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+ job: extension
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+ config:
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+ name: jacob_z_image_turbo_v0.1
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+ process:
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+ - type: diffusion_trainer
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+ training_folder: /home/jacob/ai-toolkit/output
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+ sqlite_db_path: /home/jacob/ai-toolkit/aitk_db.db
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+ device: cuda
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+ trigger_word: Jacob
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+ performance_log_every: 10
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+ network:
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+ type: lora
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+ linear: 48
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+ linear_alpha: 48
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+ conv: 16
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+ conv_alpha: 16
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+ lokr_full_rank: true
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+ lokr_factor: -1
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+ network_kwargs:
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+ ignore_if_contains: []
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+ save:
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+ dtype: bf16
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+ save_every: 250
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+ max_step_saves_to_keep: 4
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+ save_format: diffusers
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+ push_to_hub: false
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+ datasets:
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+ - folder_path: /home/jacob/ai-toolkit/datasets/test2
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+ mask_path: null
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+ mask_min_value: 0.1
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+ default_caption: ''
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+ caption_ext: txt
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+ caption_dropout_rate: 0.05
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+ cache_latents_to_disk: false
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+ is_reg: false
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+ network_weight: 1
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+ resolution:
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+ - 1024
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+ - 1536
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+ - 1280
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+ controls: []
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+ shrink_video_to_frames: true
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+ num_frames: 1
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+ do_i2v: true
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+ flip_x: false
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+ flip_y: false
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+ train:
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+ batch_size: 2
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+ bypass_guidance_embedding: false
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+ steps: 2000
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+ gradient_accumulation: 2
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+ train_unet: true
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+ train_text_encoder: false
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+ gradient_checkpointing: true
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+ noise_scheduler: flowmatch
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+ optimizer: adamw8bit
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+ timestep_type: weighted
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+ content_or_style: balanced
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+ optimizer_params:
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+ weight_decay: 0.0001
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+ unload_text_encoder: false
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+ cache_text_embeddings: false
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+ lr: 0.00015
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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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+ skip_first_sample: false
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+ force_first_sample: false
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+ disable_sampling: false
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+ dtype: bf16
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+ diff_output_preservation: false
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+ diff_output_preservation_multiplier: 1
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+ diff_output_preservation_class: person
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+ switch_boundary_every: 1
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+ loss_type: mse
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+ model:
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+ name_or_path: Tongyi-MAI/Z-Image-Turbo
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+ quantize: true
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+ qtype: qfloat8
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+ quantize_te: true
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+ qtype_te: qfloat8
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+ arch: zimage:turbo
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+ low_vram: false
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+ model_kwargs: {}
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+ layer_offloading: false
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+ layer_offloading_text_encoder_percent: 1
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+ layer_offloading_transformer_percent: 1
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+ assistant_lora_path: ostris/zimage_turbo_training_adapter/zimage_turbo_training_adapter_v1.safetensors
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+ sample:
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+ sampler: flowmatch
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+ sample_every: 250
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+ width: 1024
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+ height: 1024
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+ samples:
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+ - prompt: Jacob holding a sign that says 'I am Jacob!'
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+ - prompt: Jacob, with short and colorful ombre hair, presented at the international
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+ conference stage.
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+ - prompt: Jacob playing the guitar, on stage, singing a song, laser lights,
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+ punk rocker
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+ - prompt: The camera is above Jacob, capturing him as he clings to the cliff
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+ face. From this angle, the rough texture of the rock surrounds him, framing
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+ his determined figure. His face is turned upward, his eyes scanning the
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+ cliff's surface with laser focus, darting from one potential handhold to
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+ the next as he calculates the best route.
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+ - prompt: Jacob standing confidently with arms crossed, wears a complete set
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+ of professional suits, photographed by professional photographers and studio
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+ lighting
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+ - prompt: Jacob is a DJ at a night club, fish eye lens, smoke machine, lazer
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+ lights, holding a martini
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+ - prompt: Jacob is 160cm tall, wears a complete set of professional suits and
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+ walks on the streets of Taiwan, photographed by professional photographers
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+ and studio lighting
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+ - prompt: Jacob holding a coffee cup, in a beanie, sitting at a cafe
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+ - prompt: Jacob as an anime character with exaggerated features and vibrant
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+ colors.
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+ - prompt: Jacob, in 90s Japanese Anime style with beautiful city background
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+ - prompt: Jacob, A handsome man in a suit, 20 years old, cool, fantasy style,
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+ natural photo cinematic
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+ - prompt: Jacob, A handsome man in a suit, 20 years old, cool, fantasy style,
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+ natural photo cinematic
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+ - prompt: Jacob's sister, with long hair, in a suit, 20 years old, cool, fantasy
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+ style, natural photo cinematic
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+ - prompt: Jacob, clad in white tennis attire, tosses the ball high into the
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+ air, his left arm stretched upward while his right arm prepares to deliver
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+ a powerful serve. His racket swings back in a fluid motion, muscles taut
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+ as he prepares to strike. The ball hovers mid-air, just above his outstretched
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+ hand, ready to be smashed down the court. The bright sunlight reflects off
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+ his racket and sweat-lined face, capturing the intensity of the competition.
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+ neg: ''
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+ seed: 42
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+ walk_seed: true
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+ guidance_scale: 1
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+ sample_steps: 8
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+ num_frames: 1
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+ fps: 1
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+ meta:
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+ name: jacob_z_image_turbo_v0.1
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+ version: '1.0'