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1332 Commits

Author SHA1 Message Date
James Betker
58494b0888 Add support for distilling gpt_asr 2021-10-27 13:10:07 -06:00
James Betker
5d714bc566 Add deepspeech model and support for decoding with it 2021-10-27 13:09:46 -06:00
James Betker
15437b2fc3 WER script 2021-10-26 13:30:29 -06:00
James Betker
3a9d1c53ea Rework conditioning inputs provided 2021-10-26 10:46:33 -06:00
James Betker
21b6daa0ed Introduce clip resampling 2021-10-26 10:42:23 -06:00
James Betker
43e389aac6 Add time_embed_dim_multiplier 2021-10-26 08:55:55 -06:00
James Betker
ba6e46c02a Further simplify diffusion_vocoder and make noise_surfer work 2021-10-26 08:54:30 -06:00
James Betker
c3421b7f6d Dataset work for audio quality processor 2021-10-24 09:09:34 -06:00
James Betker
0ee1c67ce5 Rework how conditioning inputs are applied to DiffusionVocoder 2021-10-24 09:08:58 -06:00
James Betker
b1248e7114 Get rid of filter_urbansounds 2021-10-21 16:46:04 -06:00
James Betker
06ea6191a9 Initial implementation of audio_with_noise dataset 2021-10-21 16:45:19 -06:00
James Betker
9a3e89ec53 Force LR fix 2021-10-21 12:01:01 -06:00
James Betker
40cb25292a Fix force_lr logic 2021-10-21 11:51:30 -06:00
James Betker
0dee15f875 base DVAE & vector_quantizer 2021-10-20 21:19:38 -06:00
James Betker
f2a31702b5 Clean stuff up, move more things into arch_util 2021-10-20 21:19:25 -06:00
James Betker
a6f0f854b9 Fix codes when inferring from dvae 2021-10-17 22:51:17 -06:00
James Betker
d016a2fbad Go back to vanilla flavor of diffusion 2021-10-17 17:32:46 -06:00
James Betker
23da073037 Norm decoder outputs now 2021-10-16 09:07:10 -06:00
James Betker
0edc98f6c4 Throw out the idea of conditioning on discrete codes. Oh well :( 2021-10-16 09:02:01 -06:00
James Betker
62c8c5d93e Zero out spectrogram code inputs initially. 2021-10-15 12:10:11 -06:00
James Betker
1d0b44ebc2 More tweaks to diffusion-vocoder 2021-10-15 11:51:17 -06:00
James Betker
3b19581f9a Allow num_resblocks to specified per-level 2021-10-14 11:26:04 -06:00
James Betker
83798887a8 Mods to support unet diffusion vocoder with conditioning 2021-10-13 21:23:18 -06:00
James Betker
c861054218 Restore spleeter_splitter 
The mods don't help - in TF mode, everything is done on the GPU anyways. Something else
is going to have to be done to fix this.
 2021-10-09 23:55:42 -06:00
James Betker
32ba496632 More fixes 2021-10-09 23:27:14 -06:00
James Betker
932ea29a83 Add multiprocessing to the spleeter splitter script to try and improve performance further 2021-10-09 23:15:36 -06:00
James Betker
b94e587f46 Improvements to spleeter_filter_noisy_clips 2021-10-07 21:28:00 -06:00
James Betker
33120cb35c Add norming to discretization_loss 2021-10-06 17:10:50 -06:00
James Betker
bb891a3a53 Add partitioning and improved resuming to the spleeter filtering 2021-10-06 17:10:12 -06:00
James Betker
f2977d360c Allow attention_dim in channel attention to be specified, add converter 2021-10-05 17:29:38 -06:00
James Betker
9c0d7288ea Discretization loss attempt 2021-10-04 20:59:21 -06:00
James Betker
66f99a159c Rev2 2021-10-03 15:20:50 -06:00
James Betker
09f373e3b1 Add dvae with channel attention 2021-10-03 10:52:01 -06:00
James Betker
0396a9d2ca Increase baseline codes recording across all dvae models 2021-09-30 08:09:07 -06:00
James Betker
f84ccbdfb2 Fix quantizer with balancing_heuristic 2021-09-29 14:46:05 -06:00
James Betker
4914c526dc More cleanup 2021-09-29 14:24:49 -06:00
James Betker
6e550edfe3 Attentive dvae 2021-09-29 14:17:29 -06:00
James Betker
fc8ae4679a Work on spleeter filtering script 2021-09-29 09:24:56 -06:00
James Betker
55b58fb67f Clean up codebase 
Remove stuff that I'm likely not going to use again (or generally failed experiments)
 2021-09-29 09:21:44 -06:00
James Betker
4d1a42e944 Add switchnorm to gumbel_quantizer 2021-09-24 18:49:25 -06:00
James Betker
ac57cdc794 Add scheduling to quantizer, enable cudnn_benchmarking to be disabled 2021-09-24 17:01:36 -06:00
James Betker
3e64e847c2 Gumbel quantizer 2021-09-23 23:32:03 -06:00
James Betker
c5297ccec6 Add dvae balancing heuristic 2021-09-23 21:19:36 -06:00
James Betker
e24c619387 Fix 2021-09-23 16:07:58 -06:00
James Betker
6833048bf7 Alterations to diffusion_dvae so it can be used directly on spectrograms 2021-09-23 15:56:25 -06:00
James Betker
97ea329a59 Make spleeter filter simpler (and hopefully much faster) 2021-09-17 15:29:42 -06:00
James Betker
359e9e27a7 unsupervised_audio_dataset: try to recover from failures of audio2numpy 2021-09-17 15:25:57 -06:00
James Betker
5c8d266d4f chk 2021-09-17 09:15:36 -06:00
James Betker
a6544f1684 More checkpointing fixes 2021-09-16 23:12:43 -06:00
James Betker
94899d88f3 Fix overuse of checkpointing 2021-09-16 23:00:28 -06:00
James Betker
f78ce9d924 Get diffusion_dvae ready for prime time! 2021-09-16 22:43:10 -06:00
James Betker
1197ae1928 Misc 2021-09-16 10:53:56 -06:00
James Betker
6f48674647 Support diffusion models with extra return values & inference in diffusion_dvae 2021-09-16 10:53:46 -06:00
James Betker
8d9857f33d More fixes 2021-09-14 20:45:05 -06:00
James Betker
9a9c90660f Fixes 2021-09-14 18:29:17 -06:00
James Betker
4334a67924 Spleeter mods 2021-09-14 17:43:40 -06:00
James Betker
0382660159 Get diffusion_dvae functional 2021-09-14 17:43:31 -06:00
James Betker
e513052fca Add unsupervised_audio_dataset 2021-09-14 17:43:16 -06:00
James Betker
bc603c3231 Script adjustments and fixes 2021-09-12 21:26:45 -06:00
James Betker
76e2c497f7 Improvements to splitter 2021-09-09 23:34:56 -06:00
James Betker
742f9b4010 Batch spleeter cleaner using GPU 2021-09-09 23:14:32 -06:00
James Betker
73b930c0f6 Add diffusion_dvae 
Increase split_on_silence interval
 2021-09-09 16:22:05 -06:00
James Betker
b8f2e0f452 mydvae 2021-09-06 17:45:30 -06:00
James Betker
92e7e57f81 Update diffusion_noise_surfer to support audio 2021-09-01 08:34:47 -06:00
James Betker
3e073cff85 Set kernel_size in diffusion_vocoder 2021-09-01 08:33:46 -06:00
James Betker
30cd33fe44 another fix 2021-08-31 14:46:46 -06:00
James Betker
8810d3de97 fix wavfile_dataset 2021-08-31 14:45:29 -06:00
James Betker
dabd87246d Add unet_diffusion_vocoder 2021-08-31 14:38:33 -06:00
James Betker
274d352e6f dug 2021-08-30 21:45:58 -06:00
James Betker
f1a0c21fb2 asr_eval 2021-08-30 21:41:34 -06:00
James Betker
ed6eae407f More scripts for splitting and formatting audio 2021-08-30 21:20:52 -06:00
James Betker
909754cc27 Add find_faulty_files.py 2021-08-25 18:00:43 -06:00
James Betker
08b33c8e3a Support silu activation 2021-08-25 09:03:14 -06:00
James Betker
67bf7f5219 dvae mods 
Trying to squeeze as much performance out of this net as possible
 2021-08-25 08:55:13 -06:00
James Betker
d05cc1f46c Misc 2021-08-24 17:12:04 -06:00
James Betker
9dfe936c16 Fix ddp for sampler 2021-08-19 16:45:34 -06:00
James Betker
b521d94b01 Make gpt-asr more configurable 2021-08-19 16:33:41 -06:00
James Betker
570ed327ed Stop dataset - attempt #2 2021-08-18 18:29:38 -06:00
James Betker
17453ccbe8 Revert mods to lrdvae 
They didn't really change anything
 2021-08-17 09:09:29 -06:00
James Betker
8332923f5c Two more tools to test the audio segmentor 2021-08-17 09:09:11 -06:00
James Betker
7c086d0c2c libritts - only write on successful check 2021-08-16 22:52:55 -06:00
James Betker
93e903af15 Rework wavfile dataset to be usable for things other than augments 2021-08-16 22:52:35 -06:00
James Betker
d7f30232c3 Oh yeah 2021-08-16 22:52:15 -06:00
James Betker
4c01d82265 Fix for voxpopuli 2021-08-16 22:52:05 -06:00
James Betker
1fede41b7b Audio segmentor 2021-08-16 22:51:53 -06:00
James Betker
2d3372054d Add support for voxpopuli to nv_tacotron_dataset 2021-08-16 17:13:40 -06:00
James Betker
729c1fd5a9 Fix up max lengths to save memory 2021-08-15 21:29:28 -06:00
James Betker
9e47e64d5a Add gpt_segmentor model 
The idea is to specifically train a model that extracts phrases from
audio clips.
 2021-08-15 21:23:07 -06:00
James Betker
a826d5f658 Mods to dvae 
- Add resblock to each layer
- Increase filter size for each layer
- Use SiLU
 2021-08-15 20:54:10 -06:00
James Betker
b8bec22f1a Fix gpt_asr inference bug 2021-08-15 20:53:42 -06:00
James Betker
3580c52eac Fix up wavfile_dataset to be able to provide a full clip 2021-08-15 20:53:26 -06:00
James Betker
a523c4f932 Auto-normalize wav files by data type 2021-08-15 09:09:51 -06:00
James Betker
98057b6516 Make lrdvae use quantized mode in eval() 2021-08-14 23:43:01 -06:00
James Betker
c28f657ab8 Allow usage of pre-rendered mels saved to npy files 2021-08-14 23:38:15 -06:00
James Betker
ad3391bd96 Fix nan issue when interpolating audio 2021-08-14 20:42:01 -06:00
James Betker
769f0acc53 Moar fix 2021-08-14 17:23:15 -06:00
James Betker
3d2e724083 Fix audio ranging problem 2021-08-14 17:18:55 -06:00
James Betker
d6a73acaed Allow processing of multiple audio sources at once from nv_tacotron_dataset 2021-08-14 16:04:05 -06:00
James Betker
007976082b GPT_asr for inference 2021-08-14 14:37:17 -06:00
James Betker
e1bdd3f7c7 Fix gpt_asr bug. Initial implementation of beam search 2021-08-13 22:47:00 -06:00
James Betker
72622b4d61 Allow saving mel strips as files from the dataset implementation 2021-08-13 22:46:41 -06:00
James Betker
cfd284f425 Fix up some stuff that allows the MEL to be computed on-GPU 2021-08-13 18:35:55 -06:00
James Betker
cdee31c60b GPT_ASR 2021-08-13 15:02:18 -06:00
James Betker
81e91c99de Misc 2021-08-13 13:58:59 -06:00
James Betker
fff1a59e08 max/min mel invalid fix 2021-08-13 09:36:31 -06:00
James Betker
4b2946e581 More fix 2021-08-12 15:51:23 -06:00
James Betker
4c76257c71 Dont require collation for nv_tacotron 2021-08-12 15:44:55 -06:00
James Betker
5b07d3b623 Found error that I was trying to fix with reload=True 2021-08-12 15:22:34 -06:00
James Betker
430b650a34 ...... 2021-08-12 10:31:10 -06:00
James Betker
b35d6ae028 Print some metrics from tacotron dataset when it croaks 2021-08-12 09:21:12 -06:00
James Betker
0c4d6b1916 Just offer generic re-load for nv-tacotron 2021-08-12 09:09:12 -06:00
James Betker
154f5aa73c Fix annoying warning and add to requirements 2021-08-11 17:32:06 -06:00
James Betker
f5a9b88ef6 tacotron cleaners: remove quotation marks 
these don't really have relevance for tts or asr
 2021-08-11 16:18:44 -06:00
James Betker
20586a8edc Fix LRDVAE bug with quantizer integration 2021-08-11 16:17:22 -06:00
James Betker
f04a7bdf63 Bug fixes for tacotron dataset on mozilla cv 
- Support a max mel length (mozilla cv has some tracks that are basically unbounded..)
- Don't fail on low sample rates (mozilla cv has some of those)
 2021-08-11 16:17:03 -06:00
James Betker
2d3f0cc33c nv_tacotron_dataset - Allow training on mozilla cv 2021-08-11 13:34:31 -06:00
James Betker
d0c74278bf Enable multiple wavfile paths to be specified, fix eps bug in mp3 splitter 2021-08-11 08:46:02 -06:00
James Betker
e19c00398e More improvements to random_mp3_splitter 2021-08-09 21:31:12 -06:00
James Betker
04d14b3acc No batch factors for eval 2021-08-09 16:02:01 -06:00
James Betker
82fc69abfa Add "pure" evaluator 
Which simply computes the training loss against an eval dataset
 2021-08-09 14:58:35 -06:00
James Betker
080bea2f19 No, really 2021-08-09 12:02:31 -06:00
James Betker
e1ce4671e4 Apply dropout to gpt_tts, get rid of min_gpt implementation 2021-08-09 12:01:10 -06:00
James Betker
74342b860b Revert "Undo forced text padding" 
This reverts commit 83ab5e6a00.
 2021-08-09 11:56:34 -06:00
James Betker
1068f53b78 Add a sampling beam search 2021-08-09 11:56:06 -06:00
James Betker
d4e33bf15f Fixes to the mp3 splitter 2021-08-09 11:55:46 -06:00
James Betker
4100469902 Add a tool to split mp3 files into arbitrary chunks of wav files 2021-08-08 23:23:13 -06:00
James Betker
01cfae28d8 Beam search implementation in one pass? Dayyyum 2021-08-08 23:22:42 -06:00
James Betker
83ab5e6a00 Undo forced text padding 2021-08-08 11:42:20 -06:00
James Betker
690d7e86d3 Fix nv_tacotron_dataset bug which incorrectly mapped filenames 
dammit..
 2021-08-08 11:38:52 -06:00
James Betker
a2afb25e42 Fix inference, always flow full text tokens through transformer 2021-08-07 20:11:10 -06:00
James Betker
4c678172d6 ugh 2021-08-06 22:10:18 -06:00
James Betker
e723137273 Make gpttts more configurable 2021-08-06 22:08:51 -06:00
James Betker
a7496b661c combined dvae ftw 2021-08-06 22:01:06 -06:00
James Betker
0237e96b34 Fix dvae bug 2021-08-06 14:17:01 -06:00
James Betker
0799d95af5 Use quantizer from rosinality/vqvae with openai dvae 2021-08-06 14:06:26 -06:00
James Betker
d3ace153af Add logic for performing inference using gpt_tts with dual-encoder modes 2021-08-06 12:04:12 -06:00
James Betker
b43683b772 Add lucidrains_dvae 2021-08-06 12:03:46 -06:00
James Betker
62c7570512 Constrain wav_aug a bit more 2021-08-06 08:19:38 -06:00
James Betker
f126040da2 Undo noise first 2021-08-05 23:24:38 -06:00
James Betker
908ef5495f Add noise first to audio_aug 2021-08-05 23:22:44 -06:00
James Betker
d6007c6de1 dataset fixes 2021-08-05 23:12:59 -06:00
James Betker
3ca51e80b2 Only fix weird path bug in windows 2021-08-05 22:21:25 -06:00
James Betker
70dcd1107f Fix byol_model_wrapper to function with audio inputs 2021-08-05 22:20:22 -06:00
James Betker
f86df53ce0 Export extract_byol_model as a function 2021-08-05 22:15:26 -06:00
James Betker
89d15c9e74 Move gpt-tts back to lucidrains implementation 
Much better performance.
 2021-08-05 22:15:13 -06:00
James Betker
d120e1aa99 Add audio augmentation to wavfile_dataset, utility to test audio similary 2021-08-05 22:14:49 -06:00
James Betker
c0f61a2e15 Rework how DVAE tokens are ordered 
It might make more sense to have top tokens, then bottom tokens
with top tokens having different discretized values.
 2021-08-05 07:07:17 -06:00
James Betker
4017236ba9 Fix up inference for gpt_tts 2021-08-05 06:46:30 -06:00
James Betker
5037220ac7 Mods to support contrastive learning on audio files 2021-08-05 05:57:04 -06:00
James Betker
341f28dd82 It works! 2021-08-04 20:07:51 -06:00
James Betker
36c7c1fbdb Fix training flow for NEXT TOKEN prediction instead of same token prediction 
doh
 2021-08-04 10:28:09 -06:00
James Betker
d9936df363 Add gpt_tts dataset and implement inference 
- Adds a script which preprocesses quantized mels given a DVAE
- Adds a dataset which can consume preprocessed qmels
- Reworks GPT TTS to consume the outputs of that dataset (removes logic to add padding and start/end tokens)
- Adds inference to gpt_tts
 2021-08-04 00:44:04 -06:00
James Betker
4c98b9703f Get dalle-style TTS to "work" 2021-08-03 21:08:27 -06:00
James Betker
2814307eee Alterations to support VQVAE on mel spectrograms 2021-08-01 07:54:21 -06:00
James Betker
965f6e6b52 Fixes to weight_decay in adamw 2021-07-31 15:58:41 -06:00
James Betker
0c9e75bc69 Improvements to GptTts 2021-07-31 15:57:57 -06:00
James Betker
31ee9ae262 Checkin 2021-07-30 23:07:35 -06:00
James Betker
dadc54795c Add gpt_tts 2021-07-27 20:33:30 -06:00
James Betker
398185e109 More work on wave-diffusion 2021-07-27 05:36:17 -06:00
James Betker
49e3b310ea Allow audio sample rate interpolation for faster training 2021-07-26 17:44:06 -06:00
James Betker
96e90e7047 Add support for a gaussian-diffusion-based wave tacotron 2021-07-26 16:27:31 -06:00
James Betker
97d7cbbc34 Additional work for audio xformer (which doesnt really do a great job) 2021-07-23 10:58:14 -06:00
James Betker
2325e7a88c Allow inference for vqvae 2021-07-20 10:40:05 -06:00
James Betker
d81386c1be Mods to support vqvae in audio mode (1d) 2021-07-20 08:36:46 -06:00
James Betker
5584cfcc7a tacotron2 work 2021-07-14 21:41:57 -06:00
James Betker
fe0c699ced Various fixes 2021-07-14 00:08:42 -06:00
James Betker
be2745f42d Add waveglow & inference capabilities to audio generator 2021-07-08 23:07:36 -06:00
James Betker
1ff434218e tacotron2, ready for prime time! 2021-07-08 22:13:44 -06:00
James Betker
86fd3ad7fd Initial checkin of nvidia tacotron model & dataset 
These two are tested, full support for training to come.
 2021-07-06 11:11:35 -06:00
James Betker
3801d5d55e diffusion surfin' 2021-07-06 09:36:52 -06:00
James Betker
afa41f1804 Allow hq color jittering and corruptions that are not included in the corruption factor 2021-06-30 09:44:46 -06:00
James Betker
6fd16ea9c8 Add meta-anomaly detection, colorjitter augmentation 2021-06-29 13:41:55 -06:00
James Betker
46e9f62be0 Add unet with latent guide 
This is a diffusion network that uses both a LQ image
and a reference sample HQ image that is compressed into
a latent vector to perform upsampling

The hope is that we can steer the upsampling network
with sample images.
 2021-06-26 11:02:58 -06:00
James Betker
0ded106562 Merge remote-tracking branch 'origin/master' 2021-06-25 13:16:28 -06:00
James Betker
a57ed8e960 Various mods to support better jpeg image filtering 2021-06-25 13:16:15 -06:00
James Betker
61e7ca39cd
Update image_folder_dataset.py 2021-06-25 11:48:31 -06:00
James Betker
a0ef07ddb8
Create unet_latent_guide.py 2021-06-25 11:25:14 -06:00
James Betker
e7890dc0ba Misc fixes for diffusion nets 2021-06-21 10:38:07 -06:00
James Betker
8e3a33e001 Fix a bug where non-rank-0 is computing FID before all images are saved. 2021-06-16 16:27:09 -06:00
James Betker
68cbbed886 Add some cool diffusion testing scripts 2021-06-16 16:26:36 -06:00
James Betker
ae8de0cb9d fid saving images across all rank fix 2021-06-15 10:31:07 -06:00
James Betker
6a75bd0777 Another fix 2021-06-14 09:51:44 -06:00
James Betker
54bff35171 Fix issue where eval was not being used by all ddp processes 2021-06-14 09:50:04 -06:00
James Betker
60079a1572 Fix saver in distributed mode 2021-06-14 09:41:06 -06:00
James Betker
545f2db170 Distributed FID dataset across processes 2021-06-14 09:33:44 -06:00
James Betker
6b32c87dcb Try to make diffusion fid more deterministic 2021-06-14 09:27:43 -06:00
James Betker
5b4f86293f Add FID evaluator for diffusion models 2021-06-14 09:14:30 -06:00
James Betker
9cfe840872 Attempt to fix syncing multiple times when doing gradient accumulation 2021-06-13 14:30:30 -06:00
James Betker
1cd75dfd33 Fix ddp bug 2021-06-13 10:25:23 -06:00
James Betker
3e3ad7825f Add support for training an EMA network alongside the main networks 2021-06-12 21:01:41 -06:00
James Betker
696f320820 Get rid of feature networks 2021-06-11 20:50:07 -06:00
James Betker
65c474eecf Various changes to fix testing 2021-06-11 15:31:10 -06:00
James Betker
220f11a5e4 Half channel sizes in cifar_resnet 2021-06-09 17:06:37 -06:00
James Betker
aea12e1b9c Fix cat eval hack 2021-06-09 17:05:11 -06:00
James Betker
9b5f4abb91 Add fade in for hard switch 2021-06-07 18:15:09 -06:00
James Betker
108c5d829c Fix dropout norm 2021-06-07 16:13:23 -06:00
James Betker
438217094c Also debug distribution of switch 2021-06-07 15:36:07 -06:00
James Betker
44b09e5f20 Amplify dropout rate 2021-06-07 15:20:53 -06:00
James Betker
f0d4eb9182 Fixor 2021-06-07 11:58:36 -06:00
James Betker
c456a60466 Another go at fixing nan 2021-06-07 11:51:43 -06:00