ESPnet2 pretrained model, Shinji Watanabe/spgispeech_asr_train_asr_conformer6_n_fft512_hop_length256_raw_en_bpe10000_valid.acc.ave, fs=16k, lang=en
Creators: name: Watanabe, Shinji
Publisher: name: Zenodo
Year: 2021
Subjects: ESPnet
deep-learning
python
pytorch
speech-recognition
speech-synthesis
speech-translation
machine-translation

description: This model was trained by Shinji Watanabe using spgispeech recipe in espnet. <strong>Python API</strong> <pre><code class="language-python">See https://github.com/espnet/espnet_model_zoo</code></pre> <strong>Evaluate in the recipe</strong> <pre><code class="language-bash">git clone https://github.com/espnet/espnet cd espnet git checkout ddd205f05e4a323a0aeb5cae81604a7bb5abfa45 pip install -e . cd egs2/spgispeech/asr1 ./run.sh --skip_data_prep false --skip_train true --download_model Shinji Watanabe/spgispeech_asr_train_asr_conformer6_n_fft512_hop_length256_raw_en_bpe10000_valid.acc.ave</code> </pre> <strong>Results</strong> <pre><code> # RESULTS ## Environments - date: `Sat Feb 27 10:10:35 EST 2021` - python version: `3.8.5 (default, Sep 4 2020, 07:30:14) [GCC 7.3.0]` - espnet version: `espnet 0.9.7` - pytorch version: `pytorch 1.7.1` - Git hash: `3572c4ecd74a9b1c77c639fce40e9318d254c5a6` - Commit date: `Thu Feb 25 18:52:24 2021 -0500` ## asr_train_asr_conformer6_n_fft512_hop_length256_raw_en_bpe10000 ### WER |dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err| |---|---|---|---|---|---|---|---|---| |decode_asr_lm_lm_train_lm_en_bpe10000_valid.loss.ave_asr_model_valid.acc.ave/dev_4k|4000|95401|97.7|1.6|0.7|0.6|2.9|38.7| |decode_asr_lm_lm_train_lm_en_bpe10000_valid.loss.ave_asr_model_valid.acc.ave/val|39341|946469|97.6|1.7|0.8|0.6|3.0|39.2| ### CER |dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err| |---|---|---|---|---|---|---|---|---| |decode_asr_lm_lm_train_lm_en_bpe10000_valid.loss.ave_asr_model_valid.acc.ave/dev_4k|4000|543236|99.0|0.2|0.8|0.4|1.4|38.7| |decode_asr_lm_lm_train_lm_en_bpe10000_valid.loss.ave_asr_model_valid.acc.ave/val|39341|5393048|99.0|0.2|0.8|0.4|1.4|39.2| ### TER |dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err| |---|---|---|---|---|---|---|---|---| |decode_asr_lm_lm_train_lm_en_bpe10000_valid.loss.ave_asr_model_valid.acc.ave/dev_4k|4000|98503|97.4|1.6|1.0|0.5|3.1|38.7| |decode_asr_lm_lm_train_lm_en_bpe10000_valid.loss.ave_asr_model_valid.acc.ave/val|39341|979382|97.2|1.7|1.1|0.5|3.3|39.2|</code></pre> <strong>ASR config</strong> <pre><code>config: conf/tuning/train_asr_conformer6_n_fft512_hop_length256.yaml print_config: false log_level: INFO dry_run: false iterator_type: sequence output_dir: exp/asr_train_asr_conformer6_n_fft512_hop_length256_raw_en_bpe10000 ngpu: 1 seed: 0 num_workers: 1 num_att_plot: 3 dist_backend: nccl dist_init_method: env:// dist_world_size: 4 dist_rank: 0 local_rank: 0 dist_master_addr: localhost dist_master_port: 42966 dist_launcher: null multiprocessing_distributed: true unused_parameters: false sharded_ddp: false cudnn_enabled: true cudnn_benchmark: false cudnn_deterministic: true collect_stats: false write_collected_feats: false max_epoch: 35 patience: null val_scheduler_criterion: - valid - loss early_stopping_criterion: - valid - loss - min best_model_criterion: - - valid - acc - max keep_nbest_models: 10 grad_clip: 5.0 grad_clip_type: 2.0 grad_noise: false accum_grad: 4 no_forward_run: false resume: true train_dtype: float32 use_amp: false log_interval: null use_tensorboard: true use_wandb: false wandb_project: null wandb_id: null pretrain_path: null init_param: [] freeze_param: [] num_iters_per_epoch: null batch_size: 20 valid_batch_size: null batch_bins: 35000000 valid_batch_bins: null train_shape_file: - exp/asr_stats_raw_en_bpe10000/train/speech_shape - exp/asr_stats_raw_en_bpe10000/train/text_shape.bpe valid_shape_file: - exp/asr_stats_raw_en_bpe10000/valid/speech_shape - exp/asr_stats_raw_en_bpe10000/valid/text_shape.bpe batch_type: numel valid_batch_type: null fold_length: - 80000 - 150 sort_in_batch: descending sort_batch: descending multiple_iterator: false chunk_length: 500 chunk_shift_ratio: 0.5 num_cache_chunks: 1024 train_data_path_and_name_and_type: - - dump/raw/train_nodev/wav.scp - speech - sound - - dump/raw/train_nodev/text - text - text valid_data_path_and_name_and_type: - - dump/raw/dev_4k/wav.scp - speech - sound - - dump/raw/dev_4k/text - text - text allow_variable_data_keys: false max_cache_size: 0.0 max_cache_fd: 32 valid_max_cache_size: null optim: adam optim_conf: lr: 0.0015 scheduler: warmuplr scheduler_conf: warmup_steps: 25000 token_list: - - - ▁the - ▁to - ▁and - ▁of - ▁we - ▁in - ▁that - ▁our - ▁a - ▁is - ▁on - ▁for - ▁as - ▁are - ▁have - ▁you - ▁this - ▁with - ▁i - s - ▁be - ▁so - ▁it - ▁will - ▁were - ▁at - ▁quarter - ▁but - ▁year - ▁more - ▁from - ▁business - ▁think - ▁what - ▁not - ▁some - ▁us - ▁by - ▁or - ▁about - ▁well - ▁new - ▁growth - ▁can - ▁which - ▁its - ▁do - ▁was - ▁very - ▁an - ▁there - ▁these - ▁also - ▁market - ▁continue - ▁all - ▁going - ▁see - ▁would - ▁now - ▁just - ▁been - ▁has - ▁weve - ▁those - ▁over - ▁they - ▁if - ▁first - ▁time - ▁customers - ▁where - ▁into - ▁how - ▁like - ▁results - ▁out - ▁other - ▁really - ▁last - ▁their - ▁up - ▁expect - ▁one - ▁than - ▁your - ▁because - ▁look - ▁through - ▁when - ing - ▁any - ▁thats - ▁get - ▁call - ▁strong - ▁then - ▁sales - ▁good - ▁had - ▁second - ▁believe - ▁revenue - ▁company - ▁years - ▁performance - ▁product - ▁make - ▁lot - ▁much - ▁financial - ▁capital - ▁could - ▁both - ▁cost - ▁them - ▁terms - ▁future - ▁right - ▁dont - d - ▁impact - ▁forward - ▁next - ▁little - ed - ▁products - ▁want - ▁bit - ▁value - ▁customer - ▁work - ▁increase - ▁back - ▁number - ▁may - ▁take - ▁markets - ▁while - ▁higher - ▁end - ▁opportunities - ▁able - ▁half - ▁kind - ▁way - ▁during - ▁operating - ▁significant - ▁better - ▁most - ▁things - ▁cash - ▁know - ▁go - ▁still - ▁focus - ▁say - ▁statements - ▁part - ▁being - ▁im - ▁provide - ▁should - ▁point - ▁across - ▁lower - ▁made - ▁important - ▁opportunity - ▁2 - ▁team - ▁theres - ▁third - ▁today - ▁need - ▁many - ▁rate - ▁line - ▁people - ▁fourth - ▁strategy - ▁looking - ▁down - ▁continued - ▁before - ▁no - ▁around - ▁youre - ▁level - ▁portfolio - ▁management - ▁working - ▁industry - ▁additional - ▁due - ▁price - ▁investment - ▁share - ▁thank - ▁great - ▁actually - ▁only - ▁even - ▁here - ▁give - ▁demand - ▁come - ▁seeing - ▁plan - ▁few - ▁costs - ▁progress - ▁overall - ▁further - ▁development - ▁same - ies - ▁service - ▁current - ▁different - ▁seen - ▁margin - ▁doing - ▁me - ▁services - ▁result - ▁technology - ▁coming - ▁data - ▁earnings - ▁change - ▁positive - ▁guidance - ▁key - ▁grow - ▁again - ▁drive - ▁start - ▁position - ▁process - ▁investments - ▁full - ly - ▁past - ▁forwardlooking - ▁3 - ▁said - ▁high - ▁got - ▁did - ▁turn - ▁given - ▁within - ▁basis - ▁expected - ▁based - ▁increased - ▁who - ▁improve - ▁support - ▁sure - ▁my - ▁focused - ▁potential - ▁question - ▁environment - ▁pricing - ▁help - ▁sort - ▁businesses - ▁months - ▁large - ▁such - ▁making - ▁remain - ▁done - ▁maybe - ▁something - ▁production - ▁strategic - ▁information - ▁ability - ▁balance - ▁already - ▁platform - ▁program - ▁couple - ▁move - ▁side - ▁interest - ▁quarters - ▁best - ▁mentioned - ▁several - ▁talk - ▁operations - ▁each - ▁acquisition - ▁early - ▁expectations - ▁rates - ▁assets - ▁q - ▁changes - ▁put - ▁use - ▁feel - ▁pleased - y - ▁segment - ▁long - ▁experience - ▁certain - ▁tax - ▁period - ▁growing - ▁base - ▁including - ▁projects - ▁deliver - ▁place - ▁benefit - ▁ill - ▁continues - ▁improvement - ▁related - ▁commercial - ▁initiatives - ▁order - ▁companies - ▁areas - ▁activity - ▁driven - ▁factors - ▁margins - ▁model - ▁getting - ▁existing - ▁net - ▁levels - ▁big - ▁flow - ▁does - ▁income - ▁theyre - ▁term - ▁pretty - ▁after - ▁addition - ▁volume - ▁clients - ▁course - e - ▁capacity - ▁probably - ▁fact - ▁id - ▁thing - ▁might - ▁under - ▁build - ▁having - ▁day - ▁marketing - ▁mix - ▁always - ▁competitive - ▁risk - ▁global - ▁why - ▁release - ▁every - ▁prices - ▁actual - ▁solutions - ▁mean - ▁leverage - ▁quite - ▁project - ▁another - ▁saw - ▁brand - ▁yes - ▁top - ▁supply - ▁offset - ▁update - ▁core - ▁available - ▁recent - ▁moving - ▁earlier - ▁slide - ▁conference - ▁digital - ▁quality - ▁obviously - ▁between - ▁let - ▁efforts - ▁off - ▁todays - ▁shareholders - ▁area - ▁certainly - er - ▁far - ▁system - ▁prior - ▁building - ▁whether - ▁expenses - ▁group - ▁less - ▁credit - ▁world - ▁continuing - ▁trying - ▁real - ▁primarily - ▁operational - ▁understand - ▁amount - ▁retail - ▁questions - ▁success - ▁view - ▁low - ▁pipeline - ▁taking - ▁2017 - ▁inventory - ▁range - ▁outlook - ▁consumer - ▁improved - ▁return - ▁ahead - ▁review - ▁companys - ▁revenues - ▁set - ▁major - ▁since - ▁fiscal - ▁risks - ▁expense - ▁profitability - ▁timing - ▁capabilities - ▁5 - ▁partners - ▁materially - ▁increasing - ▁presentation - ▁4 - ▁however - ▁benefits - ▁youve - ▁longterm - ▁confident - ▁ago - ▁hard - ▁2018 - ▁increases - ▁acquisitions - ▁driving - ▁plans - ▁excited - ▁total - ▁expand - ▁own - n - ▁solid - ▁talked - ▁differ - ▁distribution - ▁china - ▁1 - ▁particularly - t - ▁sheet - ▁consistent - ▁expansion - ▁stores - ▁approach - ▁invest - ▁space - ▁small - es - ▁keep - ▁asset - ▁bring - ▁compared - ▁structure - ▁debt - ▁sense - ▁programs - ▁patients - ▁numbers - ▁clear - ▁perspective - ▁improving - ▁versus - ▁needs - ▁add - ▁whats - ▁measures - ▁average - ▁10 - ▁beginning - ▁close - ▁currently - ▁begin - ▁trends - ▁significantly - ▁care - al - ▁network - ▁2016 - ▁open - ▁create - ▁points - ▁starting - ▁conditions - ▁please - ▁okay - ▁per - ▁together - ▁strength - ▁volumes - r - c - ▁energy - ▁scale - ▁specific - ▁decline - ▁anything - ▁brands - ▁throughout - ▁organization - ▁detail - ▁transaction - ▁execution - ▁towards - ▁contract - ▁run - ▁advantage - ▁profit - ▁remains - ▁include - ▁health - ▁gas - ▁tell - ▁systems - ▁larger - ▁greater - ▁efficiency - ▁material - ▁spend - ▁teams - ▁organic - ▁comments - ▁yet - ▁international - ▁uncertaint - ▁events - ▁store - ▁ongoing - ▁deal - ▁investors - ▁fully - ▁example - ▁longer - ▁cause - ▁control - ▁successful - ▁innovation - ▁returns - ▁power - ▁trend - m - ▁announced - ▁infrastructure - ▁everyone - ▁find - ▁once - ▁along - ▁discuss - ▁started - ▁europe - ▁oil - ▁talking - ▁recently - ▁reduce - ▁track - ▁difficult - ▁6 - ▁later - ▁particular - ▁case - ▁achieve - ▁similar - ▁improvements - ▁allow - ▁lines - ▁momentum - ▁providing - ▁note - ▁become - ▁completed - ▁segments - ▁clearly - ▁press - ▁associated - ▁too - ▁try - ▁board - ▁guess - ▁activities - ▁discussed - ▁report - ▁beyond - ▁previously - ▁morning - ▁access - ▁manage - ▁impacted - ▁general - ▁confidence - ▁issues - ▁regarding - ▁equity - ▁remarks - ▁used - ▁meaningful - ▁anticipate - ▁decision - b - ▁offering - ▁adjusted - ▁sell - ▁against - ▁record - ▁delivering - ▁effect - ▁reduction - ▁launch - ▁economic - ▁offer - ▁positioned - ▁reason - ▁website - ▁money - ▁equipment - ▁using - ▁contracts - ▁subject - ▁finally - ▁pay - ▁items - ▁pressure - ▁integration - ▁cycle - ▁target - ▁slightly - g - ▁guys - ▁quickly - ▁although - ▁actions - ▁without - ▁selling - ▁leadership - ▁relative - ▁channel - ▁especially - ▁resources - ▁meet - a - ▁corporate - ▁construction - ▁comes - ▁re - ▁spending - ▁possible - ▁unique - ▁means - ▁manufacturing - k - ▁direct - in - ▁incremental - ▁remind - ▁facility - ▁percentage - ▁combination - ▁size - ▁online - ▁maintain - '1' - ▁details - ▁complete - ▁employees - ▁included - ▁execute - ▁front - ▁either - ▁taken - ▁multiple - ▁content - ▁local - ▁rest - ▁show - ▁ensure - o - ▁until - ▁thinking - ▁stock - ▁challenges - ▁transition - ▁annual - ▁job - ▁loan - ▁didnt - ▁various - ▁investing - ▁address - ▁color - ▁client - ▁whole - ▁free - ▁thanks - ▁type - ▁partner - ▁negative - ▁previous - ▁reflect - x - ▁wanted - ▁leading - ▁generate - ▁cloud - ▁exchange - ▁turning - ▁productivity - ▁month - ▁marketplace - ▁single - ▁relationships - ▁short - ▁regulatory - ▁public - ▁home - ▁attractive - ▁date - ▁stronger - ▁am - ▁bank - ▁solution - ▁ive - ▁issue - ▁happen - ▁deals - ▁largest - ▁committed - ▁consumers - ▁clinical - ▁thought - ▁ways - ▁goal - ▁discussion - ▁profitable - ▁despite - ▁sale - ▁relatively - ▁following - ▁delivered - ▁shift - ▁favorable - ▁anticipated - ▁savings - ▁likely - ▁life - ▁combined - ▁2019 - ▁chain - ▁days - ▁youll - ▁transformation - ▁bottom - ▁provided - ▁underlying - ▁orders - ▁ebitda - ▁lead - ▁havent - ▁prepared - ▁cant - ▁delivery - ▁gives - '2' - ▁least - ▁nongaap - ▁serve - ▁highly - ▁though - ▁category - ▁comment - ▁government - able - ▁develop - ▁flexibility - ▁experienced - ▁moment - ▁closing - ▁generally - p - ▁respect - ▁portion - ▁dividend - ▁private - ▁built - ▁industrial - ▁majority - ▁quarterly - f - ▁entire - ▁agreement - ▁generation - ▁expanding - ▁hope - ▁18 - ▁upon - ▁therefore - ▁everything - ▁specifically - ▁initial - ▁challenging - ▁effective - ▁provides - ▁efficient - ▁normal - ▁play - ▁situation - ▁accelerate - ▁currency - ▁flat - ▁ - ▁doesnt - ▁property - ▁buy - ▁competitors - ▁season - ▁commitment - ▁strategies - ▁critical - ▁required - ▁answer - ▁country - ▁active - ▁un - ▁design - ▁competition - ▁step - ▁largely - ▁fair - ▁technologies - ▁12 - ▁weeks - ers - ▁he - ▁hand - ▁lets - ▁software - ▁facilities - ▁pace - ▁near - ▁region - ▁state - ▁loss - ▁mobile - ▁securities - ▁final - ▁behind - l - ▁center - '4' - ▁smaller - ▁allows - ▁week - ▁extremely - re - ▁enhance - ▁insurance - ▁enough - ▁form - ▁his - ▁stable - ▁ourselves - ▁book - ▁came - ▁rather - ▁planning - ▁parts - ▁recovery - ▁safety - ▁reported - ▁ever - ▁happy - ▁makes - ▁sustainable - ▁includes - ▁times - ▁relationship - ▁unit - ▁patient - ▁sector - ▁accounts - ▁loans - ▁20 - ▁away - ▁internal - ▁categories - ▁transactions - ▁enterprise - ▁reduced - ▁assumptions - ▁reach - ▁running - ▁wondering - ▁enable - ▁exactly - ▁contribution - ▁effort - ▁achieved - ▁estate - ▁account - ▁offerings - ▁metrics - or - ▁others - ▁gaap - ▁units - ▁above - ▁applications - ▁basically - ▁weather - ▁profile - ▁outside - '3' - ▁phase - ▁faster - ▁partially - ▁operate - ▁appropriate - ▁added - ▁discussions - ▁channels - ▁study - ▁accounting - ▁gain - ▁field - ▁reflects - ▁security - ▁efficienc - ▁decrease - ▁received - ▁seems - ▁exciting - ▁restructuring - ▁plant - ▁developing - ▁directly - ▁changed - ▁took - ▁middle - ▁consider - ▁investor - ▁ultimately - ▁integrated - ▁footprint - ▁platforms - ▁reasons - ▁shareholder - ▁changing - ▁adding - ▁joining - ▁decisions - ▁statement - ▁traffic - ▁community - ▁drivers - ▁typically - ▁ratio - ▁fleet - ▁premium - ▁substantial - ▁win - ▁capability - ▁january - ▁robust - ▁gains - ▁managing - ▁fund - ▁media - ▁creating - ▁options - ▁healthy - ▁17 - ▁december - ▁tend - ▁8 - ▁expectation - ▁purchase - ▁national - ▁almost - ▁processes - ▁news - ▁advertising - ▁importantly - ▁happening - w - ▁labor - ▁disconnect - ▁potentially - ▁natural - ation - ▁primary - ▁backlog - i - ▁understanding - ▁executing - ▁nature - ▁yield - ▁forecast - ▁water - ▁traditional - ▁food - ▁saying - ▁office - ▁meeting - ▁7 - ▁bringing - ▁driver - ▁optimistic - ▁filings - ▁9 - ▁planned - ▁limited - ▁excellent - ▁putting - ▁highlights - ▁mind - ▁effectively - ▁comfortable - ▁historical - ▁found - ▁needed - ▁cases - ▁march - ▁goes - ▁necessary - ▁research - ▁ask - ▁visibility - ▁targets - ▁million - ▁proud - ▁liquidity - ▁funding - ▁refer - ▁trade - ▁disciplined - ▁speak - ▁countries - ▁headwind - ▁main - ▁losses - ▁regions - ▁else - ▁comparable - ▁encouraged - ▁standpoint - ▁bigger - ▁land - ▁wouldnt - ▁15 - ▁commission - ▁non - ▁recognize - ▁volatility - ▁launched - ▁page - ▁june - ▁financing - ▁maintenance - ▁never - ▁members - ▁september - ▁response - ▁extent - ▁remaining - ▁expanded - ▁obligation - ▁difference - ▁types - ▁approximately - ▁fixed - ▁late - ▁focusing - ▁asia - ▁utilization - ra - ▁takes - ▁path - ▁completion - ▁broader - ▁detailed - ▁perhaps - ▁test - ▁sold - ▁reducing - 'on' - ▁theyve - ▁economy - ▁properties - ▁ready - ▁30 - ▁tremendous - ▁intend - ▁stay - ▁dollars - ▁operation - ▁partnership - ▁below - ▁direction - ▁medical - ▁fees - ion - ▁led - ▁acquired - ▁locations - ▁remainder - ▁gross - ▁capex - ▁ramp - ▁tools - ▁reflected - ▁went - co - ▁nice - ▁highlight - ▁individual - ▁engagement - ▁allocation - ▁simply - ▁legacy - ▁conversion - ▁2015 - ▁biggest - ▁fairly - ▁stage - ▁successfully - ▁flows - ▁highest - ch - ▁increasingly - ▁inflation - ▁optimize - ▁fuel - ▁closely - ▁interesting - ▁shows - ▁broad - ▁history - ▁wont - ▁summary - ▁buying - ▁light - ▁requirements - ▁historically - ▁reporting - ▁commodity - ▁foundation - ▁force - ▁live - ▁pre - ▁shares - ▁opening - ▁necessarily - ▁somewhat - ▁giving - ▁goals - ▁outstanding - ▁drilling - ▁priority - ▁reconciliation - ▁19 - ▁standard - ▁attention - ar - v - ▁talent - ▁periods - ▁remember - ▁dollar - ▁maintaining - ▁appreciate - th - ity - ▁expecting - ▁event - ▁mainly - ▁steps - ▁looks - ▁european - ▁trial - ▁closed - ▁factor - ▁proposition - ▁expertise - ▁capture - ▁funds - ▁exposure - ▁ones - le - ▁innovative - ▁paid - ▁b - ▁prospects - ▁hit - ▁cover - ▁present - ▁operator - ▁implementation - 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