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Running
on
Zero
Running
on
Zero
| import random | |
| import os | |
| import uuid | |
| from datetime import datetime | |
| import gradio as gr | |
| import numpy as np | |
| import torch | |
| from diffusers import DiffusionPipeline | |
| from PIL import Image | |
| import warnings | |
| # κ²½κ³ λ©μμ§ μ¨κΈ°κΈ° | |
| warnings.filterwarnings('ignore', category=UserWarning) | |
| # μ μ₯ λλ ν 리 μμ± | |
| SAVE_DIR = "saved_images" | |
| if not os.path.exists(SAVE_DIR): | |
| os.makedirs(SAVE_DIR, exist_ok=True) | |
| # μ₯μΉ μ€μ | |
| device = "cuda" if torch.cuda.is_available() else "cpu" | |
| # λͺ¨λΈ λ‘λ | |
| repo_id = "black-forest-labs/FLUX.1-schnell" | |
| pipeline = DiffusionPipeline.from_pretrained(repo_id, torch_dtype=torch.float32) | |
| pipeline = pipeline.to(device) | |
| MAX_SEED = np.iinfo(np.int32).max | |
| MAX_IMAGE_SIZE = 2048 | |
| # Enhanced examples with more detailed prompts and specific styling | |
| EXAMPLES = [ | |
| { | |
| "title": "Knowledge Tree", | |
| "prompt": """A handrawn colorful mind map diagram, educational style, vibrant colors, clear hierarchy, golden ratio layout. | |
| KNOWLEDGE | |
| βββ ACQUISITION [Brain with Lightning ~60px] | |
| β βββ READING [Open Book with Glow] | |
| β βββ PRACTICE [Hands-on Tools] | |
| β βββ OBSERVATION [Eye with Magnifier] | |
| βββ PROCESSING [Gear Network ~50px] | |
| β βββ ANALYSIS [Graph Trending Up] | |
| β βββ SYNTHESIS [Puzzle Pieces] | |
| βββ RETENTION [Memory Chip ~45px] | |
| β βββ SHORT-TERM [Quick Flash] | |
| β βββ LONG-TERM [Solid Archive] | |
| βββ APPLICATION | |
| βββ CREATION [Artist Palette] | |
| βββ INNOVATION [Lightbulb Constellation]""", | |
| "width": 1024, | |
| "height": 1024 | |
| }, | |
| { | |
| "title": "Digital Transformation", | |
| "prompt": """A handrawn colorful mind map diagram, tech-focused style, neon accents, circuit board patterns. | |
| DIGITAL TRANSFORM | |
| βββ CLOUD [Cloud with Data Rain ~55px] | |
| β βββ STORAGE [Database Cluster] | |
| β βββ COMPUTING [Server Array] | |
| βββ AUTOMATION [Robot Arm ~50px] | |
| β βββ WORKFLOWS [Flowchart] | |
| β βββ AI/ML [Neural Network] | |
| βββ SECURITY [Shield Matrix ~45px] | |
| β βββ ENCRYPTION [Lock Code] | |
| β βββ MONITORING [Radar Screen] | |
| βββ INTEGRATION | |
| βββ APIS [Puzzle Connect] | |
| βββ MICROSERVICES [Building Blocks]""", | |
| "width": 1024, | |
| "height": 1024 | |
| }, | |
| { | |
| "title": "Creative Process", | |
| "prompt": """A handrawn colorful mind map diagram, artistic style, watercolor effects, flowing connections. | |
| CREATIVITY | |
| βββ INSPIRATION [Constellation Stars ~60px] | |
| β βββ NATURE [Organic Patterns] | |
| β βββ CULTURE [Global Icons] | |
| βββ IDEATION [Floating Bubbles ~50px] | |
| β βββ BRAINSTORM [Thunder Cloud] | |
| β βββ REFINEMENT [Diamond Polish] | |
| βββ EXECUTION [Artist Tools ~45px] | |
| β βββ TECHNIQUE [Skilled Hands] | |
| β βββ MEDIUM [Palette Mix] | |
| βββ PRESENTATION | |
| βββ GALLERY [Frame Display] | |
| βββ FEEDBACK [Echo Ripples]""", | |
| "width": 1024, | |
| "height": 1024 | |
| }, | |
| { | |
| "title": "Future Cities", | |
| "prompt": """A handrawn colorful mind map diagram, futuristic style, holographic elements, sustainable themes. | |
| SMART CITY | |
| βββ MOBILITY [Hover Transport ~60px] | |
| β βββ AUTONOMOUS [Self-Driving] | |
| β βββ CONNECTED [Network Grid] | |
| βββ ENERGY [Solar Crystal ~55px] | |
| β βββ RENEWABLE [Green Power] | |
| β βββ STORAGE [Battery Hub] | |
| βββ LIVING [Eco Building ~50px] | |
| β βββ VERTICAL [Sky Gardens] | |
| β βββ COMMUNITY [People Connect] | |
| βββ INFRASTRUCTURE | |
| βββ AI GRID [Neural City] | |
| βββ ECO SYSTEM [Nature Tech]""", | |
| "width": 1024, | |
| "height": 1024 | |
| }, | |
| { | |
| "title": "Health Evolution", | |
| "prompt": """A handrawn colorful mind map diagram, medical style, DNA helix patterns, wellness focus. | |
| HEALTH 3.0 | |
| βββ PREVENTION [Shield DNA ~60px] | |
| β βββ LIFESTYLE [Activity Pulse] | |
| β βββ MONITORING [Health Watch] | |
| βββ TREATMENT [Caduceus Tech ~55px] | |
| β βββ PERSONALIZED [DNA Code] | |
| β βββ REGENERATIVE [Cell Renew] | |
| βββ ENHANCEMENT [Upgrade Spiral ~50px] | |
| β βββ COGNITIVE [Brain Boost] | |
| β βββ PHYSICAL [Body Optimize] | |
| βββ INTEGRATION | |
| βββ AI HEALTH [Smart Doctor] | |
| βββ COMMUNITY [Global Care]""", | |
| "width": 1024, | |
| "height": 1024 | |
| }, | |
| { | |
| "title": "Space Exploration", | |
| "prompt": """A handrawn colorful mind map diagram, cosmic style, star field background, planetary elements. | |
| SPACE FRONTIER | |
| βββ DISCOVERY [Telescope Array ~60px] | |
| β βββ MAPPING [Star Charts] | |
| β βββ ANALYSIS [Data Stream] | |
| βββ TRAVEL [Rocket Launch ~55px] | |
| β βββ PROPULSION [Energy Core] | |
| β βββ NAVIGATION [Space Map] | |
| βββ COLONIZATION [Dome City ~50px] | |
| β βββ HABITATS [Life Sphere] | |
| β βββ RESOURCES [Mine Extract] | |
| βββ RESEARCH | |
| βββ ASTROBIOLOGY [Life Search] | |
| βββ PHYSICS [Space Time]""", | |
| "width": 1024, | |
| "height": 1024 | |
| }, | |
| { | |
| "title": "Ocean Innovation", | |
| "prompt": """A handrawn colorful mind map diagram, marine style, wave patterns, aqua themes. | |
| OCEAN TECH | |
| βββ EXPLORATION [Deep Submersible ~60px] | |
| β βββ MAPPING [Sonar Wave] | |
| β βββ RESEARCH [Lab Bubble] | |
| βββ CONSERVATION [Marine Life ~55px] | |
| β βββ PROTECTION [Reef Shield] | |
| β βββ RESTORATION [Growth Core] | |
| βββ HARVESTING [Sustainable Net ~50px] | |
| β βββ ENERGY [Wave Power] | |
| β βββ RESOURCES [Bio Extract] | |
| βββ MONITORING | |
| βββ AI SYSTEMS [Smart Sensors] | |
| βββ ECOLOGY [Life Web]""", | |
| "width": 1024, | |
| "height": 1024 | |
| }, | |
| { | |
| "title": "Quantum Computing", | |
| "prompt": """A handrawn colorful mind map diagram, quantum style, wave-particle duality, matrix patterns. | |
| QUANTUM TECH | |
| βββ COMPUTATION [Qubit Matrix ~60px] | |
| β βββ PROCESSING [Wave Function] | |
| β βββ ALGORITHMS [Code Quantum] | |
| βββ APPLICATIONS [Use Cases ~55px] | |
| β βββ SIMULATION [Model World] | |
| β βββ OPTIMIZATION [Peak Find] | |
| βββ INFRASTRUCTURE [Q-Hardware ~50px] | |
| β βββ CONTROL [Pulse Shape] | |
| β βββ COOLING [Zero Point] | |
| βββ DEVELOPMENT | |
| βββ SOFTWARE [Q-Code Web] | |
| βββ INTEGRATION [Classical Bridge]""", | |
| "width": 1024, | |
| "height": 1024 | |
| }, | |
| { | |
| "title": "Bio Engineering", | |
| "prompt": """A handrawn colorful mind map diagram, biological style, DNA patterns, organic flow. | |
| BIOTECH | |
| βββ GENETICS [DNA Helix ~60px] | |
| β βββ EDITING [CRISPR Tool] | |
| β βββ SYNTHESIS [Gene Build] | |
| βββ APPLICATIONS [Lab Array ~55px] | |
| β βββ MEDICINE [Heal Cell] | |
| β βββ AGRICULTURE [Grow Plus] | |
| βββ PLATFORMS [Bio Factory ~50px] | |
| β βββ SENSORS [Live Detect] | |
| β βββ PROCESSORS [Cell Compute] | |
| βββ INTEGRATION | |
| βββ AI BIOLOGY [Smart Life] | |
| βββ ECOSYSTEM [Nature Net]""", | |
| "width": 1024, | |
| "height": 1024 | |
| }, | |
| { | |
| "title": "AI Evolution", | |
| "prompt": """A handrawn colorful mind map diagram, neural network style, digital patterns, intelligence flow. | |
| AI FUTURE | |
| βββ COGNITION [Brain Network ~60px] | |
| β βββ LEARNING [Growth Path] | |
| β βββ REASONING [Logic Tree] | |
| βββ PERCEPTION [Sensor Array ~55px] | |
| β βββ VISION [Eye Matrix] | |
| β βββ LANGUAGE [Word Web] | |
| βββ INTERACTION [Connect Hub ~50px] | |
| β βββ HUMAN [Bridge Link] | |
| β βββ MACHINE [Code Path] | |
| βββ EVOLUTION | |
| βββ CONSCIOUSNESS [Mind Spark] | |
| βββ CREATIVITY [Art Core]""", | |
| "width": 1024, | |
| "height": 1024 | |
| } | |
| ] | |
| # Convert examples to Gradio format | |
| GRADIO_EXAMPLES = [ | |
| [example["prompt"], example["width"], example["height"]] | |
| for example in EXAMPLES | |
| ] | |
| def generate_diagram(prompt, width=1024, height=1024): | |
| """FLUX AIλ₯Ό μ¬μ©νμ¬ λ€μ΄μ΄κ·Έλ¨ μμ±""" | |
| try: | |
| # μλ μ€μ | |
| seed = random.randint(0, MAX_SEED) | |
| generator = torch.Generator(device=device).manual_seed(seed) | |
| # μ΄λ―Έμ§ μμ± | |
| image = pipeline( | |
| prompt=prompt, | |
| width=width, | |
| height=height, | |
| num_inference_steps=4, | |
| generator=generator, | |
| ).images[0] | |
| # μ΄λ―Έμ§ μ μ₯ | |
| timestamp = datetime.now().strftime("%Y%m%d_%H%M%S") | |
| unique_id = str(uuid.uuid4())[:8] | |
| filename = f"diagram_{timestamp}_{unique_id}.png" | |
| save_path = os.path.join(SAVE_DIR, filename) | |
| image.save(save_path) | |
| return image | |
| except Exception as e: | |
| raise gr.Error(f"λ€μ΄μ΄κ·Έλ¨ μμ± μ€ μ€λ₯ λ°μ: {str(e)}") | |
| # Gradio μΈν°νμ΄μ€ μμ± | |
| demo = gr.Interface( | |
| fn=generate_diagram, | |
| inputs=[ | |
| gr.Textbox( | |
| label="λ€μ΄μ΄κ·Έλ¨ ν둬ννΈ", | |
| placeholder="λ€μ΄μ΄κ·Έλ¨ ꡬ쑰λ₯Ό μ λ ₯νμΈμ...", | |
| lines=10 | |
| ), | |
| gr.Slider( | |
| label="λλΉ", | |
| minimum=512, | |
| maximum=MAX_IMAGE_SIZE, | |
| step=128, | |
| value=1024 | |
| ), | |
| gr.Slider( | |
| label="λμ΄", | |
| minimum=512, | |
| maximum=MAX_IMAGE_SIZE, | |
| step=128, | |
| value=1024 | |
| ) | |
| ], | |
| outputs=gr.Image(label="μμ±λ λ€μ΄μ΄κ·Έλ¨"), | |
| title="π¨ FLUX λ€μ΄μ΄κ·Έλ¨ μμ±κΈ°", | |
| description="FLUX AIλ₯Ό μ¬μ©νμ¬ μλ¦λ€μ΄ μκ·Έλ¦Ό μ€νμΌμ λ€μ΄μ΄κ·Έλ¨μ μμ±ν©λλ€", | |
| article=""" | |
| ### λ λμ κ²°κ³Όλ₯Ό μν ν | |
| - λͺ νν κ³μΈ΅ ꡬ쑰 μ¬μ© | |
| - λκ΄νΈ μμ μμ΄μ½ μ€λͺ ν¬ν¨ | |
| - κ°κ²°νκ³ μλ―Έ μλ ν μ€νΈ μ¬μ© | |
| - μΌκ΄λ νμ μ μ§ | |
| """, | |
| examples=GRADIO_EXAMPLES, | |
| cache_examples=True | |
| ) | |
| # μ± μ€ν | |
| if __name__ == "__main__": | |
| demo.queue() | |
| demo.launch( | |
| server_name="0.0.0.0", | |
| server_port=7860, | |
| share=False, | |
| show_error=True, | |
| debug=True | |
| ) |