| sample_rate: 16000 |
| log_prediction: true |
| ctc_reduction: mean_batch |
| train_ds: |
| text_key: "text" |
| manifest_filepath: /data/NeMo_ASR_SET/English/v2.0/train/tarred_audio_manifest.json |
| sample_rate: 16000 |
| batch_size: 64 |
| shuffle: true |
| num_workers: 8 |
| pin_memory: true |
| use_start_end_token: false |
| trim_silence: false |
| hf_data_cfg: |
| path: XManFromXlab/msdatasets-load-rce |
| name: null |
| split: 'train.clean.360' |
| streaming: true |
| trust_remote_code: true |
| max_duration: 20.0 |
| min_duration: 0.1 |
| shuffle_n: 2048 |
| is_tarred: true |
| tarred_audio_filepaths: /data/NeMo_ASR_SET/English/v2.0/train/audio__OP_0..4095_CL_.tar |
| validation_ds: |
| manifest_filepath: |
| - /data/ASR/LibriSpeech/librispeech_withsp2/manifests/librivox-dev-other.json |
| - /data/ASR/LibriSpeech/librispeech_withsp2/manifests/librivox-dev-clean.json |
| - /data/ASR/LibriSpeech/librispeech_withsp2/manifests/librivox-test-other.json |
| - /data/ASR/LibriSpeech/librispeech_withsp2/manifests/librivox-test-clean.json |
| sample_rate: 16000 |
| batch_size: 64 |
| shuffle: false |
| num_workers: 8 |
| pin_memory: true |
| use_start_end_token: false |
| is_tarred: false |
| tarred_audio_filepaths: na |
| test_ds: |
| manifest_filepath: |
| - /data/ASR/LibriSpeech/librispeech_withsp2/manifests/librivox-test-other.json |
| - /data/ASR/LibriSpeech/librispeech_withsp2/manifests/librivox-dev-clean.json |
| - /data/ASR/LibriSpeech/librispeech_withsp2/manifests/librivox-dev-other.json |
| - /data/ASR/LibriSpeech/librispeech_withsp2/manifests/librivox-test-clean.json |
| sample_rate: 16000 |
| batch_size: 64 |
| shuffle: false |
| num_workers: 8 |
| pin_memory: true |
| use_start_end_token: false |
| is_tarred: false |
| tarred_audio_filepaths: na |
| tokenizer: |
| dir: /tokenizers/NeMo_ASR_SET/English/asr_set_2.0/tokenizer_spe_unigram_v1024/ |
| type: bpe |
| model_path: nemo:977d4e24975b431ebb44f2dfcdea8778_tokenizer.model |
| vocab_path: nemo:29fcf21b9e6e4fb5b1ba0bb1efd4197e_vocab.txt |
| spe_tokenizer_vocab: nemo:cf241f7e4d904eaea46bb96f21dd0b1d_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: 5 |
| freq_width: 27 |
| time_width: 0.05 |
| encoder: |
| _target_: nemo.collections.asr.modules.ConformerEncoder |
| feat_in: 80 |
| feat_out: -1 |
| n_layers: 16 |
| d_model: 176 |
| subsampling: striding |
| subsampling_factor: 4 |
| subsampling_conv_channels: 176 |
| ff_expansion_factor: 4 |
| self_attention_model: rel_pos |
| n_heads: 4 |
| att_context_size: |
| - -1 |
| - -1 |
| xscaling: true |
| untie_biases: true |
| pos_emb_max_len: 5000 |
| conv_kernel_size: 31 |
| dropout: 0.1 |
| dropout_emb: 0.0 |
| dropout_att: 0.1 |
| decoder: |
| _target_: nemo.collections.asr.modules.ConvASRDecoder |
| feat_in: 176 |
| num_classes: 1024 |
| vocabulary: |
| - <unk> |
| - s |
| - ▁the |
| - ▁a |
| - t |
| - ▁to |
| - ▁and |
| - ▁i |
| - ▁of |
| - '''' |
| - ed |
| - ▁in |
| - d |
| - ing |
| - 'n' |
| - e |
| - ▁it |
| - ▁that |
| - ▁you |
| - 'y' |
| - er |
| - r |
| - ▁for |
| - m |
| - ▁is |
| - ▁he |
| - re |
| - ▁was |
| - ▁be |
| - p |
| - ly |
| - ▁so |
| - ▁we |
| - a |
| - g |
| - o |
| - ▁c |
| - b |
| - u |
| - ▁on |
| - ▁have |
| - ▁but |
| - ll |
| - ▁with |
| - ▁re |
| - or |
| - ▁s |
| - al |
| - ▁do |
| - ▁know |
| - ar |
| - ▁they |
| - ▁not |
| - ▁as |
| - ▁this |
| - in |
| - le |
| - ▁e |
| - ▁are |
| - ▁like |
| - c |
| - ▁uh |
| - ri |
| - ▁me |
| - ▁his |
| - ▁at |
| - l |
| - es |
| - ▁de |
| - ▁yeah |
| - ▁can |
| - k |
| - ▁or |
| - ▁my |
| - ▁all |
| - ▁had |
| - ▁there |
| - ▁will |
| - ▁one |
| - il |
| - ▁no |
| - ▁what |
| - en |
| - ck |
| - ▁b |
| - ▁f |
| - ce |
| - ch |
| - i |
| - ▁by |
| - ▁she |
| - ▁from |
| - ▁an |
| - ic |
| - ur |
| - ve |
| - w |
| - ter |
| - la |
| - ▁if |
| - ▁just |
| - th |
| - li |
| - ▁ |
| - ▁her |
| - ▁um |
| - 'on' |
| - ation |
| - ▁w |
| - ▁would |
| - f |
| - te |
| - ▁st |
| - ▁go |
| - ir |
| - it |
| - ▁out |
| - ro |
| - ▁pa |
| - ▁were |
| - ▁g |
| - ▁t |
| - ion |
| - ▁think |
| - an |
| - ▁right |
| - ▁about |
| - se |
| - lo |
| - ent |
| - ▁up |
| - ment |
| - ate |
| - ▁when |
| - h |
| - ne |
| - ▁don |
| - ▁has |
| - ▁also |
| - ▁more |
| - ▁see |
| - ▁okay |
| - ▁their |
| - ▁your |
| - ge |
| - ▁who |
| - ▁well |
| - ▁co |
| - ▁which |
| - ▁some |
| - ▁se |
| - ▁time |
| - ▁ba |
| - ▁said |
| - ▁con |
| - ers |
| - ▁ra |
| - us |
| - de |
| - ra |
| - ▁him |
| - ▁our |
| - ▁been |
| - ▁fa |
| - ▁po |
| - ▁pro |
| - et |
| - x |
| - ▁la |
| - id |
| - ver |
| - ▁oh |
| - ▁ma |
| - v |
| - ▁now |
| - age |
| - ▁two |
| - ld |
| - ▁mo |
| - ▁how |
| - tion |
| - ▁people |
| - ive |
| - ▁other |
| - ng |
| - ity |
| - z |
| - ist |
| - ▁very |
| - ▁get |
| - ▁any |
| - ▁un |
| - ▁ro |
| - is |
| - ▁work |
| - ▁mean |
| - ▁them |
| - ▁lo |
| - vi |
| - ▁because |
| - ies |
| - ul |
| - as |
| - ad |
| - mp |
| - ▁bo |
| - '-' |
| - ▁then |
| - ▁good |
| - el |
| - nd |
| - ▁li |
| - ▁man |
| - ▁dis |
| - ▁could |
| - ▁ho |
| - at |
| - ol |
| - ▁bu |
| - ▁te |
| - ▁ha |
| - est |
| - me |
| - ▁say |
| - ru |
| - ke |
| - ▁sp |
| - ▁k |
| - able |
| - ▁su |
| - ▁sa |
| - ▁di |
| - ▁fi |
| - ance |
| - ▁really |
| - ▁over |
| - ▁even |
| - ry |
| - ▁us |
| - ▁ca |
| - ow |
| - ho |
| - ▁into |
| - ence |
| - mo |
| - ▁mi |
| - one |
| - qu |
| - ut |
| - lu |
| - ▁o |
| - ty |
| - ▁after |
| - ▁want |
| - ▁new |
| - ▁take |
| - ▁p |
| - ▁look |
| - ▁pre |
| - sh |
| - ▁day |
| - ▁should |
| - ▁th |
| - ▁need |
| - ▁cha |
| - co |
| - ▁much |
| - ▁where |
| - ▁d |
| - ant |
| - ▁fe |
| - ▁da |
| - ▁make |
| - om |
| - ▁did |
| - ▁le |
| - un |
| - ▁only |
| - im |
| - ▁these |
| - ff |
| - ti |
| - ish |
| - ▁ex |
| - ted |
| - ▁first |
| - he |
| - ig |
| - ▁vi |
| - ▁ri |
| - ▁en |
| - ▁com |
| - ated |
| - ▁than |
| - ma |
| - ▁way |
| - um |
| - ct |
| - end |
| - ight |
| - ▁here |
| - ▁ta |
| - ▁car |
| - ▁part |
| - ▁come |
| - ia |
| - ▁off |
| - ▁sc |
| - ▁ah |
| - am |
| - ▁tra |
| - ▁yes |
| - ▁back |
| - ture |
| - ful |
| - ▁pri |
| - ction |
| - ine |
| - ▁three |
| - ard |
| - ▁let |
| - pe |
| - ▁little |
| - ▁down |
| - mb |
| - ▁si |
| - ▁dr |
| - ▁mr |
| - ▁going |
| - ▁comp |
| - po |
| - ▁m |
| - ▁sta |
| - ▁gra |
| - day |
| - ▁many |
| - ian |
| - ta |
| - ▁long |
| - ▁pi |
| - ▁too |
| - ▁app |
| - ▁kind |
| - ous |
| - ci |
| - ▁ga |
| - ten |
| - nt |
| - ▁before |
| - ▁may |
| - ▁got |
| - man |
| - tic |
| - ition |
| - cu |
| - ugh |
| - tra |
| - ▁n |
| - ward |
| - ▁give |
| - ▁every |
| - ▁hi |
| - ting |
| - ▁exp |
| - ▁those |
| - ▁hu |
| - ot |
| - ▁something |
| - ▁lot |
| - ▁still |
| - ▁ne |
| - na |
| - ise |
| - pp |
| - ▁most |
| - ▁gu |
| - ▁state |
| - ▁actually |
| - ▁such |
| - ▁bi |
| - ▁never |
| - tain |
| - ▁great |
| - ▁through |
| - ▁al |
| - 'no' |
| - ▁mar |
| - ▁year |
| - ach |
| - les |
| - ▁school |
| - ally |
| - ial |
| - ha |
| - ▁old |
| - ▁made |
| - ary |
| - ▁ar |
| - ▁years |
| - ▁help |
| - ▁per |
| - ving |
| - ical |
| - ther |
| - ▁does |
| - ac |
| - ca |
| - ▁must |
| - di |
| - ▁own |
| - ▁ru |
| - ▁things |
| - ▁hand |
| - ▁thing |
| - ▁high |
| - ▁last |
| - go |
| - ▁sh |
| - ▁under |
| - ▁four |
| - ▁place |
| - ations |
| - ▁sure |
| - mi |
| - nce |
| - ▁am |
| - for |
| - ness |
| - ▁name |
| - ▁five |
| - ound |
| - ▁op |
| - ▁cons |
| - ▁ph |
| - ▁same |
| - row |
| - ven |
| - ph |
| - ite |
| - ▁pe |
| - j |
| - ▁sha |
| - ▁friend |
| - ▁wi |
| - ▁call |
| - ▁european |
| - ▁h |
| - ect |
| - ress |
| - ▁live |
| - port |
| - ▁mhm |
| - ▁house |
| - ie |
| - ni |
| - ▁plan |
| - ▁jo |
| - ▁play |
| - side |
| - ▁va |
| - min |
| - ious |
| - ▁life |
| - ▁du |
| - ▁ti |
| - ▁six |
| - ▁men |
| - ▁again |
| - ▁thank |
| - ▁talk |
| - par |
| - ▁home |
| - op |
| - ▁both |
| - ▁why |
| - ▁put |
| - ▁another |
| - nc |
| - ▁being |
| - mit |
| - ▁came |
| - led |
| - ▁fo |
| - ▁end |
| - ▁member |
| - ative |
| - ▁thought |
| - ▁tri |
| - iv |
| - our |
| - red |
| - ▁went |
| - lic |
| - ▁find |
| - ▁pu |
| - land |
| - ▁start |
| - ▁far |
| - ▁eu |
| - ▁imp |
| - ▁always |
| - ▁ju |
| - ▁wa |
| - ▁person |
| - ▁singapore |
| - ap |
| - ▁show |
| - ▁chi |
| - ▁ten |
| - ▁eight |
| - ▁while |
| - ▁point |
| - ▁y |
| - ▁ja |
| - ▁ya |
| - ling |
| - ctor |
| - ▁use |
| - ▁acc |
| - ▁world |
| - ▁pay |
| - ▁read |
| - va |
| - vo |
| - ▁change |
| - ▁u |
| - ▁pl |
| - ▁sw |
| - ▁war |
| - ▁might |
| - nk |
| - ments |
| - and |
| - ▁different |
| - ▁dec |
| - cent |
| - ▁ste |
| - ▁better |
| - ▁fun |
| - ▁month |
| - ship |
| - ton |
| - ▁tell |
| - ▁twenty |
| - ▁commission |
| - ▁exc |
| - ▁miss |
| - if |
| - ▁love |
| - ▁money |
| - ▁found |
| - ▁hundred |
| - gg |
| - ▁add |
| - ▁real |
| - ities |
| - ▁na |
| - ▁pass |
| - ▁didn |
| - ▁v |
| - ▁feel |
| - ▁week |
| - ▁win |
| - ible |
| - ▁try |
| - ▁upon |
| - ba |
| - ▁interest |
| - ▁inter |
| - son |
| - line |
| - ▁ob |
| - ▁boy |
| - ▁big |
| - ▁used |
| - ▁seven |
| - ▁away |
| - ▁family |
| - less |
| - ▁ki |
| - ber |
| - ▁around |
| - ▁turn |
| - ▁anything |
| - ▁care |
| - ▁young |
| - ▁guess |
| - ▁happen |
| - ▁course |
| - ▁agree |
| - ▁support |
| - ▁conf |
| - ual |
| - ▁number |
| - ▁trans |
| - ating |
| - ▁mister |
| - ▁hard |
| - ▁watch |
| - ft |
| - ▁next |
| - ▁sea |
| - ▁open |
| - ▁without |
| - duc |
| - gra |
| - ak |
| - ▁cap |
| - ▁cre |
| - hi |
| - ▁government |
| - ▁vo |
| - ▁between |
| - ▁each |
| - ▁ve |
| - ▁though |
| - ▁country |
| - ▁few |
| - ▁once |
| - ▁' |
| - ▁head |
| - ▁free |
| - ▁mu |
| - ▁maybe |
| - ▁act |
| - ▁night |
| - ▁thousand |
| - ▁face |
| - ▁uhhuh |
| - ▁keep |
| - ▁nine |
| - ▁close |
| - ▁case |
| - ▁che |
| - ▁against |
| - ▁done |
| - ▁ever |
| - ▁law |
| - ▁believe |
| - ▁public |
| - ▁room |
| - ▁sub |
| - ▁order |
| - ▁important |
| - ient |
| - ▁el |
| - ▁children |
| - ▁second |
| - ▁bri |
| - ▁business |
| - ▁hope |
| - ▁move |
| - fa |
| - ▁however |
| - ▁follow |
| - ▁able |
| - ▁word |
| - ▁yet |
| - ▁fla |
| - ▁stand |
| - ize |
| - ▁je |
| - ▁service |
| - ▁nothing |
| - ▁report |
| - ▁called |
| - ▁grow |
| - ▁continue |
| - ▁issue |
| - ▁since |
| - ▁book |
| - ▁lu |
| - ▁qui |
| - ▁develop |
| - ▁gen |
| - ▁certain |
| - light |
| - ▁cor |
| - ▁small |
| - ▁took |
| - ▁question |
| - ▁whole |
| - ▁problem |
| - ▁side |
| - ▁child |
| - ▁full |
| - ▁best |
| - ▁mm |
| - ▁probably |
| - fi |
| - ▁qua |
| - ▁sur |
| - ▁market |
| - ▁left |
| - ▁everything |
| - ▁during |
| - ▁understand |
| - ook |
| - wa |
| - ▁cent |
| - ▁water |
| - ▁quite |
| - ▁leave |
| - ▁himself |
| - ip |
| - ▁near |
| - ▁saw |
| - ▁together |
| - ▁large |
| - ▁having |
| - ▁already |
| - ▁invest |
| - ▁pretty |
| - ▁direct |
| - ▁hour |
| - ▁fact |
| - way |
| - ▁run |
| - ▁bra |
| - ▁clear |
| - ▁fra |
| - ▁area |
| - ▁union |
| - ▁enough |
| - ▁consider |
| - ▁lead |
| - ▁remain |
| - ▁president |
| - ▁system |
| - ▁def |
| - ▁stuff |
| - ▁food |
| - ▁job |
| - ▁heard |
| - ▁err |
| - ▁mind |
| - ▁rest |
| - ▁speak |
| - ▁asked |
| - ator |
| - ▁half |
| - ▁father |
| - com |
| - ▁less |
| - ▁arm |
| - ▁human |
| - ency |
| - ▁matter |
| - ▁group |
| - ▁girl |
| - ▁current |
| - ▁main |
| - ttle |
| - ▁later |
| - ▁learn |
| - ▁strong |
| - ▁sign |
| - ▁check |
| - ▁light |
| - ▁else |
| - ▁true |
| - ▁term |
| - qui |
| - ▁minute |
| - ▁spec |
| - ▁return |
| - ▁answer |
| - ▁reason |
| - ▁count |
| - ▁shall |
| - ▁communi |
| - ▁travel |
| - ▁wait |
| - ▁provide |
| - ▁low |
| - ▁mother |
| - ▁expect |
| - ▁cause |
| - ▁line |
| - ▁general |
| - lf |
| - ▁getting |
| - ▁parliament |
| - ▁bank |
| - ▁company |
| - ▁stop |
| - cause |
| - ▁power |
| - ▁gi |
| - ▁europe |
| - ▁moment |
| - ▁among |
| - ▁walk |
| - ▁allow |
| - ▁idea |
| - ▁office |
| - ▁town |
| - ▁cannot |
| - ▁countries |
| - ▁become |
| - ▁appear |
| - ▁present |
| - ▁bring |
| - ▁least |
| - ▁almost |
| - ▁kids |
| - ▁remember |
| - ▁include |
| - ▁short |
| - ▁sometimes |
| - ▁game |
| - ▁level |
| - ▁exactly |
| - ▁particular |
| - ▁social |
| - ▁land |
| - ▁woman |
| - ▁north |
| - ▁nice |
| - ▁concern |
| - ▁sort |
| - ▁effect |
| - ▁national |
| - ▁several |
| - ▁safe |
| - ▁until |
| - ▁further |
| - ▁cost |
| - ▁wonder |
| - ▁whether |
| - ▁either |
| - ▁future |
| - ▁pra |
| - ▁council |
| - ▁knew |
| - ▁common |
| - ▁south |
| - ▁making |
| - ▁morning |
| - ▁process |
| - ▁situation |
| - ▁white |
| - ▁result |
| - ▁suppose |
| - ▁employ |
| - ▁political |
| - ▁program |
| - ▁along |
| - ▁women |
| - ▁ski |
| - ▁court |
| - ▁please |
| - ▁shi |
| - ▁possible |
| - ▁protect |
| - ▁experience |
| - ▁definitely |
| - ▁require |
| - ▁account |
| - ▁myself |
| - ▁black |
| - ▁example |
| - ▁america |
| - ▁thirty |
| - ▁student |
| - ▁view |
| - ▁product |
| - ▁wife |
| - ▁health |
| - ▁major |
| - ▁difficult |
| - ▁death |
| - ▁visit |
| - ▁across |
| - ▁receive |
| - ▁voice |
| - ▁citizen |
| - ▁regard |
| - ▁author |
| - ▁treat |
| - ▁especially |
| - ▁local |
| - ▁taking |
| - ▁information |
| - ▁seemed |
| - ▁success |
| - ability |
| - ▁break |
| - ▁whatever |
| - ▁security |
| - ▁address |
| - ▁felt |
| - ▁fifty |
| - ▁million |
| - ▁third |
| - ▁usually |
| - ▁gonna |
| - ▁brother |
| - ▁began |
| - ▁period |
| - ▁east |
| - ▁economic |
| - ▁increase |
| - ▁financial |
| - ▁respect |
| - ▁enjoy |
| - ▁christ |
| - ▁education |
| - ▁brought |
| - ▁organ |
| - ▁parents |
| - ▁policy |
| - ▁round |
| - ▁became |
| - ▁region |
| - ▁lady |
| - ▁discuss |
| - ▁single |
| - ▁early |
| - ▁couple |
| - ▁type |
| - ▁itself |
| - ▁serve |
| - ▁measure |
| - ▁husband |
| - ified |
| - ▁music |
| - ▁ground |
| - ▁companies |
| - ▁street |
| - ▁behind |
| - ▁value |
| - ▁therefore |
| - ▁police |
| - ▁complete |
| - ▁john |
| - ▁daughter |
| - ▁affect |
| - ▁perhaps |
| - ▁international |
| - ▁themselves |
| - ▁improve |
| - ▁condition |
| - ▁hotel |
| - ▁deliver |
| - ▁sense |
| - ▁relation |
| - ▁sorry |
| - ▁credit |
| - ▁effort |
| - ▁instead |
| - ▁york |
| - ▁united |
| - ▁partner |
| - ▁spoke |
| - ▁strange |
| - ▁everybody |
| - ▁horse |
| - ▁depend |
| - ▁subject |
| - ▁project |
| - ▁approach |
| - ▁involve |
| - ▁listen |
| - ▁draw |
| - ▁computer |
| - ▁married |
| - ▁record |
| - ▁happy |
| - ▁sudden |
| - ▁represent |
| - ▁somebody |
| - ▁correct |
| - ▁serious |
| - ▁decision |
| - ▁society |
| - ▁including |
| - ▁college |
| - ▁english |
| - ▁attack |
| - ▁perform |
| - ▁cross |
| - ▁accept |
| - ▁control |
| - ▁flow |
| - ▁although |
| - ▁drink |
| - ▁front |
| - ▁wrong |
| - ▁twi |
| - ▁according |
| - ▁slow |
| - ▁peace |
| - ▁amount |
| - ▁object |
| - ▁movie |
| - ▁benefit |
| - ▁yup |
| - ▁challenge |
| - ▁private |
| - ▁church |
| - ▁wood |
| - ▁field |
| - ▁above |
| - ▁ensure |
| - ▁immediate |
| - ▁figure |
| - ▁foreign |
| - ▁available |
| - ▁insurance |
| - ▁proposal |
| - ▁doubt |
| - ▁strength |
| - ▁difference |
| - ▁stood |
| - ▁implement |
| - ▁economy |
| - ▁detail |
| - ▁umhum |
| - ▁restaurant |
| - ▁collect |
| - ▁global |
| - ▁broke |
| - q |
| optim: |
| name: adamw |
| lr: 2.0 |
| betas: |
| - 0.9 |
| - 0.98 |
| weight_decay: 0 |
| sched: |
| name: NoamAnnealing |
| d_model: 176 |
| warmup_steps: 10000 |
| warmup_ratio: null |
| min_lr: 1.0e-06 |
| target: nemo.collections.asr.models.ctc_bpe_models.EncDecCTCModelBPE |
|
|
