Automatic Speech Recognition
MLX
Safetensors
PyTorch
English
quantized
speech-recognition
cache-aware ASR
streaming-asr
speech
audio
FastConformer
RNNT
Parakeet
ASR
NeMo
Instructions to use animaslabs/nemotron-speech-streaming-en-0.6b-mlx-8bit with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- MLX
How to use animaslabs/nemotron-speech-streaming-en-0.6b-mlx-8bit with MLX:
# Download the model from the Hub pip install huggingface_hub[hf_xet] huggingface-cli download --local-dir nemotron-speech-streaming-en-0.6b-mlx-8bit animaslabs/nemotron-speech-streaming-en-0.6b-mlx-8bit
- Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- LM Studio
| 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: | |
| use_lhotse: true | |
| skip_missing_manifest_entries: true | |
| input_cfg: null | |
| tarred_audio_filepaths: null | |
| manifest_filepath: null | |
| sample_rate: 16000 | |
| shuffle: true | |
| num_workers: 2 | |
| pin_memory: true | |
| max_duration: 40.0 | |
| min_duration: 0.1 | |
| text_field: answer | |
| batch_duration: null | |
| use_bucketing: true | |
| max_tps: null | |
| bucket_duration_bins: null | |
| bucket_batch_size: null | |
| num_buckets: null | |
| bucket_buffer_size: null | |
| shuffle_buffer_size: null | |
| augmentor: null | |
| validation_ds: | |
| use_lhotse: true | |
| manifest_filepath: /data/ASR/en/librispeech/test-other.json | |
| sample_rate: 16000 | |
| batch_size: 32 | |
| shuffle: false | |
| max_duration: 40.0 | |
| min_duration: 0.1 | |
| num_workers: 2 | |
| pin_memory: true | |
| text_field: answer | |
| tarred_audio_filepaths: null | |
| tokenizer: | |
| dir: null | |
| type: bpe | |
| model_path: nemo:e8dc9587bf16427491071501d9080e4e_tokenizer.model | |
| vocab_path: nemo:5f463a58a6f9401796aae466cbf12f7d_vocab.txt | |
| spe_tokenizer_vocab: nemo:26b131bdef564f2cbe451e9219efcbab_tokenizer.vocab | |
| preprocessor: | |
| _target_: nemo.collections.asr.modules.AudioToMelSpectrogramPreprocessor | |
| sample_rate: 16000 | |
| normalize: NA | |
| window_size: 0.025 | |
| window_stride: 0.01 | |
| window: hann | |
| features: 128 | |
| 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: 128 | |
| feat_out: -1 | |
| n_layers: 24 | |
| d_model: 1024 | |
| use_bias: false | |
| subsampling: dw_striding | |
| subsampling_factor: 8 | |
| subsampling_conv_channels: 256 | |
| causal_downsampling: true | |
| reduction: null | |
| reduction_position: null | |
| reduction_factor: 1 | |
| ff_expansion_factor: 4 | |
| self_attention_model: rel_pos | |
| n_heads: 8 | |
| att_context_size: | |
| - - 70 | |
| - 13 | |
| - - 70 | |
| - 6 | |
| - - 70 | |
| - 1 | |
| - - 70 | |
| - 0 | |
| att_context_style: chunked_limited | |
| xscaling: false | |
| untie_biases: true | |
| pos_emb_max_len: 5000 | |
| conv_kernel_size: 9 | |
| conv_norm_type: layer_norm | |
| conv_context_size: causal | |
| 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.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: 4 | |
| jointnet: | |
| joint_hidden: 640 | |
| activation: relu | |
| dropout: 0.2 | |
| encoder_hidden: 1024 | |
| pred_hidden: 640 | |
| num_classes: 1024 | |
| vocabulary: | |
| - <unk> | |
| - ▁t | |
| - ▁th | |
| - ▁a | |
| - in | |
| - ▁the | |
| - re | |
| - ▁w | |
| - ▁o | |
| - ▁s | |
| - er | |
| - at | |
| - ou | |
| - nd | |
| - it | |
| - is | |
| - ▁h | |
| - ▁b | |
| - 'on' | |
| - ▁c | |
| - ing | |
| - en | |
| - ▁to | |
| - ▁m | |
| - ▁f | |
| - ▁p | |
| - or | |
| - an | |
| - es | |
| - ▁of | |
| - ▁d | |
| - ed | |
| - ll | |
| - ▁and | |
| - ▁I | |
| - ▁in | |
| - ▁l | |
| - ar | |
| - ▁y | |
| - ▁g | |
| - as | |
| - ▁you | |
| - om | |
| - ▁n | |
| - ic | |
| - ve | |
| - al | |
| - ion | |
| - us | |
| - ▁be | |
| - ow | |
| - le | |
| - ▁wh | |
| - ▁e | |
| - ot | |
| - ut | |
| - ▁it | |
| - ▁is | |
| - ▁we | |
| - ▁T | |
| - ▁re | |
| - et | |
| - ▁A | |
| - ent | |
| - ▁on | |
| - ▁ha | |
| - ay | |
| - ▁S | |
| - ct | |
| - ▁Th | |
| - ver | |
| - id | |
| - ig | |
| - im | |
| - ro | |
| - ▁for | |
| - ly | |
| - ▁he | |
| - ke | |
| - ld | |
| - se | |
| - st | |
| - ch | |
| - ▁st | |
| - all | |
| - ce | |
| - ur | |
| - ith | |
| - am | |
| - if | |
| - ir | |
| - ▁go | |
| - ▁u | |
| - ▁as | |
| - ▁was | |
| - ad | |
| - ▁W | |
| - ▁k | |
| - ▁an | |
| - ht | |
| - th | |
| - ▁r | |
| - ▁are | |
| - ere | |
| - ▁se | |
| - ▁do | |
| - ▁B | |
| - ▁so | |
| - ▁sh | |
| - ▁not | |
| - ▁li | |
| - od | |
| - ▁C | |
| - ust | |
| - ill | |
| - ight | |
| - ally | |
| - ▁And | |
| - ter | |
| - ▁or | |
| - ▁me | |
| - ▁M | |
| - ome | |
| - op | |
| - ▁at | |
| - il | |
| - ▁The | |
| - ould | |
| - ▁j | |
| - ant | |
| - ▁So | |
| - ▁H | |
| - ol | |
| - ain | |
| - ▁can | |
| - ▁de | |
| - ▁ne | |
| - ore | |
| - ▁con | |
| - ▁kn | |
| - ck | |
| - ul | |
| - ▁fr | |
| - ▁ab | |
| - ers | |
| - ess | |
| - ge | |
| - ▁pro | |
| - pe | |
| - ate | |
| - ▁su | |
| - ▁com | |
| - ▁but | |
| - ▁all | |
| - est | |
| - qu | |
| - ▁ex | |
| - ▁al | |
| - ra | |
| - ▁O | |
| - out | |
| - use | |
| - very | |
| - pp | |
| - ▁Y | |
| - ▁ch | |
| - ri | |
| - ist | |
| - ▁v | |
| - ▁lo | |
| - ment | |
| - art | |
| - ▁P | |
| - nt | |
| - ab | |
| - ▁one | |
| - ▁N | |
| - ive | |
| - ▁wor | |
| - ions | |
| - ort | |
| - ▁L | |
| - ▁by | |
| - ich | |
| - ▁my | |
| - ity | |
| - ok | |
| - ▁G | |
| - res | |
| - ▁up | |
| - un | |
| - um | |
| - ea | |
| - ind | |
| - and | |
| - ink | |
| - el | |
| - ▁D | |
| - em | |
| - ▁E | |
| - os | |
| - oug | |
| - ▁if | |
| - ca | |
| - ▁out | |
| - ▁int | |
| - ie | |
| - ▁F | |
| - ▁It | |
| - ▁his | |
| - ard | |
| - ▁had | |
| - ▁tr | |
| - her | |
| - our | |
| - ies | |
| - ake | |
| - ▁R | |
| - ▁We | |
| - ▁get | |
| - ▁don | |
| - ▁us | |
| - ak | |
| - ▁pl | |
| - ect | |
| - ure | |
| - ame | |
| - ast | |
| - ▁who | |
| - ack | |
| - ▁le | |
| - ▁sa | |
| - iv | |
| - ci | |
| - ide | |
| - ▁tim | |
| - ▁our | |
| - ound | |
| - ous | |
| - ▁co | |
| - ▁pe | |
| - ose | |
| - ud | |
| - ▁see | |
| - ough | |
| - ▁man | |
| - ▁qu | |
| - ▁You | |
| - so | |
| - ople | |
| - ▁Wh | |
| - ong | |
| - ap | |
| - ther | |
| - ▁J | |
| - are | |
| - ine | |
| - ▁say | |
| - ▁im | |
| - ▁But | |
| - ings | |
| - ▁has | |
| - ▁ag | |
| - ff | |
| - ▁her | |
| - itt | |
| - one | |
| - ▁en | |
| - ▁ar | |
| - ▁fe | |
| - ven | |
| - ▁any | |
| - ▁mo | |
| - reat | |
| - ag | |
| - ▁how | |
| - ▁cl | |
| - pt | |
| - ▁now | |
| - own | |
| - ber | |
| - ▁him | |
| - ▁act | |
| - hing | |
| - ice | |
| - ▁no | |
| - ans | |
| - iz | |
| - ▁fa | |
| - per | |
| - pl | |
| - ▁te | |
| - ▁ad | |
| - age | |
| - ree | |
| - ▁tw | |
| - ank | |
| - ▁He | |
| - ple | |
| - ite | |
| - ry | |
| - ▁U | |
| - ish | |
| - ire | |
| - ue | |
| - ▁In | |
| - ▁she | |
| - ble | |
| - cc | |
| - nder | |
| - ▁way | |
| - ▁pr | |
| - ear | |
| - ▁did | |
| - ▁po | |
| - eah | |
| - ▁un | |
| - omet | |
| - ence | |
| - ep | |
| - uch | |
| - ▁sp | |
| - ach | |
| - og | |
| - ance | |
| - able | |
| - iff | |
| - sel | |
| - ▁got | |
| - way | |
| - ▁gr | |
| - alk | |
| - ▁res | |
| - ated | |
| - irst | |
| - ick | |
| - ass | |
| - ▁two | |
| - ▁dis | |
| - ord | |
| - ▁pre | |
| - ount | |
| - ase | |
| - ip | |
| - ult | |
| - ical | |
| - orm | |
| - ary | |
| - ace | |
| - ▁spe | |
| - ▁Ch | |
| - ▁thr | |
| - ▁imp | |
| - int | |
| - ▁am | |
| - ▁off | |
| - act | |
| - ia | |
| - ▁ro | |
| - ress | |
| - ▁per | |
| - ▁fo | |
| - ▁br | |
| - ▁K | |
| - vel | |
| - ▁gu | |
| - ▁bo | |
| - ang | |
| - kay | |
| - ub | |
| - ign | |
| - ▁may | |
| - ving | |
| - ces | |
| - ens | |
| - cl | |
| - ▁lot | |
| - ru | |
| - ade | |
| - ▁bet | |
| - ▁bl | |
| - ▁let | |
| - fore | |
| - co | |
| - ild | |
| - ning | |
| - xt | |
| - ile | |
| - ark | |
| - self | |
| - ▁app | |
| - ory | |
| - du | |
| - ▁day | |
| - ▁St | |
| - ater | |
| - ▁use | |
| - ys | |
| - fter | |
| - ▁new | |
| - ious | |
| - ial | |
| - he | |
| - wn | |
| - ved | |
| - red | |
| - ▁fl | |
| - iss | |
| - ody | |
| - form | |
| - ian | |
| - tain | |
| - ▁bu | |
| - ▁V | |
| - ▁rec | |
| - ty | |
| - be | |
| - ▁sc | |
| - ors | |
| - vers | |
| - ▁put | |
| - ife | |
| - ▁If | |
| - we | |
| - te | |
| - ject | |
| - ath | |
| - ting | |
| - ▁rem | |
| - ▁acc | |
| - ull | |
| - ons | |
| - ▁ind | |
| - ▁ser | |
| - ▁ke | |
| - ates | |
| - ves | |
| - na | |
| - lic | |
| - ▁des | |
| - ▁its | |
| - ful | |
| - ents | |
| - erm | |
| - ac | |
| - ered | |
| - ise | |
| - ▁sy | |
| - urn | |
| - ▁em | |
| - oth | |
| - ual | |
| - ne | |
| - ward | |
| - ib | |
| - ▁try | |
| - ▁pos | |
| - nds | |
| - ft | |
| - get | |
| - ph | |
| - ▁ob | |
| - ady | |
| - igh | |
| - ood | |
| - ▁rel | |
| - ▁wr | |
| - ug | |
| - ears | |
| - ail | |
| - ▁Now | |
| - ▁bit | |
| - ng | |
| - ▁Oh | |
| - ▁hel | |
| - ange | |
| - ▁reg | |
| - ▁rep | |
| - ▁bel | |
| - ▁sm | |
| - ost | |
| - tern | |
| - gr | |
| - ▁own | |
| - ▁end | |
| - pect | |
| - ily | |
| - day | |
| - ied | |
| - ific | |
| - ower | |
| - ▁add | |
| - cess | |
| - ict | |
| - ible | |
| - ▁bas | |
| - ▁i | |
| - ▁op | |
| - cial | |
| - ular | |
| - ▁Be | |
| - ced | |
| - ▁too | |
| - ks | |
| - ew | |
| - mer | |
| - ▁ph | |
| - ob | |
| - == | |
| - ▁la | |
| - ▁set | |
| - ▁min | |
| - ▁sub | |
| - ▁gen | |
| - atch | |
| - .. | |
| - ▁inv | |
| - ▁As | |
| - ▁nat | |
| - ▁sl | |
| - ▁num | |
| - av | |
| - ways | |
| - ▁God | |
| - stem | |
| - ▁ac | |
| - ▁att | |
| - ▁ev | |
| - ▁def | |
| - llow | |
| - ▁str | |
| - lect | |
| - ars | |
| - ▁cr | |
| - ▁Is | |
| - olog | |
| - les | |
| - oy | |
| - ▁ask | |
| - ▁inc | |
| - body | |
| - ▁ent | |
| - ▁pol | |
| - ness | |
| - ix | |
| - ▁why | |
| - onna | |
| - ▁ear | |
| - ▁tak | |
| - ▁Un | |
| - ited | |
| - mun | |
| - li | |
| - ute | |
| - ract | |
| - ▁dec | |
| - uro | |
| - ▁mak | |
| - ▁fin | |
| - ween | |
| - ▁No | |
| - arch | |
| - ▁bec | |
| - gan | |
| - old | |
| - cy | |
| - ▁big | |
| - ▁For | |
| - ren | |
| - als | |
| - und | |
| - ▁Al | |
| - ▁All | |
| - ss | |
| - ows | |
| - ▁mod | |
| - ock | |
| - ▁id | |
| - ism | |
| - cus | |
| - ▁gl | |
| - ably | |
| - ▁ass | |
| - ▁car | |
| - ata | |
| - ppen | |
| - led | |
| - ▁sim | |
| - ▁mon | |
| - ics | |
| - ▁giv | |
| - cept | |
| - ▁Mr | |
| - pan | |
| - ▁pub | |
| - ▁eff | |
| - ▁How | |
| - ps | |
| - vern | |
| - end | |
| - hip | |
| - iew | |
| - ope | |
| - ▁An | |
| - ▁She | |
| - ▁Com | |
| - ee | |
| - ures | |
| - ell | |
| - ouse | |
| - cond | |
| - king | |
| - oc | |
| - ues | |
| - ever | |
| - ▁To | |
| - clud | |
| - ▁ins | |
| - ▁exp | |
| - ▁old | |
| - ▁mem | |
| - ▁ref | |
| - ▁tra | |
| - ▁far | |
| - ave | |
| - rat | |
| - ▁sur | |
| - ruct | |
| - rib | |
| - duct | |
| - uff | |
| - ▁met | |
| - ▁sch | |
| - ince | |
| - ▁run | |
| - ense | |
| - ▁cle | |
| - ▁== | |
| - mon | |
| - ize | |
| - ▁ord | |
| - blem | |
| - tin | |
| - ▁Let | |
| - ner | |
| - ond | |
| - its | |
| - ▁cor | |
| - land | |
| - ▁cur | |
| - ▁Re | |
| - ▁bus | |
| - ▁uh | |
| - air | |
| - ote | |
| - ants | |
| - ason | |
| - ric | |
| - ▁el | |
| - ▁cer | |
| - nce | |
| - ▁fam | |
| - ▁cap | |
| - uck | |
| - ool | |
| - ried | |
| - ▁cou | |
| - ▁fun | |
| - ▁wom | |
| - ▁hum | |
| - ▁ty | |
| - ▁ap | |
| - ike | |
| - ▁few | |
| - oney | |
| - ▁inf | |
| - ont | |
| - ese | |
| - ook | |
| - gy | |
| - uth | |
| - ulat | |
| - ieve | |
| - ized | |
| - ross | |
| - ▁ple | |
| - ▁um | |
| - ▁val | |
| - ▁equ | |
| - ▁lea | |
| - ▁lar | |
| - ah | |
| - eral | |
| - ▁ed | |
| - ared | |
| - lish | |
| - arn | |
| - ds | |
| - esn | |
| - ▁iss | |
| - ▁ca | |
| - ted | |
| - ices | |
| - ▁wee | |
| - ash | |
| - ▁top | |
| - ten | |
| - up | |
| - ts | |
| - gin | |
| - con | |
| - ari | |
| - ▁opp | |
| - osed | |
| - ▁eas | |
| - ▁ext | |
| - gg | |
| - az | |
| - ▁Fr | |
| - ideo | |
| - izat | |
| - ▁men | |
| - ▁mom | |
| - ▁ret | |
| - tty | |
| - rist | |
| - ▁gra | |
| - alth | |
| - ef | |
| - ▁det | |
| - ax | |
| - ▁mat | |
| - chn | |
| - ern | |
| - peri | |
| - ▁bre | |
| - ▁Sh | |
| - sw | |
| - erat | |
| - ▁sit | |
| - ters | |
| - ale | |
| - man | |
| - ▁sol | |
| - ork | |
| - ▁adv | |
| - ety | |
| - ▁vis | |
| - ▁med | |
| - uc | |
| - less | |
| - ▁unt | |
| - gram | |
| - ets | |
| - ists | |
| - ▁ey | |
| - ▁col | |
| - imes | |
| - ▁law | |
| - ▁pri | |
| - sid | |
| - ▁On | |
| - ▁mot | |
| - ield | |
| - ▁Do | |
| - ▁At | |
| - ages | |
| - amp | |
| - ▁art | |
| - miss | |
| - ▁sk | |
| - alf | |
| - pr | |
| - ier | |
| - ▁beh | |
| - ▁Yes | |
| - ural | |
| - ime | |
| - ▁wa | |
| - oks | |
| - bers | |
| - ger | |
| - ient | |
| - ries | |
| - '...' | |
| - ▁che | |
| - ▁Br | |
| - ird | |
| - ▁Ar | |
| - ▁war | |
| - inat | |
| - ▁My | |
| - ital | |
| - wh | |
| - med | |
| - ▁pur | |
| - ully | |
| - ▁One | |
| - ▁rat | |
| - ines | |
| - ▁Of | |
| - io | |
| - ▁loc | |
| - ret | |
| - ctor | |
| - ▁leg | |
| - stit | |
| - ined | |
| - ught | |
| - ▁dur | |
| - ▁es | |
| - vent | |
| - aj | |
| - ▁bro | |
| - ▁saw | |
| - ▁sec | |
| - ream | |
| - ▁pop | |
| - reen | |
| - ▁Ind | |
| - els | |
| - ▁yet | |
| - ired | |
| - ▁sw | |
| - tro | |
| - oup | |
| - most | |
| - pean | |
| - eds | |
| - ush | |
| - oh | |
| - ▁Se | |
| - ▁tea | |
| - ann | |
| - ilit | |
| - err | |
| - pend | |
| - ton | |
| - ased | |
| - ▁aff | |
| - ▁mor | |
| - ▁dra | |
| - put | |
| - ▁dr | |
| - ins | |
| - uat | |
| - nect | |
| - cri | |
| - outh | |
| - ▁ra | |
| - ▁pay | |
| - ms | |
| - ▁av | |
| - bs | |
| - ling | |
| - ▁De | |
| - ▁Or | |
| - ove | |
| - ▁Can | |
| - ▁eng | |
| - ames | |
| - ided | |
| - ▁Go | |
| - mitt | |
| - ode | |
| - ▁cre | |
| - par | |
| - ides | |
| - pos | |
| - ▁fav | |
| - ▁air | |
| - ▁New | |
| - ▁bad | |
| - ▁six | |
| - vat | |
| - ▁pat | |
| - not | |
| - ▁di | |
| - rop | |
| - ral | |
| - orn | |
| - ▁par | |
| - cing | |
| - ▁aw | |
| - orts | |
| - ox | |
| - ▁yes | |
| - cuss | |
| - eng | |
| - ives | |
| - erms | |
| - ▁job | |
| - mand | |
| - ying | |
| - ▁occ | |
| - aps | |
| - ases | |
| - ▁Not | |
| - rent | |
| - ency | |
| - att | |
| - ised | |
| - vice | |
| - ▁Eng | |
| - ▁est | |
| - oked | |
| - ▁Q | |
| - iron | |
| - idd | |
| - me | |
| - unch | |
| - ane | |
| - ▁z | |
| - br | |
| - arts | |
| - ▁fat | |
| - ery | |
| - anks | |
| - ▁jo | |
| - ▁mar | |
| - aw | |
| - ott | |
| - ards | |
| - ▁oh | |
| - ians | |
| - ▁sci | |
| - row | |
| - unt | |
| - ury | |
| - ▁abs | |
| - ergy | |
| - ▁Z | |
| - ump | |
| - ▁Am | |
| - ened | |
| - angu | |
| - ▁Pro | |
| - icat | |
| - itch | |
| - ▁dri | |
| - iat | |
| - ▁ | |
| - e | |
| - t | |
| - o | |
| - a | |
| - 'n' | |
| - i | |
| - s | |
| - r | |
| - h | |
| - l | |
| - d | |
| - u | |
| - c | |
| - m | |
| - 'y' | |
| - g | |
| - w | |
| - f | |
| - p | |
| - ',' | |
| - . | |
| - b | |
| - v | |
| - k | |
| - '''' | |
| - I | |
| - T | |
| - A | |
| - S | |
| - x | |
| - W | |
| - j | |
| - C | |
| - B | |
| - M | |
| - '?' | |
| - H | |
| - O | |
| - '0' | |
| - P | |
| - q | |
| - 'Y' | |
| - 'N' | |
| - L | |
| - D | |
| - '1' | |
| - E | |
| - G | |
| - z | |
| - F | |
| - R | |
| - '-' | |
| - '2' | |
| - J | |
| - U | |
| - '9' | |
| - K | |
| - '5' | |
| - '3' | |
| - V | |
| - '=' | |
| - '4' | |
| - '8' | |
| - '6' | |
| - '7' | |
| - '!' | |
| - '%' | |
| - ':' | |
| - Q | |
| - Z | |
| - $ | |
| - X | |
| - '"' | |
| - '&' | |
| - '*' | |
| - / | |
| - £ | |
| - + | |
| - € | |
| - _ | |
| - ^ | |
| - ¥ | |
| 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 | |
| aux_ctc: | |
| ctc_loss_weight: 0.3 | |
| use_cer: false | |
| ctc_reduction: mean_batch | |
| decoder: | |
| _target_: nemo.collections.asr.modules.ConvASRDecoder | |
| feat_in: null | |
| num_classes: -1 | |
| vocabulary: [] | |
| decoding: | |
| strategy: greedy | |
| interctc: | |
| loss_weights: [] | |
| apply_at_layers: [] | |
| loss: | |
| loss_name: default | |
| warprnnt_numba_kwargs: | |
| fastemit_lambda: 0.005 | |
| clamp: -1.0 | |
| optim: | |
| name: adamw | |
| lr: 3.0 | |
| betas: | |
| - 0.9 | |
| - 0.98 | |
| weight_decay: 0.001 | |
| sched: | |
| name: NoamAnnealing | |
| d_model: 1024 | |
| warmup_steps: 8000 | |
| warmup_ratio: null | |
| min_lr: 1.0e-06 | |
| labels: | |
| - <unk> | |
| - ▁t | |
| - ▁th | |
| - ▁a | |
| - in | |
| - ▁the | |
| - re | |
| - ▁w | |
| - ▁o | |
| - ▁s | |
| - er | |
| - at | |
| - ou | |
| - nd | |
| - it | |
| - is | |
| - ▁h | |
| - ▁b | |
| - 'on' | |
| - ▁c | |
| - ing | |
| - en | |
| - ▁to | |
| - ▁m | |
| - ▁f | |
| - ▁p | |
| - or | |
| - an | |
| - es | |
| - ▁of | |
| - ▁d | |
| - ed | |
| - ll | |
| - ▁and | |
| - ▁I | |
| - ▁in | |
| - ▁l | |
| - ar | |
| - ▁y | |
| - ▁g | |
| - as | |
| - ▁you | |
| - om | |
| - ▁n | |
| - ic | |
| - ve | |
| - al | |
| - ion | |
| - us | |
| - ▁be | |
| - ow | |
| - le | |
| - ▁wh | |
| - ▁e | |
| - ot | |
| - ut | |
| - ▁it | |
| - ▁is | |
| - ▁we | |
| - ▁T | |
| - ▁re | |
| - et | |
| - ▁A | |
| - ent | |
| - ▁on | |
| - ▁ha | |
| - ay | |
| - ▁S | |
| - ct | |
| - ▁Th | |
| - ver | |
| - id | |
| - ig | |
| - im | |
| - ro | |
| - ▁for | |
| - ly | |
| - ▁he | |
| - ke | |
| - ld | |
| - se | |
| - st | |
| - ch | |
| - ▁st | |
| - all | |
| - ce | |
| - ur | |
| - ith | |
| - am | |
| - if | |
| - ir | |
| - ▁go | |
| - ▁u | |
| - ▁as | |
| - ▁was | |
| - ad | |
| - ▁W | |
| - ▁k | |
| - ▁an | |
| - ht | |
| - th | |
| - ▁r | |
| - ▁are | |
| - ere | |
| - ▁se | |
| - ▁do | |
| - ▁B | |
| - ▁so | |
| - ▁sh | |
| - ▁not | |
| - ▁li | |
| - od | |
| - ▁C | |
| - ust | |
| - ill | |
| - ight | |
| - ally | |
| - ▁And | |
| - ter | |
| - ▁or | |
| - ▁me | |
| - ▁M | |
| - ome | |
| - op | |
| - ▁at | |
| - il | |
| - ▁The | |
| - ould | |
| - ▁j | |
| - ant | |
| - ▁So | |
| - ▁H | |
| - ol | |
| - ain | |
| - ▁can | |
| - ▁de | |
| - ▁ne | |
| - ore | |
| - ▁con | |
| - ▁kn | |
| - ck | |
| - ul | |
| - ▁fr | |
| - ▁ab | |
| - ers | |
| - ess | |
| - ge | |
| - ▁pro | |
| - pe | |
| - ate | |
| - ▁su | |
| - ▁com | |
| - ▁but | |
| - ▁all | |
| - est | |
| - qu | |
| - ▁ex | |
| - ▁al | |
| - ra | |
| - ▁O | |
| - out | |
| - use | |
| - very | |
| - pp | |
| - ▁Y | |
| - ▁ch | |
| - ri | |
| - ist | |
| - ▁v | |
| - ▁lo | |
| - ment | |
| - art | |
| - ▁P | |
| - nt | |
| - ab | |
| - ▁one | |
| - ▁N | |
| - ive | |
| - ▁wor | |
| - ions | |
| - ort | |
| - ▁L | |
| - ▁by | |
| - ich | |
| - ▁my | |
| - ity | |
| - ok | |
| - ▁G | |
| - res | |
| - ▁up | |
| - un | |
| - um | |
| - ea | |
| - ind | |
| - and | |
| - ink | |
| - el | |
| - ▁D | |
| - em | |
| - ▁E | |
| - os | |
| - oug | |
| - ▁if | |
| - ca | |
| - ▁out | |
| - ▁int | |
| - ie | |
| - ▁F | |
| - ▁It | |
| - ▁his | |
| - ard | |
| - ▁had | |
| - ▁tr | |
| - her | |
| - our | |
| - ies | |
| - ake | |
| - ▁R | |
| - ▁We | |
| - ▁get | |
| - ▁don | |
| - ▁us | |
| - ak | |
| - ▁pl | |
| - ect | |
| - ure | |
| - ame | |
| - ast | |
| - ▁who | |
| - ack | |
| - ▁le | |
| - ▁sa | |
| - iv | |
| - ci | |
| - ide | |
| - ▁tim | |
| - ▁our | |
| - ound | |
| - ous | |
| - ▁co | |
| - ▁pe | |
| - ose | |
| - ud | |
| - ▁see | |
| - ough | |
| - ▁man | |
| - ▁qu | |
| - ▁You | |
| - so | |
| - ople | |
| - ▁Wh | |
| - ong | |
| - ap | |
| - ther | |
| - ▁J | |
| - are | |
| - ine | |
| - ▁say | |
| - ▁im | |
| - ▁But | |
| - ings | |
| - ▁has | |
| - ▁ag | |
| - ff | |
| - ▁her | |
| - itt | |
| - one | |
| - ▁en | |
| - ▁ar | |
| - ▁fe | |
| - ven | |
| - ▁any | |
| - ▁mo | |
| - reat | |
| - ag | |
| - ▁how | |
| - ▁cl | |
| - pt | |
| - ▁now | |
| - own | |
| - ber | |
| - ▁him | |
| - ▁act | |
| - hing | |
| - ice | |
| - ▁no | |
| - ans | |
| - iz | |
| - ▁fa | |
| - per | |
| - pl | |
| - ▁te | |
| - ▁ad | |
| - age | |
| - ree | |
| - ▁tw | |
| - ank | |
| - ▁He | |
| - ple | |
| - ite | |
| - ry | |
| - ▁U | |
| - ish | |
| - ire | |
| - ue | |
| - ▁In | |
| - ▁she | |
| - ble | |
| - cc | |
| - nder | |
| - ▁way | |
| - ▁pr | |
| - ear | |
| - ▁did | |
| - ▁po | |
| - eah | |
| - ▁un | |
| - omet | |
| - ence | |
| - ep | |
| - uch | |
| - ▁sp | |
| - ach | |
| - og | |
| - ance | |
| - able | |
| - iff | |
| - sel | |
| - ▁got | |
| - way | |
| - ▁gr | |
| - alk | |
| - ▁res | |
| - ated | |
| - irst | |
| - ick | |
| - ass | |
| - ▁two | |
| - ▁dis | |
| - ord | |
| - ▁pre | |
| - ount | |
| - ase | |
| - ip | |
| - ult | |
| - ical | |
| - orm | |
| - ary | |
| - ace | |
| - ▁spe | |
| - ▁Ch | |
| - ▁thr | |
| - ▁imp | |
| - int | |
| - ▁am | |
| - ▁off | |
| - act | |
| - ia | |
| - ▁ro | |
| - ress | |
| - ▁per | |
| - ▁fo | |
| - ▁br | |
| - ▁K | |
| - vel | |
| - ▁gu | |
| - ▁bo | |
| - ang | |
| - kay | |
| - ub | |
| - ign | |
| - ▁may | |
| - ving | |
| - ces | |
| - ens | |
| - cl | |
| - ▁lot | |
| - ru | |
| - ade | |
| - ▁bet | |
| - ▁bl | |
| - ▁let | |
| - fore | |
| - co | |
| - ild | |
| - ning | |
| - xt | |
| - ile | |
| - ark | |
| - self | |
| - ▁app | |
| - ory | |
| - du | |
| - ▁day | |
| - ▁St | |
| - ater | |
| - ▁use | |
| - ys | |
| - fter | |
| - ▁new | |
| - ious | |
| - ial | |
| - he | |
| - wn | |
| - ved | |
| - red | |
| - ▁fl | |
| - iss | |
| - ody | |
| - form | |
| - ian | |
| - tain | |
| - ▁bu | |
| - ▁V | |
| - ▁rec | |
| - ty | |
| - be | |
| - ▁sc | |
| - ors | |
| - vers | |
| - ▁put | |
| - ife | |
| - ▁If | |
| - we | |
| - te | |
| - ject | |
| - ath | |
| - ting | |
| - ▁rem | |
| - ▁acc | |
| - ull | |
| - ons | |
| - ▁ind | |
| - ▁ser | |
| - ▁ke | |
| - ates | |
| - ves | |
| - na | |
| - lic | |
| - ▁des | |
| - ▁its | |
| - ful | |
| - ents | |
| - erm | |
| - ac | |
| - ered | |
| - ise | |
| - ▁sy | |
| - urn | |
| - ▁em | |
| - oth | |
| - ual | |
| - ne | |
| - ward | |
| - ib | |
| - ▁try | |
| - ▁pos | |
| - nds | |
| - ft | |
| - get | |
| - ph | |
| - ▁ob | |
| - ady | |
| - igh | |
| - ood | |
| - ▁rel | |
| - ▁wr | |
| - ug | |
| - ears | |
| - ail | |
| - ▁Now | |
| - ▁bit | |
| - ng | |
| - ▁Oh | |
| - ▁hel | |
| - ange | |
| - ▁reg | |
| - ▁rep | |
| - ▁bel | |
| - ▁sm | |
| - ost | |
| - tern | |
| - gr | |
| - ▁own | |
| - ▁end | |
| - pect | |
| - ily | |
| - day | |
| - ied | |
| - ific | |
| - ower | |
| - ▁add | |
| - cess | |
| - ict | |
| - ible | |
| - ▁bas | |
| - ▁i | |
| - ▁op | |
| - cial | |
| - ular | |
| - ▁Be | |
| - ced | |
| - ▁too | |
| - ks | |
| - ew | |
| - mer | |
| - ▁ph | |
| - ob | |
| - == | |
| - ▁la | |
| - ▁set | |
| - ▁min | |
| - ▁sub | |
| - ▁gen | |
| - atch | |
| - .. | |
| - ▁inv | |
| - ▁As | |
| - ▁nat | |
| - ▁sl | |
| - ▁num | |
| - av | |
| - ways | |
| - ▁God | |
| - stem | |
| - ▁ac | |
| - ▁att | |
| - ▁ev | |
| - ▁def | |
| - llow | |
| - ▁str | |
| - lect | |
| - ars | |
| - ▁cr | |
| - ▁Is | |
| - olog | |
| - les | |
| - oy | |
| - ▁ask | |
| - ▁inc | |
| - body | |
| - ▁ent | |
| - ▁pol | |
| - ness | |
| - ix | |
| - ▁why | |
| - onna | |
| - ▁ear | |
| - ▁tak | |
| - ▁Un | |
| - ited | |
| - mun | |
| - li | |
| - ute | |
| - ract | |
| - ▁dec | |
| - uro | |
| - ▁mak | |
| - ▁fin | |
| - ween | |
| - ▁No | |
| - arch | |
| - ▁bec | |
| - gan | |
| - old | |
| - cy | |
| - ▁big | |
| - ▁For | |
| - ren | |
| - als | |
| - und | |
| - ▁Al | |
| - ▁All | |
| - ss | |
| - ows | |
| - ▁mod | |
| - ock | |
| - ▁id | |
| - ism | |
| - cus | |
| - ▁gl | |
| - ably | |
| - ▁ass | |
| - ▁car | |
| - ata | |
| - ppen | |
| - led | |
| - ▁sim | |
| - ▁mon | |
| - ics | |
| - ▁giv | |
| - cept | |
| - ▁Mr | |
| - pan | |
| - ▁pub | |
| - ▁eff | |
| - ▁How | |
| - ps | |
| - vern | |
| - end | |
| - hip | |
| - iew | |
| - ope | |
| - ▁An | |
| - ▁She | |
| - ▁Com | |
| - ee | |
| - ures | |
| - ell | |
| - ouse | |
| - cond | |
| - king | |
| - oc | |
| - ues | |
| - ever | |
| - ▁To | |
| - clud | |
| - ▁ins | |
| - ▁exp | |
| - ▁old | |
| - ▁mem | |
| - ▁ref | |
| - ▁tra | |
| - ▁far | |
| - ave | |
| - rat | |
| - ▁sur | |
| - ruct | |
| - rib | |
| - duct | |
| - uff | |
| - ▁met | |
| - ▁sch | |
| - ince | |
| - ▁run | |
| - ense | |
| - ▁cle | |
| - ▁== | |
| - mon | |
| - ize | |
| - ▁ord | |
| - blem | |
| - tin | |
| - ▁Let | |
| - ner | |
| - ond | |
| - its | |
| - ▁cor | |
| - land | |
| - ▁cur | |
| - ▁Re | |
| - ▁bus | |
| - ▁uh | |
| - air | |
| - ote | |
| - ants | |
| - ason | |
| - ric | |
| - ▁el | |
| - ▁cer | |
| - nce | |
| - ▁fam | |
| - ▁cap | |
| - uck | |
| - ool | |
| - ried | |
| - ▁cou | |
| - ▁fun | |
| - ▁wom | |
| - ▁hum | |
| - ▁ty | |
| - ▁ap | |
| - ike | |
| - ▁few | |
| - oney | |
| - ▁inf | |
| - ont | |
| - ese | |
| - ook | |
| - gy | |
| - uth | |
| - ulat | |
| - ieve | |
| - ized | |
| - ross | |
| - ▁ple | |
| - ▁um | |
| - ▁val | |
| - ▁equ | |
| - ▁lea | |
| - ▁lar | |
| - ah | |
| - eral | |
| - ▁ed | |
| - ared | |
| - lish | |
| - arn | |
| - ds | |
| - esn | |
| - ▁iss | |
| - ▁ca | |
| - ted | |
| - ices | |
| - ▁wee | |
| - ash | |
| - ▁top | |
| - ten | |
| - up | |
| - ts | |
| - gin | |
| - con | |
| - ari | |
| - ▁opp | |
| - osed | |
| - ▁eas | |
| - ▁ext | |
| - gg | |
| - az | |
| - ▁Fr | |
| - ideo | |
| - izat | |
| - ▁men | |
| - ▁mom | |
| - ▁ret | |
| - tty | |
| - rist | |
| - ▁gra | |
| - alth | |
| - ef | |
| - ▁det | |
| - ax | |
| - ▁mat | |
| - chn | |
| - ern | |
| - peri | |
| - ▁bre | |
| - ▁Sh | |
| - sw | |
| - erat | |
| - ▁sit | |
| - ters | |
| - ale | |
| - man | |
| - ▁sol | |
| - ork | |
| - ▁adv | |
| - ety | |
| - ▁vis | |
| - ▁med | |
| - uc | |
| - less | |
| - ▁unt | |
| - gram | |
| - ets | |
| - ists | |
| - ▁ey | |
| - ▁col | |
| - imes | |
| - ▁law | |
| - ▁pri | |
| - sid | |
| - ▁On | |
| - ▁mot | |
| - ield | |
| - ▁Do | |
| - ▁At | |
| - ages | |
| - amp | |
| - ▁art | |
| - miss | |
| - ▁sk | |
| - alf | |
| - pr | |
| - ier | |
| - ▁beh | |
| - ▁Yes | |
| - ural | |
| - ime | |
| - ▁wa | |
| - oks | |
| - bers | |
| - ger | |
| - ient | |
| - ries | |
| - '...' | |
| - ▁che | |
| - ▁Br | |
| - ird | |
| - ▁Ar | |
| - ▁war | |
| - inat | |
| - ▁My | |
| - ital | |
| - wh | |
| - med | |
| - ▁pur | |
| - ully | |
| - ▁One | |
| - ▁rat | |
| - ines | |
| - ▁Of | |
| - io | |
| - ▁loc | |
| - ret | |
| - ctor | |
| - ▁leg | |
| - stit | |
| - ined | |
| - ught | |
| - ▁dur | |
| - ▁es | |
| - vent | |
| - aj | |
| - ▁bro | |
| - ▁saw | |
| - ▁sec | |
| - ream | |
| - ▁pop | |
| - reen | |
| - ▁Ind | |
| - els | |
| - ▁yet | |
| - ired | |
| - ▁sw | |
| - tro | |
| - oup | |
| - most | |
| - pean | |
| - eds | |
| - ush | |
| - oh | |
| - ▁Se | |
| - ▁tea | |
| - ann | |
| - ilit | |
| - err | |
| - pend | |
| - ton | |
| - ased | |
| - ▁aff | |
| - ▁mor | |
| - ▁dra | |
| - put | |
| - ▁dr | |
| - ins | |
| - uat | |
| - nect | |
| - cri | |
| - outh | |
| - ▁ra | |
| - ▁pay | |
| - ms | |
| - ▁av | |
| - bs | |
| - ling | |
| - ▁De | |
| - ▁Or | |
| - ove | |
| - ▁Can | |
| - ▁eng | |
| - ames | |
| - ided | |
| - ▁Go | |
| - mitt | |
| - ode | |
| - ▁cre | |
| - par | |
| - ides | |
| - pos | |
| - ▁fav | |
| - ▁air | |
| - ▁New | |
| - ▁bad | |
| - ▁six | |
| - vat | |
| - ▁pat | |
| - not | |
| - ▁di | |
| - rop | |
| - ral | |
| - orn | |
| - ▁par | |
| - cing | |
| - ▁aw | |
| - orts | |
| - ox | |
| - ▁yes | |
| - cuss | |
| - eng | |
| - ives | |
| - erms | |
| - ▁job | |
| - mand | |
| - ying | |
| - ▁occ | |
| - aps | |
| - ases | |
| - ▁Not | |
| - rent | |
| - ency | |
| - att | |
| - ised | |
| - vice | |
| - ▁Eng | |
| - ▁est | |
| - oked | |
| - ▁Q | |
| - iron | |
| - idd | |
| - me | |
| - unch | |
| - ane | |
| - ▁z | |
| - br | |
| - arts | |
| - ▁fat | |
| - ery | |
| - anks | |
| - ▁jo | |
| - ▁mar | |
| - aw | |
| - ott | |
| - ards | |
| - ▁oh | |
| - ians | |
| - ▁sci | |
| - row | |
| - unt | |
| - ury | |
| - ▁abs | |
| - ergy | |
| - ▁Z | |
| - ump | |
| - ▁Am | |
| - ened | |
| - angu | |
| - ▁Pro | |
| - icat | |
| - itch | |
| - ▁dri | |
| - iat | |
| - ▁ | |
| - e | |
| - t | |
| - o | |
| - a | |
| - 'n' | |
| - i | |
| - s | |
| - r | |
| - h | |
| - l | |
| - d | |
| - u | |
| - c | |
| - m | |
| - 'y' | |
| - g | |
| - w | |
| - f | |
| - p | |
| - ',' | |
| - . | |
| - b | |
| - v | |
| - k | |
| - '''' | |
| - I | |
| - T | |
| - A | |
| - S | |
| - x | |
| - W | |
| - j | |
| - C | |
| - B | |
| - M | |
| - '?' | |
| - H | |
| - O | |
| - '0' | |
| - P | |
| - q | |
| - 'Y' | |
| - 'N' | |
| - L | |
| - D | |
| - '1' | |
| - E | |
| - G | |
| - z | |
| - F | |
| - R | |
| - '-' | |
| - '2' | |
| - J | |
| - U | |
| - '9' | |
| - K | |
| - '5' | |
| - '3' | |
| - V | |
| - '=' | |
| - '4' | |
| - '8' | |
| - '6' | |
| - '7' | |
| - '!' | |
| - '%' | |
| - ':' | |
| - Q | |
| - Z | |
| - $ | |
| - X | |
| - '"' | |
| - '&' | |
| - '*' | |
| - / | |
| - £ | |
| - + | |
| - € | |
| - _ | |
| - ^ | |
| - ¥ | |
| target: nemo.collections.asr.models.rnnt_bpe_models.EncDecRNNTBPEModel | |
| nemo_version: 2.4.0rc0 | |