95 lines
1.9 KiB
YAML
95 lines
1.9 KiB
YAML
#### general settings
|
|
name: train_vix_corrupt
|
|
use_tb_logger: true
|
|
model: corruptgan
|
|
distortion: downsample
|
|
scale: 1
|
|
gpu_ids: [0]
|
|
amp_opt_level: O0
|
|
|
|
#### datasets
|
|
datasets:
|
|
train:
|
|
name: blacked
|
|
mode: downsample
|
|
dataroot_GT: E:\\4k6k\\datasets\\vixen\\4k_closeup\\lr_corrupted
|
|
dataroot_LQ: G:\\data\\pr_upsample\\ultra_lowq\\for_training\\lr
|
|
mismatched_Data_OK: true
|
|
use_shuffle: true
|
|
n_workers: 12 # per GPU
|
|
batch_size: 24
|
|
target_size: 64
|
|
use_flip: false
|
|
use_rot: false
|
|
doCrop: false
|
|
color: RGB
|
|
val:
|
|
name: blacked_val
|
|
mode: downsample
|
|
target_size: 64
|
|
dataroot_GT: E:\\4k6k\\datasets\\vixen\\val
|
|
dataroot_LQ: E:\\4k6k\\datasets\\vixen\\val
|
|
|
|
#### network structures
|
|
network_G:
|
|
which_model_G: ResGenV2
|
|
nf: 192
|
|
nb_denoiser: 20
|
|
nb_upsampler: 0
|
|
upscale_applications: 0
|
|
inject_noise: True
|
|
|
|
network_D:
|
|
which_model_D: discriminator_vgg_128
|
|
in_nc: 3
|
|
nf: 64
|
|
|
|
#### path
|
|
path:
|
|
pretrain_model_G: ~
|
|
pretrain_model_D: ~
|
|
resume_state: ../experiments/train_vix_corrupt/training_state/31000.state
|
|
strict_load: true
|
|
|
|
#### training settings: learning rate scheme, loss
|
|
train:
|
|
lr_G: !!float 1e-4
|
|
weight_decay_G: 0
|
|
beta1_G: 0.9
|
|
beta2_G: 0.99
|
|
lr_D: !!float 1e-4
|
|
weight_decay_D: 0
|
|
beta1_D: 0.9
|
|
beta2_D: 0.99
|
|
D_noise_theta_init: .01
|
|
D_noise_final_it: 20000
|
|
D_noise_theta_floor: .005
|
|
lr_scheme: MultiStepLR
|
|
|
|
niter: 400000
|
|
warmup_iter: -1 # no warm up
|
|
lr_steps: [15000, 50000, 100000, 200000]
|
|
lr_gamma: 0.5
|
|
|
|
pixel_criterion: l2
|
|
pixel_weight: !!float 1e-2
|
|
feature_criterion: l1
|
|
feature_weight: 1.0
|
|
feature_weight_decay: .98
|
|
feature_weight_decay_steps: 1000
|
|
feature_weight_minimum: .5
|
|
gan_type: ragan # gan | ragan
|
|
gan_weight: .1
|
|
mega_batch_factor: 1
|
|
|
|
D_update_ratio: 1
|
|
D_init_iters: -1
|
|
|
|
manual_seed: 10
|
|
val_freq: !!float 5e2
|
|
|
|
#### logger
|
|
logger:
|
|
print_freq: 50
|
|
save_checkpoint_freq: !!float 5e2
|