James Betker
336f807c8e
lambda2
2021-02-05 00:00:24 -07:00
James Betker
025a5867c4
Use syncbatchnorm instead
2021-02-04 22:26:36 -07:00
James Betker
bb79fafb89
Fix groupnorm specification
2021-02-04 22:15:38 -07:00
James Betker
43da1f9c4b
Convert lambda coupler to use groupnorm instead of batchnorm
2021-02-04 21:59:44 -07:00
James Betker
7070142805
Make vqvae3_hard more configurable
2021-02-04 09:03:22 -07:00
James Betker
b980028ca8
Add get_debug_values for vqvae_3_hardswitch
2021-02-03 14:12:24 -07:00
James Betker
1405ff06b8
Fix SwitchedConvHardRoutingFunction for current cuda router
2021-02-03 14:11:55 -07:00
James Betker
d7bec392dd
...
2021-02-02 23:50:25 -07:00
James Betker
b0a8fa00bc
Visual dbg in vqvae3hs
2021-02-02 23:50:01 -07:00
James Betker
f5f91850fd
hardswitch variant of vqvae3
2021-02-02 21:00:04 -07:00
James Betker
320edbaa3c
Move switched_conv logic around a bit
2021-02-02 20:41:24 -07:00
James Betker
0dca36946f
Hard Routing mods
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- Turns out my custom convolution was RIDDLED with backwards bugs, which is
why the existing implementation wasn't working so well.
- Implements the switch logic from both Mixture of Experts and Switch Transformers
for testing purposes.
2021-02-02 20:35:58 -07:00
James Betker
29c1c3bede
Register vqvae3
2021-01-29 15:26:28 -07:00
James Betker
bc20b4739e
vqvae3
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Changes VQVAE as so:
- Reverts back to smaller codebook
- Adds an additional conv layer at the highest resolution for both the encoder & decoder
- Uses LeakyReLU on trunk
2021-01-29 15:24:26 -07:00
James Betker
96bc80313c
Add switch norm, up dropout rate, detach selector
2021-01-26 09:31:53 -07:00
James Betker
2cdac6bd09
Add PWCNet for human optical flow
2021-01-25 08:25:44 -07:00
James Betker
51b63b2aa6
Add switched_conv with hard routing and make vqvae use it.
2021-01-25 08:25:29 -07:00
James Betker
ae4ff4a1e7
Enable lambda visualization
2021-01-23 15:53:27 -07:00
James Betker
10ec6bda1d
lambda nets in switched_conv and a vqvae to use it
2021-01-23 14:57:57 -07:00
James Betker
b374dcdd46
update vqvae to double codebook size for bottom quantizer
2021-01-23 13:47:07 -07:00
James Betker
1b8a26db93
New switched_conv
2021-01-23 13:46:30 -07:00
James Betker
d919ae7148
Add VQVAE with no Conv2dTranspose
2021-01-18 08:49:59 -07:00
James Betker
587a4f4050
resnet_unet_3
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I'm being really lazy here - these nets are not really different from each other
except at which layer they terminate. This one terminates at 2x downsampling,
which is simply indicative of a direction I want to go for testing these pixpro networks.
2021-01-15 14:51:03 -07:00
James Betker
038b8654b6
Pixpro: unwrap losses
2021-01-13 11:54:25 -07:00
James Betker
8990801a3f
Fix pixpro stochastic sampling bugs
2021-01-13 11:34:24 -07:00
James Betker
19475a072f
Pixpro: Rather than using a latent square for pixpro, use an entirely stochastic sampling of the pixels
2021-01-13 11:26:51 -07:00
James Betker
d1007ccfe7
Adjustments to pixpro to allow training against networks with arbitrarily large structural latents
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- The pixpro latent now rescales the latent space instead of using a "coordinate vector", which
**might** have performance implications.
- The latent against which the pixel loss is computed can now be a small, randomly sampled patch
out of the entire latent, allowing further memory/computational discounts. Since the loss
computation does not have a receptive field, this should not alter the loss.
- The instance projection size can now be separate from the pixel projection size.
- PixContrast removed entirely.
- ResUnet with full resolution added.
2021-01-12 09:17:45 -07:00
James Betker
34f8c8641f
Support training imagenet classifier
2021-01-11 20:09:16 -07:00
James Betker
f3db381fa1
Allow uresnet to use pretrained resnet50
2021-01-10 12:57:31 -07:00
James Betker
07168ecfb4
Enable vqvae to use a switched_conv variant
2021-01-09 20:53:14 -07:00
James Betker
5a8156026a
Did anyone ask for k-means clustering?
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This is so cool...
2021-01-07 22:37:41 -07:00
James Betker
de10c7246a
Add injected noise into bypass maps
2021-01-07 16:31:12 -07:00
James Betker
61a86a3c1e
VQVAE
2021-01-07 10:20:15 -07:00
James Betker
01a589e712
Adjustments to pixpro & resnet-unet
...
I'm not really satisfied with what I got out of these networks on round 1.
Lets try again..
2021-01-06 15:00:46 -07:00
James Betker
2f2f87bbea
Styled SR fixes
2021-01-05 20:14:39 -07:00
James Betker
9fed90393f
Add lucidrains pixpro trainer
2021-01-05 20:14:22 -07:00
James Betker
ade2732c82
Transfer learning for styleSR
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This is a concept from "Lifelong Learning GAN", although I'm skeptical of it's novelty -
basically you scale and shift the weights for the generator and discriminator of a pretrained
GAN to "shift" into new modalities, e.g. faces->birds or whatever. There are some interesting
applications of this that I would like to try out.
2021-01-04 20:10:48 -07:00
James Betker
2c65b6b28e
More mods to support styledsr
2021-01-04 11:32:28 -07:00
James Betker
2225fe6ac2
Undo lucidrains changes for new discriminator
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This "new" code will live in the styledsr directory from now on.
2021-01-04 10:57:09 -07:00
James Betker
40ec71da81
Move styled_sr into its own folder
2021-01-04 10:54:34 -07:00
James Betker
5916f5f7d4
Misc fixes
2021-01-04 10:53:53 -07:00
James Betker
4d8064c32c
Modifications to allow partially trained stylegan discriminators to be used
2021-01-03 16:37:18 -07:00
James Betker
bdbab65082
Allow optimizers to train separate param groups, add higher dimensional VGG discriminator
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Did this to support training 512x512px networks off of a pretrained 256x256 network.
2021-01-02 15:10:06 -07:00
James Betker
193cdc6636
Move discriminators to the create_model paradigm
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Also cleans up a lot of old discriminator models that I have no intention
of using again.
2021-01-01 15:56:09 -07:00
James Betker
f39179e85a
styled_sr: fix bug when using initial_stride
2021-01-01 12:13:21 -07:00
James Betker
913fc3b75e
Need init to pick up styled_sr
2021-01-01 12:10:32 -07:00
James Betker
e992e18767
Add initial_stride term to style_sr
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Also fix fid and a networks.py issue.
2021-01-01 11:59:36 -07:00
James Betker
e214e6ce33
Styled SR model
2020-12-31 20:54:18 -07:00
James Betker
b1fb82476b
Add gp debug (fix)
2020-12-30 15:26:54 -07:00
James Betker
63cf3d3126
Injector auto-registration
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I love it!
2020-12-29 20:58:02 -07:00