replace_length=1, report_accuracy=True, required_batch_size_multiple=1, required_seq_len_multiple=1, reset_dataloader=False, reset_logging=False, reset_lr_scheduler=False, reset_meters=False, reset_optimizer=False, restore_file='checkpoint_last.pt', results_path='/home/wangrui/projects/SpeechT5/experimental/s2c/results', rotate=0.0, sample_break_mode='eos', sample_rate=16000.0, sample_ratios=None, save_dir='/home/wangrui/projects/SpeechT5/experimental/s2c', save_interval=1, save_interval_updates=10000, scoring='bleu', se_decoder_input='previous_target', se_predict=None, seed=1, sentence_avg=False, shard_id=0, share_ctc_embed=False, share_input_output_embed=True, shorten_data_split_list='', shorten_method='none', shrink_min=False, sid_decoder_attn_dim=128, sid_embed_dim=128, sid_encoder_cls=None, sid_no_embed_postnet=True, sid_no_pooling_bn=True, sid_pooling_layer='decoder', sid_softmax_type='softmax', single_target=False, skip_invalid_size_inputs_valid_test=True, skip_masked=False, skip_nomask=False, slowmo_algorithm='LocalSGD', slowmo_momentum=None, softmax_easy_margin=False, softmax_margin=0.0, softmax_scale=1.0, spk_embed_dim=512, spk_embed_integration_type='pre', stop_min_lr=-1.0, stop_time_hours=0, subsample_stride='2,2', suppress_crashes=False, t5_task='s2c', target_glu=False, task='speecht5', tensorboard_logdir='/home/wangrui/projects/SpeechT5/experimental/s2c', threshold_loss_scale=None, tokenizer=None, tokens_per_sample=512, tpu=False, train_subset='train', transformer_dec_positional_dropout_rate=0.1, transformer_enc_positional_dropout_rate=0.1, unb_enc_layer=-1, unk=3, untie_final_proj=True, update_freq=[2], use_batch_norm=True, use_bmuf=False, use_codebook=False, use_conv_pos=True, use_guided_attn_loss=False, use_masking=True, use_old_adam=False, use_plasma_view=False, use_sent_enc_layer=True, use_sharded_state=False, use_sinc_pos=True, use_weighted_masking=False, user_dir='/home/wangrui/projects/SpeechT5/SpeechT5/fairseq/examples/speecht5', valid_subset='test', validate_after_updates=20000, validate_interval=1, validate_interval_updates=0, wandb_project=None, weight_decay=0.1, wer_args=None, wer_kenlm_model=None, wer_lexicon=None, wer_lm_weight=2.0, wer_word_score=-1.0, write_checkpoints_asynchronously=False, zero_infinity=False, zero_sharding='none'), 'criterion': {'_name': 'speecht5', 'zero_infinity': False, 'sentence_avg': False, 'post_process': 'sentencepiece', 'wer_kenlm_model': None, 'wer_lexicon': None, 'wer_lm_weight': 2.0, 'wer_word_score': -1.0, 'wer_args': None, 'label_smoothing': 0.0, 'report_accuracy': True, 'ignore_prefix_size': 0, 'ce_weight': 1.0, 'ctc_weight': 0.0, 'use_masking': True, 'use_weighted_masking': False, 'loss_type': 'L1', 'bce_pos_weight': 5.0, 'bce_loss_lambda': 1.0, 'use_guided_attn_loss': False, 'guided_attn_loss_sigma': 0.4, 'guided_attn_loss_lambda': 10.0, 'num_layers_applied_guided_attn': 2, 'num_heads_applied_guided_attn': 2, 'modules_applied_guided_attn': ['encoder-decoder'], 'pred_masked_weight': 1.0, 'pred_nomask_weight': 0.0, 'loss_weights': [0.1], 'log_keys': [], 'hubert_weight': 1.0, 'dec_weight': 1.0, 'bart_weight': 1.0}, 'optimizer': {'_name': 'adam', 'adam_betas': [0.9, 0.999], 'adam_eps': 1e-08, 'weight_decay': 0.1, 'use_old_adam': False, 'tpu': False, 'lr': [1e-08]}, 'lr_scheduler': {'_name': 'triangular', 'max_lr': 0.0002, 'lr_period_updates': 60000.0, 'lr_shrink': 0.5, 'shrink_min': False, 'lr': [1e-08]}, 'scoring': {'_name': 'bleu', 'pad': 1, 'eos': 2, 'unk': 3}, 'bpe': None, 'tokenizer': None}
+2023-01-30 12:20:03 | INFO | speecht5.criterions.speech_to_text_loss | Only using CE loss
+2023-01-30 12:20:03 | INFO | speecht5.data.speech_to_class_dataset | max_keep=2048000, min_keep=None, loaded 8251, skipped 0 short and 0 long, longest-loaded=1223041, shortest-loaded=63361
+2023-01-30 12:20:03 | INFO | speecht5.data.speech_to_class_dataset | max_length=2560000, normalize=False
+2023-01-30 12:23:16 | INFO | test | valid on 'test' subset | s2c_loss 0.231 | loss 0.15996 | s2c_nll_loss 0.231 | s2c_accuracy 96.194 | s2c_total 8251 | s2c_n_correct 7937