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config: conf/tuning/train_asr_conformer.yaml | |
print_config: false | |
log_level: INFO | |
dry_run: false | |
iterator_type: sequence | |
output_dir: exp/asr_train_asr_conformer_raw_en_word | |
ngpu: 1 | |
seed: 0 | |
num_workers: 1 | |
num_att_plot: 3 | |
dist_backend: nccl | |
dist_init_method: env:// | |
dist_world_size: null | |
dist_rank: null | |
local_rank: 0 | |
dist_master_addr: null | |
dist_master_port: null | |
dist_launcher: null | |
multiprocessing_distributed: false | |
unused_parameters: false | |
sharded_ddp: false | |
cudnn_enabled: true | |
cudnn_benchmark: false | |
cudnn_deterministic: true | |
collect_stats: false | |
write_collected_feats: false | |
max_epoch: 50 | |
patience: null | |
val_scheduler_criterion: | |
- valid | |
- loss | |
early_stopping_criterion: | |
- valid | |
- loss | |
- min | |
best_model_criterion: | |
- - valid | |
- acc | |
- max | |
keep_nbest_models: 10 | |
grad_clip: 5.0 | |
grad_clip_type: 2.0 | |
grad_noise: false | |
accum_grad: 1 | |
no_forward_run: false | |
resume: true | |
train_dtype: float32 | |
use_amp: false | |
log_interval: null | |
use_tensorboard: true | |
use_wandb: false | |
wandb_project: null | |
wandb_id: null | |
wandb_entity: null | |
wandb_name: null | |
wandb_model_log_interval: -1 | |
detect_anomaly: false | |
pretrain_path: null | |
init_param: [] | |
ignore_init_mismatch: false | |
freeze_param: [] | |
num_iters_per_epoch: null | |
batch_size: 20 | |
valid_batch_size: null | |
batch_bins: 1000000 | |
valid_batch_bins: null | |
train_shape_file: | |
- exp/asr_stats_raw_en_word/train/speech_shape | |
- exp/asr_stats_raw_en_word/train/text_shape.word | |
valid_shape_file: | |
- exp/asr_stats_raw_en_word/valid/speech_shape | |
- exp/asr_stats_raw_en_word/valid/text_shape.word | |
batch_type: folded | |
valid_batch_type: null | |
fold_length: | |
- 80000 | |
- 150 | |
sort_in_batch: descending | |
sort_batch: descending | |
multiple_iterator: false | |
chunk_length: 500 | |
chunk_shift_ratio: 0.5 | |
num_cache_chunks: 1024 | |
train_data_path_and_name_and_type: | |
- - dump/raw/train/wav.scp | |
- speech | |
- sound | |
- - dump/raw/train/text | |
- text | |
- text | |
valid_data_path_and_name_and_type: | |
- - dump/raw/devel/wav.scp | |
- speech | |
- sound | |
- - dump/raw/devel/text | |
- text | |
- text | |
allow_variable_data_keys: false | |
max_cache_size: 0.0 | |
max_cache_fd: 32 | |
valid_max_cache_size: null | |
optim: adam | |
optim_conf: | |
lr: 0.0002 | |
scheduler: warmuplr | |
scheduler_conf: | |
warmup_steps: 25000 | |
token_list: | |
- <blank> | |
- <unk> | |
- ▁the | |
- s | |
- ▁to | |
- ▁i | |
- ▁me | |
- ▁you | |
- ▁what | |
- ▁a | |
- ▁is | |
- ▁my | |
- ▁please | |
- a | |
- '''' | |
- y | |
- ▁in | |
- ing | |
- ▁s | |
- e | |
- ▁for | |
- i | |
- ▁on | |
- d | |
- t | |
- o | |
- u | |
- er | |
- p | |
- ▁of | |
- es | |
- re | |
- l | |
- ▁it | |
- ▁p | |
- le | |
- ▁f | |
- ▁m | |
- ▁d | |
- m | |
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- st | |
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- ar | |
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- b | |
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- email_query | |
- ▁play | |
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- ▁b | |
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- ▁can | |
- at | |
- ▁have | |
- g | |
- ▁from | |
- ▁and | |
- en | |
- email_sendemail | |
- ▁olly | |
- 'on' | |
- ▁new | |
- it | |
- qa_factoid | |
- calendar_set | |
- ▁any | |
- or | |
- ▁g | |
- ▁how | |
- ▁t | |
- ▁tell | |
- ch | |
- ▁not | |
- ▁about | |
- ▁at | |
- ate | |
- general_negate | |
- f | |
- ▁today | |
- ▁e | |
- ed | |
- ▁list | |
- ▁r | |
- in | |
- k | |
- ic | |
- social_post | |
- ▁are | |
- play_music | |
- general_quirky | |
- ▁l | |
- al | |
- v | |
- ent | |
- ▁n | |
- ▁be | |
- ▁an | |
- ▁st | |
- et | |
- ▁am | |
- general_praise | |
- ▁time | |
- weather_query | |
- ▁up | |
- ▁check | |
- calendar_query | |
- ▁w | |
- om | |
- ur | |
- ▁send | |
- ▁with | |
- ly | |
- w | |
- general_explain | |
- ad | |
- ▁th | |
- news_query | |
- ▁one | |
- ▁emails | |
- day | |
- ▁sh | |
- ce | |
- ▁last | |
- ve | |
- ▁he | |
- z | |
- ▁ch | |
- ▁will | |
- ▁set | |
- ▁would | |
- ▁was | |
- x | |
- general_repeat | |
- ▁add | |
- ou | |
- ▁again | |
- ▁ex | |
- is | |
- ct | |
- general_affirm | |
- general_confirm | |
- ▁song | |
- ▁next | |
- ▁j | |
- ▁meeting | |
- um | |
- ation | |
- ▁turn | |
- ▁did | |
- if | |
- ▁alarm | |
- am | |
- ▁like | |
- datetime_query | |
- ter | |
- ▁remind | |
- ▁o | |
- qa_definition | |
- ▁said | |
- ▁calendar | |
- ll | |
- se | |
- ers | |
- th | |
- ▁get | |
- our | |
- ▁need | |
- ▁all | |
- ot | |
- ▁want | |
- ▁off | |
- and | |
- ▁right | |
- ▁de | |
- ▁tr | |
- ut | |
- general_dontcare | |
- ▁ | |
- ▁week | |
- as | |
- ▁tweet | |
- ight | |
- ir | |
- ▁your | |
- ▁event | |
- ▁news | |
- ▁se | |
- ay | |
- ion | |
- ▁com | |
- ▁there | |
- ▁ye | |
- ▁weather | |
- un | |
- ▁confirm | |
- ld | |
- calendar_remove | |
- ▁y | |
- ▁lights | |
- ▁more | |
- ▁v | |
- play_radio | |
- ▁does | |
- ▁po | |
- ▁now | |
- id | |
- email_querycontact | |
- ▁show | |
- ▁could | |
- ery | |
- op | |
- ▁day | |
- ▁pm | |
- ▁music | |
- ▁tomorrow | |
- ▁train | |
- ▁u | |
- ine | |
- ▁or | |
- ange | |
- qa_currency | |
- ice | |
- ▁contact | |
- ▁just | |
- ▁jo | |
- ▁think | |
- qa_stock | |
- end | |
- ss | |
- ber | |
- ▁tw | |
- ▁command | |
- ▁make | |
- ▁no | |
- ▁mo | |
- pe | |
- ▁find | |
- general_commandstop | |
- ▁when | |
- social_query | |
- ▁so | |
- ong | |
- ▁co | |
- ant | |
- ow | |
- ▁much | |
- ▁where | |
- ul | |
- ue | |
- ri | |
- ap | |
- ▁start | |
- ▁mar | |
- ▁by | |
- one | |
- ▁know | |
- ▁wor | |
- oo | |
- ▁give | |
- ▁let | |
- ▁events | |
- der | |
- ▁ro | |
- ▁pr | |
- ▁pl | |
- play_podcasts | |
- art | |
- us | |
- ▁work | |
- ▁current | |
- ol | |
- cooking_recipe | |
- nt | |
- ▁correct | |
- transport_query | |
- ia | |
- ▁stock | |
- ▁br | |
- ive | |
- ▁app | |
- ▁two | |
- ▁latest | |
- lists_query | |
- ▁some | |
- recommendation_events | |
- ab | |
- ▁go | |
- ▁but | |
- ook | |
- ke | |
- alarm_set | |
- play_audiobook | |
- ▁k | |
- ▁response | |
- ▁wr | |
- cast | |
- ▁open | |
- ▁cle | |
- ▁done | |
- ▁got | |
- ▁ca | |
- ite | |
- ase | |
- ▁thank | |
- iv | |
- ah | |
- ag | |
- ▁answer | |
- ie | |
- ▁five | |
- ▁book | |
- ist | |
- ▁rec | |
- ore | |
- ▁john | |
- ment | |
- ▁appreci | |
- ▁fri | |
- ack | |
- ▁remove | |
- ated | |
- ock | |
- ree | |
- j | |
- ▁good | |
- ▁many | |
- orn | |
- fe | |
- ▁radio | |
- ▁we | |
- int | |
- ▁cl | |
- ▁sev | |
- ▁schedule | |
- ard | |
- ▁per | |
- ▁li | |
- ▁going | |
- nd | |
- ain | |
- recommendation_locations | |
- ▁post | |
- lists_createoradd | |
- ff | |
- ▁su | |
- red | |
- iot_hue_lightoff | |
- lists_remove | |
- ▁ar | |
- een | |
- ▁say | |
- ro | |
- ▁volume | |
- ▁le | |
- ▁reply | |
- ▁complaint | |
- ▁out | |
- ▁delete | |
- ▁ne | |
- ame | |
- ▁detail | |
- ▁if | |
- im | |
- ▁happ | |
- orr | |
- ich | |
- em | |
- ▁ev | |
- ction | |
- ▁dollar | |
- ▁as | |
- alarm_query | |
- audio_volume_mute | |
- ac | |
- music_query | |
- ▁mon | |
- ther | |
- ▁thanks | |
- cel | |
- ▁who | |
- ave | |
- ▁service | |
- ty | |
- ▁hear | |
- de | |
- ▁si | |
- ▁wh | |
- ood | |
- ell | |
- ▁con | |
- ▁once | |
- ound | |
- ▁don | |
- ▁loc | |
- ▁light | |
- ▁birthday | |
- ▁inf | |
- ort | |
- ffe | |
- ▁playlist | |
- el | |
- ening | |
- ▁us | |
- ▁un | |
- ▁has | |
- own | |
- ▁inc | |
- ai | |
- ▁speak | |
- age | |
- ▁mess | |
- ast | |
- ci | |
- ver | |
- ▁ten | |
- ▁underst | |
- ▁pro | |
- ▁q | |
- enty | |
- ▁ticket | |
- gh | |
- audio_volume_up | |
- ▁take | |
- ▁bo | |
- ally | |
- ome | |
- transport_ticket | |
- ind | |
- iot_hue_lightchange | |
- pp | |
- iot_coffee | |
- ▁res | |
- plain | |
- io | |
- lar | |
- takeaway_query | |
- ge | |
- takeaway_order | |
- email_addcontact | |
- play_game | |
- ak | |
- ▁fa | |
- transport_traffic | |
- music_likeness | |
- ▁rep | |
- act | |
- ust | |
- transport_taxi | |
- iot_hue_lightdim | |
- ▁mu | |
- ▁ti | |
- ick | |
- ▁ha | |
- ould | |
- general_joke | |
- '1' | |
- qa_maths | |
- ▁lo | |
- iot_cleaning | |
- q | |
- ake | |
- ill | |
- her | |
- iot_hue_lightup | |
- pl | |
- '2' | |
- alarm_remove | |
- orrect | |
- ▁cont | |
- out | |
- audio_volume_down | |
- book | |
- ail | |
- recommendation_movies | |
- ck | |
- ▁man | |
- ▁mus | |
- ▁che | |
- me | |
- ume | |
- ▁answ | |
- datetime_convert | |
- ▁late | |
- iot_wemo_on | |
- ▁twe | |
- music_settings | |
- iot_wemo_off | |
- orre | |
- ith | |
- ▁tom | |
- ▁fr | |
- ere | |
- ▁ad | |
- xt | |
- ▁ab | |
- ank | |
- general_greet | |
- now | |
- ▁meet | |
- ▁curre | |
- ▁respon | |
- ▁ag | |
- ght | |
- audio_volume_other | |
- ink | |
- ▁spe | |
- iot_hue_lighton | |
- ▁rem | |
- lly | |
- '?' | |
- urn | |
- ▁op | |
- ▁complain | |
- ▁comm | |
- let | |
- music_dislikeness | |
- ove | |
- ▁sch | |
- ather | |
- ▁rad | |
- edule | |
- ▁under | |
- icket | |
- lease | |
- ▁bir | |
- erv | |
- ▁birth | |
- ▁face | |
- ▁cur | |
- sw | |
- ▁serv | |
- ek | |
- aid | |
- '9' | |
- ▁vol | |
- edu | |
- '5' | |
- cooking_query | |
- lete | |
- ▁joh | |
- ▁det | |
- firm | |
- nder | |
- '0' | |
- irm | |
- '8' | |
- '&' | |
- _ | |
- list | |
- pon | |
- qa_query | |
- '7' | |
- '3' | |
- '-' | |
- reci | |
- ▁doll | |
- <sos/eos> | |
init: null | |
input_size: null | |
ctc_conf: | |
dropout_rate: 0.0 | |
ctc_type: builtin | |
reduce: true | |
ignore_nan_grad: true | |
model_conf: | |
ctc_weight: 0.3 | |
lsm_weight: 0.1 | |
length_normalized_loss: false | |
extract_feats_in_collect_stats: false | |
use_preprocessor: true | |
token_type: word | |
bpemodel: null | |
non_linguistic_symbols: null | |
cleaner: null | |
g2p: null | |
speech_volume_normalize: null | |
rir_scp: null | |
rir_apply_prob: 1.0 | |
noise_scp: null | |
noise_apply_prob: 1.0 | |
noise_db_range: '13_15' | |
frontend: default | |
frontend_conf: | |
fs: 16k | |
specaug: specaug | |
specaug_conf: | |
apply_time_warp: true | |
time_warp_window: 5 | |
time_warp_mode: bicubic | |
apply_freq_mask: true | |
freq_mask_width_range: | |
- 0 | |
- 30 | |
num_freq_mask: 2 | |
apply_time_mask: true | |
time_mask_width_range: | |
- 0 | |
- 40 | |
num_time_mask: 2 | |
normalize: utterance_mvn | |
normalize_conf: {} | |
preencoder: null | |
preencoder_conf: {} | |
encoder: conformer | |
encoder_conf: | |
output_size: 512 | |
attention_heads: 8 | |
linear_units: 2048 | |
num_blocks: 12 | |
dropout_rate: 0.1 | |
positional_dropout_rate: 0.1 | |
attention_dropout_rate: 0.1 | |
input_layer: conv2d | |
normalize_before: true | |
macaron_style: true | |
pos_enc_layer_type: rel_pos | |
selfattention_layer_type: rel_selfattn | |
activation_type: swish | |
use_cnn_module: true | |
cnn_module_kernel: 31 | |
postencoder: null | |
postencoder_conf: {} | |
decoder: transformer | |
decoder_conf: | |
attention_heads: 8 | |
linear_units: 2048 | |
num_blocks: 6 | |
dropout_rate: 0.1 | |
positional_dropout_rate: 0.1 | |
self_attention_dropout_rate: 0.1 | |
src_attention_dropout_rate: 0.1 | |
required: | |
- output_dir | |
- token_list | |
version: 0.10.3a2 | |
distributed: false | |