2023-01-14 12:48:28 +00:00
|
|
|
model:
|
|
|
|
|
base_learning_rate: 1.0e-04
|
|
|
|
|
target: ldm.models.diffusion.ddpm.ImageEmbeddingConditionedLatentDiffusion
|
|
|
|
|
params:
|
|
|
|
|
embedding_dropout: 0.25
|
|
|
|
|
parameterization: "v"
|
|
|
|
|
linear_start: 0.00085
|
|
|
|
|
linear_end: 0.0120
|
|
|
|
|
log_every_t: 200
|
|
|
|
|
timesteps: 1000
|
|
|
|
|
first_stage_key: "jpg"
|
|
|
|
|
cond_stage_key: "txt"
|
|
|
|
|
image_size: 96
|
|
|
|
|
channels: 4
|
|
|
|
|
cond_stage_trainable: false
|
|
|
|
|
conditioning_key: crossattn-adm
|
|
|
|
|
scale_factor: 0.18215
|
|
|
|
|
monitor: val/loss_simple_ema
|
2023-01-14 13:05:53 +00:00
|
|
|
use_ema: False
|
2023-01-14 12:48:28 +00:00
|
|
|
|
|
|
|
|
embedder_config:
|
|
|
|
|
target: ldm.modules.encoders.modules.ClipImageEmbedder
|
|
|
|
|
params:
|
|
|
|
|
model: "ViT-L/14"
|
|
|
|
|
|
|
|
|
|
unet_config:
|
|
|
|
|
target: ldm.modules.diffusionmodules.openaimodel.UNetModel
|
|
|
|
|
params:
|
|
|
|
|
num_classes: "sequential"
|
|
|
|
|
adm_in_channels: 768
|
|
|
|
|
use_checkpoint: True
|
|
|
|
|
image_size: 32 # unused
|
|
|
|
|
in_channels: 4
|
|
|
|
|
out_channels: 4
|
|
|
|
|
model_channels: 320
|
|
|
|
|
attention_resolutions: [ 4, 2, 1 ]
|
|
|
|
|
num_res_blocks: 2
|
|
|
|
|
channel_mult: [ 1, 2, 4, 4 ]
|
|
|
|
|
num_head_channels: 64 # need to fix for flash-attn
|
|
|
|
|
use_spatial_transformer: True
|
|
|
|
|
use_linear_in_transformer: True
|
|
|
|
|
transformer_depth: 1
|
|
|
|
|
context_dim: 1024
|
|
|
|
|
spatial_transformer_attn_type: "softmax-xformers"
|
|
|
|
|
legacy: False
|
|
|
|
|
|
|
|
|
|
first_stage_config:
|
|
|
|
|
target: ldm.models.autoencoder.AutoencoderKL
|
|
|
|
|
params:
|
|
|
|
|
embed_dim: 4
|
|
|
|
|
monitor: val/rec_loss
|
|
|
|
|
ddconfig:
|
|
|
|
|
attn_type: "vanilla-xformers"
|
|
|
|
|
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.FrozenOpenCLIPEmbedder
|
|
|
|
|
params:
|
|
|
|
|
freeze: True
|
|
|
|
|
layer: "penultimate"
|
