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job: extension
config:
name: biomorphrx_longlive
process:
- type: diffusion_trainer
training_folder: /workspace/ai-toolkit/output
sqlite_db_path: ./aitk_db.db
device: cuda
trigger_word: biomorphrx
performance_log_every: 10
network:
type: lora
linear: 32
linear_alpha: 32
network_kwargs:
ignore_if_contains: []
save:
dtype: float16
save_every: 250
max_step_saves_to_keep: 4
save_format: safetensors
push_to_hub: false
datasets:
- folder_path: /workspace/ai-toolkit/datasets/biomorphrx/images
mask_path: null
mask_min_value: 0.1
default_caption: ''
caption_ext: txt
caption_dropout_rate: 0.05
cache_latents_to_disk: true
is_reg: false
network_weight: 1
resolution:
- 480
- 832
controls: []
shrink_video_to_frames: true
num_frames: 1
flip_x: false
flip_y: false
num_repeats: 1
- folder_path: /workspace/ai-toolkit/datasets/biomorphrx/videos
mask_path: null
mask_min_value: 0.1
default_caption: ''
caption_ext: txt
caption_dropout_rate: 0.05
cache_latents_to_disk: true
is_reg: false
network_weight: 1
resolution:
- 480
- 832
controls: []
shrink_video_to_frames: true
num_frames: 77
flip_x: false
flip_y: false
num_repeats: 1
train:
batch_size: 1
bypass_guidance_embedding: false
steps: 2000
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: 0.0001
unload_text_encoder: true
cache_text_embeddings: false
lr: 0.0001
ema_config:
use_ema: true
ema_decay: 0.99
skip_first_sample: false
force_first_sample: false
disable_sampling: false
dtype: bf16
diff_output_preservation: false
diff_output_preservation_multiplier: 1
diff_output_preservation_class: person
switch_boundary_every: 1
loss_type: mse
logging:
log_every: 10
use_ui_logger: true
model:
name_or_path: Wan-AI/Wan2.1-T2V-1.3B-Diffusers
quantize: false
quantize_te: true
qtype_te: qfloat8
arch: wan21
low_vram: false
model_kwargs: {}
sample:
sampler: flowmatch
sample_every: 250
width: 832
height: 480
samples:
- prompt: biomorphrx iridescent macro bloom with cyan and magenta hues on black
background, shallow depth of field
seed: 1
- prompt: biomorphrx Belousov-Zhabotinsky reaction-diffusion pattern, teal and
orange oscillations, slow swirling
seed: 2
- prompt: biomorphrx organic slime mold growth spreading over dark substrate,
time-lapse
seed: 3
- prompt: biomorphrx radial cluster of cream petals with blue rim light on black,
slow drift
seed: 4
neg: ''
seed: 42
walk_seed: true
guidance_scale: 5
sample_steps: 30
num_frames: 77
fps: 16
meta:
name: biomorphrx_longlive
version: '1.0'