1742 Commits

Author	SHA1	Message	Date
James Betker	e82f4552db	Update other docs with dumb config options	2020-12-18 16:21:28 -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	2f0a52b7db	misc changes	2020-12-18 08:53:45 -07:00
James Betker	a8179ff53c	Image label work	2020-12-18 08:53:18 -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	12cf052889	Add an image patch labeling UI	2020-12-17 10:16:21 -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	fb2cfc795b	Update requirements, add image_patch_classifier tool	2020-12-16 09:42:50 -07:00
James Betker	09de3052ac	Add softmax to spinenet classification head	2020-12-16 09:42:15 -07:00
James Betker	4310e66848	Fix bug in 'corrupt_before_downsize=true'	2020-12-16 09:41:59 -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	8e0e883050	Mods to support labeled datasets & random augs for those datasets	2020-12-15 17:15:56 -07:00
James Betker	e5a3e6b9b5	srflow latent space misc	2020-12-14 23:59:49 -07:00
James Betker	1e14635d88	Add exclusions to extract_subimages_with_ref	2020-12-14 23:59:41 -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	087e9280ed	Add labeling feature to image_folder_dataset	2020-12-14 23:58:37 -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	9c5e272a22	Script to extract models from a wrapped BYOL model	2020-12-10 09:57:52 -07:00
James Betker	a5630d282f	Get rid of 2nd trainer	2020-12-10 09:57:38 -07:00
James Betker	8e4b9f42fd	New BYOL dataset which uses a form of RandomCrop that lends itself to ... structural guidance to the latents.	2020-12-10 09:57:18 -07:00
James Betker	c203cee31e	Allow swapping to torch DDP as needed in code	2020-12-09 15:03:59 -07:00
James Betker	66cbae8731	Add random_dataset for testing	2020-12-09 14:55:05 -07:00
James Betker	97ff25a086	BYOL! ... Man, is there anything ExtensibleTrainer can't train? :)	2020-12-08 13:07:53 -07:00
James Betker	5369cba8ed	Stage	2020-12-08 00:33:07 -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	c0aeaabc31	Spinenet playground	2020-12-07 12:49:32 -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	c963e5f2ce	Add ImageFolderDataset ... This one has been a long time coming.. How does torch not have something like this?	2020-12-01 17:45:37 -07:00
James Betker	9a421a41f4	SRFlow: accomodate mismatches between global scale and flow_scale	2020-12-01 11:11:51 -07:00
James Betker	8f65f81ddb	Adjustments to subimage extractor	2020-12-01 11:11:30 -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	f2422f1d75	Latent space playground	2020-11-29 09:33:29 -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	11d2b70bdd	Latent space playground work	2020-11-27 12:03:16 -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	5f5420ff4a	Update to srflow_latent_space_playground	2020-11-26 20:31:21 -07:00
James Betker	fd356580c0	Play with lambdas	2020-11-26 20:30:55 -07:00
James Betker	0c6d7971b9	Dataset documentation	2020-11-26 11:58:39 -07:00
James Betker	45a489110f	Fix datasets	2020-11-26 11:50:38 -07:00
James Betker	5edaf085e0	Adjustments to latent_space_playground	2020-11-25 15:52:36 -07:00
James Betker	205c9a5335	Learn how to functionally use srflow networks	2020-11-25 13:59:06 -07:00
James Betker	cb045121b3	Expose srflow rrdb	2020-11-24 13:20:20 -07:00
James Betker	f3c1fc1bcd	Dataset modifications	2020-11-24 13:20:12 -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	f80acfcab6	Throw if dataset isn't going to work with force_multiple setting	2020-11-19 23:47:00 -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	b2a05465fc	Fix missing requirements	2020-11-18 10:16:39 -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	4c6b14a3f8	Allow extract_square_images to work on multiple images	2020-11-14 20:24:05 -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	ec621c69b5	Fix train bug	2020-11-14 09:29:08 -07:00
James Betker	cdc5ac30e9	oddity	2020-11-13 20:11:57 -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	c47925ae34	New image extractor utility	2020-11-13 11:04:03 -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	fc55bdb24e	Mods to how wandb are integrated	2020-11-12 15:45:25 -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	6be6c92e5d	Fix yet ANOTHER OBO error in multi_frame_dataset	2020-11-06 20:38:34 -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	c21088e238	Fix OBO error in multi_frame_dataset ... In some datasets, this meant one frame was included in a sequence where it didn't belong. In datasets with mismatched chunk sizes, this resulted in an error.	2020-11-03 14:32:06 -07:00
James Betker	e990be0449	Improve ignore_first logic	2020-11-03 11:56:32 -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	85c545835c	Merge remote-tracking branch 'origin/gan_lab' into gan_lab	2020-11-02 08:48:15 -07:00
James Betker	f13fdd43ed	Merge remote-tracking branch 'origin/gan_lab' into gan_lab	2020-11-02 08:47:42 -07:00
James Betker	fed16abc22	Report chunking errors	2020-11-02 08:47:18 -07:00
James Betker	a51daacde2	Fix reporting of d_fake_diff for generators	2020-11-02 08:45:46 -07:00
James Betker	3676f26d94	Merge remote-tracking branch 'origin/gan_lab' into gan_lab	2020-10-31 20:55:45 -06:00
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	ea8c20c0e2	Fix bug with multiscale_dataset	2020-10-31 20:54:41 -06:00
James Betker	bb39d3efe5	Bump image corruption factor a bit	2020-10-31 20:50:24 -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	b24ff3c88d	Fix bug that causes multiscale dataset to crash	2020-10-30 14:01:24 -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	25b007a0f5	Increase jpeg corruption & add error	2020-10-28 17:37:39 -06:00
James Betker	796659b0ac	Add 'jpeg-normal' corruption	2020-10-28 16:40:47 -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
James Betker	2a3eec8fd7	Fix some distributed training snafus	2020-10-27 15:24:05 -06:00
James Betker	d923a62ed3	Allow SPSR to checkpoint	2020-10-27 15:23:20 -06:00
James Betker	11a9e223a6	Retrofit SPSR_arch so it is capable of accepting a ref	2020-10-27 11:14:36 -06:00
James Betker	8202ee72b9	Re-add original SPSR_arch	2020-10-27 11:00:38 -06:00
James Betker	31cf1ac98d	Retrofit full_image_dataset to work with new arch.	2020-10-27 10:26:19 -06:00
James Betker	ade0a129da	Include psnr in test.py	2020-10-27 10:25:42 -06:00
James Betker	231137ab0a	Revert RRDB back to original model	2020-10-27 10:25:31 -06:00
James Betker	1ce863849a	Remove temporary base_model change	2020-10-26 11:13:01 -06:00
James Betker	54accfa693	Merge remote-tracking branch 'origin/gan_lab' into gan_lab	2020-10-26 11:12:37 -06:00
James Betker	ff58c6484a	Fixes to unified chunk datasets to support stereoscopic training	2020-10-26 11:12:22 -06:00
James Betker	b2f803588b	Fix multi_modal_train.py	2020-10-26 11:10:22 -06:00
James Betker	f857eb00a8	Allow tecogan losses to compute at 32px	2020-10-26 11:09:55 -06:00
James Betker	629b968901	ChainedGen 4x alteration ... Increases conv window for teco_recurrent in the 4x case so all data can be used. base_model changes should be temporary.	2020-10-26 10:54:51 -06:00
James Betker	85c07f85d9	Update flownet submodule	2020-10-24 11:59:00 -06:00
James Betker	327cdbe110	Support configurable multi-modal training	2020-10-24 11:57:39 -06:00
James Betker	9c3d059ef0	Updates to be able to train flownet2 in ExtensibleTrainer ... Only supports basic losses for now, though.	2020-10-24 11:56:39 -06:00
James Betker	1dbcbfbac8	Restore ChainedEmbeddingGenWithStructure ... Still using this guy, after all	2020-10-24 11:54:52 -06:00
James Betker	8e5b6682bf	Add PairedFrameDataset	2020-10-23 20:58:07 -06:00
James Betker	7a75d10784	Arch cleanup	2020-10-23 09:35:33 -06:00
James Betker	646d6a621a	Support 4x zoom on ChainedEmbeddingGen	2020-10-23 09:25:58 -06:00
James Betker	8636492db0	Copy train.py mods to train2	2020-10-22 17:16:36 -06:00
James Betker	e9c0b9f0fd	More adjustments to support multi-modal training ... Specifically - looks like at least MSE loss cannot handle autocasted tensors	2020-10-22 16:49:34 -06:00
James Betker	76789a456f	Class-ify train.py and workon multi-modal trainer	2020-10-22 16:15:31 -06:00
James Betker	15e00e9014	Finish integration with autocast ... Note: autocast is broken when also using checkpoint(). Overcome this by modifying torch's checkpoint() function in place to also use autocast.	2020-10-22 14:39:19 -06:00
James Betker	d7ee14f721	Move to torch.cuda.amp (not working) ... Running into OOM errors, needs diagnosing. Checkpointing here.	2020-10-22 13:58:05 -06:00
James Betker	3e3d2af1f3	Add multi-modal trainer	2020-10-22 13:27:32 -06:00
James Betker	40dc2938e8	Fix multifaceted chain gen	2020-10-22 13:27:06 -06:00
James Betker	f9dc472f63	Misc nonfunctional mods to datasets	2020-10-22 10:16:17 -06:00
James Betker	43c4f92123	Collapse progressive zoom candidates into the batch dimension ... This contributes a significant speedup to training this type of network since losses can operate on the entire prediction spectrum at once.	2020-10-21 22:37:23 -06:00
James Betker	680d635420	Enable ExtensibleTrainer to skip steps when state keys are missing	2020-10-21 22:22:28 -06:00
James Betker	d1175f0de1	Add FFT injector	2020-10-21 22:22:00 -06:00
James Betker	1ef559d7ca	Add a ChainedEmbeddingGen which can be simueltaneously used with multiple training paradigms	2020-10-21 22:21:51 -06:00
James Betker	931aa65dd0	Allow recurrent losses to be weighted	2020-10-21 16:59:44 -06:00
James Betker	5753e77d67	ChainedGen: Output debugging information on blocks	2020-10-21 16:36:23 -06:00
James Betker	b54de69153	Misc	2020-10-21 11:08:21 -06:00
James Betker	71c3820d2d	Fix process_video	2020-10-21 11:08:12 -06:00
James Betker	3c6e600e48	Add capacity for models to self-report visuals	2020-10-21 11:08:03 -06:00
James Betker	dca5cddb3b	Add bypass to ChainedEmbeddingGen	2020-10-21 11:07:45 -06:00
James Betker	d8c6a4bbb8	Misc	2020-10-20 12:56:52 -06:00
James Betker	aba83e7497	Don't apply jpeg corruption & noise corruption together ... This causes some severe noise.	2020-10-20 12:56:35 -06:00
James Betker	111450f4e7	Use areal interpolate for multiscale_dataset	2020-10-19 15:30:25 -06:00
James Betker	a63bf2ea2f	Merge remote-tracking branch 'origin/gan_lab' into gan_lab	2020-10-19 15:26:11 -06:00
James Betker	76e4f0c086	Restore test.py for use as standalone validator	2020-10-19 15:26:07 -06:00
James Betker	1b1ca297f8	Fix recurrent=None bug in ChainedEmbeddingGen	2020-10-19 15:25:12 -06:00
James Betker	331c40f0c8	Allow starting step to be forced ... Useful for testing purposes or to force a validation.	2020-10-19 15:23:04 -06:00
James Betker	8ca566b621	Revert "Misc" ... This reverts commit 0e3ea63a14. # Conflicts: # codes/test.py # codes/train.py	2020-10-19 13:34:54 -06:00
James Betker	b28e4d9cc7	Add spread loss ... Experimental loss that peaks around 0.	2020-10-19 11:31:19 -06:00
James Betker	9b9a6e5925	Add get_paths() to base_unsupervised_image_dataset	2020-10-19 11:30:06 -06:00
James Betker	981d64413b	Support validation over a custom injector ... Also re-enable PSNR	2020-10-19 11:01:56 -06:00
James Betker	ffad0e0422	Allow image corruption in multiscale dataset	2020-10-19 10:10:27 -06:00
James Betker	668cafa798	Push correct patch of recurrent embedding to upstream image, rather than whole thing	2020-10-18 22:39:52 -06:00
James Betker	7df378a944	Remove separated vgg discriminator ... Checkpointing happens inline instead. Was a dumb idea.. Also fixes some loss reporting issues.	2020-10-18 12:10:24 -06:00
James Betker	c709d38cd5	Fix memory leak with recurrent loss	2020-10-18 10:22:10 -06:00
James Betker	552e70a032	Get rid of excessive checkpointed disc params	2020-10-18 10:09:37 -06:00
James Betker	6a0d5f4813	Add a checkpointable discriminator	2020-10-18 09:57:47 -06:00
James Betker	9ead2c0a08	Multiscale training in!	2020-10-17 22:54:12 -06:00
James Betker	e706911c83	Fix spinenet bug	2020-10-17 20:20:36 -06:00
James Betker	b008a27d39	Spinenet should allow bypassing the initial conv ... This makes feeding in references for recurrence easier.	2020-10-17 20:16:47 -06:00
James Betker	c7f3fc4dd9	Enable chunk_with_reference to work without centers ... Moving away from this so it doesn't matter too much. Also fixes an issue with the "ignore" flag.	2020-10-17 20:09:08 -06:00
James Betker	b45e132a9d	Allow first n tiles to be ignored ... Helps zoom in with chunked dataset	2020-10-17 09:45:03 -06:00
James Betker	c1c9c5681f	Swap recurrence	2020-10-17 08:40:28 -06:00
James Betker	6141aa1110	More recurrence fixes for chainedgen	2020-10-17 08:35:46 -06:00
James Betker	cf8118a85b	Allow recurrence to specified for chainedgen	2020-10-17 08:32:29 -06:00
James Betker	fc4c064867	Add recurrent support to chainedgenwithstructure	2020-10-17 08:31:34 -06:00
James Betker	d4a3e11ab2	Don't use several stages of spinenet_arch ... These are used for lower outputs which I am not using	2020-10-17 08:28:37 -06:00
James Betker	d1c63ae339	Go back to torch's DDP ... Apex was having some weird crashing issues.	2020-10-16 20:47:35 -06:00
James Betker	d856378b2e	Add ChainedGenWithStructure	2020-10-16 20:44:36 -06:00
James Betker	96f1be30ed	Add use_generator_as_filter	2020-10-16 20:43:55 -06:00
James Betker	617d97e19d	Add ChainedEmbeddingGen	2020-10-15 23:18:08 -06:00
James Betker	c4543ce124	Set post_transform_block to None where applicable	2020-10-15 17:20:42 -06:00
James Betker	6f8705e8cb	SSGSimpler network	2020-10-15 17:18:44 -06:00
James Betker	1ba01d69b5	Move datasets to INTER_AREA interpolation for downsizing ... Looks **FAR** better visually	2020-10-15 17:18:23 -06:00
James Betker	d56745b2ec	JPEG-broad adjustment	2020-10-15 10:14:51 -06:00
James Betker	eda75c9779	Cleanup fixes	2020-10-15 10:13:17 -06:00
James Betker	920865defb	Arch work	2020-10-15 10:13:06 -06:00
James Betker	1dc0b05428	Add multiscale dataset	2020-10-15 10:12:50 -06:00
James Betker	0f4e03183f	New image corruptor gradations	2020-10-15 10:12:25 -06:00
James Betker	1f20d59c31	Revert big switch back	2020-10-14 11:03:34 -06:00
James Betker	9815980329	Update SwitchedConv	2020-10-13 20:57:12 -06:00
James Betker	24792bdb4f	Codebase cleanup ... Removed a lot of legacy stuff I have no intent on using again. Plan is to shape this repo into something more extensible (get it? hah!)	2020-10-13 20:56:39 -06:00
James Betker	e620fc05ba	Mods to support video processing with teco networks	2020-10-13 20:47:05 -06:00
James Betker	17d78195ee	Mods to SRG to support returning switch logits	2020-10-13 20:46:37 -06:00
James Betker	cc915303a5	Fix SPSR calls into SwitchComputer	2020-10-13 10:14:47 -06:00
James Betker	bdf4c38899	Merge remote-tracking branch 'origin/gan_lab' into gan_lab ... # Conflicts: # codes/models/archs/SwitchedResidualGenerator_arch.py	2020-10-13 10:12:26 -06:00
James Betker	9a5d6162e9	Add the "BigSwitch"	2020-10-13 10:11:10 -06:00
James Betker	8014f050ac	Clear metrics properly ... Holy cow, what a PITA bug.	2020-10-13 10:07:49 -06:00
James Betker	4d52374e60	Merge remote-tracking branch 'origin/gan_lab' into gan_lab	2020-10-12 17:43:51 -06:00
James Betker	731700ab2c	checkpoint in ssg	2020-10-12 17:43:28 -06:00
James Betker	ca523215c6	Fix recurrent std in arch	2020-10-12 17:42:32 -06:00
James Betker	05377973bf	Allow initial recurrent input to be specified (optionally)	2020-10-12 17:36:43 -06:00
James Betker	597b6e92d6	Add ssgr1 recurrence	2020-10-12 17:18:19 -06:00
James Betker	c1a00f31b7	Update switched_conv	2020-10-12 10:37:45 -06:00
James Betker	d7d7590f3e	Fix constant injector - wasn't working in test	2020-10-12 10:36:30 -06:00
James Betker	e7cf337dba	Fix bug with chunk_with_reference	2020-10-12 10:23:03 -06:00
James Betker	ce163ad4a9	Update SSGdeep	2020-10-12 10:22:08 -06:00
James Betker	2bc5701b10	misc	2020-10-12 10:21:25 -06:00
James Betker	3409d88a1c	Add PANet arch	2020-10-12 10:20:55 -06:00
James Betker	7cbf4fa665	Merge remote-tracking branch 'origin/gan_lab' into gan_lab	2020-10-11 08:33:30 -06:00
James Betker	92cb83958a	Return zeros rather than None when image cant be read	2020-10-11 08:33:18 -06:00
James Betker	a9c2e97391	Constant injector and teco fixes	2020-10-11 08:20:07 -06:00
James Betker	e785029936	Mods needed to support SPSR archs with teco gan	2020-10-10 22:39:55 -06:00
James Betker	120072d464	Add constant injector	2020-10-10 21:50:23 -06:00
James Betker	f99812e14d	Fix tecogan_losses errors	2020-10-10 20:30:14 -06:00
James Betker	3a5b23b9f7	Alter teco_losses to feed a recurrent input in as separate	2020-10-10 20:21:09 -06:00
James Betker	0d30d18a3d	Add MarginRemoval injector	2020-10-09 20:35:56 -06:00
James Betker	0011d445c8	Fix loss indexing	2020-10-09 20:20:51 -06:00
James Betker	202eb11fdc	For element loss added	2020-10-09 19:51:44 -06:00
James Betker	61e5047c60	Fix loss accumulator when buffers are not filled ... They were reporting incorrect losses.	2020-10-09 19:47:59 -06:00
James Betker	fe50d6f9d0	Fix attention images	2020-10-09 19:21:55 -06:00
James Betker	7e777ea34c	Allow tecogan to be used in process_video	2020-10-09 19:21:43 -06:00
James Betker	58d8bf8f69	Add network architecture built for teco	2020-10-09 08:40:14 -06:00
James Betker	b3d0baaf17	Improve multiframe dataset memory usage	2020-10-09 08:40:00 -06:00
James Betker	afe6af88af	Fix attention print issue	2020-10-08 18:34:00 -06:00
James Betker	4c85ee51a4	Converge SSG architectures into unified switching base class ... Also adds attention norm histogram to logging	2020-10-08 17:23:21 -06:00
James Betker	3cc56cd00b	Merge remote-tracking branch 'origin/gan_lab' into gan_lab	2020-10-08 16:12:05 -06:00
James Betker	7d8d9dafbb	misc	2020-10-08 16:12:00 -06:00
James Betker	856ef4d21d	Update switched_conv	2020-10-08 16:10:23 -06:00
James Betker	1eb516d686	Fix more distributed bugs	2020-10-08 14:32:45 -06:00
James Betker	b36ba0460c	Fix multi-frame dataset OBO error	2020-10-08 12:21:04 -06:00
James Betker	fba29d7dcc	Move to apex distributeddataparallel and add switch all_reduce ... Torch's distributed_data_parallel is missing "delay_allreduce", which is necessary to get gradient checkpointing to work with recurrent models.	2020-10-08 11:20:05 -06:00
James Betker	c174ac0fd5	Allow tecogan to support generators that only output a tensor (instead of a list)	2020-10-08 09:26:25 -06:00
James Betker	969bcd9021	Use local checkpoint in SSG	2020-10-08 08:54:46 -06:00
James Betker	c93dd623d7	Tecogan losses work	2020-10-07 23:11:58 -06:00
James Betker	29bf78d791	Update switched_conv submodule	2020-10-07 23:11:50 -06:00
James Betker	c96f5b2686	Import switched_conv as a submodule	2020-10-07 23:10:54 -06:00
James Betker	c352c8bce4	More tecogan fixes	2020-10-07 12:41:17 -06:00
James Betker	a62a5dbb5f	Clone and detach in recursively_detach	2020-10-07 12:41:00 -06:00
James Betker	1c44d395af	Tecogan work ... Its training! There's still probably plenty of bugs though..	2020-10-07 09:03:30 -06:00
James Betker	e9d7371a61	Add concatenate injector	2020-10-07 09:02:42 -06:00
James Betker	8a7e993aea	Merge remote-tracking branch 'origin/gan_lab' into gan_lab	2020-10-06 20:41:58 -06:00
James Betker	b2c4b2a16d	Move gpu_ids out of if statement	2020-10-06 20:40:20 -06:00
James Betker	1e415b249b	Add tag that can be applied to prevent parameter training	2020-10-06 20:39:49 -06:00
James Betker	2f2e3f33f8	StackedSwitchedGenerator_5lyr	2020-10-06 20:39:32 -06:00
James Betker	6217b48e3f	Fix spsr_arch bug	2020-10-06 20:38:47 -06:00
James Betker	4290918359	Add distributed_checkpoint for more efficient checkpoints	2020-10-06 20:38:38 -06:00
James Betker	cffc596141	Integrate flownet2 into codebase, add teco visual debugs	2020-10-06 20:35:39 -06:00
James Betker	e4b89a172f	Reduce spsr7 memory usage	2020-10-05 22:05:56 -06:00
James Betker	4111942ada	Support attention deferral in deep ssgr	2020-10-05 19:35:55 -06:00
James Betker	840927063a	Work on tecogan losses	2020-10-05 19:35:28 -06:00
James Betker	0e3ea63a14	Misc	2020-10-05 18:01:50 -06:00
James Betker	2875822024	SPSR9 arch ... takes some of the stuff I learned with SGSR yesterday and applies it to spsr	2020-10-05 08:47:51 -06:00
James Betker	51044929af	Don't compute attention statistics on multiple generator invocations of the same data	2020-10-05 00:34:29 -06:00
James Betker	e760658fdb	Another fix..	2020-10-04 21:08:00 -06:00
James Betker	a890e3a9c0	Fix geometric loss not handling 0 index	2020-10-04 21:05:01 -06:00
James Betker	c3ef8a4a31	Stacked switches - return a tuple	2020-10-04 21:02:24 -06:00
James Betker	13f97e1e97	Add recursive loss	2020-10-04 20:48:15 -06:00
James Betker	ffd069fd97	Lots of SSG work ... - Checkpointed pretty much the entire model - enabling recurrent inputs - Added two new models for test - adding depth (again) and removing SPSR (in lieu of the new losses)	2020-10-04 20:48:08 -06:00
James Betker	aca2c7ab41	Full checkpoint-ize SSG1	2020-10-04 18:24:52 -06:00
James Betker	fc396baf1a	Move loaded_options to util ... Doesn't seem to work with python 3.6	2020-10-03 20:29:06 -06:00
James Betker	2d8e9a9d30	Options fix?	2020-10-03 20:27:12 -06:00
James Betker	e3294939b0	Revert "SSG: offer option to use BN-based attention normalization" ... Didn't work. Oh well. This reverts commit 5cd2b37591.	2020-10-03 17:54:53 -06:00
James Betker	43c6c67fd1	Merge remote-tracking branch 'origin/gan_lab' into gan_lab	2020-10-03 16:17:31 -06:00
James Betker	5cd2b37591	SSG: offer option to use BN-based attention normalization ... Not sure how this is going to work, lets try it.	2020-10-03 16:16:19 -06:00
James Betker	c896939523	Fix recursive checkpoint	2020-10-03 16:15:52 -06:00
James Betker	3cbb9ecd45	Misc	2020-10-03 16:15:42 -06:00
James Betker	35731502c3	Fix checkpoint recursion	2020-10-03 12:52:50 -06:00
James Betker	9b4ed82093	Get rid of unused convs in spsr7	2020-10-03 11:36:26 -06:00
James Betker	b2b81b13a4	Remove recursive utils import	2020-10-03 11:30:05 -06:00
James Betker	3561cc164d	Fix up fea_loss calculator (for validation) ... Not sure how this was working in regular training mode, but it was failing in DDP.	2020-10-03 11:19:20 -06:00
James Betker	21d3bb83b2	Use tqdm reporting with validation	2020-10-03 11:16:39 -06:00
James Betker	6c9718ad64	Don't log if you aren't 0 rank	2020-10-03 11:14:13 -06:00
James Betker	922b1d76df	Don't record visuals when not on rank 0	2020-10-03 11:10:03 -06:00
James Betker	8197fd646f	Don't accumulate losses for metrics when the loss isn't a tensor	2020-10-03 11:03:55 -06:00
James Betker	19a4075e1e	Allow checkpointing to be disabled in the options file ... Also makes options a global variable for usage in utils.	2020-10-03 11:03:28 -06:00
James Betker	dd9d7b27ac	Add more sophisticated mechanism for balancing GAN losses	2020-10-02 22:53:42 -06:00
James Betker	39865ca3df	TOTAL_loss, dumbo	2020-10-02 21:06:10 -06:00
James Betker	4e44fcd655	Loss accumulator fix	2020-10-02 20:55:33 -06:00
James Betker	567b4d50a4	ExtensibleTrainer - don't compute backward when there is no loss	2020-10-02 20:54:06 -06:00
James Betker	146a9125f2	Modify geometric & translational losses so they can be used with embeddings	2020-10-02 20:40:13 -06:00
James Betker	e30a1443cd	Change sw2 refs	2020-10-02 09:01:18 -06:00
James Betker	e38716925f	Fix spsr8 class init	2020-10-02 09:00:18 -06:00
James Betker	efbf6b737b	Update validate_data to work with SingleImageDataset	2020-10-02 08:58:34 -06:00
James Betker	35469f08e2	Spsr 8	2020-10-02 08:58:15 -06:00
James Betker	c9a9e5c525	Prompt user for gpu_id if multiple gpus are detected	2020-10-01 17:24:50 -06:00
James Betker	aa4fd89018	resnext with groupnorm	2020-10-01 15:49:28 -06:00
James Betker	8beaa47933	resnext discriminator	2020-10-01 11:48:14 -06:00
James Betker	55f2764fef	Allow fixup50 to be used as a discriminator	2020-10-01 11:28:18 -06:00
James Betker	7986185fcb	Change 'mod_step' to 'every'	2020-10-01 11:28:06 -06:00
James Betker	d9ae970fd9	SSG update	2020-10-01 11:27:51 -06:00
James Betker	e3053e4e55	Exchange SpsrNet for SpsrNetSimplified	2020-09-30 17:01:04 -06:00
James Betker	66d4512029	Fix up translational equivariance loss so it's ready for prime time	2020-09-30 12:01:00 -06:00
James Betker	896b4f5be2	Revert "spsr7 adjustments" ... This reverts commit 9fee1cec71.	2020-09-29 18:30:41 -06:00
James Betker	9fee1cec71	spsr7 adjustments	2020-09-29 17:19:59 -06:00
James Betker	dc8f3b24de	Don't let duplicate keys be used for injectors and losses	2020-09-29 16:59:44 -06:00
James Betker	0b5a033503	spsr7 + cleanup ... SPSR7 adds ref onto spsr6, makes more "common sense" mods.	2020-09-29 16:59:26 -06:00
James Betker	f9b83176f1	Fix bugs in extensibletrainer	2020-09-28 22:09:42 -06:00
James Betker	db52bec4ab	spsr6 ... This is meant to be a variant of SPSR5 that harkens back to the simpler earlier architectures that do not have embeddings or ref_ inputs, but do have deep multiplexers. It does, however, use some of the new conjoin mechanisms.	2020-09-28 22:09:27 -06:00
James Betker	7e240f2fed	Recurrent / teco work	2020-09-28 22:06:56 -06:00
James Betker	57814f18cf	More features for multi-frame-dataset	2020-09-28 14:26:15 -06:00
James Betker	aeaf185314	Add RCAN	2020-09-27 16:00:41 -06:00
James Betker	4d29b7729e	Model arch cleanup	2020-09-27 11:18:45 -06:00
James Betker	7dff802144	Add MultiFrameDataset ... Retrieves video sequence patches rather than single images.	2020-09-27 11:13:06 -06:00
James Betker	d8c3fc9327	Fix random noise corruptor ... It was functioning as a color shift	2020-09-27 11:12:24 -06:00
James Betker	c85da79697	Move many dataset functions into a base class	2020-09-27 11:11:58 -06:00
James Betker	eb12b5f887	Misc	2020-09-26 21:27:17 -06:00
James Betker	31641d7f63	Add ImagePatchInjector and TranslationalLoss	2020-09-26 21:25:32 -06:00
James Betker	d8621e611a	BackboneSpineNoHead takes ref	2020-09-26 21:25:04 -06:00
James Betker	5a27187c59	More mods to accomodate new dataset	2020-09-25 22:45:57 -06:00
James Betker	254cb1e915	More dataset integration work	2020-09-25 22:19:38 -06:00
James Betker	6d0490a0e6	Tecogan implementation work	2020-09-25 16:38:23 -06:00
James Betker	ce4613ecb9	Finish up single_image_dataset work ... Sweet!	2020-09-25 16:37:54 -06:00
James Betker	1cf73c2cce	Fix dataset for a val set that includes lq	2020-09-24 18:01:07 -06:00
James Betker	ea565b7eaf	More fixes	2020-09-24 17:51:52 -06:00
James Betker	553917a8d1	Fix torchvision import bug	2020-09-24 17:38:34 -06:00
James Betker	58886109d4	Update how spsr arches do attention to conform with sgsr	2020-09-24 16:53:54 -06:00
James Betker	9a50a7966d	SiLU doesnt support inplace	2020-09-23 21:09:13 -06:00
James Betker	eda0eadba2	Use custom SiLU ... Torch didnt have this before 1.7	2020-09-23 21:05:06 -06:00
James Betker	05963157c1	Several things ... - Fixes to 'after' and 'before' defs for steps (turns out they werent working) - Feature nets take in a list of layers to extract. Not fully implemented yet. - Fixes bugs with RAGAN - Allows real input into generator gan to not be detached by param	2020-09-23 11:56:36 -06:00
James Betker	4ab989e015	try again..	2020-09-22 18:27:52 -06:00
James Betker	3b6c957194	Fix? it again?	2020-09-22 18:25:59 -06:00
James Betker	7b60d9e0d8	Fix? cosine loss	2020-09-22 18:18:35 -06:00
James Betker	2e18c4c22d	Add CosineEmbeddingLoss to F	2020-09-22 17:10:29 -06:00
James Betker	f40beb5460	Add 'before' and 'after' defs to injections, steps and optimizers	2020-09-22 17:03:22 -06:00
James Betker	419f77ec19	Some new backbones	2020-09-21 12:36:49 -06:00
James Betker	9429544a60	Spinenet: implementation without 4x downsampling right off the bat	2020-09-21 12:36:30 -06:00
James Betker	384e3d54cc	Extract images into jpg, have a multiplier & size threshold	2020-09-21 12:36:03 -06:00
James Betker	bde35ced47	Fix recursive detach	2020-09-20 19:08:13 -06:00
James Betker	53a5657850	Fix SSGR	2020-09-20 19:07:15 -06:00
James Betker	17c569ea62	Add geometric loss	2020-09-20 16:24:23 -06:00
James Betker	17dd99b29b	Fix bug with discriminator noise addition ... It wasn't using the scale and was applying the noise to the underlying state variable.	2020-09-20 12:00:27 -06:00
James Betker	dab8ab8a8f	Offer option to configure the size of the normal distribution that the target size is drawn from	2020-09-20 11:59:31 -06:00
James Betker	3138f98fbc	Allow discriminator noise to be injected at the loss level, cleans up configs	2020-09-19 21:47:52 -06:00
James Betker	e9a39bfa14	Recursively detach all outputs, even if they are nested in data structures	2020-09-19 21:47:34 -06:00
James Betker	fe82785ba5	Add some new architectures to ssg	2020-09-19 21:47:10 -06:00
James Betker	b83f097082	Get rid of get_debug_values from RRDB, rectify outputs	2020-09-19 21:46:36 -06:00
James Betker	e0bd68efda	Add ImageFlowInjector	2020-09-19 10:07:00 -06:00
James Betker	e2a146abc7	Add in experiments hook	2020-09-19 10:05:25 -06:00
James Betker	4f75cf0f02	Revert "Full image dataset operates on lists" ... Going with an entirely new dataset instead.. This reverts commit 36ec32bf11.	2020-09-18 09:50:43 -06:00
James Betker	36ec32bf11	Full image dataset operates on lists	2020-09-18 09:50:26 -06:00
James Betker	3cb2a9a9d3	New dataset, initial work	2020-09-18 09:49:13 -06:00
James Betker	9a17ade550	Some convenience adjustments to ExtensibleTrainer	2020-09-17 21:05:32 -06:00
James Betker	57fc3f490c	Add script for extracting image tiles with reference images	2020-09-17 13:30:51 -06:00
James Betker	9963b37200	Add a new script for loading a discriminator network and using it to filter images	2020-09-17 13:30:32 -06:00
James Betker	f5cd23e2d5	Further patch size adjustments	2020-09-16 16:50:35 -06:00
James Betker	723754c133	Update attention debugger outputting for SSG	2020-09-16 13:09:46 -06:00
James Betker	0b047e5f80	Increase scale of the patch selector random distribution ... This will cause larger slices of an image to appear more frequently, increasing the difficulty of the generator.	2020-09-16 08:27:42 -06:00
James Betker	f211575e9d	Save models before validation ... Validation often fails with OOM, wasting hours of training time. Save models first.	2020-09-16 08:17:17 -06:00
James Betker	0918430572	SSG network ... This branches off of SPSR. It is identical but substantially reduced in complexity. It's intended to be my long term working arch.	2020-09-15 20:59:24 -06:00
James Betker	c833bd1eac	Misc changes	2020-09-15 20:57:59 -06:00
James Betker	6deab85b9b	Add BackboneEncoderNoRef	2020-09-15 16:55:38 -06:00
James Betker	d0321ca5de	Don't load amp state dict if amp is disabled	2020-09-14 15:21:42 -06:00
James Betker	94deab2792	Fix error serving gt_fullsize_ref in full_image_dataset	2020-09-14 15:05:44 -06:00
James Betker	ccf8438001	SPSR5 ... This is SPSR4, but the multiplexers have access to the output of the transformations for making their decision.	2020-09-13 20:10:24 -06:00
James Betker	5b85f891af	Only log the name of the first network in the total_loss training set	2020-09-12 16:07:09 -06:00
James Betker	fb595e72a4	Supporting infrastructure in ExtensibleTrainer to train spsr4 ... Need to be able to train 2 nets in one step: the backbone will be entirely separate with its own optimizer (for an extremely low LR). This functionality was already present, just not implemented correctly.	2020-09-11 22:57:06 -06:00
James Betker	4e44bca611	SPSR4 ... aka - return of the backbone! I'm tired of massively overparameterized generators with pile-of-shit multiplexers. Let's give this another try..	2020-09-11 22:55:37 -06:00
James Betker	19896abaea	Clean up old SwitchedSpsr arch ... It didn't work anyways, so why not?	2020-09-11 16:09:28 -06:00
James Betker	4c2ee66fe4	Fix video processor	2020-09-11 13:10:14 -06:00
James Betker	50ca17bb0a	Feature mode -> back to LR fea	2020-09-11 13:09:55 -06:00
James Betker	1086f0476b	Fix ref branch using fixed filters	2020-09-11 08:58:35 -06:00
James Betker	8c469b8286	Enable memory checkpointing	2020-09-11 08:44:29 -06:00
James Betker	5189b11dac	Add combined dataset for training across multiple datasets	2020-09-11 08:44:06 -06:00
James Betker	313424d7b5	Add new referencing discriminator ... Also extend the way losses work so that you can pass parameters into the discriminator from the config file	2020-09-10 21:35:29 -06:00
James Betker	9e5aa166de	Report the standard deviation of ref branches ... This patch also ups the contribution	2020-09-10 16:34:41 -06:00
James Betker	668bfbff6d	Back to best arch for spsr3	2020-09-10 14:58:14 -06:00
James Betker	992b0a8d98	spsr3 with conjoin stage as part of the switch	2020-09-10 09:11:37 -06:00
James Betker	e0fc5eb50c	Temporary commit - noise	2020-09-09 17:12:52 -06:00
James Betker	00da69d450	Temporary commit - ref	2020-09-09 17:09:44 -06:00
James Betker	df59d6c99d	More spsr3 mods ... - Most branches get their own noise vector now. - First attention branch has the intended sole purpose of raw image processing - Remove norms from joiner block	2020-09-09 16:46:38 -06:00
James Betker	747ded2bf7	Fixes to the spsr3 ... Some lessons learned: - Biases are fairly important as a relief valve. They dont need to be everywhere, but most computationally heavy branches should have a bias. - GroupNorm in SPSR is not a great idea. Since image gradients are represented in this model, normal means and standard deviations are not applicable. (imggrad has a high representation of 0). - Don't fuck with the mainline of any generative model. As much as possible, all additions should be done through residual connections. Never pollute the mainline with reference data, do that in branches. It basically leaves the mode untrainable.	2020-09-09 15:28:14 -06:00
James Betker	0ffac391c1	SPSR with ref joining	2020-09-09 11:17:07 -06:00
James Betker	c41dc9a48c	Add missing requirements	2020-09-09 10:46:08 -06:00
James Betker	3027e6e27d	Enable amp to be disabled	2020-09-09 10:45:59 -06:00
James Betker	c04f244802	More mods	2020-09-08 20:36:27 -06:00
James Betker	dffbfd2ec4	Allow SRG checkpointing to be toggled	2020-09-08 15:14:43 -06:00
James Betker	e6207d4c50	SPSR3 work ... SPSR3 is meant to fix whatever is causing the switching units inside of the newer SPSR architectures to fail and basically not use the multiplexers.	2020-09-08 15:14:23 -06:00
James Betker	5606e8b0ee	Fix SRGAN_model/fullimgdataset compatibility 1	2020-09-08 11:34:35 -06:00
James Betker	22c98f1567	Move MultiConvBlock to arch_util	2020-09-08 08:17:27 -06:00
James Betker	146ace0859	CSNLN changes (removed because it doesnt train well)	2020-09-08 08:04:16 -06:00
James Betker	f43df7f5f7	Make ExtensibleTrainer compatible with process_video	2020-09-08 08:03:41 -06:00
James Betker	a18ece62ee	Add updated spsr net for test	2020-09-07 17:01:48 -06:00
James Betker	55475d2ac1	Clean up unused archs	2020-09-07 11:38:11 -06:00
James Betker	e8613041c0	Add novograd optimizer	2020-09-06 17:27:08 -06:00
James Betker	a5c2388368	Use lower LQ image size when it is being fed in	2020-09-06 17:26:32 -06:00
James Betker	b1238d29cb	Fix trainable not applying to discriminators	2020-09-05 20:31:26 -06:00
James Betker	21ae135f23	Allow Novograd to be used as an optimizer	2020-09-05 16:50:13 -06:00
James Betker	912a4d9fea	Fix srg computer bug	2020-09-05 07:59:54 -06:00
James Betker	0dfd8eaf3b	Support injectors that run in eval only	2020-09-05 07:59:45 -06:00
James Betker	17aa205e96	New dataset that reads from lmdb	2020-09-04 17:32:57 -06:00
James Betker	44c75f7642	Undo SRG change	2020-09-04 17:32:16 -06:00
James Betker	6657a406ac	Mods needed to support training a corruptor again: ... - Allow original SPSRNet to have a specifiable block increment - Cleanup - Bug fixes in code that hasnt been touched in awhile.	2020-09-04 15:33:39 -06:00
James Betker	bfdfaab911	Checkpoint RRDB ... Greatly reduces memory consumption with a low performance penalty	2020-09-04 15:32:00 -06:00
James Betker	8580490a85	Reduce usage of resize operations when not needed in dataloaders.	2020-09-04 15:31:24 -06:00
James Betker	6226b52130	Pin memory in dataloaders by default	2020-09-04 15:30:46 -06:00
James Betker	64a24503f6	Add extract_subimages_with_ref_lmdb for generating lmdb with reference images	2020-09-04 15:30:34 -06:00
James Betker	696242064c	Use tensor checkpointing to drastically reduce memory usage ... This comes at the expense of computation, but since we can use much larger batches, it results in a net speedup.	2020-09-03 11:33:36 -06:00
James Betker	365813bde3	Add InterpolateInjector	2020-09-03 11:32:47 -06:00
James Betker	d90c96e55e	Fix greyscale injector	2020-09-02 10:29:40 -06:00
James Betker	8b52d46847	Interpreted feature loss to extensibletrainer	2020-09-02 10:08:24 -06:00
James Betker	886d59d5df	Misc fixes & adjustments	2020-09-01 07:58:11 -06:00
James Betker	0a9b85f239	Fix vgg_gn input_img_factor	2020-08-31 09:50:30 -06:00
James Betker	4b4d08bdec	Enable testing in ExtensibleTrainer, fix it in SRGAN_model ... Also compute fea loss for this.	2020-08-31 09:41:48 -06:00
James Betker	b2091cb698	feamod fix	2020-08-30 08:08:49 -06:00
James Betker	a56e906f9c	train HR feature trainer	2020-08-29 09:27:48 -06:00
James Betker	0e859a8082	4x spsr ref (not workin)	2020-08-29 09:27:18 -06:00
James Betker	623f3b99b2	Stupid pathing..	2020-08-26 17:58:24 -06:00
James Betker	25832930db	Update loss with lr crossgan	2020-08-26 17:57:22 -06:00
James Betker	80aa83bfd2	Try copytree for tb_logger again.	2020-08-26 17:55:02 -06:00
James Betker	cbd5e7a986	Support old school crossgan in extensibletrainer	2020-08-26 17:52:35 -06:00
James Betker	b593d8e7c3	Save tb_logger to alt_path	2020-08-26 17:45:07 -06:00
James Betker	8a6a2e6e2e	Rev3 of the full image ref arch	2020-08-26 17:11:01 -06:00
James Betker	f35b3ad28f	Fix val behavior for ExtensibleTrainer	2020-08-26 08:44:22 -06:00
James Betker	434ed70a9a	Wrap vgg disc	2020-08-25 18:14:45 -06:00
James Betker	83f2f8d239	more debugging	2020-08-25 18:12:12 -06:00
James Betker	3f60281da7	Print when wrapping	2020-08-25 18:08:46 -06:00
James Betker	bae18c05e6	wrap disc grad	2020-08-25 17:58:20 -06:00
James Betker	f85f1e21db	Turns out, can't do that	2020-08-25 17:18:52 -06:00
James Betker	935a735327	More dohs	2020-08-25 17:05:16 -06:00
James Betker	53e67bdb9c	Distribute get_grad_no_padding	2020-08-25 17:03:18 -06:00
James Betker	2f706b7d93	I an inept.	2020-08-25 16:42:59 -06:00
James Betker	8bae0de769	ffffffffffffffffff	2020-08-25 16:41:01 -06:00
James Betker	1fe16f71dd	Fix bug reporting spsr gan weight	2020-08-25 16:37:45 -06:00
James Betker	96586d6592	Fix distributed d_grad	2020-08-25 16:06:27 -06:00
James Betker	09a9079e17	Check rank before doing image logging.	2020-08-25 16:00:49 -06:00
James Betker	a1800f45ef	Fix for referencingmultiplexer	2020-08-25 15:43:12 -06:00
James Betker	19487d9bbd	Fix distributed launch for large distributed runs	2020-08-25 15:42:59 -06:00
James Betker	03eb29a4d9	Fix LQGT dataset	2020-08-25 11:57:25 -06:00
James Betker	a65b07607c	Reference network	2020-08-25 11:56:59 -06:00
James Betker	f224907603	Fix LQGT_dataset, add full_image_dataset	2020-08-24 17:12:43 -06:00
James Betker	5ec04aedc8	Let noise be configurable ... LQ noise is not currently configurable for some reason..	2020-08-24 15:00:14 -06:00
James Betker	f9276007a8	More fixes to corrupt_fea	2020-08-23 17:52:18 -06:00
James Betker	0005c56cd4	dbg	2020-08-23 17:43:03 -06:00
James Betker	4bb5b3c981	corfea debugging	2020-08-23 17:39:02 -06:00
James Betker	7713cb8df5	Corrupted features in srgan	2020-08-23 17:32:03 -06:00
James Betker	dffc15184d	More ExtensibleTrainer work ... It runs now, just need to debug it to reach performance parity with SRGAN. Sweet.	2020-08-23 17:22:45 -06:00
James Betker	afdd93fbe9	Grey feature	2020-08-22 13:41:38 -06:00
James Betker	e59e712e39	More ExtensibleTrainer work	2020-08-22 13:08:33 -06:00
James Betker	f40545f235	ExtensibleTrainer work	2020-08-22 08:24:34 -06:00
James Betker	a498d7b1b3	Report l_g_gan_grad before weight multiplication	2020-08-20 11:57:53 -06:00
James Betker	9d77a4db2e	Allow initial temperature to be specified to SPSR net for inference	2020-08-20 11:57:34 -06:00
James Betker	24bdcc1181	Let SwitchedSpsr transform count be specified	2020-08-18 09:10:25 -06:00
James Betker	40bb0597bb	misc	2020-08-18 08:50:24 -06:00
James Betker	74cdaa2226	Some work on extensible trainer	2020-08-18 08:49:32 -06:00
James Betker	0c98c61f4a	Enable start_step to be specified	2020-08-15 18:34:59 -06:00
James Betker	868d0aa442	Undo early dim reduction on grad branch for SPSR_arch	2020-08-14 16:23:42 -06:00
James Betker	2d205f52ac	Unite spsr_arch switched gens ... Found a pretty good basis model.	2020-08-12 17:04:45 -06:00
James Betker	bdaa67deb7	Misc	2020-08-12 08:46:15 -06:00
James Betker	3d0ece804b	SPSR LR2	2020-08-12 08:45:49 -06:00
James Betker	ab04ca1778	Extensible trainer (in progress)	2020-08-12 08:45:23 -06:00
James Betker	cb316fabc7	Use LR data for image gradient prediction when HR data is disjoint	2020-08-10 15:00:28 -06:00
James Betker	f0e2816239	Denoise attention maps	2020-08-10 14:59:58 -06:00
James Betker	59aba1daa7	LR switched SPSR arch ... This variant doesn't do conv processing at HR, which should save a ton of memory in inference. Lets see how it works.	2020-08-10 13:03:36 -06:00
James Betker	4e972144ae	More attention fixes for switched_spsr	2020-08-07 21:11:50 -06:00
James Betker	d02509ef97	spsr_switched missing import	2020-08-07 21:05:29 -06:00
James Betker	887806ffa0	Finish up spsr_switched	2020-08-07 21:03:48 -06:00
James Betker	1d5f4f6102	Crossgan	2020-08-07 21:03:39 -06:00
James Betker	fd7b6ca0a9	Comptue gan_grad_branch....	2020-08-06 12:11:40 -06:00
James Betker	30b16d5235	Update how branch GAN grad is disseminated	2020-08-06 11:13:02 -06:00
James Betker	1f21c02f8b	Add cross-compare discriminator	2020-08-06 08:56:21 -06:00
James Betker	be272248af	More RAGAN fixes	2020-08-05 16:47:21 -06:00
James Betker	26a6a5d512	Compute grad GAN loss against both the branch and final target, simplify pixel loss ... Also fixes a memory leak issue where we weren't detaching our loss stats when logging them. This stabilizes memory usage substantially.	2020-08-05 12:08:15 -06:00
James Betker	299ee13988	More RAGAN fixes	2020-08-05 11:03:06 -06:00
James Betker	b8a4df0a0a	Enable RAGAN in SPSR, retrofit old RAGAN for efficiency	2020-08-05 10:34:34 -06:00
James Betker	3ab39f0d22	Several new spsr nets	2020-08-05 10:01:24 -06:00
James Betker	3c0a2d6efe	Fix grad branch debug out	2020-08-04 16:43:43 -06:00
James Betker	ec2a795d53	Fix multistep optimizer (feeding from wrong config params)	2020-08-04 16:42:58 -06:00
James Betker	4bfbdaf94f	Don't recompute generator outputs for D in standard operation ... Should significantly improve training performance with negligible results differences.	2020-08-04 11:28:52 -06:00
James Betker	11b227edfc	Whoops	2020-08-04 10:30:40 -06:00
James Betker	6d25bcd5df	Apply fixes to grad discriminator	2020-08-04 10:25:13 -06:00
James Betker	96d66f51c5	Update requirements	2020-08-03 16:57:56 -06:00
James Betker	c7e5d3888a	Add pix_grad_branch loss to metrics	2020-08-03 16:21:05 -06:00
James Betker	0d070b47a7	Add simplified SPSR architecture ... Basically just cleaning up the code, removing some bad conventions, and reducing complexity somewhat so that I can play around with this arch a bit more easily.	2020-08-03 10:25:37 -06:00
James Betker	47e24039b5	Fix bug that makes feature loss run even when it is off	2020-08-02 20:37:51 -06:00
James Betker	328afde9c0	Integrate SPSR into SRGAN_model ... SPSR_model really isn't that different from SRGAN_model. Rather than continuing to re-implement everything I've done in SRGAN_model, port the new stuff from SPSR over. This really demonstrates the need to refactor SRGAN_model a bit to make it cleaner. It is quite the beast these days..	2020-08-02 12:55:08 -06:00
James Betker	c8da78966b	Substantial SPSR mods & fixes ... - Added in gradient accumulation via mega-batch-factor - Added AMP - Added missing train hooks - Added debug image outputs - Cleaned up including removing GradientPenaltyLoss, custom SpectralNorm - Removed all the custom discriminators	2020-08-02 10:45:24 -06:00
James Betker	f894ba8f98	Add SPSR_module ... This is a port from the SPSR repo, it's going to need a lot of work to be properly integrated but as of this commit it at least runs.	2020-08-01 22:02:54 -06:00
James Betker	f33ed578a2	Update how attention_maps are created	2020-08-01 20:23:46 -06:00
James Betker	c139f5cd17	More torch 1.6 fixes	2020-07-31 17:03:20 -06:00
James Betker	a66fbb32b6	Fix fixed_disc DataParallel issue	2020-07-31 16:59:23 -06:00
James Betker	8dd44182e6	Fix scale torch warning	2020-07-31 16:56:04 -06:00
James Betker	bcebed19b7	Fix pixdisc bugs	2020-07-31 16:38:14 -06:00
James Betker	eb11a08d1c	Enable disjoint feature networks ... This is done by pre-training a feature net that predicts the features of HR images from LR images. Then use the original feature network and this new one in tandem to work only on LR/Gen images.	2020-07-31 16:29:47 -06:00
James Betker	6e086d0c20	Fix fixed_disc	2020-07-31 15:07:10 -06:00
James Betker	d5fa059594	Add capability to have old discriminators serve as feature networks	2020-07-31 14:59:54 -06:00
James Betker	6b45b35447	Allow multi_step_lr_scheduler to load a new LR schedule when restoring state	2020-07-31 11:21:11 -06:00
James Betker	e37726f302	Add feature_model for training custom feature nets	2020-07-31 11:20:39 -06:00
James Betker	7629cb0e61	Add FDPL Loss ... New loss type that can replace PSNR loss. Works against the frequency domain and focuses on frequency features loss during hr->lr conversion.	2020-07-30 20:47:57 -06:00
James Betker	85ee64b8d9	Turn down feadisc intensity ... Honestly - this feature is probably going to be removed soon, so backwards compatibility is not a huge deal anymore.	2020-07-27 15:28:55 -06:00
James Betker	ebb199e884	Get rid of safety valve (probably being encountered in val)	2020-07-26 22:51:59 -06:00
James Betker	0892d5fe99	LQGT_dataset gan debug	2020-07-26 22:48:35 -06:00
James Betker	d09ed4e5f7	Misc fixes	2020-07-26 22:44:24 -06:00
James Betker	c54784ae9e	Fix feature disc log item error	2020-07-26 22:25:59 -06:00
James Betker	9a8f227501	Allow separate dataset to pushed in for GAN-only training	2020-07-26 21:44:45 -06:00
James Betker	b06e1784e1	Fix SRG4 & switch disc ... "fix". hehe.	2020-07-25 17:16:54 -06:00
James Betker	e6e91a1d75	Add SRG4 ... Back to the idea that maybe what we need is a hybrid approach between pure switches and RDB.	2020-07-24 20:32:49 -06:00
James Betker	3320ad685f	Fix mega_batch_factor not set for test	2020-07-24 12:26:44 -06:00
James Betker	c50cce2a62	Add an abstract, configurabler weight scheduling class and apply it to the feature weight	2020-07-23 17:03:54 -06:00
James Betker	9ccf771629	Fix feature validation, wrong device ... Only shows up in distributed training for some reason.	2020-07-23 10:16:34 -06:00
James Betker	a7541b6d8d	Fix illegal tb_logger use in distributed training	2020-07-23 09:14:01 -06:00
James Betker	bba283776c	Enable find_unused_parameters for DistributedDataParallel ... attention_norm has some parameters which are not used to compute grad, which is causing failures in the distributed case.	2020-07-23 09:08:13 -06:00
James Betker	dbf6147504	Add switched discriminator ... The logic is that the discriminator may be incapable of providing a truly targeted loss for all image regions since it has to be too generic (basically the same argument for the switched generator). So add some switches in! See how it works!	2020-07-22 20:52:59 -06:00
James Betker	8a0a1569f3	Enable force_multiple in LQ_dataset	2020-07-22 20:51:16 -06:00
James Betker	106b8da315	Assert that temperature is set properly in eval mode.	2020-07-22 20:50:59 -06:00
James Betker	c74b9ee2e4	Add a way to disable grad on portions of the generator graph to save memory	2020-07-22 11:40:42 -06:00
James Betker	e3adafbeac	Add convert_model.py and a hacky way to add extra layers to a model	2020-07-22 11:39:45 -06:00
James Betker	7f7e17e291	Update feature discriminator further ... Move the feature/disc losses closer and add a feature computation layer.	2020-07-20 20:54:45 -06:00
James Betker	46aa776fbb	Allow feature discriminator unet to only output closest layer to feature output	2020-07-19 19:05:08 -06:00
James Betker	8a9f215653	Huge set of mods to support progressive generator growth	2020-07-18 14:18:48 -06:00
James Betker	47a525241f	Make attention norm optional	2020-07-18 07:24:02 -06:00
James Betker	ad97a6a18a	Progressive SRG first check-in	2020-07-18 07:23:26 -06:00
James Betker	b08b1cad45	Fix feature decay	2020-07-16 23:27:06 -06:00
James Betker	3e7a83896b	Fix pixgan debugging issues	2020-07-16 11:45:19 -06:00
James Betker	a1bff64d1a	More fixes	2020-07-16 10:48:48 -06:00
James Betker	240f254263	More loss fixes	2020-07-16 10:45:50 -06:00
James Betker	6cfa67d831	Fix featuredisc broadcast error	2020-07-16 10:18:30 -06:00
James Betker	8d061a2687	Add u-net discriminator with feature output	2020-07-16 10:10:09 -06:00
James Betker	0c4c388e15	Remove dualoutputsrg ... Good idea, didn't pan out.	2020-07-16 10:09:24 -06:00
James Betker	4bcc409fc7	Fix loadSRG2 typo	2020-07-14 10:20:53 -06:00
James Betker	1e4083a35b	Apply temperature mods to all SRG models ... (Honestly this needs to be base classed at this point)	2020-07-14 10:19:35 -06:00
James Betker	7659bd6818	Fix temperature equation	2020-07-14 10:17:14 -06:00
James Betker	853468ef82	Allow legacy state_dicts in srg2	2020-07-14 10:03:45 -06:00
James Betker	1b1431133b	Add DualOutputSRG ... Also removes the old multi-return mechanism that Generators support. Also fixes AttentionNorm.	2020-07-14 09:28:24 -06:00
James Betker	a2285ff2ee	Scale anorm by transform count	2020-07-13 08:49:09 -06:00
James Betker	dd0bbd9a7c	Enable AttentionNorm on SRG2	2020-07-13 08:38:17 -06:00
James Betker	4c0f770f2a	Fix inverted temperature curve bug	2020-07-12 11:02:50 -06:00
James Betker	14d23b9d20	Fixes, do fake swaps less often in pixgan discriminator	2020-07-11 21:22:11 -06:00
James Betker	ba6187859a	err5	2020-07-10 23:02:56 -06:00
James Betker	902527dfaa	err4	2020-07-10 23:00:21 -06:00
James Betker	020b3361fa	err3	2020-07-10 22:57:34 -06:00
James Betker	b3a2c21250	err2	2020-07-10 22:52:02 -06:00
James Betker	716433db1f	err1	2020-07-10 22:50:56 -06:00
James Betker	ef9f1307eb	Sometimes don't use compression artifacts	2020-07-10 22:25:53 -06:00
James Betker	0b7193392f	Implement unet disc ... The latest discriminator architecture was already pretty much a unet. This one makes that official and uses shared layers. It also upsamples one additional time and throws out the lowest upsampling result. The intent is to delete the old vgg pixdisc, but I'll keep it around for a bit since I'm still trying out a few models with it.	2020-07-10 16:24:42 -06:00
James Betker	812c684f7d	Update pixgan swap algorithm ... - Swap multiple blocks in the image instead of just one. The discriminator was clearly learning that most blocks have one region that needs to be fixed. - Relax block size constraints. This was in place to gaurantee that the discriminator signal was clean. Instead, just downsample the "loss image" with bilinear interpolation. The result is noisier, but this is actually probably healthy for the discriminator.	2020-07-10 15:56:14 -06:00
James Betker	33ca3832e1	Move ExpansionBlock to arch_util ... Also makes all processing blocks have a conformant signature. Alters ExpansionBlock to perform a processing conv on the passthrough before the conjoin operation - this will break backwards compatibilty with SRG2.	2020-07-10 15:53:41 -06:00
James Betker	5e8b52f34c	Misc changes	2020-07-10 09:45:48 -06:00
James Betker	5f2c722a10	SRG2 revival ... Big update to SRG2 architecture to pull in a lot of things that have been learned: - Use group norm instead of batch norm - Initialize the weights on the transformations low like is done in RRDB rather than using the scalar. Models live or die by their early stages, and this ones early stage is pretty weak - Transform multiplexer to use u-net like architecture. - Just use one set of configuration variables instead of a list - flat networks performed fine in this regard.	2020-07-09 17:34:51 -06:00
James Betker	12da993da8	More fixes...	2020-07-08 22:07:09 -06:00
James Betker	7d6eb28b87	More fixes	2020-07-08 22:00:57 -06:00
James Betker	b2507be13c	Fix up pixgan loss and pixdisc	2020-07-08 21:27:48 -06:00
James Betker	26a4a66d1c	Bug fixes and new gan mechanism ... - Removed a bunch of unnecessary image loggers. These were just consuming space and never being viewed - Got rid of support of artificial var_ref support. The new pixdisc is what i wanted to implement then - it's much better. - Add pixgan GAN mechanism. This is purpose-built for the pixdisc. It is intended to promote a healthy discriminator - Megabatchfactor was applied twice on metrics, fixed that Adds pix_gan (untested) which swaps a portion of the fake and real image with each other, then expects the discriminator to properly discriminate the swapped regions.	2020-07-08 17:40:26 -06:00
James Betker	4305be97b4	Update log metrics ... They should now be universal regardless of job configuration	2020-07-07 15:33:22 -06:00
James Betker	8a4eb8241d	SRG3 work ... Operates on top of a pre-trained SpineNET backbone (trained on CoCo 2017 with RetinaNet) This variant is extremely shallow.	2020-07-07 13:46:40 -06:00
James Betker	0acad81035	More SRG2 adjustments..	2020-07-06 22:40:40 -06:00
James Betker	086b2f0570	More bugs	2020-07-06 22:28:07 -06:00
James Betker	d4d4f85fc0	Bug fixes	2020-07-06 22:25:40 -06:00
James Betker	3c31bea1ac	SRG2 architectural changes	2020-07-06 22:22:29 -06:00
James Betker	9a1c3241f5	Switch discriminator to groupnorm	2020-07-06 20:59:59 -06:00
James Betker	60c6352843	Misc	2020-07-06 20:44:07 -06:00
James Betker	6beefa6d0c	PixDisc - Add two more levels of losses coming from this gen at higher resolutions	2020-07-06 11:15:52 -06:00
James Betker	2636d3b620	Fix assertion error	2020-07-06 09:23:53 -06:00
James Betker	8f92c0a088	Interpolate attention well before softmax	2020-07-06 09:18:30 -06:00
James Betker	72f90cabf8	More pixdisc fixes	2020-07-05 22:03:16 -06:00
James Betker	909007ee6a	Add G_warmup ... Let the Generator get to a point where it is at least competing with the discriminator before firing off. Backwards from most GAN architectures, but this one is a bit different from most.	2020-07-05 21:58:35 -06:00
James Betker	a47a5dca43	Fix pixdisc bug	2020-07-05 21:57:52 -06:00
James Betker	d0957bd7d4	Alter weight initialization for transformation blocks	2020-07-05 17:32:46 -06:00
James Betker	16d1bf6dd7	Replace ConvBnRelus in SRG2 with Silus	2020-07-05 17:29:20 -06:00
James Betker	10f7e49214	Add ConvBnSilu to replace ConvBnRelu ... Relu produced good performance gains over LeakyRelu, but GAN performance degraded significantly. Try SiLU as an alternative to see if it's the leaky-ness we are looking for or the smooth activation curvature.	2020-07-05 13:39:08 -06:00
James Betker	9934e5d082	Move SRG1 to identical to new	2020-07-05 08:49:34 -06:00
James Betker	416538f31c	SRG1 conjoined except ConvBnRelu	2020-07-05 08:44:17 -06:00
James Betker	c58c2b09ca	Back to remove all biases (looks like a ConvBnRelu made its way in..)	2020-07-04 22:41:02 -06:00
James Betker	86cda86e94	Re-add biases, also add new init ... A/B testing where we lost our GAN competitiveness.	2020-07-04 22:24:42 -06:00
James Betker	b03741f30e	Remove all biases from generator ... Continuing to investigate loss of GAN competitiveness, this is a big difference between "old" SRG1 and "new".	2020-07-04 22:19:55 -06:00
James Betker	726e946e79	Turn BN off in SRG1 ... This wont work well but just testing if GAN performance comes back	2020-07-04 14:51:27 -06:00
James Betker	0ee39d419b	OrderedDict not needed	2020-07-04 14:09:27 -06:00
James Betker	9048105b72	Break out SRG1 as separate network ... Something strange is going on. These networks do not respond to discriminator gradients properly anymore. SRG1 did, however so reverting back to last known good state to figure out why.	2020-07-04 13:28:50 -06:00
James Betker	188de5e15a	Misc changes	2020-07-04 13:22:50 -06:00
James Betker	510b2f887d	Remove RDB from srg2 ... Doesnt seem to work so great.	2020-07-03 22:31:20 -06:00
James Betker	77d3765364	Fix new feature loss calc	2020-07-03 22:20:13 -06:00
James Betker	ed6a15e768	Add feature to dataset which allows it to force images to be a certain size.	2020-07-03 15:19:16 -06:00
James Betker	da4335c25e	Add a feature-based validation test	2020-07-03 15:18:57 -06:00
James Betker	703dec4472	Add SpineNet & integrate with SRG ... New version of SRG uses SpineNet for a switch backbone.	2020-07-03 12:07:31 -06:00
James Betker	3ed7a2b9ab	Move ConvBnRelu/Lelu to arch_util	2020-07-03 12:06:38 -06:00
James Betker	ea9c6765ca	Move train imports into init_dist	2020-07-02 15:11:21 -06:00
James Betker	e9ee67ff10	Integrate RDB into SRG ... The last RDB for each cluster is switched.	2020-07-01 17:19:55 -06:00
James Betker	6ac6c95177	Fix scaling bug	2020-07-01 16:42:27 -06:00
James Betker	30653181ba	Experiment: get rid of post_switch_conv	2020-07-01 16:30:40 -06:00
James Betker	17191de836	Experiment: bring initialize_weights back again ... Something really strange going on here..	2020-07-01 15:58:13 -06:00
James Betker	d1d573de07	Experiment: new init and post-switch-conv	2020-07-01 15:25:54 -06:00
James Betker	480d1299d7	Remove RRDB with switching ... This idea never really panned out, removing it.	2020-07-01 12:08:32 -06:00
James Betker	e2398ac83c	Experiment: revert initialization changes	2020-07-01 12:08:09 -06:00
James Betker	78276afcaa	Experiment: Back to lelu	2020-07-01 11:43:25 -06:00
James Betker	b945021c90	SRG v2 - Move to Relu, rely on Module-based initialization	2020-07-01 11:33:32 -06:00
James Betker	ee6443ad7d	Add numeric stability computation script	2020-07-01 11:30:34 -06:00
James Betker	c0bb123504	Misc changes	2020-07-01 11:28:23 -06:00
James Betker	604763be68	NSG r7 ... Converts the switching trunk to a VGG-style network to make it more comparable to SRG architectures.	2020-07-01 09:54:29 -06:00
James Betker	87f1e9c56f	Invert ResGen2 to operate in LR space	2020-06-30 20:57:40 -06:00
James Betker	e07d8abafb	NSG rev 6 ... - Disable style passthrough - Process multiplexers starting at base resolution	2020-06-30 20:47:26 -06:00
James Betker	3ce1a1878d	NSG improvements (r5) ... - Get rid of forwards(), it makes numeric_stability.py not work properly. - Do stability auditing across layers. - Upsample last instead of first, work in much higher dimensionality for transforms.	2020-06-30 16:59:57 -06:00
James Betker	75f148022d	Even more NSG improvements (r4)	2020-06-30 13:52:47 -06:00
James Betker	773753073f	More NSG improvements (v3) ... Move to a fully fixup residual network for the switch (no batch norms). Fix a bunch of other small bugs. Add in a temporary latent feed-forward from the bottom of the switch. Fix several initialization issues.	2020-06-29 20:26:51 -06:00
James Betker	4b82d0815d	NSG improvements ... - Just use resnet blocks for the multiplexer trunk of the generator - Every block initializes itself, rather than everything at the end - Cleans up some messy parts of the architecture, including unnecessary kernel sizes and places where BN is not used properly.	2020-06-29 10:09:51 -06:00
James Betker	978036e7b3	Add NestedSwitchGenerator ... An evolution of SwitchedResidualGenerator, this variant nests attention modules upon themselves to extend the representative capacity of the model significantly.	2020-06-28 21:22:05 -06:00
James Betker	6f2bc36c61	Distill_torchscript mods ... Starts down the path of writing a custom trace that works using torch's hook mechanism.	2020-06-27 08:28:09 -06:00
James Betker	db08dedfe2	Add recover_tensorboard_log ... Generates a tb_logger from raw console output. Useful for colab sessions that crash.	2020-06-27 08:26:57 -06:00
James Betker	c8a670842e	Missed networks.py in last commit	2020-06-25 18:36:06 -06:00
James Betker	407224eba1	Re-work SwitchedResgen2 ... Got rid of the converged multiplexer bases but kept the configurable architecture. The new multiplexers look a lot like the old one. Took some queues from the transformer architecture: translate image to a higher filter-space and stay there for the duration of the models computation. Also perform convs after each switch to allow the model to anneal issues that arise.	2020-06-25 18:17:05 -06:00
James Betker	42a10b34ce	Re-enable batch norm on switch processing blocks ... Found out that batch norm is causing the switches to init really poorly - not using a significant number of transforms. Might be a great time to re-consider using the attention norm, but for now just re-enable it.	2020-06-24 21:15:17 -06:00
James Betker	4001db1ede	Add ConfigurableSwitchComputer	2020-06-24 19:49:37 -06:00
James Betker	83c3b8b982	Add parameterized noise injection into resgen	2020-06-23 10:16:02 -06:00
James Betker	0584c3b587	Add negative_transforms switch to resgen	2020-06-23 09:41:12 -06:00
James Betker	dfcbe5f2db	Add capability to place additional conv into discriminator ... This should allow us to support larger images sizes. May need to add another one of these.	2020-06-23 09:40:33 -06:00
James Betker	bad33de906	Add simple resize to extract images	2020-06-23 09:39:51 -06:00
James Betker	030648f2bc	Remove batchnorms from resgen	2020-06-22 17:23:36 -06:00
James Betker	68bcab03ae	Add growth channel to switch_growths for flat networks	2020-06-22 10:40:16 -06:00
James Betker	3b81712c49	Remove BN from transforms	2020-06-19 16:52:56 -06:00
James Betker	61364ec7d0	Fix inverse temperature curve logic and add upsample factor	2020-06-19 09:18:30 -06:00
James Betker	0551139b8d	Fix resgen temperature curve below 1 ... It needs to be inverted to maintain a true linear curve	2020-06-18 16:08:07 -06:00
James Betker	efc80f041c	Save & load amp state	2020-06-18 11:38:48 -06:00
James Betker	2e3b6bad77	Log tensorboard directly into experiments directory	2020-06-18 11:33:02 -06:00
James Betker	778e7b6931	Add a double-step to attention temperature	2020-06-18 11:29:31 -06:00
James Betker	d2d5e097d5	Add profiling to SRGAN for testing timings	2020-06-18 11:29:10 -06:00
James Betker	45a900fafe	Misc	2020-06-18 11:28:55 -06:00
James Betker	59b0533b06	Fix attimage step size	2020-06-17 18:45:24 -06:00
James Betker	645d0ca767	ResidualGen mods ... - Add filters_mid spec which allows a expansion->squeeze for the transformation layers. - Add scale and bias AFTER the switch - Remove identity transform (models were converging on this) - Move attention image generation and temperature setting into new function which gets called every step with a save path	2020-06-17 17:18:28 -06:00
James Betker	6f8406fbdc	Fixed ConfigurableSwitchedGenerator bug	2020-06-16 16:53:57 -06:00
James Betker	7d541642aa	Get rid of SwitchedResidualGenerator ... Just use the configurable one instead..	2020-06-16 16:23:29 -06:00
James Betker	379b96eb55	Output histograms with SwitchedResidualGenerator ... This also fixes the initialization weight for the configurable generator.	2020-06-16 15:54:37 -06:00
James Betker	f8b67f134b	Get proper contiguous view for backwards compatibility	2020-06-16 14:27:16 -06:00
James Betker	2def96203e	Mods to SwitchedResidualGenerator_arch ... - Increased processing for high-resolution switches - Do stride=2 first in HalvingProcessingBlock	2020-06-16 14:19:12 -06:00
James Betker	70c764b9d4	Create a configurable SwichedResidualGenerator ... Also move attention image generator out of repo	2020-06-16 13:24:07 -06:00
James Betker	df1046c318	New arch: SwitchedResidualGenerator_arch ... The concept here is to use switching to split the generator into two functions: interpretation and transformation. Transformation is done at the pixel level by relatively simple conv layers, while interpretation is computed at various levels by far more complicated conv stacks. The two are merged using the switching mechanism. This architecture is far less computationally intensive that RRDB.	2020-06-16 11:23:50 -06:00
James Betker	ddfd7f67a0	Get rid of biggan ... Not really sure it's a great fit for what is being done here.	2020-06-16 11:21:44 -06:00
James Betker	0a714e8451	Fix initialization in mhead switched rrdb	2020-06-15 21:32:03 -06:00
James Betker	be7982b9ae	Add skip heads to switcher ... These pass through the input so that it can be selected by the attention mechanism.	2020-06-14 12:46:54 -06:00
James Betker	6c27ddc9b5	Misc	2020-06-14 11:03:02 -06:00
James Betker	6c0e9f45c7	Add GPU mem tracing module	2020-06-14 11:02:54 -06:00
James Betker	48532a0a8a	Fix initial_stride on lowdim models	2020-06-14 11:02:16 -06:00
James Betker	532704af40	Multiple modifications for experimental RRDB architectures ... - Add LowDimRRDB; essentially a "normal RRDB" but the RDB blocks process at a low dimension using PixelShuffle - Add switching wrappers around it - Add support for switching on top of multi-headed inputs and outputs - Moves PixelUnshuffle to arch_util	2020-06-13 11:37:27 -06:00
James Betker	e89f28ead0	Update multirrdb to do HR fixing in the base image dimension.	2020-06-11 08:43:39 -06:00
James Betker	d3b2cbfe7c	Fix loading new state dicts for RRDB	2020-06-11 08:25:57 -06:00
James Betker	5ca53e7786	Add alternative first block for PixShuffleRRDB	2020-06-10 21:45:24 -06:00
James Betker	43b7fccc89	Fix mhead attention integration bug for RRDB	2020-06-10 12:02:33 -06:00
James Betker	12e8fad079	Add serveral new RRDB architectures	2020-06-09 13:28:55 -06:00
James Betker	296135ec18	Add doResizeLoss to dataset ... doResizeLoss has a 50% chance to resize the LQ image to 50% size, then back to original size. This is useful to training a generator to recover these lost pixel values while also being able to do repairs on higher resolution images during training.	2020-06-08 11:27:06 -06:00
James Betker	786a4288d6	Allow switched RRDBNet to record metrics and decay temperature	2020-06-08 11:10:38 -06:00
James Betker	ae3301c0ea	SwitchedRRDB work ... Renames AttentiveRRDB to SwitchedRRDB. Moves SwitchedConv to an external repo (neonbjb/switchedconv). Switchs RDB blocks instead of conv blocks. Works good!	2020-06-08 08:47:34 -06:00
James Betker	93528ff8df	Merge branch 'gan_lab' of https://github.com/neonbjb/mmsr into gan_lab	2020-06-07 16:59:31 -06:00
James Betker	805bd129b7	Switched conv partial impl	2020-06-07 16:59:22 -06:00
James Betker	9e203d07c4	Merge remote-tracking branch 'origin/gan_lab' into gan_lab	2020-06-07 16:56:12 -06:00
James Betker	299d855b34	Enable forced learning rates	2020-06-07 16:56:05 -06:00
James Betker	efb5b3d078	Add switched_conv	2020-06-07 16:45:07 -06:00
James Betker	063719c5cc	Fix attention conv bugs	2020-06-06 18:31:02 -06:00
James Betker	cbedd6340a	Add RRDB with attention	2020-06-05 21:02:08 -06:00
James Betker	ef5d8a0ed1	Misc	2020-06-05 21:01:50 -06:00
James Betker	318a604405	Allow weighting of input data ... This essentially allows you to give some datasets more importance than others for the purposes of reaching a more refined network.	2020-06-04 10:05:21 -06:00
James Betker	edf0f8582e	Fix rrdb bug	2020-06-02 11:15:55 -06:00
James Betker	dc17545083	Add RRDB Initial Stride ... Allows downsampling immediately before processing, which reduces network complexity on higher resolution images but keeps a higher filter count.	2020-06-02 10:47:15 -06:00
James Betker	76a38b6a53	Misc	2020-06-02 09:35:52 -06:00
James Betker	726d1913ac	Allow validating in batches, remove val size limit	2020-06-02 08:41:22 -06:00
James Betker	90125f5bed	Allow blurring to be specified	2020-06-02 08:40:52 -06:00
James Betker	8355f3d1b3	Only log discriminator data when gan is activated	2020-06-01 15:48:16 -06:00
James Betker	f1a1fd14b1	Introduce (untested) colab mode	2020-06-01 15:09:52 -06:00
James Betker	a38dd62489	Only train discriminator/gan losses when gan_w > 0	2020-06-01 15:09:10 -06:00
James Betker	1eb9c5a059	Fix grayscale	2020-05-29 22:04:50 -06:00
James Betker	2b03e40f98	Debug process_video	2020-05-29 20:44:50 -06:00
James Betker	74b313aaa9	Add grayscale downsampling option	2020-05-29 20:34:00 -06:00
James Betker	b123ed8a45	Add attention resnet ... Not ready for prime time, but is a first draft.	2020-05-29 20:02:10 -06:00
James Betker	5e9da65d81	Fix process_video bugs	2020-05-29 12:47:22 -06:00
James Betker	beac71ad18	Allow minivids to start at any specified number	2020-05-28 20:27:42 -06:00
James Betker	57682ebee3	Separate feature extractors out, add resnet feature extractor	2020-05-28 20:26:30 -06:00
James Betker	156cee240a	Remove reliance on magick, only wait for ffmpeg at last second, fix image ordering issue	2020-05-27 23:09:46 -06:00
James Betker	b551e86adb	Encode videos to HEVC ... MP4 doesnt support 8K	2020-05-27 20:04:45 -06:00
James Betker	bdeafad8c5	Only run 'convert' not magick	2020-05-27 17:24:10 -06:00
James Betker	41c1efbf56	Add dynamic video processing script	2020-05-27 17:09:11 -06:00
James Betker	f745be9dea	Fix vgg disc arch	2020-05-27 13:31:22 -06:00
James Betker	6962ccb306	Adjust motion blur ... 0 is invalid.	2020-05-27 13:09:46 -06:00
James Betker	f6815df58b	Misc	2020-05-27 08:04:47 -06:00
James Betker	e27a49454e	Enable vertical splitting on inference images to support very large resolutions.	2020-05-27 08:04:35 -06:00
James Betker	96ac26a8b7	Allow injection of random low-amplitude noise & motion blur into generator	2020-05-27 08:04:11 -06:00
James Betker	69cbfa2f0c	Adjust dataset mutations a bit ... Adjusts the compression artfacts to be more aggressive, and blurring to be less aggressive.	2020-05-26 13:48:34 -06:00
James Betker	2931142458	Allow multiple gt image dirs	2020-05-25 19:21:09 -06:00
James Betker	4e44b8a1aa	Clean up video stuff	2020-05-25 19:20:49 -06:00
James Betker	8464cae168	HQ blurring doesnt actually work right - hq images arent the right size when they are blurred ... Just revert it and blur the lq images..	2020-05-24 22:32:54 -06:00
James Betker	5fd8749cf2	More updates - need more blurring	2020-05-24 22:13:27 -06:00
James Betker	9627cc2c49	Update HR gaussian blur params	2020-05-24 18:00:31 -06:00
James Betker	2f8b0250b9	Blur HR image before downsizing, when available	2020-05-24 17:18:44 -06:00
James Betker	cc4571eb8d	Randomize blur effect	2020-05-24 12:35:41 -06:00
James Betker	27a548c019	Enable blurring via settings	2020-05-24 11:56:39 -06:00
James Betker	3c2e5a0250	Apply fixes to resgen	2020-05-24 07:43:23 -06:00
James Betker	446322754a	Support generators that don't output intermediary values.	2020-05-23 21:09:54 -06:00
James Betker	987cdad0b6	Misc mods	2020-05-23 21:09:38 -06:00
James Betker	9b44f6f5c0	Add AssistedRRDB and remove RRDBNetXL	2020-05-23 21:09:21 -06:00
James Betker	445e7e7053	Extract subimages mod	2020-05-23 21:07:41 -06:00
James Betker	90073fc761	Update LQ_dataset to support inference on split image videos	2020-05-23 21:05:49 -06:00
James Betker	74bb0fad33	Allow dataset classes to add noise internally	2020-05-23 21:04:24 -06:00
James Betker	af1968f9e5	Allow passthrough discriminator to have passthrough disabled from config	2020-05-19 09:41:16 -06:00
James Betker	67139602f5	Test modifications ... Allows bifurcating large images put into the test pipeline This code is fixed and not dynamic. Needs some fixes.	2020-05-19 09:37:58 -06:00
James Betker	6400607fc5	ONNX export support	2020-05-19 09:36:04 -06:00
James Betker	89c71293ce	IDEA update	2020-05-19 09:35:26 -06:00
James Betker	9cde58be80	Make RRDB usable in the current iteration	2020-05-16 18:36:30 -06:00
James Betker	b95c4087d1	Allow an alt_path for saving models and states	2020-05-16 09:10:51 -06:00
James Betker	f911ef0d3e	Add corruptor_usage_probability ... Governs how often a corruptor is used, vs feeding uncorrupted images.	2020-05-16 09:05:43 -06:00
James Betker	635c53475f	Restore swapout models just before a checkpoint	2020-05-16 07:45:19 -06:00
James Betker	a33ec3e22b	Fix skips & images samples ... - Makes skip connections between the generator and discriminator more extensible by adding additional configuration options for them and supporting 1 and 0 skips. - Places the temp/ directory with sample images from the training process appear in the training directory instead of the codes/ directory.	2020-05-15 13:50:49 -06:00
James Betker	cdf641e3e2	Remove working options from repo	2020-05-15 07:50:55 -06:00
James Betker	bd4d478572	config changes	2020-05-15 07:41:18 -06:00
James Betker	79593803f2	biggan arch, initial work (not implemented)	2020-05-15 07:40:45 -06:00
James Betker	61ed51d9e4	Improve corruptor logic: switch corruptors randomly	2020-05-14 23:14:32 -06:00
James Betker	d72e154442	Allow more LQ than GT images in corrupt mode	2020-05-14 20:46:20 -06:00
James Betker	8a514b9645	Misc changes	2020-05-14 20:45:38 -06:00
James Betker	a946483f1c	Fix discriminator noise floor	2020-05-14 20:45:06 -06:00
James Betker	c8ab89d243	Add model swapout ... Model swapout is a feature where, at specified intervals, a random D and G model will be swapped in place for the one being trained. After a short period of time, this model is swapped back out. This is intended to increase training diversity.	2020-05-13 16:53:38 -06:00
James Betker	c336d32fd3	Config updates	2020-05-13 15:27:49 -06:00
James Betker	5bcf187fb6	Disable LMDB support ... It doesn't play nice with multiple dataroots and I don't really see any need to continue support since I'm not testing it.	2020-05-13 15:27:33 -06:00
James Betker	e36f22e14a	Allow "corruptor" network to be specified ... This network is just a fixed (pre-trained) generator that performs a corruption transformation that the generator-in-training is expected to undo alongside SR.	2020-05-13 15:26:55 -06:00
James Betker	f389025b53	Change ResGen noise feature ... It now injects noise directly into the input filters, rather than a pure noise filter. The pure noise filter was producing really poor results (and I'm honestly not quite sure why).	2020-05-13 09:22:06 -06:00
James Betker	343af70a8d	Add code for compiling model to torchscript ... I want to be able to export it to other formats too in the future.	2020-05-13 09:21:13 -06:00
James Betker	585b05e66b	Cap test workers at 10	2020-05-13 09:20:45 -06:00
James Betker	037a5a3cdb	Config updates	2020-05-13 09:20:28 -06:00
James Betker	fc3ec8e3a2	Add a noise floor to th discriminator noise factor	2020-05-13 09:19:22 -06:00
James Betker	5d1b4caabf	Allow noise to be injected at the generator inputs for resgen	2020-05-12 16:26:29 -06:00
James Betker	06d18343f7	Allow noise to be added to discriminator inputs	2020-05-12 16:25:38 -06:00
James Betker	9210a62f58	Add rotating log buffer to trainer ... Should stabilize stats output.	2020-05-12 10:09:45 -06:00
James Betker	f217216c81	Implement ResGenv2 ... Implements a ResGenv2 architecture which slightly increases the complexity of the final output layer but causes it to be shared across all skip outputs.	2020-05-12 10:09:15 -06:00
James Betker	1596a98493	Get rid of skip layers from vgg disc	2020-05-12 10:08:12 -06:00
James Betker	c540244789	Config file update	2020-05-12 10:07:58 -06:00
James Betker	62a97c53d1	Handle tuple-returning generators in test	2020-05-11 11:15:26 -06:00
James Betker	f994466289	Initialize test dataloader with a worker count proportional to the batch size.	2020-05-10 10:49:37 -06:00
James Betker	ef48e819aa	Allow resgen to have a conditional number of upsamples applied to it	2020-05-10 10:48:37 -06:00
James Betker	8969a3ce70	Add capability to start at arbitrary frames	2020-05-10 10:48:05 -06:00
James Betker	03351182be	Use amp in SR_model for inference	2020-05-07 21:45:33 -06:00
James Betker	dbca0d328c	Fix multi-lq bug	2020-05-06 23:16:35 -06:00
James Betker	aa0305def9	Resnet discriminator overhaul ... It's been a tough day figuring out WTH is going on with my discriminators. It appears the raw FixUp discriminator can get into an "defective" state where they stop trying to learn and just predict as close to "0" D_fake and D_real as possible. In this state they provide no feedback to the generator and never recover. Adding batch norm back in seems to fix this so it must be some sort of parameterization error.. Should look into fixing this in the future.	2020-05-06 17:27:30 -06:00
James Betker	602f86bfa4	Random config changes	2020-05-06 17:25:48 -06:00
James Betker	574e7e882b	Fix up OOM issues when running a disjoint D update ratio and megabatches	2020-05-06 17:25:25 -06:00
James Betker	eee9d6d9ca	Support skip connections in vgg arch discriminator.	2020-05-06 17:24:34 -06:00
James Betker	5c1832e124	Add support for multiple LQ paths ... I want to be able to specify many different transformations onto the target data; the model should handle them all. Do this by allowing multiple LQ paths to be selected and the dataset class selects one at random.	2020-05-06 17:24:17 -06:00
James Betker	3cd85f8073	Implement ResGen arch ... This is a simpler resnet-based generator which performs mutations on an input interspersed with interpolate-upsampling. It is a two part generator: 1) A component that "fixes" LQ images with a long string of resnet blocks. This component is intended to remove compression artifacts and other noise from a LQ image. 2) A component that can double the image size. The idea is that this component be trained so that it can work at most reasonable resolutions, such that it can be repeatedly applied to itself to perform multiple upsamples. The motivation here is to simplify what is being done inside of RRDB. I don't believe the complexity inside of that network is justified.	2020-05-05 11:59:46 -06:00
James Betker	9f4581aacb	Fix megabatch scaling, log low and med-res gen images	2020-05-05 08:34:57 -06:00
James Betker	3b4e54c4c5	Add support for passthrough disc/gen ... Add RRDBNetXL, which performs processing at multiple image sizes. Add DiscResnet_passthrough, which allows passthrough of image at different sizes for discrimination. Adjust the rest of the repo to allow generators that return more than just a single image.	2020-05-04 14:01:43 -06:00
James Betker	44b89330c2	Support inference across batches, support inference on cpu, checkpoint ... This is a checkpoint of a set of long tests with reduced-complexity networks. Some takeaways: 1) A full GAN using the resnet discriminator does appear to converge, but the quality is capped. 2) Likewise, a combination GAN/feature loss does not converge. The feature loss is optimized but the model appears unable to fight the discriminator, so the G-loss steadily increases. Going forwards, I want to try some bigger models. In particular, I want to change the generator to increase complexity and capacity. I also want to add skip connections between the disc and generator.	2020-05-04 08:48:25 -06:00
James Betker	9c7debe75c	Add colab option	2020-05-02 17:47:25 -06:00
James Betker	832f3587c5	Turn off EVDR (so we dont need the weird convs)	2020-05-02 17:47:14 -06:00
James Betker	8341bf7646	Enable megabatching	2020-05-02 17:46:59 -06:00
James Betker	61d3040cf5	Add doCrop into LQGT	2020-05-02 17:46:30 -06:00
James Betker	9e1acfe396	Fixup upconv for the next attempt!	2020-05-01 19:56:14 -06:00
James Betker	7eaabce48d	Full resnet corrupt, no BN ... And it works! Thanks fixup..	2020-04-30 19:17:30 -06:00
James Betker	03258445bc	tblogger..	2020-04-30 12:35:51 -06:00
James Betker	b6e036147a	Add more batch norms to FlatProcessorNet_arch	2020-04-30 11:47:21 -06:00
James Betker	66e91a3d9e	Revert "Enable skip-through connections from disc to gen" ... This reverts commit b7857f35c3.	2020-04-30 11:45:07 -06:00
James Betker	f027e888ed	Clear out tensorboard on job restart.	2020-04-30 11:44:53 -06:00
James Betker	b7857f35c3	Enable skip-through connections from disc to gen	2020-04-30 11:30:11 -06:00
James Betker	bf634fc9fa	Make resnet w/ BN discriminator use leaky relus	2020-04-30 11:28:59 -06:00
James Betker	3781ea725c	Add Resnet Discriminator with BN	2020-04-29 20:51:57 -06:00
James Betker	a5188bb7ca	Remover fixup code from arch_util ... Going into it's own arch.	2020-04-29 15:17:43 -06:00
James Betker	5b8a77f02c	Discriminator part 1 ... New discriminator. Includes spectral norming.	2020-04-28 23:00:29 -06:00
James Betker	2c145c39b6	Misc changes	2020-04-28 11:50:16 -06:00
James Betker	46f550e42b	Change downsample_dataset to do no image modification ... I'm preprocessing the images myself now. There's no need to have the dataset do this processing as well.	2020-04-28 11:50:04 -06:00
James Betker	8ab595e427	Add FlatProcessorNet ... After doing some thinking and reading on the subject, it occurred to me that I was treating the generator like a discriminator by focusing the network complexity at the feature levels. It makes far more sense to process each conv level equally for the generator, hence the FlatProcessorNet in this commit. This network borrows some of the residual pass-through logic from RRDB which makes the gradient path exceptionally short for pretty much all model parameters and can be trained in O1 optimization mode without overflows again.	2020-04-28 11:49:21 -06:00
James Betker	b8f67418d4	Retool HighToLowResNet ... The receptive field of the original was *really* low. This new one has a receptive field of 36x36px patches. It also has some gradient issues that need to be worked out	2020-04-26 01:13:42 -06:00
James Betker	02ff4a57fd	Enable HighToLowResNet to do a 1:1 transform	2020-04-25 21:36:32 -06:00
James Betker	35bd1ecae4	Config changes for discriminator advantage run ... Still going from high->low, discriminator discerns on low. Next up disc works on high.	2020-04-25 11:24:28 -06:00
James Betker	d95808f4ef	Implement downsample GAN ... This bad boy is for a workflow where you train a model on disjoint image sets to downsample a "good" set of images like a "bad" set of images looks. You then use that downsampler to generate a training set of paired images for supersampling.	2020-04-24 00:00:46 -06:00
James Betker	ea54c7618a	Print error when image read fails	2020-04-23 23:59:32 -06:00
James Betker	e98d92fc77	Allow test to operate on batches	2020-04-23 23:59:09 -06:00
James Betker	8ead9ae183	Lots more config files	2020-04-23 23:58:27 -06:00
James Betker	ea5f432f5a	Log total gen loss	2020-04-22 14:02:10 -06:00
James Betker	79aff886b5	Modifications that allow developer to explicitly specify a different image set for PIX and feature losses	2020-04-22 10:11:14 -06:00
James Betker	12d92dc443	Add GTLQ dataset	2020-04-22 00:40:38 -06:00
James Betker	4d269fdac6	Support independent PIX dataroot	2020-04-22 00:40:13 -06:00
James Betker	05aafef938	Support variant input sizes and scales	2020-04-22 00:39:55 -06:00
James Betker	ebda70fcba	Fix AMP	2020-04-22 00:39:31 -06:00
James Betker	f4b33b0531	Some random fixes/adjustments	2020-04-22 00:38:53 -06:00
James Betker	2538ca9f33	Add my own configs	2020-04-22 00:37:54 -06:00
James Betker	af5dfaa90d	Change GT_size to target_size	2020-04-22 00:37:41 -06:00
James Betker	cc834bd5a3	Support >128px image squares	2020-04-21 16:32:59 -06:00
James Betker	4f6d3f0dfb	Enable AMP optimizations & write sample train images to folder.	2020-04-21 16:28:06 -06:00
PRAGMA	1fb12871fd	Create requirements.txt	2019-11-24 07:48:52 +00:00
XintaoWang	a25ee9464d	test w/o GT	2019-09-01 22:20:10 +08:00
XintaoWang	0098663b6b	SRGAN model supprots dist training	2019-09-01 22:14:29 +08:00
XintaoWang	866a858e59	add deform_conv_cuda_kernel.cu	2019-08-27 17:49:12 +08:00
XintaoWang	037933ba66	mmsr	2019-08-23 21:42:47 +08:00