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+ ---
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+ job: "extension"
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+ meta:
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+ name: "[name]"
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+ version: "1.0"
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+ config:
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+ name: "jamie_h3_ref2v_v4"
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+ process:
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+ - save:
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+ dtype: "bf16"
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+ save_every: 250
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+ push_to_hub: false
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+ save_format: "diffusers"
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+ max_step_saves_to_keep: 4
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+ type: "diffusion_trainer"
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+ model:
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+ arch: "minimax_h3_ref2va"
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+ qtype: "convrot8"
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+ compile: false
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+ low_vram: true
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+ qtype_te: "nvfp4"
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+ quantize: true
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+ quantize_te: true
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+ model_kwargs: {}
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+ name_or_path: "Comfy-Org/MiniMax-H3"
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+ layer_offloading: false
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+ assistant_lora_path: "ostris/minimax_h3_training_adapter/minimax_h3_ref2va_training_adapter_v1.safetensors"
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+ layer_offloading_transformer_percent: 1
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+ layer_offloading_text_encoder_percent: 1
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+ train:
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+ lr: 0.0001
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+ dtype: "bf16"
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+ steps: 500
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+ loss_type: "mse"
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+ optimizer: "adamw8bit"
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+ batch_size: 1
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+ ema_config:
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+ use_ema: false
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+ ema_decay: 0.99
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+ train_unet: true
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+ timestep_type: "shift"
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+ noise_scheduler: "flowmatch"
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+ content_or_style: "balanced"
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+ disable_sampling: false
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+ do_guidance_loss: true
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+ optimizer_params:
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+ weight_decay: 0.0001
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+ skip_first_sample: false
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+ force_first_sample: false
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+ train_text_encoder: false
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+ unload_text_encoder: false
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+ guidance_loss_target: 3.5
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+ audio_loss_multiplier: 1
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+ cache_text_embeddings: true
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+ gradient_accumulation: 1
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+ switch_boundary_every: 1
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+ gradient_checkpointing: true
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+ diff_output_preservation: false
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+ bypass_guidance_embedding: false
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+ diff_output_preservation_class: "person"
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+ diff_output_preservation_multiplier: 1
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+ device: "cuda"
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+ sample:
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+ fps: 24
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+ neg: ""
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+ seed: 42
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+ width: 768
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+ height: 768
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+ sampler: "flowmatch"
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+ samples:
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+ - prompt: "j-rogue, Jamie-style woman, close-up face, bedroom window light, natural expression"
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+ - prompt: "j-rogue, woman with expressive face in a bedroom, soft window light, cinematic portrait"
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+ - prompt: "j-rogue, Jamie-style woman by a bedroom window, detailed face, warm morning light"
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+ - prompt: "j-rogue, woman sitting near a bedroom window, face in focus, soft natural light"
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+ - prompt: "a bear building a log cabin in the snow covered mountains"
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+ - prompt: "woman playing the guitar, on stage, singing a song, laser lights, punk rocker"
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+ - prompt: "hipster man with a beard, building a chair, in a wood shop"
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+ - prompt: "photo of a man, white background, medium shot, modeling clothing, studio lighting, white backdrop"
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+ - prompt: "a man holding a sign that says, 'this is a sign'"
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+ - prompt: "a bulldog, in a post apocalyptic world, with a shotgun, in a leather jacket, in a desert, with a motorcycle"
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+ walk_seed: true
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+ num_frames: 39
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+ sample_every: 250
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+ sample_steps: 28
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+ guidance_scale: 1
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+ sample_start_step: 0
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+ logging:
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+ log_every: 1
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+ use_ui_logger: true
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+ network:
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+ conv: 16
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+ type: "lora"
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+ linear: 16
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+ conv_alpha: 16
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+ lokr_factor: -1
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+ linear_alpha: 16
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+ lokr_full_rank: true
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+ network_kwargs:
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+ ignore_if_contains:
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+ - "adaln_proj"
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+ datasets:
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+ - fps: 24
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+ flip_x: false
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+ flip_y: false
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+ is_reg: false
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+ controls: []
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+ mask_path: null
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+ num_frames: 39
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+ resolution:
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+ - 768
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+ caption_ext: "txt"
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+ folder_path: "/app/ai-toolkit/datasets/jamie-h3-targets"
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+ num_repeats: 1
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+ control_path_1: "/app/ai-toolkit/datasets/jamie-h3-refs"
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+ control_path_2: null
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+ control_path_3: null
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+ mask_min_value: 0.1
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+ network_weight: 1
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+ default_caption: ""
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+ auto_frame_count: false
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+ caption_dropout_rate: 0.05
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+ cache_latents_to_disk: true
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+ shrink_video_to_frames: true
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+ trigger_word: "j-rogue"
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+ sqlite_db_path: "./aitk_db.db"
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+ training_folder: "/app/ai-toolkit/output"
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+ performance_log_every: 10