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model:
target: iopaint.model.anytext.cldm.cldm.ControlLDM
params:
linear_start: 0.00085
linear_end: 0.0120
num_timesteps_cond: 1
log_every_t: 200
timesteps: 1000
first_stage_key: "img"
cond_stage_key: "caption"
control_key: "hint"
glyph_key: "glyphs"
position_key: "positions"
image_size: 64
channels: 4
cond_stage_trainable: true # need be true when embedding_manager is valid
conditioning_key: crossattn
monitor: val/loss_simple_ema
scale_factor: 0.18215
use_ema: False
only_mid_control: False
loss_alpha: 0 # perceptual loss, 0.003
loss_beta: 0 # ctc loss
latin_weight: 1.0 # latin text line may need smaller weigth
with_step_weight: true
use_vae_upsample: true
embedding_manager_config:
target: iopaint.model.anytext.cldm.embedding_manager.EmbeddingManager
params:
valid: true # v6
emb_type: ocr # ocr, vit, conv
glyph_channels: 1
position_channels: 1
add_pos: false
placeholder_string: '*'
control_stage_config:
target: iopaint.model.anytext.cldm.cldm.ControlNet
params:
image_size: 32 # unused
in_channels: 4
model_channels: 320
glyph_channels: 1
position_channels: 1
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
unet_config:
target: iopaint.model.anytext.cldm.cldm.ControlledUnetModel
params:
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_heads: 8
use_spatial_transformer: True
transformer_depth: 1
context_dim: 768
use_checkpoint: True
legacy: False
first_stage_config:
target: iopaint.model.anytext.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: iopaint.model.anytext.ldm.modules.encoders.modules.FrozenCLIPEmbedderT3
params:
version: openai/clip-vit-large-patch14
use_vision: false # v6
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