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
James Betker
1c574c5bd1
Attempt to fix nan
2021-06-07 11:43:42 -06:00
James Betker
eda796985b
Try out dropout norm
2021-06-07 11:33:33 -06:00
James Betker
6c6e82406e
Pass a corruption factor through the dataset into the upsampling network
...
The intuition is this will help guide the network to make better informed decisions
about how it performs upsampling based on how it perceives the underlying content.
(I'm giving up on letting networks detect their own quality - I'm not convinced it is
actually feasible)
2021-06-07 09:13:54 -06:00
James Betker
2ad2b56438
Don't do wandb except on rank 0
2021-06-06 16:52:07 -06:00
James Betker
7c5478bc2c
Formatting issue with gdi
2021-06-06 16:35:37 -06:00
James Betker
061dbcd458
Another fix to anorm
2021-06-06 15:09:49 -06:00
James Betker
9a6991e461
Fix switch norm average
2021-06-06 15:04:28 -06:00
