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Produces highly detailed, refined outputs with excellent coherence.", "category": "text-to-image", "tags": ["sdxl", "refiner", "two-stage", "high-quality", "production", "t2i"], "requirements": { "models": ["stable-diffusion-xl-base-1.0", "stable-diffusion-xl-refiner-1.0"], "custom_nodes": [], "vram_min": "20GB", "vram_recommended": "24GB" }, "parameters": { "prompt": { "node_id": [3, 5], "widget_index": 0, "type": "string", "required": true, "default": "A beautiful mountain landscape at sunset", "description": "Text description of desired image (used for both base and refiner)" }, "negative_prompt": { "node_id": [4, 6], "widget_index": 0, "type": "string", "required": false, "default": "blurry, low quality", "description": "Undesired elements to avoid (used for both base and refiner)" }, "width": { "node_id": 7, "widget_index": 0, "type": "integer", "required": false, "default": 1024, "min": 512, "max": 2048, "description": "Image width in pixels" }, "height": { "node_id": 7, "widget_index": 1, "type": "integer", "required": false, "default": 1024, "min": 512, "max": 2048, "description": "Image height in pixels" }, "seed": { "node_id": [8, 11], "widget_index": 0, "type": "integer", "required": false, "default": 42, "min": 0, "max": 4294967295, "description": "Random seed for reproducibility (same for base and refiner)" }, "base_steps": { "node_id": 8, "widget_index": 2, "type": "integer", "required": false, "default": 30, "min": 20, "max": 50, "description": "Number of sampling steps for base model" }, "refiner_steps": { "node_id": 11, "widget_index": 2, "type": "integer", "required": false, "default": 20, "min": 10, "max": 30, "description": "Number of sampling steps for refiner model" }, "cfg": { "node_id": [8, 11], "widget_index": 3, "type": "float", "required": false, "default": 7.5, "min": 1.0, "max": 15.0, "description": "Classifier-free guidance scale (7.5 recommended for SDXL)" } }, "outputs": { "base_image": { "node_id": 10, "type": "preview", "description": "Base model output (before refinement)" }, "refined_image": { "node_id": 14, "type": "image", "format": "PNG", "resolution": "1024x1024 (configurable)", "description": "Final refined output" } }, "performance": { "avg_generation_time": "40-60 seconds (30+20 steps)", "vram_usage": "~18-20GB", "gpu_utilization": "95-100%", "notes": "Base and refiner run sequentially to manage VRAM" } } }, "version": 0.4 }