James Betker
65c474eecf
Various changes to fix testing
2021-06-11 15:31:10 -06:00
James Betker
44b09e5f20
Amplify dropout rate
2021-06-07 15:20:53 -06:00
James Betker
eda796985b
Try out dropout norm
2021-06-07 11:33:33 -06:00
James Betker
fb405d9ef1
CIFAR stuff
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- Extract coarse labels for the CIFAR dataset
- Add simple resnet that branches lower layers based on coarse labels
- Some other cleanup
2021-06-05 14:16:02 -06:00
James Betker
45bc76ba92
Fixes and mods to support training classifiers on imagenet
2021-06-01 17:25:24 -06:00
James Betker
f129eaa39e
Clean up byol a bit
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- Remove option to aug in dataset (there's really no reason for this now that kornia works on GPU on windows)
- Other stufff
2021-05-24 21:35:46 -06:00
James Betker
119f17c808
Add testing capabilities for segformer & contrastive feature
2021-04-27 09:59:50 -06:00
James Betker
23e01314d4
Add dataset, ui for labeling and evaluator for pointwise classification
2021-04-23 17:17:13 -06:00
James Betker
17555e7d07
misc adjustments for stylegan
2021-04-21 18:14:17 -06:00
James Betker
b687ef4cd0
Misc
2021-04-21 18:09:46 -06:00
James Betker
94e069bced
Misc changes
2021-03-13 10:45:26 -07:00
James Betker
543d459b4e
extract_temporal_squares script
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For extracting related patches across a video
2021-02-08 08:10:24 -07:00
James Betker
784b96c059
Misc options to add support for training stylegan2-rosinality models:
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- Allow image_folder_dataset to normalize inbound images
- ExtensibleTrainer can denormalize images on the output path
- Support .webp - an output from LSUN
- Support logistic GAN divergence loss
- Support stylegan2 TF weight extraction for discriminator
- New injector that produces latent noise (with separated paths)
- Modify FID evaluator to be operable with rosinality-style GANs
2021-02-08 08:09:21 -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
dac7d768fa
test uresnet playground mods
2021-01-23 13:46:43 -07:00
James Betker
557cdec116
misc
2021-01-23 13:45:17 -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
14a868e8e6
byol playground updates
2021-01-09 20:54:21 -07:00
James Betker
41b7d50944
Update extract_square_images
2021-01-08 13:16:34 -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
659814c20f
BYOL script updates
2021-01-07 16:31:28 -07:00
James Betker
61a86a3c1e
VQVAE
2021-01-07 10:20:15 -07:00
James Betker
9680294430
Move byol scripts around
2021-01-06 14:52:17 -07:00
James Betker
9fed90393f
Add lucidrains pixpro trainer
2021-01-05 20:14:22 -07:00
James Betker
39a94c74b5
Allow BYOL resnet playground to produce a latent dict
2021-01-04 20:11:29 -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
4d8064c32c
Modifications to allow partially trained stylegan discriminators to be used
2021-01-03 16:37:18 -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
aae65e6ed8
Mods to byol_resnet_playground for large batches
2021-01-01 11:59:54 -07:00
James Betker
8de5a02a48
byol_resnet_playground
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Similar to the spinenet playground, but tinkers with resnet instead
2020-12-31 10:15:04 -07:00
James Betker
9dc3c8f0ff
Script updates
2020-12-29 20:24:41 -07:00
James Betker
3fd627fc62
Mods to support image classification & filtering
2020-12-26 13:49:27 -07:00
James Betker
1bbcb96ee8
Implement a few changes to support training BYOL networks
2020-12-23 10:50:23 -07:00
James Betker
2437b33e74
Fix srflow_latent_space_playground bug
2020-12-22 15:42:38 -07:00
James Betker
7938f9f50b
Fix bug with single_image_dataset which prevented working on multiple directories from working
2020-12-19 15:13:46 -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
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
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
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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
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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
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