James Betker
a1760f8969
Adapt srg2 for video
2020-11-10 16:16:41 -07:00
James Betker
b742d1e5a5
When skipping steps via "every", still run nontrainable injection points
2020-11-10 16:09:17 -07:00
James Betker
91d27372e4
rrdb with adain latent
2020-11-10 16:08:54 -07:00
James Betker
6a2fd5f7d0
Lots of new discriminator nets
2020-11-10 16:06:54 -07:00
James Betker
4e5ba61ae7
SRG2classic further re-integration
2020-11-10 16:06:14 -07:00
James Betker
9e2c96ad5d
More latent work
2020-11-07 20:38:56 -07:00
James Betker
0cf52ef52c
latent work
2020-11-06 20:38:23 -07:00
James Betker
34d319585c
Add srflow arch
2020-11-06 20:38:04 -07:00
James Betker
4469d2e661
More work on RRDB with latent
2020-11-05 22:13:05 -07:00
James Betker
62d3b6496b
Latent work checkpoint
2020-11-05 13:31:34 -07:00
James Betker
fd6cdba88f
RRDB with latent
2020-11-05 10:04:17 -07:00
James Betker
df47d6cbbb
More work in support of training flow networks in tandem with generators
2020-11-04 18:07:48 -07:00
James Betker
658a267bab
More work on SSIM/PSNR approximators
...
- Add a network that accomodates this style of approximator while retaining structure
- Migrate to SSIM approximation
- Add a tool to visualize how these approximators are working
- Fix some issues that came up while doign this work
2020-11-03 08:09:58 -07:00
James Betker
a51daacde2
Fix reporting of d_fake_diff for generators
2020-11-02 08:45:46 -07:00
James Betker
dcfe994fee
Add standalone srg2_classic
...
Trying to investigate how I was so misguided. I *thought* srg2 was considerably
better than RRDB in performance but am not actually seeing that.
2020-10-31 20:55:34 -06:00
James Betker
eb7df63592
Merge remote-tracking branch 'origin/gan_lab' into gan_lab
2020-10-31 11:09:32 -06:00
James Betker
c2866ad8d2
Disable debugging of comparable pingpong generations
2020-10-31 11:09:10 -06:00
James Betker
7303d8c932
Add psnr approximator
2020-10-31 11:08:55 -06:00
James Betker
565517814e
Restore SRG2
...
Going to try to figure out where SRG lost competitiveness to RRDB..
2020-10-30 14:01:56 -06:00
James Betker
74738489b9
Fixes and additional support for progressive zoom
2020-10-30 09:59:54 -06:00
James Betker
a3918fa808
Tecogan & other fixes
2020-10-30 00:19:58 -06:00
James Betker
b316078a15
Fix tecogan_losses fp16
2020-10-29 23:02:20 -06:00
James Betker
3791f95ad0
Enable RRDB to take in reference inputs
2020-10-29 11:07:40 -06:00
James Betker
7d38381d46
Add scaling to rrdb
2020-10-29 09:48:10 -06:00
James Betker
607ff3c67c
RRDB with bypass
2020-10-29 09:39:45 -06:00
James Betker
1655b9e242
Fix fast_forward teco loss bug
2020-10-28 17:49:54 -06:00
James Betker
515905e904
Add a min_loss that is DDP compatible
2020-10-28 15:46:59 -06:00
James Betker
f133243ac8
Extra logging for teco_resgen
2020-10-28 15:21:22 -06:00
James Betker
2ab5054d4c
Add noise to teco disc
2020-10-27 22:48:23 -06:00
James Betker
4dc16d5889
Upgrade tecogan_losses for speed
2020-10-27 22:40:15 -06:00
James Betker
ac3da0c5a6
Make tecogen functional
2020-10-27 21:08:59 -06:00
James Betker
10da206db6
Merge remote-tracking branch 'origin/gan_lab' into gan_lab
2020-10-27 20:59:59 -06:00
James Betker
9848f4c6cb
Add teco_resgen
2020-10-27 20:59:55 -06:00
James Betker
543c384a91
Merge remote-tracking branch 'origin/gan_lab' into gan_lab
2020-10-27 20:59:16 -06:00
James Betker
da53090ce6
More adjustments to support distributed training with teco & on multi_modal_train
2020-10-27 20:58:03 -06:00
James Betker
00bb568956
further checkpointify spsr_arch
2020-10-27 17:54:28 -06:00
James Betker
c2727a0150
Merge remote-tracking branch 'origin/gan_lab' into gan_lab
2020-10-27 15:24:19 -06:00
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
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
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
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
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
e9c0b9f0fd
More adjustments to support multi-modal training
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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
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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
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
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
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
b28e4d9cc7
Add spread loss
...
Experimental loss that peaks around 0.
2020-10-19 11:31:19 -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
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
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
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
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
1f20d59c31
Revert big switch back
2020-10-14 11:03:34 -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
d7d7590f3e
Fix constant injector - wasn't working in test
2020-10-12 10:36:30 -06:00
James Betker
ce163ad4a9
Update SSGdeep
2020-10-12 10:22:08 -06:00
James Betker
3409d88a1c
Add PANet arch
2020-10-12 10:20:55 -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
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
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
1eb516d686
Fix more distributed bugs
2020-10-08 14:32:45 -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
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
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
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
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
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
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
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
9b4ed82093
Get rid of unused convs in spsr7
2020-10-03 11:36:26 -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
6c9718ad64
Don't log if you aren't 0 rank
2020-10-03 11:14:13 -06:00