DL-Art-School/codes/options/train/train_ESRGAN_blacked.yml

86 lines
1.7 KiB
YAML
Raw Normal View History

2020-04-22 06:37:54 +00:00
#### general settings
2020-05-02 01:56:14 +00:00
name: blacked_fix_and_upconv
2020-04-22 06:37:54 +00:00
use_tb_logger: true
model: srgan
distortion: sr
scale: 4
gpu_ids: [0]
2020-05-02 23:46:59 +00:00
amp_opt_level: O0
2020-04-22 06:37:54 +00:00
#### datasets
datasets:
train:
2020-05-02 01:56:14 +00:00
name: vixcloseup
2020-04-22 06:37:54 +00:00
mode: LQGT
2020-05-02 01:56:14 +00:00
dataroot_GT: K:\4k6k\4k_closeup\hr
dataroot_LQ: K:\4k6k\4k_closeup\lr_corrupted
2020-05-02 23:46:59 +00:00
doCrop: false
2020-04-22 06:37:54 +00:00
use_shuffle: true
2020-05-02 01:56:14 +00:00
n_workers: 12 # per GPU
2020-05-02 23:46:59 +00:00
batch_size: 64
2020-05-02 01:56:14 +00:00
target_size: 256
2020-04-22 06:37:54 +00:00
color: RGB
val:
2020-05-02 01:56:14 +00:00
name: adrianna_val
2020-04-22 06:37:54 +00:00
mode: LQGT
2020-05-02 01:56:14 +00:00
dataroot_GT: E:\4k6k\datasets\adrianna\val\hhq
dataroot_LQ: E:\4k6k\datasets\adrianna\val\hr
2020-04-22 06:37:54 +00:00
#### network structures
network_G:
which_model_G: RRDBNet
in_nc: 3
out_nc: 3
2020-05-02 01:56:14 +00:00
nf: 48
2020-04-22 06:37:54 +00:00
nb: 23
network_D:
2020-05-02 01:56:14 +00:00
which_model_D: discriminator_resnet
2020-04-22 06:37:54 +00:00
in_nc: 3
2020-05-02 01:56:14 +00:00
nf: 48
2020-04-22 06:37:54 +00:00
#### path
path:
2020-05-02 23:46:59 +00:00
pretrain_model_G: ../experiments/blacked_fix_and_upconv_gan_only/models/7000_G.pth
pretrain_model_D: ../experiments/blacked_fix_and_upconv_gan_only/models/7000_D.pth
2020-04-22 06:37:54 +00:00
strict_load: true
resume_state: ~
#### training settings: learning rate scheme, loss
train:
2020-05-02 23:46:59 +00:00
lr_G: !!float 5e-5
2020-04-22 06:37:54 +00:00
weight_decay_G: 0
beta1_G: 0.9
beta2_G: 0.99
2020-05-02 23:46:59 +00:00
lr_D: !!float 8e-5
2020-04-22 06:37:54 +00:00
weight_decay_D: 0
beta1_D: 0.9
beta2_D: 0.99
lr_scheme: MultiStepLR
niter: 400000
warmup_iter: -1 # no warm up
2020-05-02 23:46:59 +00:00
lr_steps: [5000, 20000, 40000, 60000]
2020-04-22 06:37:54 +00:00
lr_gamma: 0.5
2020-05-02 23:46:59 +00:00
mega_batch_factor: 8
2020-04-22 06:37:54 +00:00
pixel_criterion: l1
pixel_weight: !!float 1e-2
feature_criterion: l1
2020-05-02 23:46:59 +00:00
feature_weight: 0
feature_weight_decay: .9
2020-05-02 01:56:14 +00:00
feature_weight_decay_steps: 500
feature_weight_minimum: .1
gan_type: gan # gan | ragan
2020-05-02 23:46:59 +00:00
gan_weight: 1
2020-04-22 06:37:54 +00:00
D_update_ratio: 1
2020-05-02 23:46:59 +00:00
D_init_iters: -1
2020-04-22 06:37:54 +00:00
manual_seed: 10
val_freq: !!float 5e2
#### logger
logger:
print_freq: 50
save_checkpoint_freq: !!float 5e2