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import { JobConfig, DatasetConfig } from '@/types'; | |
export const defaultDatasetConfig: DatasetConfig = { | |
folder_path: '/path/to/images/folder', | |
mask_path: null, | |
mask_min_value: 0.1, | |
default_caption: '', | |
caption_ext: 'txt', | |
caption_dropout_rate: 0.05, | |
cache_latents_to_disk: false, | |
is_reg: false, | |
network_weight: 1, | |
resolution: [512, 768, 1024], | |
}; | |
export const defaultJobConfig: JobConfig = { | |
job: 'extension', | |
config: { | |
name: 'my_first_lora_v1', | |
process: [ | |
{ | |
type: 'ui_trainer', | |
training_folder: 'output', | |
sqlite_db_path: './aitk_db.db', | |
device: 'cuda', | |
trigger_word: null, | |
performance_log_every: 10, | |
network: { | |
type: 'lora', | |
linear: 32, | |
linear_alpha: 32, | |
lokr_full_rank: true, | |
lokr_factor: -1, | |
network_kwargs: { | |
ignore_if_contains: [], | |
}, | |
}, | |
save: { | |
dtype: 'bf16', | |
save_every: 250, | |
max_step_saves_to_keep: 4, | |
save_format: 'diffusers', | |
push_to_hub: false, | |
}, | |
datasets: [defaultDatasetConfig], | |
train: { | |
batch_size: 1, | |
bypass_guidance_embedding: true, | |
steps: 3000, | |
gradient_accumulation: 1, | |
train_unet: true, | |
train_text_encoder: false, | |
gradient_checkpointing: true, | |
noise_scheduler: 'flowmatch', | |
optimizer: 'adamw8bit', | |
timestep_type: 'sigmoid', | |
content_or_style: 'balanced', | |
optimizer_params: { | |
weight_decay: 1e-4, | |
}, | |
unload_text_encoder: false, | |
lr: 0.0001, | |
ema_config: { | |
use_ema: false, | |
ema_decay: 0.99, | |
}, | |
dtype: 'bf16', | |
diff_output_preservation: false, | |
diff_output_preservation_multiplier: 1.0, | |
diff_output_preservation_class: 'person', | |
}, | |
model: { | |
name_or_path: 'ostris/Flex.1-alpha', | |
quantize: true, | |
quantize_te: true, | |
arch: 'flux', | |
low_vram: false, | |
}, | |
sample: { | |
sampler: 'flowmatch', | |
sample_every: 250, | |
width: 1024, | |
height: 1024, | |
prompts: [ | |
'woman with red hair, playing chess at the park, bomb going off in the background', | |
'a woman holding a coffee cup, in a beanie, sitting at a cafe', | |
'a horse is a DJ at a night club, fish eye lens, smoke machine, lazer lights, holding a martini', | |
'a man showing off his cool new t shirt at the beach, a shark is jumping out of the water in the background', | |
'a bear building a log cabin in the snow covered mountains', | |
'woman playing the guitar, on stage, singing a song, laser lights, punk rocker', | |
'hipster man with a beard, building a chair, in a wood shop', | |
'photo of a man, white background, medium shot, modeling clothing, studio lighting, white backdrop', | |
"a man holding a sign that says, 'this is a sign'", | |
'a bulldog, in a post apocalyptic world, with a shotgun, in a leather jacket, in a desert, with a motorcycle', | |
], | |
neg: '', | |
seed: 42, | |
walk_seed: true, | |
guidance_scale: 4, | |
sample_steps: 25, | |
num_frames: 1, | |
fps: 1, | |
}, | |
}, | |
], | |
}, | |
meta: { | |
name: '[name]', | |
version: '1.0', | |
}, | |
}; | |