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PaddleSpeech/examples/spm/README.md

97 lines
6.7 KiB

# [SentencePiece Model](https://github.com/google/sentencepiece)
3 years ago
## Run
Train a `spm` model for English tokenizer.
E2E/Streaming Transformer/Conformer ASR (#578) * add cmvn and label smoothing loss layer * add layer for transformer * add glu and conformer conv * add torch compatiable hack, mask funcs * not hack size since it exists * add test; attention * add attention, common utils, hack paddle * add audio utils * conformer batch padding mask bug fix #223 * fix typo, python infer fix rnn mem opt name error and batchnorm1d, will be available at 2.0.2 * fix ci * fix ci * add encoder * refactor egs * add decoder * refactor ctc, add ctc align, refactor ckpt, add warmup lr scheduler, cmvn utils * refactor docs * add fix * fix readme * fix bugs, refactor collator, add pad_sequence, fix ckpt bugs * fix docstring * refactor data feed order * add u2 model * refactor cmvn, test * add utils * add u2 config * fix bugs * fix bugs * fix autograd maybe has problem when using inplace operation * refactor data, build vocab; add format data * fix text featurizer * refactor build vocab * add fbank, refactor feature of speech * refactor audio feat * refactor data preprare * refactor data * model init from config * add u2 bins * flake8 * can train * fix bugs, add coverage, add scripts * test can run * fix data * speed perturb with sox * add spec aug * fix for train * fix train logitc * fix logger * log valid loss, time dataset process * using np for speed perturb, remove some debug log of grad clip * fix logger * fix build vocab * fix logger name * using module logger as default * fix * fix install * reorder imports * fix board logger * fix logger * kaldi fbank and mfcc * fix cmvn and print prarams * fix add_eos_sos and cmvn * fix cmvn compute * fix logger and cmvn * fix subsampling, label smoothing loss, remove useless * add notebook test * fix log * fix tb logger * multi gpu valid * fix log * fix log * fix config * fix compute cmvn, need paddle 2.1 * add cmvn notebook * fix layer tools * fix compute cmvn * add rtf * fix decoding * fix layer tools * fix log, add avg script * more avg and test info * fix dataset pickle problem; using 2.1 paddle; num_workers can > 0; ckpt save in exp dir;fix setup.sh; * add vimrc * refactor tiny script, add transformer and stream conf * spm demo; librisppech scripts and confs * fix log * add librispeech scripts * refactor data pipe; fix conf; fix u2 default params * fix bugs * refactor aishell scripts * fix test * fix cmvn * fix s0 scripts * fix ds2 scripts and bugs * fix dev & test dataset filter * fix dataset filter * filter dev * fix ckpt path * filter test, since librispeech will cause OOM, but all test wer will be worse, since mismatch train with test * add comment * add syllable doc * fix ds2 configs * add doc * add pypinyin tools * fix decoder using blank_id=0 * mmseg with pybind11 * format code
4 years ago
```
3 years ago
. path.sh
E2E/Streaming Transformer/Conformer ASR (#578) * add cmvn and label smoothing loss layer * add layer for transformer * add glu and conformer conv * add torch compatiable hack, mask funcs * not hack size since it exists * add test; attention * add attention, common utils, hack paddle * add audio utils * conformer batch padding mask bug fix #223 * fix typo, python infer fix rnn mem opt name error and batchnorm1d, will be available at 2.0.2 * fix ci * fix ci * add encoder * refactor egs * add decoder * refactor ctc, add ctc align, refactor ckpt, add warmup lr scheduler, cmvn utils * refactor docs * add fix * fix readme * fix bugs, refactor collator, add pad_sequence, fix ckpt bugs * fix docstring * refactor data feed order * add u2 model * refactor cmvn, test * add utils * add u2 config * fix bugs * fix bugs * fix autograd maybe has problem when using inplace operation * refactor data, build vocab; add format data * fix text featurizer * refactor build vocab * add fbank, refactor feature of speech * refactor audio feat * refactor data preprare * refactor data * model init from config * add u2 bins * flake8 * can train * fix bugs, add coverage, add scripts * test can run * fix data * speed perturb with sox * add spec aug * fix for train * fix train logitc * fix logger * log valid loss, time dataset process * using np for speed perturb, remove some debug log of grad clip * fix logger * fix build vocab * fix logger name * using module logger as default * fix * fix install * reorder imports * fix board logger * fix logger * kaldi fbank and mfcc * fix cmvn and print prarams * fix add_eos_sos and cmvn * fix cmvn compute * fix logger and cmvn * fix subsampling, label smoothing loss, remove useless * add notebook test * fix log * fix tb logger * multi gpu valid * fix log * fix log * fix config * fix compute cmvn, need paddle 2.1 * add cmvn notebook * fix layer tools * fix compute cmvn * add rtf * fix decoding * fix layer tools * fix log, add avg script * more avg and test info * fix dataset pickle problem; using 2.1 paddle; num_workers can > 0; ckpt save in exp dir;fix setup.sh; * add vimrc * refactor tiny script, add transformer and stream conf * spm demo; librisppech scripts and confs * fix log * add librispeech scripts * refactor data pipe; fix conf; fix u2 default params * fix bugs * refactor aishell scripts * fix test * fix cmvn * fix s0 scripts * fix ds2 scripts and bugs * fix dev & test dataset filter * fix dataset filter * filter dev * fix ckpt path * filter test, since librispeech will cause OOM, but all test wer will be worse, since mismatch train with test * add comment * add syllable doc * fix ds2 configs * add doc * add pypinyin tools * fix decoder using blank_id=0 * mmseg with pybind11 * format code
4 years ago
bash run.sh
```
3 years ago
## Results
```
data/
└── lang_char
├── input.bpe
├── input.decode
├── input.txt
├── train_unigram100.model
├── train_unigram100_units.txt
└── train_unigram100.vocab
1 directory, 6 files
```
```
b5a230c26c61db5c36f34e503102f936 data/lang_char/input.bpe
ec5a9b24acc35469229e41256ceaf77d data/lang_char/input.decode
ec5a9b24acc35469229e41256ceaf77d data/lang_char/input.txt
124bf3fe7ce3b73b1994234c15268577 data/lang_char/train_unigram100.model
0df2488cc8eaace95eb12713facb5cf0 data/lang_char/train_unigram100_units.txt
46360cac35c751310e8e8ffd3a034cb5 data/lang_char/train_unigram100.vocab
```
```
==> data/lang_char/input.bpe <==
▁mi ster ▁quilter ▁ is ▁the ▁a p ost le ▁o f ▁the ▁mi d d le ▁c las s es ▁ and ▁we ▁ar e ▁g l a d ▁ to ▁we l c om e ▁h is ▁g o s pe l
▁ n or ▁ is ▁mi ster ▁quilter ' s ▁ma nne r ▁ l ess ▁in ter es t ing ▁tha n ▁h is ▁ma t ter
▁h e ▁ t e ll s ▁us ▁tha t ▁ at ▁ t h is ▁f es t ive ▁ s e ason ▁o f ▁the ▁ y e ar ▁w ith ▁ ch r is t m a s ▁ and ▁ro a s t ▁be e f ▁ l o om ing ▁be fore ▁us ▁ s i mile s ▁d r a w n ▁f r om ▁ e at ing ▁ and ▁it s ▁re s u l t s ▁o c c ur ▁m ost ▁re a di l y ▁ to ▁the ▁ mind
▁h e ▁ ha s ▁g r a v e ▁d o u b t s ▁w h e t h er ▁ s i r ▁f r e d er ic k ▁ l eig h to n ' s ▁w or k ▁ is ▁re all y ▁gre e k ▁a f ter ▁ all ▁ and ▁c a n ▁di s c o v er ▁in ▁it ▁b u t ▁li t t le ▁o f ▁ro ck y ▁it ha c a
▁li nne ll ' s ▁ p ic tur es ▁ar e ▁a ▁ s or t ▁o f ▁ u p ▁g u ar d s ▁ and ▁ at ▁ em ▁painting s ▁ and ▁m ason ' s ▁ e x q u is i t e ▁ i d y ll s ▁ar e ▁a s ▁ n at ion a l ▁a s ▁a ▁ j ing o ▁ p o em ▁mi ster ▁b i r k e t ▁f o ster ' s ▁ l and s c a pe s ▁ s mile ▁ at ▁on e ▁m u ch ▁in ▁the ▁ s a m e ▁w a y ▁tha t ▁mi ster ▁c ar k er ▁us e d ▁ to ▁f las h ▁h is ▁ t e e t h ▁ and ▁mi ster ▁ j o h n ▁c o ll i er ▁g ive s ▁h is ▁ s i t ter ▁a ▁ ch e er f u l ▁ s l a p ▁on ▁the ▁b a ck ▁be fore ▁h
e ▁ s a y s ▁li k e ▁a ▁ s ha m p o o er ▁in ▁a ▁ tur k is h ▁b at h ▁ n e x t ▁ma n
▁it ▁ is ▁o b v i o u s l y ▁ u nne c ess ar y ▁for ▁us ▁ to ▁ p o i n t ▁o u t ▁h o w ▁ l u m i n o u s ▁the s e ▁c rit ic is m s ▁ar e ▁h o w ▁d e l ic at e ▁in ▁ e x p r ess ion
▁on ▁the ▁g e n er a l ▁ p r i n c i p l es ▁o f ▁ar t ▁mi ster ▁quilter ▁w rit es ▁w ith ▁ e qual ▁ l u c i di t y
▁painting ▁h e ▁ t e ll s ▁us ▁ is ▁o f ▁a ▁di f f er e n t ▁ qual i t y ▁ to ▁ma t h em at ic s ▁ and ▁f i nish ▁in ▁ar t ▁ is ▁a d d ing ▁m or e ▁f a c t
▁a s ▁for ▁ e t ch ing s ▁the y ▁ar e ▁o f ▁ t w o ▁ k i n d s ▁b rit is h ▁ and ▁for eig n
▁h e ▁ l a ment s ▁m ost ▁b i t ter l y ▁the ▁di v or c e ▁tha t ▁ ha s ▁be e n ▁ma d e ▁be t w e e n ▁d e c or at ive ▁ar t ▁ and ▁w ha t ▁we ▁us u all y ▁c all ▁ p ic tur es ▁ma k es ▁the ▁c u s t om ar y ▁a p pe a l ▁ to ▁the ▁ las t ▁ j u d g ment ▁ and ▁re mind s ▁us ▁tha t ▁in ▁the ▁gre at ▁d a y s ▁o f ▁ar t ▁mi c ha e l ▁a n g e l o ▁w a s ▁the ▁f ur nish ing ▁ u p h o l ster er
==> data/lang_char/input.decode <==
mister quilter is the apostle of the middle classes and we are glad to welcome his gospel
nor is mister quilter's manner less interesting than his matter
he tells us that at this festive season of the year with christmas and roast beef looming before us similes drawn from eating and its results occur most readily to the mind
he has grave doubts whether sir frederick leighton's work is really greek after all and can discover in it but little of rocky ithaca
linnell's pictures are a sort of up guards and at em paintings and mason's exquisite idylls are as national as a jingo poem mister birket foster's landscapes smile at one much in the same way that mister carker used to flash his teeth and mister john collier gives his sitter a cheerful slap on the back before he says like a shampooer in a turkish bath next man
it is obviously unnecessary for us to point out how luminous these criticisms are how delicate in expression
on the general principles of art mister quilter writes with equal lucidity
painting he tells us is of a different quality to mathematics and finish in art is adding more fact
as for etchings they are of two kinds british and foreign
he laments most bitterly the divorce that has been made between decorative art and what we usually call pictures makes the customary appeal to the last judgment and reminds us that in the great days of art michael angelo was the furnishing upholsterer
==> data/lang_char/input.txt <==
mister quilter is the apostle of the middle classes and we are glad to welcome his gospel
nor is mister quilter's manner less interesting than his matter
he tells us that at this festive season of the year with christmas and roast beef looming before us similes drawn from eating and its results occur most readily to the mind
he has grave doubts whether sir frederick leighton's work is really greek after all and can discover in it but little of rocky ithaca
linnell's pictures are a sort of up guards and at em paintings and mason's exquisite idylls are as national as a jingo poem mister birket foster's landscapes smile at one much in the same way that mister carker used to flash his teeth and mister john collier gives his sitter a cheerful slap on the back before he says like a shampooer in a turkish bath next man
it is obviously unnecessary for us to point out how luminous these criticisms are how delicate in expression
on the general principles of art mister quilter writes with equal lucidity
painting he tells us is of a different quality to mathematics and finish in art is adding more fact
as for etchings they are of two kinds british and foreign
he laments most bitterly the divorce that has been made between decorative art and what we usually call pictures makes the customary appeal to the last judgment and reminds us that in the great days of art michael angelo was the furnishing upholsterer
==> data/lang_char/train_unigram100_units.txt <==
<blank> 0
<unk> 1
' 2
a 3
all 4
and 5
ar 6
ason 7
at 8
b 9
==> data/lang_char/train_unigram100.vocab <==
<unk> 0
<s> 0
</s> 0
▁ -2.01742
e -2.7203
s -2.82989
t -2.99689
l -3.53267
n -3.84935
o -3.88229
```