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# File modified by authors of InstructPix2Pix from original (https://github.com/CompVis/stable-diffusion). | |
# See more details in LICENSE. | |
model: | |
base_learning_rate: 1.0e-04 | |
target: modules.models.diffusion.ddpm_edit.LatentDiffusion | |
params: | |
linear_start: 0.00085 | |
linear_end: 0.0120 | |
num_timesteps_cond: 1 | |
log_every_t: 200 | |
timesteps: 1000 | |
first_stage_key: edited | |
cond_stage_key: edit | |
# image_size: 64 | |
# image_size: 32 | |
image_size: 16 | |
channels: 4 | |
cond_stage_trainable: false # Note: different from the one we trained before | |
conditioning_key: hybrid | |
monitor: val/loss_simple_ema | |
scale_factor: 0.18215 | |
use_ema: false | |
scheduler_config: # 10000 warmup steps | |
target: ldm.lr_scheduler.LambdaLinearScheduler | |
params: | |
warm_up_steps: [ 0 ] | |
cycle_lengths: [ 10000000000000 ] # incredibly large number to prevent corner cases | |
f_start: [ 1.e-6 ] | |
f_max: [ 1. ] | |
f_min: [ 1. ] | |
unet_config: | |
target: ldm.modules.diffusionmodules.openaimodel.UNetModel | |
params: | |
image_size: 32 # unused | |
in_channels: 8 | |
out_channels: 4 | |
model_channels: 320 | |
attention_resolutions: [ 4, 2, 1 ] | |
num_res_blocks: 2 | |
channel_mult: [ 1, 2, 4, 4 ] | |
num_heads: 8 | |
use_spatial_transformer: True | |
transformer_depth: 1 | |
context_dim: 768 | |
use_checkpoint: True | |
legacy: False | |
first_stage_config: | |
target: ldm.models.autoencoder.AutoencoderKL | |
params: | |
embed_dim: 4 | |
monitor: val/rec_loss | |
ddconfig: | |
double_z: true | |
z_channels: 4 | |
resolution: 256 | |
in_channels: 3 | |
out_ch: 3 | |
ch: 128 | |
ch_mult: | |
- 1 | |
- 2 | |
- 4 | |
- 4 | |
num_res_blocks: 2 | |
attn_resolutions: [] | |
dropout: 0.0 | |
lossconfig: | |
target: torch.nn.Identity | |
cond_stage_config: | |
target: ldm.modules.encoders.modules.FrozenCLIPEmbedder | |
data: | |
target: main.DataModuleFromConfig | |
params: | |
batch_size: 128 | |
num_workers: 1 | |
wrap: false | |
validation: | |
target: edit_dataset.EditDataset | |
params: | |
path: data/clip-filtered-dataset | |
cache_dir: data/ | |
cache_name: data_10k | |
split: val | |
min_text_sim: 0.2 | |
min_image_sim: 0.75 | |
min_direction_sim: 0.2 | |
max_samples_per_prompt: 1 | |
min_resize_res: 512 | |
max_resize_res: 512 | |
crop_res: 512 | |
output_as_edit: False | |
real_input: True | |