James Betker
70fa780edb
Add mechanism to export grad norms
2022-03-01 20:19:52 -07:00
James Betker
db0c3340ac
Implement guidance-free diffusion in eval
...
And a few other fixes
2022-03-01 11:49:36 -07:00
James Betker
2134f06516
Implement conditioning-free diffusion at the eval level
2022-02-27 15:11:42 -07:00
James Betker
ac920798bb
misc
2022-02-27 14:49:11 -07:00
James Betker
f458f5d8f1
abort early if losses reach nan too much, and save the model
2022-02-24 20:55:30 -07:00
James Betker
18dc62453f
Don't step if NaN losses are encountered.
2022-02-24 17:45:08 -07:00
James Betker
7c17c8e674
gurgl
2022-02-23 21:28:24 -07:00
James Betker
81017d9696
put frechet_distance on cuda
2022-02-23 21:21:13 -07:00
James Betker
9a7bbf33df
f
2022-02-23 18:03:38 -07:00
James Betker
b7319ab518
Support vocoder type diffusion in audio_diffusion_fid
2022-02-23 17:25:16 -07:00
James Betker
58f6c9805b
adf
2022-02-22 23:12:58 -07:00
James Betker
03752c1cd6
Report NaN
2022-02-22 23:09:37 -07:00
James Betker
6313a94f96
eval: integrate a n-gram language model into decoding
2022-02-21 19:12:34 -07:00
James Betker
7b12799370
Reformat mel_text_clip for use in eval
2022-02-19 20:37:26 -07:00
James Betker
bcba65c539
DataParallel Fix
2022-02-19 20:36:35 -07:00
James Betker
34001ad765
et
2022-02-18 18:52:33 -07:00
James Betker
a813fbed9c
Update to evaluator
2022-02-17 17:30:33 -07:00
James Betker
79e8f36d30
Convert CLIP models into new folder
2022-02-15 20:53:07 -07:00
James Betker
8f767b8b4f
...
2022-02-15 07:08:17 -07:00
James Betker
29e07913a8
Fix
2022-02-15 06:58:11 -07:00
James Betker
dd585df772
LAMB optimizer
2022-02-15 06:48:13 -07:00
James Betker
2bdb515068
A few mods to make wav2vec2 trainable with DDP on DLAS
2022-02-15 06:28:54 -07:00
James Betker
52b61b9f77
Update scripts and attempt to figure out how UnifiedVoice could be used to produce CTC codes
2022-02-13 20:48:06 -07:00
James Betker
a4f1641eea
Add & refine WER evaluator for w2v
2022-02-13 20:47:29 -07:00
James Betker
e16af944c0
BSO fix
2022-02-12 20:01:04 -07:00
James Betker
15fd60aad3
Allow EMA training to be disabled
2022-02-12 20:00:23 -07:00
James Betker
102142d1eb
f
2022-02-11 11:05:13 -07:00
James Betker
40b08a52d0
dafuk
2022-02-11 11:01:31 -07:00
James Betker
f6a7f12cad
Remove broken evaluator
2022-02-11 11:00:29 -07:00
James Betker
46b97049dc
Fix eval
2022-02-11 10:59:32 -07:00
James Betker
5175b7d91a
training sweeper checkin
2022-02-11 10:46:37 -07:00
James Betker
d1d1ae32a1
audio diffusion frechet distance measurement!
2022-02-10 22:55:46 -07:00
James Betker
23a310b488
Fix BSO
2022-02-10 20:54:51 -07:00
James Betker
1e28e02f98
BSO improvement to make it work with distributed optimizers
2022-02-10 09:53:13 -07:00
James Betker
836eb08afb
Update BSO to use the proper step size
2022-02-10 09:44:15 -07:00
James Betker
3d946356f8
batch_size_optimizer works. sweet! no more tuning batch sizes.
2022-02-09 14:26:23 -07:00
James Betker
18938248e4
Add batch_size_optimizer support
2022-02-08 23:51:31 -07:00
James Betker
de1a1d501a
Move audio injectors into their own file
2022-02-03 21:42:37 -07:00
James Betker
fbea6e8eac
Adjustments to diffusion networks
2022-01-30 16:14:06 -07:00
James Betker
798ed7730a
i like wasting time
2022-01-24 18:12:08 -07:00
James Betker
fc09cff4b3
angry
2022-01-24 18:09:29 -07:00
James Betker
cc0d9f7216
Fix
2022-01-24 18:05:45 -07:00
James Betker
3a9e3a9db3
consolidate state
2022-01-24 17:59:31 -07:00
James Betker
dfef34ba39
Load ema to cpu memory if specified
2022-01-24 15:08:29 -07:00
James Betker
49edffb6ad
Revise device mapping
2022-01-24 15:08:13 -07:00
James Betker
33511243d5
load model state dicts into the correct device
...
it's not clear to me that this will make a huge difference, but it's a good idea anyways
2022-01-24 14:40:09 -07:00
James Betker
3e16c509f6
Misc fixes
2022-01-24 14:31:43 -07:00
James Betker
e420df479f
Allow steps to specify which state keys to carry forward (reducing memory utilization)
2022-01-24 11:01:27 -07:00
James Betker
62475005e4
Sort data items in descending order, which I suspect will improve performance because we will hit GC less
2022-01-23 19:05:32 -07:00
James Betker
8f48848f91
misc
2022-01-22 08:23:29 -07:00
James Betker
ce929a6b3f
Allow grad scaler to be enabled even in fp32 mode
2022-01-21 23:13:24 -07:00
James Betker
bcd8cc51e1
Enable collated data for diffusion purposes
2022-01-19 00:35:08 -07:00
James Betker
894d245062
More zero_grad fixes
2022-01-08 20:31:19 -07:00
James Betker
2a9a25e6e7
Fix likely defective nan grad recovery
2022-01-08 18:24:58 -07:00
James Betker
65ffe38fce
misc
2022-01-06 22:16:17 -07:00
James Betker
f4484fd155
Add "dataset_debugger" support
...
This allows the datasets themselves compile statistics and report them
via tensorboard and wandb.
2022-01-06 12:38:20 -07:00
James Betker
b12f47b36d
Add some noise to voice_voice_clip
2021-12-29 13:56:30 -07:00
James Betker
64cb4a92db
Support adamw_zero
2021-12-25 21:32:01 -07:00
James Betker
776a7abfcc
Support torch DDP _set_static_graph
2021-12-25 21:20:06 -07:00
James Betker
62c8ed9a29
move speech utils
2021-12-16 20:47:37 -07:00
James Betker
e7957e4897
Make loss accumulator for logs accumulate better
2021-12-12 22:23:17 -07:00
James Betker
76f86c0e47
gaussian_diffusion: support fp16
2021-12-12 19:52:21 -07:00
James Betker
aa7cfd1edf
Add support for mel norms across the channel dim
2021-12-12 19:52:08 -07:00
James Betker
63bf135b93
Support norms
2021-12-11 08:30:49 -07:00
James Betker
5a664aa56e
misc
2021-12-11 08:17:26 -07:00
James Betker
306274245b
Also do dynamic range compression across mel
2021-12-10 20:06:24 -07:00
James Betker
faf55684b8
Use slaney norm in the mel filterbank computation
2021-12-10 20:04:52 -07:00
James Betker
32cfcf3684
Turn off optimization in find_faulty_files
2021-12-09 09:02:09 -07:00
James Betker
9191201f05
asd
2021-12-07 09:55:39 -07:00
James Betker
ef15a39841
fix gdi bug?
2021-12-07 09:53:48 -07:00
James Betker
68e9db12b5
Add interleaving and direct injectors
2021-12-02 21:04:49 -07:00
James Betker
47fe032a3d
Try to make diffusion validator more reproducible
2021-11-24 09:38:10 -07:00
James Betker
934395d4b8
A few fixes for gpt_asr_hf2
2021-11-23 09:29:29 -07:00
James Betker
973f47c525
misc nonfunctional
2021-11-22 17:16:39 -07:00
James Betker
3125ca38f5
Further wandb logs
2021-11-22 16:40:19 -07:00
James Betker
0604060580
Finish up mods for next version of GptAsrHf
2021-11-20 21:33:49 -07:00
James Betker
14f3155ec4
misc
2021-11-20 17:45:14 -07:00
James Betker
687e0746b3
Add Torch-derived MelSpectrogramInjector
2021-11-18 20:02:45 -07:00
James Betker
c30a38cdf1
Undo baseline GDI changes
2021-11-18 20:02:09 -07:00
James Betker
f36bab95dd
Audio resample injector
2021-11-10 20:06:33 -07:00
James Betker
79367f753d
Fix error & add nonfinite warning
2021-11-09 23:58:41 -07:00
James Betker
d43f25cc20
Update losses
2021-11-08 20:10:07 -07:00
James Betker
596a62fe01
Apply fix to gpt_asr_hf and prep it for inference
...
Fix is that we were predicting two characters in advance, not next character
2021-11-04 10:09:24 -06:00
James Betker
993bd52d42
Add spec_augment injector
2021-11-01 18:43:11 -06:00
James Betker
ee9b199d2b
Build in capacity to revert & resume networks that encounter a NaN
...
I'm increasingly seeing issues where something like this can be useful. In many (most?)
cases it's just a waste of compute, though. Still, better than a cold computer for a whole
night.
2021-11-01 16:14:59 -06:00
James Betker
87364b890f
Add custom clip_grad_norm that prints out the param names in error.
2021-11-01 11:12:20 -06:00
James Betker
b404a3b747
Revert recent changes to extr
2021-10-30 20:48:06 -06:00
James Betker
e9dc37f19c
Mod trainer to copy config file into experiments root
2021-10-30 17:00:24 -06:00
James Betker
928e7026c2
Mod STFT injector to be specifiable
2021-10-28 22:34:12 -06:00
James Betker
c3421b7f6d
Dataset work for audio quality processor
2021-10-24 09:09:34 -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
d016a2fbad
Go back to vanilla flavor of diffusion
2021-10-17 17:32:46 -06:00
James Betker
4914c526dc
More cleanup
2021-09-29 14:24:49 -06:00
James Betker
e24c619387
Fix
2021-09-23 16:07:58 -06:00
James Betker
5c8d266d4f
chk
2021-09-17 09:15:36 -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
6f48674647
Support diffusion models with extra return values & inference in diffusion_dvae
2021-09-16 10:53:46 -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
dabd87246d
Add unet_diffusion_vocoder
2021-08-31 14:38:33 -06:00
James Betker
909754cc27
Add find_faulty_files.py
2021-08-25 18:00:43 -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
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
b43683b772
Add lucidrains_dvae
2021-08-06 12:03:46 -06:00
James Betker
3ca51e80b2
Only fix weird path bug in windows
2021-08-05 22:21:25 -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
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
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
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
6fd16ea9c8
Add meta-anomaly detection, colorjitter augmentation
2021-06-29 13:41:55 -06:00
James Betker
a57ed8e960
Various mods to support better jpeg image filtering
2021-06-25 13:16:15 -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
aea12e1b9c
Fix cat eval hack
2021-06-09 17:05:11 -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
692e9c417b
Support diffusion unet
2021-06-06 13:57:22 -06:00
James Betker
16cd92acd5
hack
2021-06-05 14:23:41 -06:00
James Betker
80d4404367
A few fixes:
...
- Output better prediction of xstart from eps
- Support LossAwareSampler
- Support AdamW
2021-06-05 13:40:32 -06:00
James Betker
7d45132f60
fdsa
2021-06-04 21:26:54 -06:00
James Betker
6c8c8087d5
asdf
2021-06-04 21:24:48 -06:00
James Betker
bf811f80c1
GD mods & fixes
...
- Report variational loss separately
- Report model prediction from injector
- Log these things
- Use respacing like guided diffusion
2021-06-04 17:13:16 -06:00
James Betker
6084915af8
Support gaussian diffusion models
...
Adds support for GD models, courtesy of some maths from openai.
Also:
- Fixes requirement for eval{} even when it isn't being used
- Adds support for denormalizing an imagenet norm
2021-06-02 21:47:32 -06:00
James Betker
45bc76ba92
Fixes and mods to support training classifiers on imagenet
2021-06-01 17:25:24 -06:00
James Betker
119f17c808
Add testing capabilities for segformer & contrastive feature
2021-04-27 09:59:50 -06:00
James Betker
9bbe6fc81e
Get segformer to a trainable state
2021-04-25 11:45:20 -06:00
James Betker
23e01314d4
Add dataset, ui for labeling and evaluator for pointwise classification
2021-04-23 17:17:13 -06:00
James Betker
17555e7d07
misc adjustments for stylegan
2021-04-21 18:14:17 -06:00
James Betker
f89ea5f1c6
Mods to support lightweight_gan model
2021-03-02 20:51:48 -07:00
James Betker
784b96c059
Misc options to add support for training stylegan2-rosinality models:
...
- Allow image_folder_dataset to normalize inbound images
- ExtensibleTrainer can denormalize images on the output path
- Support .webp - an output from LSUN
- Support logistic GAN divergence loss
- Support stylegan2 TF weight extraction for discriminator
- New injector that produces latent noise (with separated paths)
- Modify FID evaluator to be operable with rosinality-style GANs
2021-02-08 08:09:21 -07:00
James Betker
320edbaa3c
Move switched_conv logic around a bit
2021-02-02 20:41:24 -07:00
James Betker
0dca36946f
Hard Routing mods
...
- Turns out my custom convolution was RIDDLED with backwards bugs, which is
why the existing implementation wasn't working so well.
- Implements the switch logic from both Mixture of Experts and Switch Transformers
for testing purposes.
2021-02-02 20:35:58 -07:00
James Betker
97d895aebe
Add SrPixLoss, which focuses pixel-based losses on high-frequency regions
...
of the image.
2021-01-25 08:26:14 -07:00
James Betker
587a4f4050
resnet_unet_3
...
I'm being really lazy here - these nets are not really different from each other
except at which layer they terminate. This one terminates at 2x downsampling,
which is simply indicative of a direction I want to go for testing these pixpro networks.
2021-01-15 14:51:03 -07:00
James Betker
34f8c8641f
Support training imagenet classifier
2021-01-11 20:09:16 -07:00
James Betker
48f0d8964b
Allow dist_backend to be specified in options
2021-01-09 20:54:32 -07:00
James Betker
7c6c7a8014
Fix process_video
2021-01-09 20:53:46 -07:00
James Betker
acf1535b14
Fix for randomresizedcrop injector
2021-01-07 16:31:43 -07:00
James Betker
04961b91cf
Add random-crop injector
2021-01-07 12:14:55 -07:00
James Betker
2c65b6b28e
More mods to support styledsr
2021-01-04 11:32:28 -07:00
James Betker
4d8064c32c
Modifications to allow partially trained stylegan discriminators to be used
2021-01-03 16:37:18 -07:00
James Betker
ce6524184c
Do the last commit but in a better way
2021-01-02 22:24:12 -07:00
James Betker
edf9c38198
Make ExtensibleTrainer set the starting step for the LR scheduler
2021-01-02 22:22:34 -07:00
James Betker
bdbab65082
Allow optimizers to train separate param groups, add higher dimensional VGG discriminator
...
Did this to support training 512x512px networks off of a pretrained 256x256 network.
2021-01-02 15:10:06 -07:00
James Betker
193cdc6636
Move discriminators to the create_model paradigm
...
Also cleans up a lot of old discriminator models that I have no intention
of using again.
2021-01-01 15:56:09 -07:00
James Betker
7976a5825d
srfid is incorrectly labeled
2021-01-01 13:00:59 -07:00
James Betker
e992e18767
Add initial_stride term to style_sr
...
Also fix fid and a networks.py issue.
2021-01-01 11:59:36 -07:00
James Betker
9864fe4c04
Fix for train.py
2021-01-01 11:59:00 -07:00
James Betker
8f0984cacf
Add sr_fid evaluator
2020-12-30 20:18:58 -07:00
James Betker
9c53314ea2
Add gradient penalty visual debug
2020-12-30 09:51:59 -07:00
James Betker
63cf3d3126
Injector auto-registration
...
I love it!
2020-12-29 20:58:02 -07:00
James Betker
a777c1e4f9
Misc script fixes
2020-12-29 20:25:09 -07:00
James Betker
3fd627fc62
Mods to support image classification & filtering
2020-12-26 13:49:27 -07:00
James Betker
10fdfa1563
Migrate generators to dynamic model registration
2020-12-24 23:02:10 -07:00
James Betker
29db7c7a02
Further mods to BYOL
2020-12-24 09:28:41 -07:00
James Betker
036684893e
Add LARS optimizer & support for BYOL idiosyncrasies
...
- Added LARS and SGD optimizer variants that support turning off certain
features for BN and bias layers
- Added a variant of pytorch's resnet model that supports gradient checkpointing.
- Modify the trainer infrastructure to support above
- Fix bug with BYOL (should have been nonfunctional)
2020-12-23 20:33:43 -07:00
James Betker
1bbcb96ee8
Implement a few changes to support training BYOL networks
2020-12-23 10:50:23 -07:00
James Betker
f35c034fa5
Add trainer readme
2020-12-18 16:52:16 -07:00
James Betker
92f9a129f7
GLEAN!
2020-12-18 16:04:19 -07:00
James Betker
d875ca8342
More refactor changes
2020-12-18 09:24:31 -07:00
James Betker
5640e4efe4
More refactoring
2020-12-18 09:18:34 -07:00
