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cifar10_instnoise.yaml
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# Based on celebA
data:
type: cifar10
train_dir: data/
test_dir: data/
lsun_categories_train: bedroom_train
lsun_categories_test: bedroom_test
img_size: 32
nlabels: 1
generator:
name: resnet
kwargs:
nfilter: 32
nfilter_max: 256
embed_size: 1
discriminator:
name: resnet
kwargs:
nfilter: 32
nfilter_max: 256
embed_size: 1
vgan_latent_dim: 256
z_dist:
type: gauss
dim: 256
training:
out_dir: output/cifar10_instnoise
gan_type: standard
reg_type: instnoise
reg_param: 10.
batch_size: 64
nworkers: 0 #32
take_model_average: true
model_average_beta: 0.999
model_average_reinit: false
monitoring: tensorboard
sample_every: 10000
sample_nlabels: 20
inception_every: 15620
compute_fid: true
fid_sample_size: 10000
save_every: 18000
backup_every: 40000
stop_epoch: 1000
restart_every: -1
optimizer: rmsprop
lr_g: 0.0001
lr_d: 0.0001
lr_anneal: 1.
lr_anneal_every: 150000
d_steps: 1
equalize_lr: false
adaptive_beta: false
kwargs:
beta_step: 0.00001
target_kl: 0.1
test:
batch_size: 16
sample_size: 16
sample_nrow: 4
use_model_average: true
compute_inception: false
conditional_samples: true
interpolations:
nzs: 10
nsubsteps: 75