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---
job: "extension"
config:
name: "wan_asmongold_v1"
process:
- type: "diffusion_trainer"
training_folder: "c:\\Development\\ai-toolkit\\output"
sqlite_db_path: "./aitk_db.db"
device: "cuda"
trigger_word: "sks man"
performance_log_every: 10
network:
type: "lora"
linear: 32
linear_alpha: 32
conv: 16
conv_alpha: 16
lokr_full_rank: true
lokr_factor: -1
network_kwargs:
ignore_if_contains: []
save:
dtype: "bf16"
save_every: 500
max_step_saves_to_keep: 8
save_format: "diffusers"
push_to_hub: false
datasets:
- folder_path: "c:\\Development\\ai-toolkit\\datasets/asmongold"
control_path: null
mask_path: null
mask_min_value: 0.1
default_caption: "photo of a man"
caption_ext: "txt"
caption_dropout_rate: 0.05
cache_latents_to_disk: false
is_reg: false
network_weight: 1
resolution:
- 512
controls: []
shrink_video_to_frames: true
num_frames: 1
do_i2v: true
flip_x: false
flip_y: false
train:
batch_size: 1
bypass_guidance_embedding: false
steps: 2500
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: false
ema_decay: 0.99
skip_first_sample: true
disable_sampling: true
dtype: "bf16"
diff_output_preservation: false
diff_output_preservation_multiplier: 1
diff_output_preservation_class: "person"
switch_boundary_every: 1
model:
name_or_path: "Wan-AI/Wan2.1-T2V-14B-Diffusers"
quantize: true
qtype: "qfloat8"
quantize_te: true
qtype_te: "qfloat8"
arch: "wan21:14b"
low_vram: true
model_kwargs: {}
sample:
sampler: "flowmatch"
sample_every: 500
width: 512
height: 512
samples:
- prompt: "man with red hair, playing chess at the park, bomb going off in the background"
- prompt: "a man holding a coffee cup, in a beanie, sitting at a cafe"
- prompt: "a man showing off his cool new t shirt at the beach, a shark is jumping out of the water in the background"
- prompt: "man playing the guitar, on stage, singing a song, laser lights, punk rocker"
- prompt: "photo of a man , white background, medium shot, modeling clothing, studio lighting, white backdrop"
neg: ""
seed: 42
walk_seed: true
guidance_scale: 4
sample_steps: 25
num_frames: 1
fps: 1
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malcolmrey's Various AI Model Repository

This is the repository of malcolmrey where various things related to Stable Diffusion, Flux, WAN, and other upcoming model architectures will land.

Current Content

Right now we have one tutorial that was pulled out of CivitAI regarding WAN 2.1 LoRA training:

WAN 2.1 LoRA Training Tutorial - Complete guide on training WAN 2.1 LoRA models using AI Toolkit, including optimal dataset preparation, step-by-step instructions, and best practices.

Articles Collection

For a comprehensive collection of training guides, tutorials, and resources, check out:

📚 Articles Collection - Curated list of malcolmrey's articles from CivitAI covering DreamBooth, LoRA, LyCORIS, SDXL, Flux training, generation techniques, quality optimization tips, and useful tools & scripts.

Find malcolmrey

If you have a particular priority request you can always drop it at my coffee page: https://buymeacoffee.com/malcolmrey

Other places where you can find me:

🔗 Reddit: http://reddit.com/r/malcolmrey

🤗 Hugging Face: https://b-61j.pages.devm/malcolmrey

🎨 CivitAI: http://civitai.com/user/malcolmrey

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