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c61c435 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 | MODEL_INFO = {
"name": "Neural Cellular Automata",
"short_name": "NCA",
"category": "Cellular Automata",
"description": "Learns local cellular update rules that grow images from a single living seed.",
"supports_training": True,
"supports_generation": True,
"order": 10,
}
TRAINING_SETTINGS = {
"training_mode": {
"label": "Training mode",
"type": "choice",
"options": ["Single target", "Dataset average (experimental)"],
"default": "Single target",
},
"target_image": {"label": "Target image", "type": "file", "default": ""},
"epochs": {"label": "Training steps", "type": "int", "default": 500, "min": 1, "max": 100000},
"batch_size": {"type": "int", "default": 8, "min": 1, "max": 128},
"learning_rate": {"type": "float", "default": 0.001, "min": 0.0000001},
"resolution": {"label": "Target resolution", "type": "choice", "options": [32, 64, 128], "default": 64},
"cell_channels": {"type": "int", "default": 16, "min": 4, "max": 64},
"hidden_size": {"type": "int", "default": 128, "min": 16, "max": 512},
"min_growth_steps": {"type": "int", "default": 64, "min": 1, "max": 512},
"max_growth_steps": {"type": "int", "default": 96, "min": 1, "max": 1024},
"stable_growth": {"label": "Stable growth training", "type": "bool", "default": False},
"stable_max_growth_steps": {"label": "Stable maximum growth steps", "type": "int", "default": 160, "min": 1, "max": 2048},
"fire_rate": {"label": "Update probability", "type": "slider", "default": 0.5, "min": 0.05, "max": 1.0, "resolution": 0.05},
"random_seed": {"type": "int", "default": 42},
"mixed_precision": {"type": "bool", "default": True},
"device": {"type": "choice", "options": ["auto", "cuda", "cpu"], "default": "auto"},
"preview_every": {"label": "Preview every N steps", "type": "int", "default": 10, "min": 1},
"checkpoint_every": {"label": "Checkpoint every N steps", "type": "int", "default": 50, "min": 1},
"loss_smoothing_window": {"label": "Loss smoothing window", "type": "int", "default": 25, "min": 1, "max": 1000},
"fit_mode": {"label": "Image fit", "type": "choice", "options": ["contain", "crop", "stretch"], "default": "contain"},
"background": {"type": "choice", "options": ["transparent", "white", "black"], "default": "transparent"},
"horizontal_flip": {"label": "Random horizontal flip", "type": "bool", "default": False},
"resume_checkpoint": {"label": "Resume checkpoint (optional)", "type": "file", "default": ""},
}
GENERATION_SETTINGS = {
"growth_steps": {"type": "int", "default": 100, "min": 1, "max": 5000},
"seed": {"type": "int", "default": -1},
"fire_rate": {"label": "Update probability", "type": "slider", "default": 0.5, "min": 0.05, "max": 1.0, "resolution": 0.05},
"animate_growth": {"type": "bool", "default": True},
"frame_every": {"label": "Save every Nth step", "type": "int", "default": 5, "min": 1},
"export_gif": {"type": "bool", "default": True},
}
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