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748 Commits

Author SHA1 Message Date
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
James Betker
67bf55495b Allow hq_batched_key to be specified 2020-11-13 20:10:12 -07:00
James Betker
0b96811611 Fix another issue with gpu ids getting thrown all over hte place 2020-11-13 20:05:52 -07:00
James Betker
a07e1a7292 Add separate Evaluator module and FID evaluator 2020-11-13 11:03:54 -07:00
James Betker
080ad61be4 Add option to work with nonrandom latents 2020-11-12 21:23:50 -07:00
James Betker
566b99ca75 GP adjustments for stylegan2 2020-11-12 16:44:51 -07:00
James Betker
44a19cd37c ExtensibleTrainer mods to support advanced checkpointing for stylegan2 
Basically: stylegan2 makes use of gradient-based normalizers. These
make it so that I cannot use gradient checkpointing. But I love gradient
checkpointing. It makes things really, really fast and memory conscious.

So - only don't checkpoint when we run the regularizer loss. This is a
bit messy, but speeds up training by at least 20%.

Also: pytorch: please make checkpointing a first class citizen.
 2020-11-12 15:45:07 -07:00
James Betker
db9e9e28a0 Fix an issue where GPU0 was always being used in non-ddp 
Frankly, I don't understand how this has ever worked. WTF.
 2020-11-12 15:43:01 -07:00
James Betker
2d3449d7a5 stylegan2 in ml art school! 2020-11-12 15:42:05 -07:00
James Betker
fd97573085 Fixes 2020-11-11 21:49:06 -07:00
James Betker
88f349bdf1 Enable usage of wandb 2020-11-11 21:48:56 -07:00
James Betker
1c065c41b4 Revert "..." 
This reverts commit 4b92191880.
 2020-11-11 17:24:27 -07:00
James Betker
4b92191880 ... 2020-11-11 14:12:40 -07:00
James Betker
12b57bbd03 Add residual blocks to pyramid disc 2020-11-11 13:56:45 -07:00
James Betker
b4136d766a Back to pyramids, no rrdb 2020-11-11 13:40:24 -07:00
James Betker
42a97de756 Convert PyramidRRDBDisc to RRDBDisc 
Had numeric stability issues. This probably makes more sense anyways.
 2020-11-11 12:14:14 -07:00
James Betker
72762f200c PyramidRRDB net 2020-11-11 11:25:49 -07:00
James Betker
a1760f8969 Adapt srg2 for video 2020-11-10 16:16:41 -07:00
James Betker
b742d1e5a5 When skipping steps via "every", still run nontrainable injection points 2020-11-10 16:09:17 -07:00
James Betker
91d27372e4 rrdb with adain latent 2020-11-10 16:08:54 -07:00
James Betker
6a2fd5f7d0 Lots of new discriminator nets 2020-11-10 16:06:54 -07:00
James Betker
4e5ba61ae7 SRG2classic further re-integration 2020-11-10 16:06:14 -07:00
James Betker
9e2c96ad5d More latent work 2020-11-07 20:38:56 -07:00
James Betker
0cf52ef52c latent work 2020-11-06 20:38:23 -07:00
James Betker
34d319585c Add srflow arch 2020-11-06 20:38:04 -07:00
James Betker
4469d2e661 More work on RRDB with latent 2020-11-05 22:13:05 -07:00
James Betker
62d3b6496b Latent work checkpoint 2020-11-05 13:31:34 -07:00
James Betker
fd6cdba88f RRDB with latent 2020-11-05 10:04:17 -07:00
James Betker
df47d6cbbb More work in support of training flow networks in tandem with generators 2020-11-04 18:07:48 -07:00
James Betker
658a267bab More work on SSIM/PSNR approximators 
- Add a network that accomodates this style of approximator while retaining structure
- Migrate to SSIM approximation
- Add a tool to visualize how these approximators are working
- Fix some issues that came up while doign this work
 2020-11-03 08:09:58 -07:00
James Betker
a51daacde2 Fix reporting of d_fake_diff for generators 2020-11-02 08:45:46 -07:00
James Betker
dcfe994fee Add standalone srg2_classic 
Trying to investigate how I was so misguided. I *thought* srg2 was considerably
better than RRDB in performance but am not actually seeing that.
 2020-10-31 20:55:34 -06:00
James Betker
eb7df63592 Merge remote-tracking branch 'origin/gan_lab' into gan_lab 2020-10-31 11:09:32 -06:00
James Betker
c2866ad8d2 Disable debugging of comparable pingpong generations 2020-10-31 11:09:10 -06:00
James Betker
7303d8c932 Add psnr approximator 2020-10-31 11:08:55 -06:00
James Betker
565517814e Restore SRG2 
Going to try to figure out where SRG lost competitiveness to RRDB..
 2020-10-30 14:01:56 -06:00
James Betker
74738489b9 Fixes and additional support for progressive zoom 2020-10-30 09:59:54 -06:00
James Betker
a3918fa808 Tecogan & other fixes 2020-10-30 00:19:58 -06:00
James Betker
b316078a15 Fix tecogan_losses fp16 2020-10-29 23:02:20 -06:00
James Betker
3791f95ad0 Enable RRDB to take in reference inputs 2020-10-29 11:07:40 -06:00
James Betker
7d38381d46 Add scaling to rrdb 2020-10-29 09:48:10 -06:00
James Betker
607ff3c67c RRDB with bypass 2020-10-29 09:39:45 -06:00
James Betker
1655b9e242 Fix fast_forward teco loss bug 2020-10-28 17:49:54 -06:00
James Betker
515905e904 Add a min_loss that is DDP compatible 2020-10-28 15:46:59 -06:00
James Betker
f133243ac8 Extra logging for teco_resgen 2020-10-28 15:21:22 -06:00
James Betker
2ab5054d4c Add noise to teco disc 2020-10-27 22:48:23 -06:00
James Betker
4dc16d5889 Upgrade tecogan_losses for speed 2020-10-27 22:40:15 -06:00
James Betker
ac3da0c5a6 Make tecogen functional 2020-10-27 21:08:59 -06:00
James Betker
10da206db6 Merge remote-tracking branch 'origin/gan_lab' into gan_lab 2020-10-27 20:59:59 -06:00
James Betker
9848f4c6cb Add teco_resgen 2020-10-27 20:59:55 -06:00
James Betker
543c384a91 Merge remote-tracking branch 'origin/gan_lab' into gan_lab 2020-10-27 20:59:16 -06:00
James Betker
da53090ce6 More adjustments to support distributed training with teco & on multi_modal_train 2020-10-27 20:58:03 -06:00
James Betker
00bb568956 further checkpointify spsr_arch 2020-10-27 17:54:28 -06:00
James Betker
c2727a0150 Merge remote-tracking branch 'origin/gan_lab' into gan_lab 2020-10-27 15:24:19 -06:00