Commit Graph

701 Commits

Author SHA1 Message Date
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
f39179e85a styled_sr: fix bug when using initial_stride 2021-01-01 12:13:21 -07:00
James Betker
913fc3b75e Need init to pick up styled_sr 2021-01-01 12:10:32 -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
e214e6ce33 Styled SR model 2020-12-31 20:54:18 -07:00
James Betker
b1fb82476b Add gp debug (fix) 2020-12-30 15:26:54 -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
ba543d1152 Glean mods
- Fixes fixed upscale factor issues
- Refines a few ops to decrease computation & parameterization
2020-12-27 12:25:06 -07:00
James Betker
f9be049adb GLEAN mod to support custom initial strides 2020-12-26 13:51:14 -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
ae666dc520 Fix bugs with srflow after refactor 2020-12-19 10:28:23 -07:00
James Betker
4328c2f713 Change default ReLU slope to .2 BREAKS COMPATIBILITY
This conforms my ConvGnLelu implementation with the generally accepted negative_slope=.2. I have no idea where I got .1. This will break backwards compatibility with some older models but will likely improve their performance when freshly trained. I did some auditing to find what these models might be, and I am not actively using any of them, so probably OK.
2020-12-19 08:28:03 -07:00
James Betker
9377d34ac3 glean mods 2020-12-19 08:26:07 -07:00
James Betker
92f9a129f7 GLEAN! 2020-12-18 16:04:19 -07:00
James Betker
c717765bcb Notes for lucidrains converter. 2020-12-18 09:55:38 -07:00
James Betker
b4720ea377 Move stylegan to new location 2020-12-18 09:52:36 -07:00
James Betker
1708136b55 Commit my attempt at "conforming" the lucidrains stylegan implementation to the reference spec. Not working. will probably be abandoned. 2020-12-18 09:51:48 -07:00
James Betker
209332292a Rosinality stylegan fix 2020-12-18 09:50:41 -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
James Betker
b905b108da Large cleanup
Removed a lot of old code that I won't be touching again. Refactored some
code elements into more logical places.
2020-12-18 09:10:44 -07:00
James Betker
3074f41877 Get rosinality model converter to work
Mostly, just needed to remove the custom cuda ops, not so bueno on Windows.
2020-12-17 16:03:39 -07:00
James Betker
e838c6e75b Rosinality stylegan2 port 2020-12-17 14:18:46 -07:00
James Betker
49327b99fe SRFlow outputs RRDB output 2020-12-16 10:28:02 -07:00
James Betker
c25b49bb12 Clean up of SRFlowNet_arch 2020-12-16 10:27:38 -07:00
James Betker
42ac8e3eeb Remove unnecessary comment from SRFlowNet 2020-12-16 09:43:07 -07:00
James Betker
09de3052ac Add softmax to spinenet classification head 2020-12-16 09:42:15 -07:00
James Betker
8661207d57 Merge branch 'gan_lab' of https://github.com/neonbjb/DL-Art-School into gan_lab 2020-12-15 17:16:48 -07:00
James Betker
fc376d34b2 Spinenet with logits head 2020-12-15 17:16:19 -07:00
James Betker
0a19e53df0 BYOL mods 2020-12-14 23:59:11 -07:00
James Betker
ef7eabf457 Allow RRDB to upscale 8x 2020-12-14 23:58:52 -07:00
James Betker
ec0ee25f4b Structural latents checkpoint 2020-12-11 12:01:09 -07:00
James Betker
26ceca68c0 BYOL with structure! 2020-12-10 15:07:35 -07:00
James Betker
c203cee31e Allow swapping to torch DDP as needed in code 2020-12-09 15:03:59 -07:00
James Betker
97ff25a086 BYOL!
Man, is there anything ExtensibleTrainer can't train? :)
2020-12-08 13:07:53 -07:00
James Betker
bca59ed98a Merge remote-tracking branch 'origin/gan_lab' into gan_lab 2020-12-07 12:51:04 -07:00
James Betker
ea56eb61f0 Fix DDP errors for discriminator
- Don't define training_net in define_optimizers - this drops the shell and leads to problems downstream
- Get rid of support for multiple training nets per opt. This was half baked and needs a better solution if needed
   downstream.
2020-12-07 12:50:57 -07:00
James Betker
88fc049c8d spinenet latent playground! 2020-12-05 20:30:36 -07:00
James Betker
11155aead4 Directly use dataset keys
This has been a long time coming. Cleans up messy "GT" nomenclature and simplifies ExtensibleTraner.feed_data
2020-12-04 20:14:53 -07:00
James Betker
8a83b1c716 Go back to apex DDP, fix distributed bugs 2020-12-04 16:39:21 -07:00
James Betker
7a81d4e2f4 Revert gaussian loss changes 2020-12-04 12:49:20 -07:00
James Betker
711780126e Cleanup 2020-12-03 23:42:51 -07:00
James Betker
ac7256d4a3 Do tqdm reporting when calculating flow_gaussian_nll 2020-12-03 23:42:29 -07:00
James Betker
dc9ff8e05b Allow the majority of the srflow steps to checkpoint 2020-12-03 23:41:57 -07:00
James Betker
06d1c62c5a iGPT support!
Sweeeeet
2020-12-03 15:32:21 -07:00
James Betker
c18adbd606 Delete mdcn & panet
Garbage, all of it.
2020-12-02 22:25:57 -07:00
James Betker
f2880b33c9 Get rid of mean shift from MDCN 2020-12-02 14:18:33 -07:00
James Betker
8a00f15746 Implement FlowGaussianNll evaluator 2020-12-02 14:09:54 -07:00
James Betker
edf408508c Fix discriminator 2020-12-01 17:45:56 -07:00
James Betker
9a421a41f4 SRFlow: accomodate mismatches between global scale and flow_scale 2020-12-01 11:11:51 -07:00
James Betker
e343722d37 Add stepped rrdb 2020-12-01 11:11:15 -07:00
James Betker
2e0bbda640 Remove unused archs 2020-12-01 11:10:48 -07:00
James Betker
a1c8300052 Add mdcn 2020-11-30 16:14:21 -07:00
James Betker
1e0f69e34b extra_conv in gn discriminator, multiframe support in rrdb. 2020-11-29 15:39:50 -07:00
James Betker
da604752e6 Misc RRDB changes 2020-11-29 12:21:31 -07:00
James Betker
a1d4c9f83c multires rrdb work 2020-11-28 14:35:46 -07:00
James Betker
929cd45c05 Fix for RRDB scale 2020-11-27 21:37:10 -07:00
James Betker
71fa532356 Adjustments to how flow networks set size and scale 2020-11-27 21:37:00 -07:00
James Betker
6f958bb150 Maybe this is necessary after all? 2020-11-27 15:21:13 -07:00
James Betker
ef8d5f88c1 Bring split gaussian nll out of split so it can be computed accurately with the rest of the nll component 2020-11-27 13:30:21 -07:00
James Betker
4ab49b0d69 RRDB disc work 2020-11-27 12:03:08 -07:00
James Betker
6de4dabb73 Remove srflow (modified version)
Starting from orig and re-working from there.
2020-11-27 12:02:06 -07:00
James Betker
fd356580c0 Play with lambdas 2020-11-26 20:30:55 -07:00
James Betker
cb045121b3 Expose srflow rrdb 2020-11-24 13:20:20 -07:00
James Betker
f6098155cd Mods to tecogan to allow use of embeddings as input 2020-11-24 09:24:02 -07:00
James Betker
b10bcf6436 Rework stylegan_for_sr to incorporate structure as an adain block 2020-11-23 11:31:11 -07:00
James Betker
519ba6f10c Support 2x RRDB with 4x srflow 2020-11-21 14:46:15 -07:00
James Betker
cad92bada8 Report logp and logdet for srflow 2020-11-21 10:13:05 -07:00
James Betker
c37d3faa58 More adjustments to srflow_orig 2020-11-20 19:38:33 -07:00
James Betker
d51d12a41a Adjustments to srflow to (maybe?) fix training 2020-11-20 14:44:24 -07:00
James Betker
6c8c35ac47 Support training RRDB encoder [srflow] 2020-11-20 10:03:06 -07:00
James Betker
5ccdbcefe3 srflow_orig integration 2020-11-19 23:47:24 -07:00
James Betker
2b2d754d8e Bring in an original SRFlow implementation for reference 2020-11-19 21:42:39 -07:00
James Betker
1e0d7be3ce "Clean up" SRFlow 2020-11-19 21:42:24 -07:00
James Betker
d7877d0a36 Fixes to teco losses and translational losses 2020-11-19 11:35:05 -07:00
James Betker
5c10264538 Remove pyramid_disc hard dependencies 2020-11-17 18:34:11 -07:00
James Betker
6b679e2b51 Make grad_penalty available to classical discs 2020-11-17 18:31:40 -07:00
James Betker
8a19c9ae15 Add additive mode to rrdb 2020-11-16 20:45:09 -07:00
James Betker
2a507987df Merge remote-tracking branch 'origin/gan_lab' into gan_lab 2020-11-15 16:16:30 -07:00
James Betker
931ed903c1 Allow combined additive loss 2020-11-15 16:16:18 -07:00
James Betker
4b68116977 import fix 2020-11-15 16:15:42 -07:00
James Betker
98eada1e4c More circular dependency fixes + unet fixes 2020-11-15 11:53:35 -07:00
James Betker
e587d549f7 Fix circular imports 2020-11-15 11:32:35 -07:00
James Betker
99f0cfaab5 Rework stylegan2 divergence losses
Notably: include unet loss
2020-11-15 11:26:44 -07:00
James Betker
ea94b93a37 Fixes for unet 2020-11-15 10:38:33 -07:00
James Betker
89f56b2091 Fix another import 2020-11-14 22:10:45 -07:00
James Betker
9af049c671 Import fix for unet 2020-11-14 22:09:18 -07:00
James Betker
5cade6b874 Move stylegan2 around, bring in unet 2020-11-14 22:04:48 -07:00
James Betker
125cb16dce Add a FID evaluator for stylegan with structural guidance 2020-11-14 20:16:07 -07:00
James Betker
c9258e2da3 Alter how structural guidance is given to stylegan 2020-11-14 20:15:48 -07:00
James Betker
3397c83447 Merge remote-tracking branch 'origin/gan_lab' into gan_lab 2020-11-14 09:30:09 -07:00
James Betker
423ee7cb90 Allow attention to be specified for stylegan2 2020-11-14 09:29:53 -07:00
James Betker
f406a5dd4c Mods to support stylegan2 in SR mode 2020-11-13 20:11:50 -07:00
James Betker
9c3d0b7560 Merge remote-tracking branch 'origin/gan_lab' into gan_lab 2020-11-13 20:10:47 -07:00