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job: extension
config:
name: kontext_remove
process:
- type: sd_trainer
training_folder: output
device: cuda:0
network:
type: lora
linear: 16
linear_alpha: 16
save:
dtype: float16
save_every: 250
max_step_saves_to_keep: 4
push_to_hub: false
datasets:
- folder_path: datasets/kontext_training/images
control_path: datasets/kontext_training/controls
caption_ext: txt
caption_dropout_rate: 0.05
shuffle_tokens: false
cache_latents_to_disk: true
resolution:
- 512
- 768
- 1024
train:
batch_size: 1
steps: 4000
gradient_accumulation_steps: 1
train_unet: true
train_text_encoder: false
gradient_checkpointing: true
noise_scheduler: flowmatch
optimizer: adamw8bit
lr: 0.0001
timestep_type: weighted
dtype: bf16
model:
name_or_path: models/FLUX.1-Kontext-dev
arch: flux_kontext
quantize: true
sample:
sampler: flowmatch
sample_every: 250
width: 1024
height: 1024
prompts:
- Remove red SUV with luggage on roof rack. Vast, flat, white salt flat landscape
under a clear blue sky with distant mountains on the horizon. --ctrl_img
datasets/kontext_training/controls/object_removal_01.png
- Remove blurry background. A laptop keyboard is visible at the top of the frame,
with a Samsung 1TB NVMe SSD lying on a light brown surface below it. --ctrl_img
datasets/kontext_training/controls/object_removal_02.png
- Remove snowflake. A window frame is visible on the left and right sides of
a dark interior space, with bright light coming from outside the window. --ctrl_img
datasets/kontext_training/controls/object_removal_03.png
neg: ''
seed: 42
walk_seed: true
guidance_scale: 4
sample_steps: 20
meta:
name: kontext_remove
version: '1.0'
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