Automatic Speech Recognition
MLX
Safetensors
PyTorch
English
quantized
speech
audio
Transducer
FastConformer
Conformer
NeMo
hf-asr-leaderboard
Instructions to use animaslabs/parakeet-rnnt-0.6b-mlx-4bit with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- MLX
How to use animaslabs/parakeet-rnnt-0.6b-mlx-4bit with MLX:
# Download the model from the Hub pip install huggingface_hub[hf_xet] huggingface-cli download --local-dir parakeet-rnnt-0.6b-mlx-4bit animaslabs/parakeet-rnnt-0.6b-mlx-4bit
- Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- LM Studio
- Atomic Chat
| sample_rate: 16000 | |
| compute_eval_loss: false | |
| log_prediction: true | |
| rnnt_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:f644e5ef786442deb7c1726c7db0d44f_tokenizer.model | |
| vocab_path: nemo:94b39775a827410cb52d0b8d95177f1e_vocab.txt | |
| spe_tokenizer_vocab: nemo:1cc2984fcca649148e4a5afcd991ddb0_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 | |
| reduction: null | |
| reduction_position: null | |
| reduction_factor: 1 | |
| 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 | |
| decoder: | |
| _target_: nemo.collections.asr.modules.RNNTDecoder | |
| normalization_mode: null | |
| random_state_sampling: false | |
| blank_as_pad: true | |
| prednet: | |
| pred_hidden: 640 | |
| pred_rnn_layers: 2 | |
| t_max: null | |
| dropout: 0.2 | |
| vocab_size: 1024 | |
| joint: | |
| _target_: nemo.collections.asr.modules.RNNTJoint | |
| log_softmax: null | |
| preserve_memory: false | |
| fuse_loss_wer: true | |
| fused_batch_size: 16 | |
| jointnet: | |
| joint_hidden: 640 | |
| activation: relu | |
| dropout: 0.2 | |
| encoder_hidden: 1024 | |
| pred_hidden: 640 | |
| 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 | |
| decoding: | |
| strategy: greedy_batch | |
| greedy: | |
| max_symbols: 10 | |
| beam: | |
| beam_size: 2 | |
| return_best_hypothesis: false | |
| score_norm: true | |
| tsd_max_sym_exp: 50 | |
| alsd_max_target_len: 2.0 | |
| loss: | |
| loss_name: default | |
| warprnnt_numba_kwargs: | |
| fastemit_lambda: 0.0 | |
| clamp: -1.0 | |
| variational_noise: | |
| start_step: 0 | |
| std: 0.0 | |
| optim: | |
| name: adamw | |
| lr: 0.0025 | |
| betas: | |
| - 0.9 | |
| - 0.98 | |
| weight_decay: 0.001 | |
| sched: | |
| name: CosineAnnealing | |
| warmup_steps: 15000 | |
| warmup_ratio: null | |
| min_lr: 1.0e-06 | |
| labels: | |
| - <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 | |
| target: nemo.collections.asr.models.rnnt_bpe_models.EncDecRNNTBPEModel | |
| nemo_version: 1.19.0rc0 | |