| 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: /disk1/NVIDIA/datasets/LibriSpeech_NeMo/librivox-train-all.json |
| sample_rate: 16000 |
| batch_size: 16 |
| shuffle: true |
| num_workers: 8 |
| 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: /disk1/NVIDIA/datasets/LibriSpeech_NeMo/librivox-dev-clean.json |
| sample_rate: 16000 |
| batch_size: 16 |
| shuffle: false |
| use_start_end_token: false |
| num_workers: 8 |
| pin_memory: true |
| test_ds: |
| manifest_filepath: null |
| sample_rate: 16000 |
| batch_size: 16 |
| shuffle: false |
| use_start_end_token: false |
| num_workers: 8 |
| pin_memory: true |
| tokenizer: |
| dir: /disk3/datasets/suno_asr_set3_tokenizer/tokenizer_spe_bpe_v1024/ |
| type: bpe |
| model_path: nemo:2e2b4c0cc6bd44d9a379f769249666ae_tokenizer.model |
| vocab_path: nemo:248b67f0680446e28a2f445da319615a_vocab.txt |
| spe_tokenizer_vocab: nemo:ad13e916727a444097e043d5744eaf63_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.ConformerEncoder |
| 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: 1024 |
| vocabulary: |
| - <unk> |
| - ▁t |
| - ▁th |
| - ▁a |
| - ▁i |
| - ▁the |
| - re |
| - ▁w |
| - ▁s |
| - ▁o |
| - in |
| - at |
| - er |
| - ou |
| - nd |
| - ▁c |
| - ▁b |
| - ▁h |
| - 'on' |
| - ▁m |
| - ▁f |
| - ing |
| - ▁to |
| - en |
| - ▁p |
| - ▁and |
| - ▁d |
| - es |
| - or |
| - an |
| - ll |
| - ▁y |
| - ▁l |
| - ed |
| - ▁of |
| - ▁in |
| - it |
| - is |
| - ▁you |
| - ▁that |
| - ar |
| - ▁g |
| - ▁n |
| - as |
| - om |
| - ▁it |
| - ic |
| - ve |
| - ▁e |
| - ▁wh |
| - ▁be |
| - us |
| - le |
| - al |
| - ion |
| - ow |
| - ▁we |
| - ▁re |
| - ▁is |
| - ut |
| - ot |
| - ent |
| - ▁on |
| - et |
| - ▁ha |
| - ay |
| - ct |
| - ▁he |
| - id |
| - ▁for |
| - ▁st |
| - ver |
| - ly |
| - ro |
| - ig |
| - ▁so |
| - ld |
| - ▁this |
| - ke |
| - ▁u |
| - se |
| - all |
| - st |
| - ur |
| - ce |
| - ch |
| - im |
| - ith |
| - ▁as |
| - ▁k |
| - ▁an |
| - ▁was |
| - ▁j |
| - ▁with |
| - ir |
| - ▁go |
| - ra |
| - ▁do |
| - ▁have |
| - ▁li |
| - ▁sh |
| - ▁se |
| - ▁they |
| - ▁are |
| - am |
| - ht |
| - ▁but |
| - ation |
| - ▁not |
| - th |
| - ▁r |
| - ally |
| - ad |
| - ust |
| - ▁or |
| - ▁com |
| - ould |
| - ▁can |
| - ill |
| - ▁ne |
| - ight |
| - ▁ch |
| - ▁de |
| - ▁con |
| - ▁at |
| - ▁mo |
| - ant |
| - oo |
| - il |
| - ▁me |
| - ▁what |
| - ▁there |
| - ter |
| - pe |
| - ▁ab |
| - ▁su |
| - ere |
| - ck |
| - ▁pro |
| - ▁al |
| - ▁fr |
| - ▁kn |
| - ▁all |
| - ers |
| - ▁like |
| - ge |
| - ▁ex |
| - ▁som |
| - ul |
| - ▁your |
| - ▁v |
| - pp |
| - use |
| - ▁if |
| - ess |
| - ate |
| - est |
| - ▁know |
| - out |
| - if |
| - ▁just |
| - ment |
| - qu |
| - op |
| - ain |
| - ▁one |
| - ol |
| - ri |
| - art |
| - very |
| - ▁wor |
| - ive |
| - ist |
| - ▁my |
| - nt |
| - ab |
| - ▁from |
| - ort |
| - ▁ma |
| - ▁about |
| - res |
| - ity |
| - ▁out |
| - ▁bec |
| - ▁le |
| - our |
| - od |
| - and |
| - ink |
| - ie |
| - ▁up |
| - ind |
| - os |
| - un |
| - ause |
| - oug |
| - um |
| - ▁some |
| - ▁int |
| - ▁by |
| - ▁pl |
| - ▁get |
| - el |
| - ard |
| - ▁when |
| - ▁don |
| - her |
| - ▁will |
| - ▁us |
| - ▁would |
| - ook |
| - ies |
| - ich |
| - ▁because |
| - ▁think |
| - em |
| - ▁pe |
| - ▁his |
| - ack |
| - ▁then |
| - ▁our |
| - ide |
| - ▁tim |
| - ▁how |
| - ven |
| - ▁tr |
| - ▁who |
| - ▁them |
| - ure |
| - ▁ar |
| - ▁ye |
| - ▁more |
| - ▁going |
| - ect |
| - ▁sa |
| - ▁cl |
| - ▁had |
| - ▁now |
| - ▁which |
| - ▁here |
| - ous |
| - ▁their |
| - ▁tw |
| - so |
| - ▁has |
| - ud |
| - ▁co |
| - ▁ta |
| - ound |
| - ▁were |
| - ast |
| - ▁peop |
| - ough |
| - ▁no |
| - ▁really |
| - ▁any |
| - ▁people |
| - ▁want |
| - ▁she |
| - ▁en |
| - ▁fa |
| - ▁te |
| - ame |
| - ine |
| - ▁qu |
| - red |
| - ▁im |
| - ▁right |
| - ther |
| - ▁act |
| - ▁thing |
| - king |
| - ose |
| - ▁ad |
| - ▁see |
| - ▁time |
| - ▁these |
| - ci |
| - one |
| - ▁say |
| - ▁also |
| - ▁fe |
| - per |
| - ▁ag |
| - ▁man |
| - ore |
| - ▁un |
| - pt |
| - ▁her |
| - ▁look |
| - ong |
| - ice |
| - ▁very |
| - ff |
| - ions |
| - ▁comp |
| - ▁did |
| - itt |
| - ▁well |
| - ▁other |
| - iv |
| - ase |
| - ree |
| - hing |
| - ▁lo |
| - reat |
| - ▁cont |
| - ▁part |
| - ▁into |
| - nder |
| - ▁been |
| - are |
| - ▁am |
| - ans |
| - ▁sp |
| - ▁two |
| - ue |
| - ▁way |
| - age |
| - ▁where |
| - ite |
| - ▁dis |
| - ▁than |
| - ▁every |
| - ▁pr |
| - ▁po |
| - ag |
| - ▁need |
| - ach |
| - iff |
| - ence |
| - pl |
| - own |
| - ▁ac |
| - ble |
| - ▁over |
| - iz |
| - ▁work |
| - ▁res |
| - ▁make |
| - ▁could |
| - ▁off |
| - ually |
| - ▁ro |
| - ▁back |
| - able |
| - ip |
| - ry |
| - ▁him |
| - ▁cour |
| - ber |
| - ▁pre |
| - ▁fir |
| - ▁spe |
| - ap |
| - ars |
| - ▁diff |
| - ire |
| - ▁somet |
| - ▁imp |
| - ▁those |
| - ▁comm |
| - ance |
| - ick |
| - ▁even |
| - ated |
| - way |
| - sel |
| - ▁let |
| - ▁br |
| - ty |
| - ▁per |
| - int |
| - ▁first |
| - ▁thr |
| - ▁under |
| - ah |
| - ▁may |
| - ▁cou |
| - ▁new |
| - ress |
| - act |
| - ▁gr |
| - ep |
| - ▁said |
| - ations |
| - ▁good |
| - ace |
| - ass |
| - ▁does |
| - orm |
| - ish |
| - ▁af |
| - ving |
| - co |
| - ▁app |
| - ▁lot |
| - ▁things |
| - ▁tra |
| - ittle |
| - ▁bl |
| - ▁little |
| - ▁mu |
| - cess |
| - fe |
| - ome |
| - ▁inc |
| - ▁differe |
| - ary |
| - ical |
| - ▁only |
| - ult |
| - ▁again |
| - ▁got |
| - ens |
| - ▁gu |
| - ▁kind |
| - ▁much |
| - ord |
| - ▁through |
| - ition |
| - ild |
| - ▁down |
| - ▁actually |
| - ▁something |
| - ang |
| - ru |
| - ces |
| - ▁fl |
| - ile |
| - ater |
| - ▁ra |
| - ▁take |
| - ict |
| - ign |
| - ▁sc |
| - vel |
| - ▁bet |
| - ▁tal |
| - ▁yeah |
| - ▁use |
| - fore |
| - ▁bu |
| - ▁start |
| - ory |
| - be |
| - ▁day |
| - wn |
| - xt |
| - ia |
| - ak |
| - ▁after |
| - ▁should |
| - ▁fo |
| - ▁ho |
| - ▁hel |
| - ▁ind |
| - ▁uh |
| - na |
| - ial |
| - other |
| - ▁ke |
| - ▁call |
| - ▁most |
| - ▁ok |
| - ▁different |
| - ▁em |
| - ting |
| - ple |
| - ▁being |
| - ▁bo |
| - ning |
| - ▁too |
| - ors |
| - ▁happ |
| - ark |
| - og |
| - ▁help |
| - ▁rem |
| - du |
| - ction |
| - ood |
| - ▁ser |
| - ether |
| - ious |
| - ▁mean |
| - ▁many |
| - ▁court |
| - ▁bel |
| - ade |
| - ▁la |
| - ved |
| - ▁des |
| - ▁rec |
| - ▁jo |
| - ▁dec |
| - ves |
| - ▁before |
| - ▁put |
| - self |
| - ▁point |
| - te |
| - ▁ev |
| - form |
| - ents |
| - ▁add |
| - ody |
| - thing |
| - ▁case |
| - ▁pers |
| - ▁cons |
| - iss |
| - ▁three |
| - oth |
| - ▁ph |
| - ▁come |
| - ▁find |
| - ▁why |
| - ull |
| - ▁show |
| - ▁bas |
| - ▁great |
| - ily |
| - ▁rel |
| - ▁sm |
| - ▁its |
| - ▁fact |
| - ▁pos |
| - ool |
| - ments |
| - ise |
| - nds |
| - ys |
| - ▁try |
| - ual |
| - ful |
| - erm |
| - ▁inter |
| - ons |
| - ▁quest |
| - ▁sub |
| - we |
| - vers |
| - ▁supp |
| - ▁feel |
| - ▁same |
| - ub |
| - ates |
| - urn |
| - ert |
| - ▁inv |
| - day |
| - ▁rep |
| - igh |
| - ▁sy |
| - ▁inst |
| - ▁long |
| - ▁still |
| - ▁okay |
| - ft |
| - ific |
| - atch |
| - ought |
| - ath |
| - ▁own |
| - ▁made |
| - ix |
| - ced |
| - ks |
| - lic |
| - ▁wr |
| - de |
| - ▁cr |
| - ▁att |
| - ▁ob |
| - ▁world |
| - ▁sure |
| - ward |
| - ▁bit |
| - ▁life |
| - ▁person |
| - ▁pres |
| - ph |
| - ▁vide |
| - ▁reg |
| - ▁end |
| - ject |
| - ange |
| - ▁fin |
| - ied |
| - pect |
| - ▁didn |
| - ▁around |
| - ian |
| - ▁car |
| - ible |
| - ▁sim |
| - ever |
| - ▁sch |
| - ating |
| - ▁pol |
| - ▁set |
| - ▁oh |
| - cy |
| - ▁real |
| - ▁import |
| - ▁count |
| - ▁um |
| - ▁next |
| - cial |
| - les |
| - ▁hu |
| - ▁acc |
| - ▁might |
| - ▁ent |
| - ▁doing |
| - ▁ins |
| - ▁gen |
| - ▁play |
| - ▁cle |
| - ▁another |
| - ady |
| - ular |
| - ib |
| - ways |
| - ered |
| - ility |
| - ities |
| - ▁op |
| - ▁def |
| - ▁years |
| - ▁never |
| - ower |
| - ram |
| - ▁tell |
| - ▁sl |
| - onna |
| - ail |
| - ren |
| - ute |
| - ▁gonna |
| - ▁big |
| - ▁give |
| - der |
| - ount |
| - ▁ap |
| - kes |
| - ▁state |
| - ▁cor |
| - ▁min |
| - ically |
| - ▁mon |
| - ▁fam |
| - ▁important |
| - ▁always |
| - ▁high |
| - ▁four |
| - ▁gra |
| - ▁ca |
| - ▁stud |
| - ▁dist |
| - ▁talk |
| - ▁num |
| - ▁str |
| - ▁today |
| - ract |
| - ▁while |
| - ason |
| - ▁iss |
| - ▁sur |
| - ▁char |
| - ▁last |
| - oy |
| - ited |
| - ▁exper |
| - ▁place |
| - ▁tri |
| - ▁ear |
| - ▁belie |
| - ▁able |
| - ▁underst |
| - ▁che |
| - ▁both |
| - ug |
| - ▁doesn |
| - ▁keep |
| - ▁happen |
| - ings |
| - iew |
| - ather |
| - ▁ass |
| - ▁love |
| - ative |
| - av |
| - ▁yes |
| - ▁ele |
| - ▁year |
| - ▁such |
| - ▁video |
| - ness |
| - ▁el |
| - ▁trans |
| - ▁five |
| - ▁produ |
| - ave |
| - erest |
| - als |
| - body |
| - cus |
| - ▁found |
| - atter |
| - ▁eff |
| - ▁god |
| - ▁used |
| - llow |
| - ▁interest |
| - ▁question |
| - hip |
| - ▁bus |
| - ▁ask |
| - ▁exam |
| - ▁prov |
| - lud |
| - ▁form |
| - ▁law |
| - ense |
| - ▁child |
| - ▁gl |
| - ne |
| - ▁each |
| - ▁understand |
| - ▁care |
| - stem |
| - ▁med |
| - ▁maybe |
| - ably |
| - ▁det |
| - ▁coll |
| - its |
| - ▁commun |
| - ▁hand |
| - ▁' |
| - ▁ref |
| - ▁lear |
| - ▁done |
| - ▁gener |
| - vern |
| - ▁mr |
| - ween |
| - ▁better |
| - ▁between |
| - li |
| - blem |
| - ▁system |
| - ertain |
| - ▁school |
| - ▁eas |
| - ▁exp |
| - ▁war |
| - ention |
| - ▁ty |
| - ▁govern |
| - ues |
| - ▁problem |
| - ▁plan |
| - ac |
| - ▁conf |
| - ▁course |
| - ouse |
| - ▁mar |
| - ▁stand |
| - ▁sk |
| - ▁seco |
| - uring |
| - ▁ed |
| - ▁mem |
| - ros |
| - cri |
| - ▁thought |
| - cept |
| - ▁partic |
| - ▁test |
| - olog |
| - iness |
| - ▁far |
| - led |
| - ▁col |
| - ▁looking |
| - ▁read |
| - ▁whether |
| - ▁word |
| - me |
| - ▁once |
| - ize |
| - ▁home |
| - ▁requ |
| - gg |
| - ▁ide |
| - ▁thank |
| - ures |
| - ▁called |
| - ▁cur |
| - ▁water |
| - ▁frie |
| - ▁side |
| - ▁best |
| - ▁number |
| - oney |
| - ▁turn |
| - ock |
| - ▁eng |
| - ▁top |
| - ▁open |
| - ead |
| - ▁everything |
| - ▁term |
| - ▁prob |
| - ▁hard |
| - ▁fun |
| - ▁spec |
| - ▁dire |
| - ▁second |
| - ▁pa |
| - ▁build |
| - ▁run |
| - ▁sign |
| - ▁reason |
| - ▁inform |
| - ▁watch |
| - ution |
| - ▁few |
| - mo |
| - ▁hum |
| - ision |
| - ▁ext |
| - ▁tog |
| - ▁conc |
| - ▁thous |
| - ▁thousand |
| - ▁support |
| - ▁together |
| - ▁six |
| - ps |
| - ▁mark |
| - ics |
| - ▁includ |
| - ef |
| - ▁opp |
| - ident |
| - ▁anything |
| - ▁met |
| - ▁bre |
| - ▁jud |
| - ▁away |
| - ▁old |
| - ▁prog |
| - ten |
| - ▁book |
| - ▁says |
| - ▁seem |
| - ▁contin |
| - ▁process |
| - ▁sing |
| - ▁money |
| - ▁having |
| - ▁beg |
| - ▁comple |
| - ▁thir |
| - ▁using |
| - ▁ret |
| - ger |
| - ▁head |
| - ▁cre |
| - ▁poss |
| - enty |
| - ▁certain |
| - ▁clear |
| - ines |
| - ▁wee |
| - arch |
| - ▁inf |
| - ont |
| - ▁sit |
| - ▁lead |
| - alth |
| - ▁art |
| - ross |
| - ▁pub |
| - ▁without |
| - ▁pret |
| - ▁getting |
| - ient |
| - ▁z |
| - ▁wom |
| - ▁power |
| - ational |
| - ner |
| - ▁rest |
| - ▁believe |
| - ▁wa |
| - ▁aut |
| - ▁move |
| - aim |
| - ▁sort |
| - idence |
| - ▁creat |
| - ▁expl |
| - ▁name |
| - ▁went |
| - ▁eu |
| - ▁change |
| - ▁came |
| - ▁pay |
| - ices |
| - ▁sin |
| - ▁pur |
| - ▁pass |
| - ▁whole |
| - ▁house |
| - ▁hund |
| - ▁hundred |
| - ▁pretty |
| - ▁trying |
| - ▁ple |
| - ▁allow |
| - ▁compan |
| - ▁government |
| - ▁small |
| - ▁light |
| - ▁bra |
| - ▁stu |
| - aint |
| - ▁ah |
| - ▁prot |
| - ets |
| - ▁cent |
| - velop |
| - ▁family |
| - ▁business |
| - ety |
| - ▁making |
| - ▁list |
| - ▁experi |
| - eric |
| - ▁follow |
| - ately |
| - ▁probably |
| - ▁appe |
| - ▁serv |
| - ▁val |
| - ▁leg |
| - ▁resp |
| - ▁develop |
| - ready |
| - ▁already |
| - ▁sec |
| - ell |
| - ▁saying |
| - ash |
| - ▁hear |
| - ▁loc |
| - ▁adv |
| - ▁pri |
| - ret |
| - ▁lar |
| - ▁beh |
| - ▁must |
| - ▁hon |
| - ▁means |
| - ew |
| - ▁par |
| - ▁order |
| - ▁mom |
| - gn |
| - ▁though |
| - ▁record |
| - ▁miss |
| - ▁dr |
| - ▁es |
| - ▁eight |
| - ▁ever |
| - ▁left |
| - ▁example |
| - ▁enough |
| - osed |
| - ▁claim |
| - ank |
| - con |
| - ▁americ |
| - ▁information |
| - ▁arg |
| - ▁full |
| - nce |
| - ▁consid |
| - ▁working |
| - ature |
| - ▁ |
| - e |
| - t |
| - a |
| - o |
| - i |
| - 'n' |
| - s |
| - r |
| - h |
| - l |
| - d |
| - u |
| - c |
| - m |
| - 'y' |
| - w |
| - g |
| - f |
| - p |
| - b |
| - v |
| - k |
| - '''' |
| - j |
| - x |
| - q |
| - z |
| interctc: |
| loss_weights: [] |
| apply_at_layers: [] |
| optim: |
| name: adamw |
| lr: 0.001 |
| betas: |
| - 0.9 |
| - 0.98 |
| weight_decay: 0.001 |
| sched: |
| name: CosineAnnealing |
| warmup_steps: 15000 |
| 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 |
| method_cfg: |
| name: entropy |
| entropy_type: tsallis |
| temperature: 0.33 |
| entropy_norm: exp |
| temperature: 1.0 |
|
|
