James Betker
74342b860b
Revert "Undo forced text padding"
...
This reverts commit 83ab5e6a00
.
2021-08-09 11:56:34 -06:00
James Betker
d4e33bf15f
Fixes to the mp3 splitter
2021-08-09 11:55:46 -06:00
James Betker
4100469902
Add a tool to split mp3 files into arbitrary chunks of wav files
2021-08-08 23:23:13 -06:00
James Betker
83ab5e6a00
Undo forced text padding
2021-08-08 11:42:20 -06:00
James Betker
690d7e86d3
Fix nv_tacotron_dataset bug which incorrectly mapped filenames
...
dammit..
2021-08-08 11:38:52 -06:00
James Betker
a2afb25e42
Fix inference, always flow full text tokens through transformer
2021-08-07 20:11:10 -06:00
James Betker
b43683b772
Add lucidrains_dvae
2021-08-06 12:03:46 -06:00
James Betker
62c7570512
Constrain wav_aug a bit more
2021-08-06 08:19:38 -06:00
James Betker
f126040da2
Undo noise first
2021-08-05 23:24:38 -06:00
James Betker
908ef5495f
Add noise first to audio_aug
2021-08-05 23:22:44 -06:00
James Betker
d6007c6de1
dataset fixes
2021-08-05 23:12:59 -06:00
James Betker
d120e1aa99
Add audio augmentation to wavfile_dataset, utility to test audio similary
2021-08-05 22:14:49 -06:00
James Betker
4017236ba9
Fix up inference for gpt_tts
2021-08-05 06:46:30 -06:00
James Betker
5037220ac7
Mods to support contrastive learning on audio files
2021-08-05 05:57:04 -06:00
James Betker
341f28dd82
It works!
2021-08-04 20:07:51 -06:00
James Betker
d9936df363
Add gpt_tts dataset and implement inference
...
- Adds a script which preprocesses quantized mels given a DVAE
- Adds a dataset which can consume preprocessed qmels
- Reworks GPT TTS to consume the outputs of that dataset (removes logic to add padding and start/end tokens)
- Adds inference to gpt_tts
2021-08-04 00:44:04 -06:00
James Betker
dadc54795c
Add gpt_tts
2021-07-27 20:33:30 -06:00
James Betker
49e3b310ea
Allow audio sample rate interpolation for faster training
2021-07-26 17:44:06 -06:00
James Betker
96e90e7047
Add support for a gaussian-diffusion-based wave tacotron
2021-07-26 16:27:31 -06:00
James Betker
d81386c1be
Mods to support vqvae in audio mode (1d)
2021-07-20 08:36:46 -06:00
James Betker
1ff434218e
tacotron2, ready for prime time!
2021-07-08 22:13:44 -06:00
James Betker
86fd3ad7fd
Initial checkin of nvidia tacotron model & dataset
...
These two are tested, full support for training to come.
2021-07-06 11:11:35 -06:00
James Betker
afa41f1804
Allow hq color jittering and corruptions that are not included in the corruption factor
2021-06-30 09:44:46 -06:00
James Betker
6fd16ea9c8
Add meta-anomaly detection, colorjitter augmentation
2021-06-29 13:41:55 -06:00
James Betker
46e9f62be0
Add unet with latent guide
...
This is a diffusion network that uses both a LQ image
and a reference sample HQ image that is compressed into
a latent vector to perform upsampling
The hope is that we can steer the upsampling network
with sample images.
2021-06-26 11:02:58 -06:00
James Betker
0ded106562
Merge remote-tracking branch 'origin/master'
2021-06-25 13:16:28 -06:00
James Betker
a57ed8e960
Various mods to support better jpeg image filtering
2021-06-25 13:16:15 -06:00
James Betker
61e7ca39cd
Update image_folder_dataset.py
2021-06-25 11:48:31 -06:00
James Betker
6b32c87dcb
Try to make diffusion fid more deterministic
2021-06-14 09:27:43 -06:00
James Betker
65c474eecf
Various changes to fix testing
2021-06-11 15:31:10 -06:00
James Betker
6c6e82406e
Pass a corruption factor through the dataset into the upsampling network
...
The intuition is this will help guide the network to make better informed decisions
about how it performs upsampling based on how it perceives the underlying content.
(I'm giving up on letting networks detect their own quality - I'm not convinced it is
actually feasible)
2021-06-07 09:13:54 -06:00
James Betker
fb405d9ef1
CIFAR stuff
...
- 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
e6c537824a
Allow validation for ce
2021-06-04 21:21:04 -06:00
James Betker
7c251af7a8
Support cifar100 with resnet
2021-06-04 17:29:07 -06:00
James Betker
6084915af8
Support gaussian diffusion models
...
Adds support for GD models, courtesy of some maths from openai.
Also:
- Fixes requirement for eval{} even when it isn't being used
- Adds support for denormalizing an imagenet norm
2021-06-02 21:47:32 -06:00
James Betker
45bc76ba92
Fixes and mods to support training classifiers on imagenet
2021-06-01 17:25:24 -06:00
James Betker
6649ef2dae
Add zipfilesdataset
2021-05-24 21:35:00 -06:00
James Betker
9bbe6fc81e
Get segformer to a trainable state
2021-04-25 11:45:20 -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
b687ef4cd0
Misc
2021-04-21 18:09:46 -06:00
James Betker
f89ea5f1c6
Mods to support lightweight_gan model
2021-03-02 20:51:48 -07:00
James Betker
784b96c059
Misc options to add support for training stylegan2-rosinality models:
...
- 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
34f8c8641f
Support training imagenet classifier
2021-01-11 20:09:16 -07:00
James Betker
4119cd6240
Fix to image_folder_dataset to accomodate images with mismatched dimensions
2021-01-10 12:57:21 -07:00
James Betker
5e7ade0114
ImageFolderDataset - corrupt lq images alongside each other
2021-01-03 16:36:38 -07:00
James Betker
193cdc6636
Move discriminators to the create_model paradigm
...
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
1de1fa30ac
Disable refs and centers altogether in single_image_dataset
...
I suspect that this might be a cause of failures on parallel datasets.
Plus it is unnecessary computation.
2020-12-31 10:13:24 -07:00
James Betker
ba543d1152
Glean mods
...
- Fixes fixed upscale factor issues
- Refines a few ops to decrease computation & parameterization
2020-12-27 12:25:06 -07:00
James Betker
2706a84f15
Merge remote-tracking branch 'origin/gan_lab' into gan_lab
2020-12-26 13:50:34 -07:00
James Betker
90e2362c00
Fix bug with full_image_dataset
2020-12-26 13:50:27 -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
e7aeb17404
ImageFolder dataset: allow intermediary downscale before corrupt
...
For massive upscales (ex: 8x), corruption does almost nothing when applied
at the HQ level. This patch adds support to perform corruption at a specified
intermediary scale. The dataset downscales to this level, performs the corruption,
then downscales the rest of the way to get the LQ image.
2020-12-22 15:42:21 -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
d875ca8342
More refactor changes
2020-12-18 09:24:31 -07:00
James Betker
a8179ff53c
Image label work
2020-12-18 08:53:18 -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
4310e66848
Fix bug in 'corrupt_before_downsize=true'
2020-12-16 09:41:59 -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
0a19e53df0
BYOL mods
2020-12-14 23:59:11 -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
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
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
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
06d1c62c5a
iGPT support!
...
Sweeeeet
2020-12-03 15:32:21 -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
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
205c9a5335
Learn how to functionally use srflow networks
2020-11-25 13:59:06 -07:00
James Betker
f3c1fc1bcd
Dataset modifications
2020-11-24 13:20:12 -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
98eada1e4c
More circular dependency fixes + unet fixes
2020-11-15 11:53:35 -07:00
James Betker
5cade6b874
Move stylegan2 around, bring in unet
2020-11-14 22:04:48 -07:00
James Betker
cdc5ac30e9
oddity
2020-11-13 20:11:57 -07:00
James Betker
2d3449d7a5
stylegan2 in ml art school!
2020-11-12 15:42:05 -07:00
James Betker
6be6c92e5d
Fix yet ANOTHER OBO error in multi_frame_dataset
2020-11-06 20:38:34 -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
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
3676f26d94
Merge remote-tracking branch 'origin/gan_lab' into gan_lab
2020-10-31 20:55:45 -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
7303d8c932
Add psnr approximator
2020-10-31 11:08:55 -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
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
31cf1ac98d
Retrofit full_image_dataset to work with new arch.
2020-10-27 10:26:19 -06:00
James Betker
ff58c6484a
Fixes to unified chunk datasets to support stereoscopic training
2020-10-26 11:12:22 -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
8e5b6682bf
Add PairedFrameDataset
2020-10-23 20:58:07 -06:00
James Betker
f9dc472f63
Misc nonfunctional mods to datasets
2020-10-22 10:16:17 -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
9b9a6e5925
Add get_paths() to base_unsupervised_image_dataset
2020-10-19 11:30:06 -06:00
James Betker
ffad0e0422
Allow image corruption in multiscale dataset
2020-10-19 10:10:27 -06:00
James Betker
9ead2c0a08
Multiscale training in!
2020-10-17 22:54:12 -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
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
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
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
e7cf337dba
Fix bug with chunk_with_reference
2020-10-12 10:23:03 -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
b3d0baaf17
Improve multiframe dataset memory usage
2020-10-09 08:40:00 -06:00
James Betker
b36ba0460c
Fix multi-frame dataset OBO error
2020-10-08 12:21:04 -06:00
James Betker
efbf6b737b
Update validate_data to work with SingleImageDataset
2020-10-02 08:58:34 -06:00
James Betker
57814f18cf
More features for multi-frame-dataset
2020-09-28 14:26:15 -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
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
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
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
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
f5cd23e2d5
Further patch size adjustments
2020-09-16 16:50:35 -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
94deab2792
Fix error serving gt_fullsize_ref in full_image_dataset
2020-09-14 15:05:44 -06:00
James Betker
5189b11dac
Add combined dataset for training across multiple datasets
2020-09-11 08:44:06 -06:00
James Betker
3027e6e27d
Enable amp to be disabled
2020-09-09 10:45:59 -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
17aa205e96
New dataset that reads from lmdb
2020-09-04 17:32:57 -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
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
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
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
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
0892d5fe99
LQGT_dataset gan debug
2020-07-26 22:48:35 -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
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
8a0a1569f3
Enable force_multiple in LQ_dataset
2020-07-22 20:51:16 -06:00