|
{ |
|
"job": "extension", |
|
"config": { |
|
"name": "Lauma_wan_2_2_14B_lora", |
|
"process": [ |
|
{ |
|
"type": "ui_trainer", |
|
"training_folder": "/home/featurize/ai-toolkit/output", |
|
"sqlite_db_path": "/home/featurize/ai-toolkit/aitk_db.db", |
|
"device": "cuda", |
|
"trigger_word": null, |
|
"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": 250, |
|
"max_step_saves_to_keep": 4000, |
|
"save_format": "diffusers", |
|
"push_to_hub": false |
|
}, |
|
"datasets": [ |
|
{ |
|
"folder_path": "/home/featurize/ai-toolkit/datasets/Lauma_images_captioned", |
|
"control_path": null, |
|
"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 |
|
], |
|
"controls": [], |
|
"shrink_video_to_frames": true, |
|
"num_frames": 1, |
|
"do_i2v": true, |
|
"flip_x": false, |
|
"flip_y": false |
|
}, |
|
{ |
|
"folder_path": "/home/featurize/ai-toolkit/datasets/Lauma_videos_captioned", |
|
"control_path": null, |
|
"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 |
|
], |
|
"controls": [], |
|
"shrink_video_to_frames": true, |
|
"num_frames": 16, |
|
"do_i2v": true, |
|
"flip_x": false, |
|
"flip_y": false |
|
} |
|
], |
|
"train": { |
|
"batch_size": 1, |
|
"bypass_guidance_embedding": false, |
|
"steps": 30000, |
|
"gradient_accumulation": 1, |
|
"train_unet": true, |
|
"train_text_encoder": false, |
|
"gradient_checkpointing": true, |
|
"noise_scheduler": "flowmatch", |
|
"optimizer": "adamw8bit", |
|
"timestep_type": "linear", |
|
"content_or_style": "balanced", |
|
"optimizer_params": { |
|
"weight_decay": 0.0001 |
|
}, |
|
"unload_text_encoder": false, |
|
"cache_text_embeddings": true, |
|
"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": "/home/featurize/download/Wan2.2-T2V-A14B-Diffusers-bf16", |
|
"quantize": true, |
|
"qtype": "uint4|ostris/accuracy_recovery_adapters/wan22_14b_t2i_torchao_uint4.safetensors", |
|
"quantize_te": true, |
|
"qtype_te": "qfloat8", |
|
"arch": "wan22_14b:t2v", |
|
"low_vram": true, |
|
"model_kwargs": { |
|
"train_high_noise": true, |
|
"train_low_noise": true |
|
} |
|
}, |
|
"sample": { |
|
"sampler": "flowmatch", |
|
"sample_every": 250, |
|
"width": 1024, |
|
"height": 1024, |
|
"samples": [ |
|
{ |
|
"prompt": "woman with red hair, playing chess at the park, bomb going off in the background" |
|
}, |
|
{ |
|
"prompt": "a woman holding a coffee cup, in a beanie, sitting at a cafe" |
|
}, |
|
{ |
|
"prompt": "a horse is a DJ at a night club, fish eye lens, smoke machine, lazer lights, holding a martini" |
|
}, |
|
{ |
|
"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": "a bear building a log cabin in the snow covered mountains" |
|
}, |
|
{ |
|
"prompt": "woman playing the guitar, on stage, singing a song, laser lights, punk rocker" |
|
}, |
|
{ |
|
"prompt": "hipster man with a beard, building a chair, in a wood shop" |
|
}, |
|
{ |
|
"prompt": "photo of a man, white background, medium shot, modeling clothing, studio lighting, white backdrop" |
|
}, |
|
{ |
|
"prompt": "a man holding a sign that says, 'this is a sign'" |
|
}, |
|
{ |
|
"prompt": "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": 41, |
|
"fps": 16 |
|
} |
|
} |
|
] |
|
}, |
|
"meta": { |
|
"name": "[name]", |
|
"version": "1.0" |
|
} |
|
} |