|
|
sample_rate: 16000 |
|
|
log_prediction: true |
|
|
ctc_reduction: mean_volume |
|
|
skip_nan_grad: false |
|
|
model_defaults: |
|
|
enc_hidden: 1024 |
|
|
pred_hidden: 640 |
|
|
joint_hidden: 640 |
|
|
train_ds: |
|
|
manifest_filepath: /workspace/manifest_hf/euro/nemo_euro/train.json |
|
|
sample_rate: 16000 |
|
|
batch_size: 32 |
|
|
shuffle: true |
|
|
num_workers: 12 |
|
|
pin_memory: true |
|
|
use_start_end_token: false |
|
|
trim_silence: false |
|
|
max_duration: 16.7 |
|
|
min_duration: 0.1 |
|
|
is_tarred: false |
|
|
tarred_audio_filepaths: null |
|
|
shuffle_n: 2048 |
|
|
bucketing_strategy: fully_randomized |
|
|
bucketing_batch_size: null |
|
|
validation_ds: |
|
|
manifest_filepath: /workspace/manifest_hf/euro/nemo_euro/valid.json |
|
|
sample_rate: 16000 |
|
|
batch_size: 32 |
|
|
shuffle: false |
|
|
use_start_end_token: false |
|
|
num_workers: 8 |
|
|
pin_memory: true |
|
|
test_ds: |
|
|
manifest_filepath: /workspace/manifest_hf/euro/nemo_euro/valid.json |
|
|
sample_rate: 16000 |
|
|
batch_size: 32 |
|
|
shuffle: false |
|
|
use_start_end_token: false |
|
|
num_workers: 8 |
|
|
pin_memory: true |
|
|
tokenizer: |
|
|
dir: !!python/object/apply:pathlib.PosixPath |
|
|
- / |
|
|
- workspace |
|
|
- pretrained_models |
|
|
- parakeet-ctc-0.6b |
|
|
- english_tokenizer |
|
|
type: bpe |
|
|
model_path: nemo:8ff6a3f711be4a298b0ead1cca0e1c79_tokenizer.model |
|
|
vocab_path: nemo:e83e2a24c3e54e5bbbd39f2c80f44f96_vocab.txt |
|
|
spe_tokenizer_vocab: nemo:ad04cc3a7f9f4535b797cf6373c574d7_tokenizer.vocab |
|
|
preprocessor: |
|
|
_target_: nemo.collections.asr.modules.AudioToMelSpectrogramPreprocessor |
|
|
sample_rate: 16000 |
|
|
normalize: per_feature |
|
|
window_size: 0.025 |
|
|
window_stride: 0.01 |
|
|
window: hann |
|
|
features: 80 |
|
|
n_fft: 512 |
|
|
log: true |
|
|
frame_splicing: 1 |
|
|
dither: 1.0e-05 |
|
|
pad_to: 0 |
|
|
pad_value: 0.0 |
|
|
spec_augment: |
|
|
_target_: nemo.collections.asr.modules.SpectrogramAugmentation |
|
|
freq_masks: 2 |
|
|
time_masks: 10 |
|
|
freq_width: 27 |
|
|
time_width: 0.05 |
|
|
encoder: |
|
|
_target_: nemo.collections.asr.modules.conformer_encoder.ConformerEncoderAdapter |
|
|
feat_in: 80 |
|
|
feat_out: -1 |
|
|
n_layers: 24 |
|
|
d_model: 1024 |
|
|
subsampling: dw_striding |
|
|
subsampling_factor: 8 |
|
|
subsampling_conv_channels: 256 |
|
|
causal_downsampling: false |
|
|
ff_expansion_factor: 4 |
|
|
self_attention_model: rel_pos |
|
|
n_heads: 8 |
|
|
att_context_size: |
|
|
- -1 |
|
|
- -1 |
|
|
att_context_style: regular |
|
|
xscaling: true |
|
|
untie_biases: true |
|
|
pos_emb_max_len: 5000 |
|
|
conv_kernel_size: 9 |
|
|
conv_norm_type: batch_norm |
|
|
conv_context_size: null |
|
|
dropout: 0.1 |
|
|
dropout_pre_encoder: 0.1 |
|
|
dropout_emb: 0.0 |
|
|
dropout_att: 0.1 |
|
|
stochastic_depth_drop_prob: 0.0 |
|
|
stochastic_depth_mode: linear |
|
|
stochastic_depth_start_layer: 1 |
|
|
decoder: |
|
|
_target_: nemo.collections.asr.modules.ConvASRDecoder |
|
|
feat_in: 1024 |
|
|
num_classes: 2000 |
|
|
vocabulary: |
|
|
- <unk> |
|
|
- <s> |
|
|
- </s> |
|
|
- SYSTE |
|
|
- INVOICE |
|
|
- REBUKE |
|
|
- ASSESSMENT |
|
|
- MOTION |
|
|
- CONTEMPLATING |
|
|
- EMPATIZE |
|
|
- ASSESS |
|
|
- ENERGY |
|
|
- DISTANCE |
|
|
- AGREEMENT |
|
|
- CRITICISM |
|
|
- EXCITEMENT |
|
|
- ECONOMY |
|
|
- LIST |
|
|
- INTRODUCTION |
|
|
- VEHICLE |
|
|
- REACT |
|
|
- ANGRY |
|
|
- MEDICAL |
|
|
- CALCULATION |
|
|
- HEAR |
|
|
- ORDINANCE |
|
|
- APPRAISAL |
|
|
- ANGLE |
|
|
- NOTE |
|
|
- CHAT |
|
|
- CONGRATULATION |
|
|
- EQUATION |
|
|
- SKILL |
|
|
- INQUISITIVE |
|
|
- PLANNING |
|
|
- ARGUMENTATIVE |
|
|
- DEDUCTION |
|
|
- DOUBT |
|
|
- GENEALOGICAL |
|
|
- STOP |
|
|
- SENTENCE |
|
|
- ENGAGE |
|
|
- CONCLUSION |
|
|
- SWEAR |
|
|
- PERCENT |
|
|
- LUCK |
|
|
- SAMPLE |
|
|
- PROMOTION |
|
|
- RECEIVE |
|
|
- OBJECTION |
|
|
- SET |
|
|
- CONVERSE |
|
|
- MORALIZE |
|
|
- SUGGEST |
|
|
- APPRECIATE |
|
|
- A |
|
|
- YESNO |
|
|
- PROCEDURE |
|
|
- SECURE |
|
|
- ASPIRATIONAL |
|
|
- JUSTIFY |
|
|
- ANSWER |
|
|
- EXAMPLE |
|
|
- CONSTANT |
|
|
- PRESCRIPTION |
|
|
- PROCLAIM |
|
|
- CLOSURE |
|
|
- RELIEF |
|
|
- THREATENING |
|
|
- SENSOR |
|
|
- PROCEED |
|
|
- LISTING |
|
|
- RESPONSE |
|
|
- WORRY |
|
|
- SERIAL |
|
|
- START |
|
|
- EMPHASIZE |
|
|
- PROVERB |
|
|
- INCITE |
|
|
- REVIEW |
|
|
- AFFIRM |
|
|
- CORRECTION |
|
|
- PERMIT |
|
|
- CONTINUE |
|
|
- CONCERNED |
|
|
- WORKPIECE |
|
|
- INFER |
|
|
- SHARE |
|
|
- CLOSE |
|
|
- GENERAL |
|
|
- DIAGNOSIS |
|
|
- CUISINE |
|
|
- ANATOMICAL |
|
|
- WEBSITE |
|
|
- UTTERANCE |
|
|
- BIO |
|
|
- COMMEMORATE |
|
|
- TO |
|
|
- INJURY |
|
|
- PART |
|
|
- APOLOGY |
|
|
- SYMBOL |
|
|
- USERNAME |
|
|
- PERSUASION |
|
|
- WATER |
|
|
- LOCATIONLOCATION |
|
|
- WAR |
|
|
- CERTIFICATION |
|
|
- REMIND |
|
|
- DYNASTY |
|
|
- INSPIRE |
|
|
- PROPERTY |
|
|
- REMEMBER |
|
|
- BANKS |
|
|
- ENTITY |
|
|
- GATE |
|
|
- APPLICATION |
|
|
- ANG |
|
|
- FINDINGS |
|
|
- TEMPERATURE |
|
|
- LIMITATIONS |
|
|
- MATERIAL |
|
|
- ALBUM |
|
|
- FORMAT |
|
|
- GENRE |
|
|
- ORGANIZATIO |
|
|
- NARRATION |
|
|
- FRAGMENTARY |
|
|
- DIMENSION |
|
|
- DRINK |
|
|
- PROPHESY |
|
|
- INCENTIVE |
|
|
- CONCEPT |
|
|
- ADD |
|
|
- SEEKING |
|
|
- STYLE |
|
|
- READING |
|
|
- FILLER |
|
|
- FUNDING |
|
|
- DECLARATIVE |
|
|
- DEFINE |
|
|
- CELL |
|
|
- CONTRADICTION |
|
|
- SHOPPING |
|
|
- JUDGE |
|
|
- ETCHANT |
|
|
- TRAIN |
|
|
- VARIABLE |
|
|
- HEALTH |
|
|
- APOLOGIZE |
|
|
- MACHINE |
|
|
- CONTRADICTORY |
|
|
- PARTICLE |
|
|
- CURRENT |
|
|
- TERM |
|
|
- SERVER |
|
|
- GO |
|
|
- ARRANGE |
|
|
- COURSE |
|
|
- CREDIT |
|
|
- REGION |
|
|
- DENOUNCE |
|
|
- ELEMENT |
|
|
- PROFICIENCY |
|
|
- DIRECTIVE |
|
|
- ACTION |
|
|
- ADDRESS |
|
|
- METAPHOR |
|
|
- MENTION |
|
|
- COMPLAIN |
|
|
- DEFINITION |
|
|
- EMERGENCY |
|
|
- SEARCH |
|
|
- FORGIVE |
|
|
- HISTORY |
|
|
- SHELL |
|
|
- STAFF |
|
|
- MONEY |
|
|
- DISCUSS |
|
|
- DIRECTING |
|
|
- ART |
|
|
- PROTEST |
|
|
- EMPATHETIC |
|
|
- CAPABILITY |
|
|
- COMPLAINT |
|
|
- ORDER |
|
|
- RESOLVE |
|
|
- INTERRUPTION |
|
|
- DIRECT |
|
|
- CONFESSION |
|
|
- TEMPT |
|
|
- BUSINESS |
|
|
- TESTIFY |
|
|
- DECLARING |
|
|
- INTENTION |
|
|
- REJOICE |
|
|
- AMENDMENT |
|
|
- PROPHETIC |
|
|
- EXPECTATION |
|
|
- RELIGION |
|
|
- EQUITY |
|
|
- SOLUTION |
|
|
- VALUE |
|
|
- ESTIMATE |
|
|
- HUMIDITY |
|
|
- VIOLATION |
|
|
- FEEDBACKEND |
|
|
- ANNOUNCEMENT |
|
|
- ESCAPE |
|
|
- FOR |
|
|
- GRAMMAR |
|
|
- SUGGESTIVE |
|
|
- TASK |
|
|
- TEAM |
|
|
- WARNING |
|
|
- ANNOUNCE |
|
|
- RITUAL |
|
|
- DETERMINE |
|
|
- NOSTALGIC |
|
|
- PRIORITY |
|
|
- GER |
|
|
- COMMAND |
|
|
- SHAPE |
|
|
- FEEL |
|
|
- CORRUPTION |
|
|
- STRATEGIC |
|
|
- ERROR |
|
|
- INFO |
|
|
- VITAL |
|
|
- ASSIST |
|
|
- TECHNIQUE |
|
|
- PROPOSE |
|
|
- URGE |
|
|
- CONDITION |
|
|
- RESTAURANT |
|
|
- MORAL |
|
|
- BELIEF |
|
|
- RATE |
|
|
- PRICE |
|
|
- INTERROGATION |
|
|
- RECOLLECTION |
|
|
- DECEIVE |
|
|
- GOVERNMENT |
|
|
- DISTRICT |
|
|
- DATABASE |
|
|
- EXPLAINING |
|
|
- DISPUTE |
|
|
- RECOMMENDATION |
|
|
- VISION |
|
|
- FEMALE |
|
|
- REVEAL |
|
|
- PROFILE |
|
|
- INCOMPLETE |
|
|
- OBSERVATION |
|
|
- NAM |
|
|
- ISSUE |
|
|
- OBSERVE |
|
|
- QUESTION |
|
|
- REMEMBERING |
|
|
- SADNESS |
|
|
- MISC |
|
|
- PARAMETER |
|
|
- SONG |
|
|
- APPOINTMENT |
|
|
- MANDATE |
|
|
- REPORTING |
|
|
- ACT |
|
|
- YOU |
|
|
- FACILITY |
|
|
- POSSESSIVE |
|
|
- ENDPOINT |
|
|
- ADMONISH |
|
|
- COURSEEND |
|
|
- TRANSACTION |
|
|
- MODULE |
|
|
- COMPARISON |
|
|
- SOURCE |
|
|
- INFORMATIVE |
|
|
- COMMIT |
|
|
- CHARACTER |
|
|
- CONFUSION |
|
|
- LENGTH |
|
|
- LETTER |
|
|
- CONTROL |
|
|
- INVESTIGATION |
|
|
- STATISTICAL |
|
|
- ABILITY |
|
|
- HIGHLIGHT |
|
|
- API |
|
|
- NEU |
|
|
- TIME? |
|
|
- NOISE |
|
|
- THANKFUL |
|
|
- STATUS |
|
|
- WELCOME |
|
|
- AGGRESSIVE |
|
|
- THOUGHT |
|
|
- TRANSACTIONAL |
|
|
- 600PLUS |
|
|
- COUNTY |
|
|
- HEADER |
|
|
- METHOD |
|
|
- COUNSEL |
|
|
- SUPPORT |
|
|
- CONSIDERATION |
|
|
- RESPECT |
|
|
- LOCATION |
|
|
- FORM |
|
|
- AG |
|
|
- TEST |
|
|
- CONSOLE |
|
|
- PRESENTATION |
|
|
- SIGMA |
|
|
- SAYING |
|
|
- WEATHER |
|
|
- KEY |
|
|
- FRAME |
|
|
- CALL |
|
|
- SOFTWARE |
|
|
- EXPLAIN |
|
|
- TEACHING |
|
|
- PLEAD |
|
|
- GENDER |
|
|
- SCALE |
|
|
- PROCLAMATION |
|
|
- CONFUSED |
|
|
- EXAMS |
|
|
- RECITE |
|
|
- TECHNOLOGY |
|
|
- ABBREVIATION |
|
|
- PLAYFUL |
|
|
- EXCITED |
|
|
- TYPE |
|
|
- DEDICATION |
|
|
- PERSUADE |
|
|
- CELEBRATE |
|
|
- EXCEPTION |
|
|
- SUPPLICATION |
|
|
- ETHNICITY |
|
|
- MOTIVATION |
|
|
- REASSURANCE |
|
|
- PRACTICE |
|
|
- SOCIAL |
|
|
- GRATITUDE |
|
|
- CONSTITUTION |
|
|
- ORDINAL |
|
|
- IMAGE |
|
|
- DEDICATORY |
|
|
- CONFESSIONAL |
|
|
- NEWS |
|
|
- PERSUASIVE |
|
|
- OBJECT |
|
|
- UNK |
|
|
- GENEALOGY |
|
|
- CUSTOMER |
|
|
- QUESTIONNAIRE |
|
|
- NEEDS |
|
|
- INSPIRATIONAL |
|
|
- MAKE |
|
|
- MOLECULE |
|
|
- KEEPING |
|
|
- GIVE |
|
|
- ANECDOTAL |
|
|
- TESTIMONY |
|
|
- ASSERTION |
|
|
- REQUIRE |
|
|
- HYPOTHETICAL |
|
|
- CLOTHING |
|
|
- REBUTTAL |
|
|
- REPEAT |
|
|
- ARGUMENT |
|
|
- DISAPPOINTMENT |
|
|
- NEGATIVITY |
|
|
- INHERITANCE |
|
|
- BOOKMARK |
|
|
- OF |
|
|
- Q |
|
|
- MATHEMATICAL |
|
|
- PRAY |
|
|
- MEDAL |
|
|
- PASSPORT |
|
|
- ANXIETY |
|
|
- COMMITMENT |
|
|
- PROPOSAL |
|
|
- ATM |
|
|
- ADMIT |
|
|
- PROTEINS |
|
|
- VERSION |
|
|
- INDEX |
|
|
- HELP |
|
|
- REMINISCENCE |
|
|
- CRACKDOWNS |
|
|
- CONSTRAINT |
|
|
- RIVER |
|
|
- BREAKING |
|
|
- WILLINGNESS |
|
|
- EVALUATE |
|
|
- REPRIMAND |
|
|
- PROTOTYPE |
|
|
- OPINION |
|
|
- SURRENDER |
|
|
- INVESTIGATE |
|
|
- DATA |
|
|
- REMINDER |
|
|
- QUESTIONING |
|
|
- CONV |
|
|
- ENUMERATE |
|
|
- TRACK |
|
|
- COMMUNITY |
|
|
- IMPROVEMENT |
|
|
- '0' |
|
|
- FACT |
|
|
- HISTORICAL |
|
|
- SAY |
|
|
- FEAR |
|
|
- NAMES |
|
|
- REGRET |
|
|
- ROOM |
|
|
- PLACE |
|
|
- INFORMING |
|
|
- COUNTRYUSA |
|
|
- UNCERTAINTY |
|
|
- FIND |
|
|
- CONVERSATIONAL |
|
|
- SKIP |
|
|
- SERVICE |
|
|
- DELIBERATE |
|
|
- INVOKE |
|
|
- POLYMER |
|
|
- FRIENDS |
|
|
- INVITATION |
|
|
- HEAT |
|
|
- UNKNOWN |
|
|
- OFFER |
|
|
- DEITY |
|
|
- DATE |
|
|
- ENTHUSIASM |
|
|
- AFFIRMATIVE |
|
|
- LEARN |
|
|
- OPINE |
|
|
- DIVINE |
|
|
- CRIME |
|
|
- BUY |
|
|
- PLEDGE |
|
|
- ASK |
|
|
- SYSTEM |
|
|
- DEFY |
|
|
- DIALOG |
|
|
- PATH |
|
|
- DOCUMENT |
|
|
- PRESSURE |
|
|
- PRAISE |
|
|
- CLINIC |
|
|
- COST |
|
|
- MEMORY |
|
|
- DEVICES |
|
|
- INTRODUCE |
|
|
- REFLECT |
|
|
- CANCEL |
|
|
- COMPLIMENT |
|
|
- FEATURE |
|
|
- PRIORITIZE |
|
|
- SCHEDULE |
|
|
- DISAGREE |
|
|
- '18' |
|
|
- DAT |
|
|
- DESPAIR |
|
|
- FRUSTRATION |
|
|
- THANKFULNESS |
|
|
- DIAGNOSE |
|
|
- DECISION |
|
|
- RECOVER |
|
|
- EXCLAIM |
|
|
- LOCATIONAL |
|
|
- PRISON |
|
|
- CONCERN |
|
|
- DELIVERY |
|
|
- LANGUAGE |
|
|
- SOOTHE |
|
|
- CRITICIZE |
|
|
- QUANTITY |
|
|
- REACTION |
|
|
- SUBJECT |
|
|
- INVOCATION |
|
|
- HOPE |
|
|
- BRAN |
|
|
- BRAND |
|
|
- PRIC |
|
|
- CAUSE |
|
|
- SELF |
|
|
- VERIFY |
|
|
- BLESSING |
|
|
- CLASS |
|
|
- STORY |
|
|
- ARGUMENTATION |
|
|
- REJECT |
|
|
- CHOICE |
|
|
- WORLD |
|
|
- RETRIBUTION |
|
|
- AFFIRMATION |
|
|
- TECHNICAL |
|
|
- PROFESSION |
|
|
- WEB |
|
|
- TALK |
|
|
- PROPHECY |
|
|
- EXPERIENCE |
|
|
- PLATE |
|
|
- OBJECTIVE |
|
|
- CHALLENGE |
|
|
- TRANSLATE |
|
|
- MEAL |
|
|
- DEPART |
|
|
- SECTION |
|
|
- RECIPE |
|
|
- PHASE |
|
|
- UNFINISHED |
|
|
- MAGAZINE |
|
|
- DISCOVER |
|
|
- LABOR |
|
|
- CONTACT |
|
|
- OKAY |
|
|
- ASLEEP |
|
|
- URL |
|
|
- SCENE |
|
|
- WARN |
|
|
- DONATION |
|
|
- ORGANIZATION |
|
|
- EMPATHIZE |
|
|
- EDUCATION |
|
|
- HOSPITAL |
|
|
- SAINT |
|
|
- RECOMMEND |
|
|
- TERMINAL |
|
|
- GEOMETRIC |
|
|
- ANTICIPATION |
|
|
- EXIT |
|
|
- CONCLUDE |
|
|
- PHYSICS |
|
|
- POINT |
|
|
- EVIDENCE |
|
|
- ANTICIPATE |
|
|
- BIOLOGICAL |
|
|
- MOVIE |
|
|
- CALM |
|
|
- SPECULATIVE |
|
|
- HOWTO |
|
|
- TRAVEL |
|
|
- WORD |
|
|
- NUMBER |
|
|
- HEARING |
|
|
- NEGOTIATE |
|
|
- COMPLETE |
|
|
- CURRENC |
|
|
- ADVISORY |
|
|
- ATOM |
|
|
- CODE |
|
|
- WEEKDAY |
|
|
- SAD |
|
|
- PRODUCTS |
|
|
- FLIGHT |
|
|
- LEAVE |
|
|
- DENSITY |
|
|
- PROHIBITION |
|
|
- RULING |
|
|
- HAP |
|
|
- ITEM |
|
|
- ACKNOWLEDGEMENT |
|
|
- PHILOSOPHICAL |
|
|
- INCONCLUSIVE |
|
|
- MARKET |
|
|
- INSPECT |
|
|
- CONTINENT |
|
|
- STUDY |
|
|
- ACRONYM |
|
|
- AFFIDAVIT |
|
|
- WEEK |
|
|
- EXPLORE |
|
|
- EXPECT |
|
|
- POSITIVE |
|
|
- ROLE |
|
|
- TERMINATION |
|
|
- DRIVER'S |
|
|
- CRIMINAL |
|
|
- ANALOGICAL |
|
|
- '45' |
|
|
- TRANSPORTATION |
|
|
- TEXT |
|
|
- CLAIMS |
|
|
- SUGGESTION |
|
|
- DISBELIEF |
|
|
- RESERVATION |
|
|
- MERIT |
|
|
- PRINCIPLE |
|
|
- NEG |
|
|
- REFUTE |
|
|
- ACTIO |
|
|
- CONTRADICT |
|
|
- ARGUE |
|
|
- ALGORITHM |
|
|
- HYPOTHESIS |
|
|
- 60PLUS |
|
|
- IDEOLOGY |
|
|
- REPLY |
|
|
- TRIAL |
|
|
- HOTEL |
|
|
- INTERVENTION |
|
|
- PROTECT |
|
|
- CONDEMN |
|
|
- MALE |
|
|
- FAREWELL |
|
|
- HUNGER |
|
|
- MUSIC |
|
|
- UNDEFINED |
|
|
- ACKNOWLEDGE |
|
|
- DENY |
|
|
- CORRECT |
|
|
- COMPASSION |
|
|
- RESOURCE |
|
|
- PASSWORD |
|
|
- DELIBERATION |
|
|
- INTERVIEW |
|
|
- FLATTER |
|
|
- WAIT |
|
|
- RANK |
|
|
- COMPOUNDS |
|
|
- 'ON' |
|
|
- PRODUCT |
|
|
- REFUSE |
|
|
- UNDERSTAND |
|
|
- DESIRE |
|
|
- QANDA |
|
|
- CLOSING |
|
|
- EXHORTATIVE |
|
|
- PROPOSITION |
|
|
- EXPOSITION |
|
|
- INFERENCE |
|
|
- TEXTURE |
|
|
- CONDOLENCES |
|
|
- RELATIONSHIP |
|
|
- PERMISSION |
|
|
- ACHIEVEMENT |
|
|
- QUIT |
|
|
- VISCOSITY |
|
|
- COMMENTARY |
|
|
- SPECULATION |
|
|
- READY |
|
|
- JUDGMENT |
|
|
- COUNTRIES |
|
|
- JOKE |
|
|
- PREDICT |
|
|
- TRANSITION |
|
|
- FOCUS |
|
|
- LAMENTATION |
|
|
- INVESTMENT |
|
|
- GEOGRAPHICAL |
|
|
- WISHFUL |
|
|
- PROGRAM |
|
|
- CONFIRMATION |
|
|
- SUBGENRE |
|
|
- 'YES' |
|
|
- WEAPON |
|
|
- DECLINE |
|
|
- CONSOLATION |
|
|
- RESIGNATION |
|
|
- COMMISSION |
|
|
- INQUIRY |
|
|
- WARRANTY |
|
|
- DISTRIBUTION |
|
|
- LOVE |
|
|
- LANGUAG |
|
|
- RELIEVE |
|
|
- DECIDING |
|
|
- GAS |
|
|
- NATIONALITY |
|
|
- ENVY |
|
|
- AGENDA |
|
|
- LONGING |
|
|
- POWER |
|
|
- COUNTR |
|
|
- CASE |
|
|
- NOBILITY |
|
|
- ROYAL |
|
|
- UNDERSTANDING |
|
|
- PROCEEDING |
|
|
- AWARD |
|
|
- APPROVE |
|
|
- DECISIVE |
|
|
- AGE |
|
|
- PLAN |
|
|
- MOTIVE |
|
|
- POETRY |
|
|
- VOLUME |
|
|
- NEGATION |
|
|
- EXAM |
|
|
- ZIP |
|
|
- STRUCTURE |
|
|
- DIRECTIONS |
|
|
- EXPRESSING |
|
|
- REFUSAL |
|
|
- POETIC |
|
|
- DEMAND |
|
|
- FEELING |
|
|
- DECLARE |
|
|
- TOAST |
|
|
- SPACE |
|
|
- GUESS |
|
|
- UNABLE |
|
|
- TOOL |
|
|
- LOCATIO |
|
|
- TRANSFER |
|
|
- SYSTEMS |
|
|
- RECOUNT |
|
|
- SPECIES |
|
|
- UNCLEAR |
|
|
- JOY |
|
|
- EQUIPMENT |
|
|
- PHRASE |
|
|
- SIZE |
|
|
- CAMPAIGN |
|
|
- ACCUSATIVE |
|
|
- PHILOSOPHIZE |
|
|
- DURATIO |
|
|
- INTERROGATE |
|
|
- SEA |
|
|
- ACCOUNT |
|
|
- MODEL |
|
|
- REVERT |
|
|
- IDEATION |
|
|
- TITLE |
|
|
- GENE |
|
|
- CRITIQUE |
|
|
- ASSURE |
|
|
- ADVERTISEMENT |
|
|
- BUDGET |
|
|
- HARDWARE |
|
|
- NEGATE |
|
|
- OFFERING |
|
|
- TABLE |
|
|
- PERCENTAGE |
|
|
- METADATA |
|
|
- NATURAL |
|
|
- DISAGREEMENT |
|
|
- ASPIRATION |
|
|
- BUILDING |
|
|
- OUTPUT |
|
|
- ADVERTISE |
|
|
- INTERPRETATION |
|
|
- OBSERVATIONAL |
|
|
- OPTION |
|
|
- VECTOR |
|
|
- PRIZE |
|
|
- GOODWISH |
|
|
- BYE |
|
|
- ISSUES |
|
|
- COMM |
|
|
- CAUTION |
|
|
- LIMITATION |
|
|
- QUALITY |
|
|
- ACCUSATION |
|
|
- SOLVE |
|
|
- TECH |
|
|
- CREATE |
|
|
- CLASSIFY |
|
|
- DISEASE |
|
|
- SHARING |
|
|
- NAME |
|
|
- BLAME |
|
|
- WISH |
|
|
- PROBLEMEND |
|
|
- MEDIA |
|
|
- RESEARCH |
|
|
- STRATEGY |
|
|
- GRADE |
|
|
- DEADLINE |
|
|
- PERIOD |
|
|
- LIKE |
|
|
- MAKING |
|
|
- PAST |
|
|
- THEME |
|
|
- FORGIVENESS |
|
|
- DONATE |
|
|
- EMPATHY |
|
|
- RISK |
|
|
- AFFECTION |
|
|
- STATUTE |
|
|
- VOLTAGE |
|
|
- APPROXIMATE |
|
|
- THEORY |
|
|
- ANNOYANCE |
|
|
- CAPACITY |
|
|
- MUTUAL |
|
|
- DONE |
|
|
- EXCLUSION |
|
|
- DEBATE |
|
|
- REASON |
|
|
- SING |
|
|
- ADVOCATE |
|
|
- REMINISCENT |
|
|
- COMPONENT |
|
|
- WISHES |
|
|
- YEAR |
|
|
- END |
|
|
- SUMMARIZE |
|
|
- ASSURANCE |
|
|
- TRUST |
|
|
- MAINTAIN |
|
|
- PERCEIVE |
|
|
- FAMILY |
|
|
- OUTRAGE |
|
|
- COUNT |
|
|
- LEVEL |
|
|
- INSTRUCTIVE |
|
|
- PLANET |
|
|
- DATABASES |
|
|
- AUDIO |
|
|
- PRONOUN |
|
|
- COURT |
|
|
- SIGN |
|
|
- SETTING |
|
|
- SPEED |
|
|
- GOAL |
|
|
- ADDRESSING |
|
|
- DOMAIN |
|
|
- BALOT |
|
|
- HEAL |
|
|
- FIELD |
|
|
- YEARS |
|
|
- SEASON |
|
|
- DREAM |
|
|
- DESCRIBE |
|
|
- SURPRISE |
|
|
- PERSONAL |
|
|
- STATE |
|
|
- DEFENSE |
|
|
- REASSURING |
|
|
- SOLVING |
|
|
- EXPRESSIVE |
|
|
- GREETING |
|
|
- SCENARIO |
|
|
- REALIZATION |
|
|
- PREFERENCE |
|
|
- PETITION |
|
|
- NEU) |
|
|
- AREA |
|
|
- ITEND |
|
|
- REMORSE |
|
|
- COMMODITY |
|
|
- REFER |
|
|
- RECOGNIZE |
|
|
- ENVIRONMENT |
|
|
- THANKS |
|
|
- BLESS |
|
|
- NONE |
|
|
- QUOTE |
|
|
- MISREPRESENTATION |
|
|
- NARRATE |
|
|
- APOLOGETIC |
|
|
- CPU |
|
|
- EMPATHIC |
|
|
- ACCUSATORY |
|
|
- DISCLAIM |
|
|
- IDEA |
|
|
- RELIGIOUS |
|
|
- MEASUREMENT |
|
|
- PROVIDER |
|
|
- SNIPPET |
|
|
- PURCHASE |
|
|
- NOTIFY |
|
|
- MOVEMENT |
|
|
- RECOMM |
|
|
- BILL |
|
|
- WANT |
|
|
- COMMITTEE |
|
|
- INFORM |
|
|
- ATTRIBUTE |
|
|
- MEMO |
|
|
- QUERY |
|
|
- RANGE |
|
|
- ALARM |
|
|
- ASSERTIVE |
|
|
- DESCRIBING |
|
|
- RECALL |
|
|
- CONDOLENCE |
|
|
- POEM |
|
|
- POSITION |
|
|
- ADMONISHING |
|
|
- CAPTION |
|
|
- RECOLLECT |
|
|
- ALERT |
|
|
- UNCOMMITED |
|
|
- ADJECTIVE |
|
|
- COMMENDATION |
|
|
- IMPERATIVE |
|
|
- SIGNAL |
|
|
- UNIVERSITY |
|
|
- REPORT |
|
|
- ENUMERATION |
|
|
- CONSULT |
|
|
- GREET |
|
|
- MONTH |
|
|
- EMOTE |
|
|
- NEUTRAL |
|
|
- PRESENT |
|
|
- TOPIC |
|
|
- DISCOURAGE |
|
|
- DISCUSSION |
|
|
- PUNISH |
|
|
- EMAIL |
|
|
- MENU |
|
|
- SYMPTOM |
|
|
- CELEBRATORY |
|
|
- GRATULATE |
|
|
- WARD |
|
|
- PROGRAMMING |
|
|
- WEBSIT |
|
|
- MASS |
|
|
- THANK |
|
|
- DEPARTMENT |
|
|
- OPERATION |
|
|
- CLARIFICATION |
|
|
- ARRAY |
|
|
- ACTIVITY |
|
|
- OVERRUN |
|
|
- MILITARY |
|
|
- STAGE |
|
|
- METRIC |
|
|
- LEGISLATION |
|
|
- HAP) |
|
|
- INDUSTRY |
|
|
- EXHORT |
|
|
- DISPLEASURE |
|
|
- CONGRATULATE |
|
|
- EXTENSION |
|
|
- COUNTDOWN |
|
|
- ASSERTAIN |
|
|
- PROTOCOL |
|
|
- FINANCIAL |
|
|
- NARRATING |
|
|
- MATTER |
|
|
- PAYMENT |
|
|
- LOCATE |
|
|
- AWENESS |
|
|
- CHARACTERIZE |
|
|
- HOLDER |
|
|
- EXCLUDE |
|
|
- TELL |
|
|
- VISIT |
|
|
- RESOLUTION |
|
|
- INT |
|
|
- DONTKNOW |
|
|
- LOYALTY |
|
|
- INSULT |
|
|
- PROJECT |
|
|
- VIDEO |
|
|
- MAINTENANCE |
|
|
- EMOTIONAL |
|
|
- DISAPPROVE |
|
|
- INTERROGATIVE |
|
|
- LYRICAL |
|
|
- CELEBRATION |
|
|
- CONFIDENCE |
|
|
- COMPETITION |
|
|
- IMPACT |
|
|
- INFORM" |
|
|
- IMAGINE |
|
|
- ATTEMPT |
|
|
- IMAGINATION |
|
|
- ARTWORK |
|
|
- RELATE |
|
|
- EXEMPLIFY |
|
|
- UNCERTAIN |
|
|
- SPEECH |
|
|
- PROCESS |
|
|
- ACCEPTANCE |
|
|
- OCCUPATION |
|
|
- SUSPECT |
|
|
- COLOR |
|
|
- COMMENTS |
|
|
- APPRECIATION |
|
|
- TAX |
|
|
- EXPRESS |
|
|
- GIVING |
|
|
- KNOWLEDGE |
|
|
- SILENCE |
|
|
- DOSAGE |
|
|
- THANKSGIVING |
|
|
- DEDUCE |
|
|
- UNANSWER |
|
|
- LISTEN |
|
|
- PLAY |
|
|
- THINK |
|
|
- DEVELOPMENT |
|
|
- LAW |
|
|
- TRADITIONS |
|
|
- SUPPLICATE |
|
|
- INVITE |
|
|
- SCHEDULING |
|
|
- REALIZE |
|
|
- INSTRUCT |
|
|
- INFERENTIAL |
|
|
- QUESTIONEND |
|
|
- PONDER |
|
|
- APPRECIATIVE |
|
|
- SERMON |
|
|
- CONFIDE |
|
|
- NOMINATE |
|
|
- TASKTASK |
|
|
- APPOINTMENTS |
|
|
- SATISFIED |
|
|
- MOTIVATE |
|
|
- CURSE |
|
|
- EVALUATIVE |
|
|
- BANK |
|
|
- GRANT |
|
|
- MESSAGE |
|
|
- '30' |
|
|
- REPROACH |
|
|
- DEGREE |
|
|
- PROVIDE |
|
|
- INSTRUMENT |
|
|
- CONDITIONAL |
|
|
- LIFE |
|
|
- COMMEND |
|
|
- COMPARE |
|
|
- BOAST |
|
|
- ADMIRE |
|
|
- INPUT |
|
|
- DEDICATE |
|
|
- CONFRONT |
|
|
- EXCLAMATORY |
|
|
- CERTIFY |
|
|
- DECIDE |
|
|
- RATING |
|
|
- DURATION |
|
|
- EXCLAMATION |
|
|
- COUNTRY |
|
|
- APPROACH |
|
|
- SUBSTANCE |
|
|
- EXPRESSION |
|
|
- VELOCITY |
|
|
- SECURITY |
|
|
- COUNTING |
|
|
- BOOK |
|
|
- PROMISING |
|
|
- INTERRUPT |
|
|
- FRAGMENT |
|
|
- ADVISE |
|
|
- ASSUME |
|
|
- APPRAISE |
|
|
- PRAYER |
|
|
- BIOGRAPHICAL |
|
|
- EXCUSE |
|
|
- THANKING |
|
|
- NARRATIVE |
|
|
- COMFORT |
|
|
- REVELATION |
|
|
- TOWN |
|
|
- ASSERT |
|
|
- METAL |
|
|
- INTERJECT |
|
|
- PROMISE |
|
|
- CHANGE |
|
|
- COMPLAINING |
|
|
- CAP |
|
|
- REJECTION |
|
|
- DEFEND |
|
|
- ION |
|
|
- TRADITION |
|
|
- ORGAN |
|
|
- CONSIDER |
|
|
- FIGURE |
|
|
- PARTNER |
|
|
- PURPOSE |
|
|
- CONSOLING |
|
|
- CHECK |
|
|
- CHAPTER |
|
|
- AFFECTIONATE |
|
|
- INQUIRE |
|
|
- NEGOTIATION |
|
|
- CLAIM |
|
|
- EVENTS |
|
|
- DESCRIPTION |
|
|
- OATH |
|
|
- DISH |
|
|
- GROWTH |
|
|
- CULTURE |
|
|
- DENIAL |
|
|
- 'NO' |
|
|
- WEIGHT |
|
|
- BRAINSTORM |
|
|
- CURRENCY |
|
|
- FILM |
|
|
- INTENT |
|
|
- IDENTIFY |
|
|
- LOCATIONCOUNTRY |
|
|
- ILLUSTRATE |
|
|
- AMOUNT |
|
|
- REMINISCING |
|
|
- REQUEST |
|
|
- DAMAGE |
|
|
- TIME |
|
|
- QUESTION? |
|
|
- CONFLICT |
|
|
- CHEMICAL |
|
|
- SCHOOL |
|
|
- BACKGROUND |
|
|
- GIFT |
|
|
- NATIONAL |
|
|
- REASSURE |
|
|
- FORCE |
|
|
- CIRCUIT |
|
|
- ITE |
|
|
- DESCRIPTIVE |
|
|
- FOOD |
|
|
- DAY |
|
|
- CLASSICAL |
|
|
- INSTRUCTION |
|
|
- MAC |
|
|
- EVEN |
|
|
- SITUATION |
|
|
- SYMPATHY |
|
|
- THINKING |
|
|
- DONT |
|
|
- DECLARATION |
|
|
- DON |
|
|
- FREQUENCY |
|
|
- RULE |
|
|
- COMPOUND |
|
|
- INSTRUCTIONS |
|
|
- PREDICTIVE |
|
|
- SARCASM |
|
|
- LEGAL |
|
|
- FOSSIL |
|
|
- PHONE |
|
|
- TIMEEND |
|
|
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|
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|
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|
- ▁pour |
|
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- ▁De |
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- cre |
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- ▁daß |
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- ▁may |
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- ting |
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- ther |
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- ▁much |
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- ▁equal |
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- cri |
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- ada |
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- ido |
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- ▁como |
|
|
- ence |
|
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- Z |
|
|
- long |
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|
- igen |
|
|
- ▁Sch |
|
|
- nu |
|
|
- ▁noch |
|
|
- ▁sur |
|
|
- ial |
|
|
- io |
|
|
- cht |
|
|
- ▁under |
|
|
- R |
|
|
- ▁find |
|
|
- ight |
|
|
- gar |
|
|
- leg |
|
|
- cent |
|
|
- ▁wurde |
|
|
- ▁question |
|
|
- ▁ihr |
|
|
- ▁Un |
|
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- ▁dé |
|
|
- chi |
|
|
- hin |
|
|
- ▁wo |
|
|
- ▁diese |
|
|
- sol |
|
|
- X |
|
|
- ple |
|
|
- ée |
|
|
- sel |
|
|
- ▁back |
|
|
- ▁mean |
|
|
- ated |
|
|
- ute |
|
|
- land |
|
|
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|
|
- ▁vous |
|
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- ill |
|
|
- ▁mir |
|
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|
|
- mor |
|
|
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|
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|
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|
|
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|
|
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|
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|
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|
|
- art |
|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
- sti |
|
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- ▁Do |
|
|
- ▁Now |
|
|
- ang |
|
|
- ▁something |
|
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|
|
- ▁St |
|
|
- iz |
|
|
- ndo |
|
|
- trans |
|
|
- ▁happen |
|
|
- ange |
|
|
- J |
|
|
- ▁problem |
|
|
- ▁show |
|
|
- ▁sind |
|
|
- 'N' |
|
|
- â |
|
|
- S |
|
|
- ô |
|
|
- ’ |
|
|
- ñ |
|
|
- ':' |
|
|
- ç |
|
|
- B |
|
|
- q |
|
|
- T |
|
|
- I |
|
|
- C |
|
|
- E |
|
|
- H |
|
|
- M |
|
|
- F |
|
|
- G |
|
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- P |
|
|
- K |
|
|
- W |
|
|
- ã |
|
|
- ù |
|
|
interctc: |
|
|
loss_weights: [] |
|
|
apply_at_layers: [] |
|
|
optim: |
|
|
name: adamw |
|
|
lr: 0.0001 |
|
|
betas: |
|
|
- 0.9 |
|
|
- 0.98 |
|
|
weight_decay: 0.0 |
|
|
sched: |
|
|
name: CosineAnnealing |
|
|
warmup_steps: 500 |
|
|
warmup_ratio: null |
|
|
min_lr: 0.0001 |
|
|
target: nemo.collections.asr.models.ctc_bpe_models.EncDecCTCModelBPE |
|
|
nemo_version: 1.19.0rc0 |
|
|
decoding: |
|
|
strategy: greedy |
|
|
preserve_alignments: null |
|
|
compute_timestamps: null |
|
|
word_seperator: ' ' |
|
|
ctc_timestamp_type: all |
|
|
batch_dim_index: 0 |
|
|
greedy: |
|
|
preserve_alignments: false |
|
|
compute_timestamps: false |
|
|
preserve_frame_confidence: false |
|
|
confidence_method_cfg: null |
|
|
beam: |
|
|
beam_size: 4 |
|
|
search_type: default |
|
|
preserve_alignments: false |
|
|
compute_timestamps: false |
|
|
return_best_hypothesis: true |
|
|
beam_alpha: 1.0 |
|
|
beam_beta: 0.0 |
|
|
kenlm_path: null |
|
|
flashlight_cfg: |
|
|
lexicon_path: null |
|
|
boost_path: null |
|
|
beam_size_token: 16 |
|
|
beam_threshold: 20.0 |
|
|
unk_weight: -.inf |
|
|
sil_weight: 0.0 |
|
|
pyctcdecode_cfg: |
|
|
beam_prune_logp: -10.0 |
|
|
token_min_logp: -5.0 |
|
|
prune_history: false |
|
|
hotwords: null |
|
|
hotword_weight: 10.0 |
|
|
confidence_cfg: |
|
|
preserve_frame_confidence: false |
|
|
preserve_token_confidence: false |
|
|
preserve_word_confidence: false |
|
|
exclude_blank: true |
|
|
aggregation: min |
|
|
tdt_include_duration: false |
|
|
method_cfg: |
|
|
name: entropy |
|
|
entropy_type: tsallis |
|
|
alpha: 0.33 |
|
|
entropy_norm: exp |
|
|
temperature: 0.33 |
|
|
temperature: 1.0 |
|
|
|
