mirror of
https://github.com/Stability-AI/generative-models.git
synced 2026-01-12 18:14:26 +01:00
80 lines
2.0 KiB
YAML
80 lines
2.0 KiB
YAML
model:
|
|
base_learning_rate: 1.0e-4
|
|
target: sgm.models.diffusion.DiffusionEngine
|
|
params:
|
|
denoiser_config:
|
|
target: sgm.modules.diffusionmodules.denoiser.Denoiser
|
|
params:
|
|
weighting_config:
|
|
target: sgm.modules.diffusionmodules.denoiser_weighting.EDMWeighting
|
|
params:
|
|
sigma_data: 1.0
|
|
scaling_config:
|
|
target: sgm.modules.diffusionmodules.denoiser_scaling.EDMScaling
|
|
params:
|
|
sigma_data: 1.0
|
|
|
|
network_config:
|
|
target: sgm.modules.diffusionmodules.openaimodel.UNetModel
|
|
params:
|
|
use_checkpoint: True
|
|
in_channels: 1
|
|
out_channels: 1
|
|
model_channels: 32
|
|
attention_resolutions: []
|
|
num_res_blocks: 4
|
|
channel_mult: [1, 2, 2]
|
|
num_head_channels: 32
|
|
|
|
first_stage_config:
|
|
target: sgm.models.autoencoder.IdentityFirstStage
|
|
|
|
loss_fn_config:
|
|
target: sgm.modules.diffusionmodules.loss.StandardDiffusionLoss
|
|
params:
|
|
sigma_sampler_config:
|
|
target: sgm.modules.diffusionmodules.sigma_sampling.EDMSampling
|
|
|
|
sampler_config:
|
|
target: sgm.modules.diffusionmodules.sampling.EulerEDMSampler
|
|
params:
|
|
num_steps: 50
|
|
|
|
discretization_config:
|
|
target: sgm.modules.diffusionmodules.discretizer.EDMDiscretization
|
|
|
|
data:
|
|
target: sgm.data.mnist.MNISTLoader
|
|
params:
|
|
batch_size: 512
|
|
num_workers: 1
|
|
|
|
lightning:
|
|
modelcheckpoint:
|
|
params:
|
|
every_n_train_steps: 5000
|
|
|
|
callbacks:
|
|
metrics_over_trainsteps_checkpoint:
|
|
params:
|
|
every_n_train_steps: 25000
|
|
|
|
image_logger:
|
|
target: main.ImageLogger
|
|
params:
|
|
disabled: False
|
|
batch_frequency: 1000
|
|
max_images: 64
|
|
increase_log_steps: False
|
|
log_first_step: False
|
|
log_images_kwargs:
|
|
use_ema_scope: False
|
|
N: 64
|
|
n_rows: 8
|
|
|
|
trainer:
|
|
devices: 0,
|
|
benchmark: True
|
|
num_sanity_val_steps: 0
|
|
accumulate_grad_batches: 1
|
|
max_epochs: 10 |