import gradio as gr
import numpy as np
import random
import torch
from diffusers import DiffusionPipeline
import spaces

# 기본 설정
dtype = torch.bfloat16
device = "cuda" if torch.cuda.is_available() else "cpu"

# 모델 로드
pipe = DiffusionPipeline.from_pretrained(
    "black-forest-labs/FLUX.1-schnell",
    torch_dtype=dtype
).to(device)

MAX_SEED = np.iinfo(np.int32).max
MAX_IMAGE_SIZE = 2048

# 교육용 다이어그램 예시
EXAMPLES = [
    {
        "title": "Water Cycle",
        "prompt": """A colorful hand-drawn diagram illustrating the water cycle:
        - Evaporation (arrows from ocean)
        - Condensation (clouds forming)
        - Precipitation (rain from clouds)
        - Collection (rivers, lakes)
        - Include simple icons: sun, cloud, raindrops
        - Vibrant educational style""",
        "width": 1024,
        "height": 1024
    },
    {
        "title": "Photosynthesis",
        "prompt": """An educational diagram of photosynthesis in plants:
        - Show sunlight, leaves, chloroplast
        - Indicate CO2 intake, O2 release, glucose production
        - Simple labeling of main components
        - Light green, yellow color scheme
        - Hand-drawn arrows connecting steps""",
        "width": 1024,
        "height": 1024
    },
    {
        "title": "Earth's Interior",
        "prompt": """A cross-sectional diagram of Earth's interior:
        - Layers: Crust, Mantle, Outer Core, Inner Core
        - Color-coded layers with labels
        - Show temperature gradient or simplified representation
        - Hand-drawn style with bold outlines
        """,
        "width": 1024,
        "height": 1024
    },
    {
        "title": "Simple Chemistry Reaction",
        "prompt": """A hand-drawn style diagram showing a basic chemistry reaction:
        - Example: Hydrogen + Oxygen -> Water
        - Show molecules (H2, O2) combining into H2O
        - Arrows indicating reaction progress
        - Educational, minimal color palette
        - Bubble or beaker icons for lab context""",
        "width": 1024,
        "height": 1024
    },
    {
        "title": "Human Digestive System",
        "prompt": """A labeled human digestive system diagram:
        - Esophagus, Stomach, Intestines, etc.
        - Illustrate main organs and flow of food
        - Hand-drawn lines with clear labels
        - Soft pastel colors for friendly educational look""",
        "width": 1024,
        "height": 1024
    }
]

# Convert examples to Gradio format (if needed)
GRADIO_EXAMPLES = [
    [example["prompt"], example["width"], example["height"]]
    for example in EXAMPLES
]

@spaces.GPU()
def infer(prompt, seed=42, randomize_seed=False, width=1024, height=1024, num_inference_steps=4, progress=gr.Progress(track_tqdm=True)):
    if randomize_seed:
        seed = random.randint(0, MAX_SEED)
    generator = torch.Generator().manual_seed(seed)
    image = pipe(
        prompt=prompt,
        width=width,
        height=height,
        num_inference_steps=num_inference_steps,
        generator=generator,
        guidance_scale=0.0
    ).images[0]
    return image, seed

# CSS 스타일 (기존 구조 유지)
css = """
.container {
    display: flex;
    flex-direction: row;
    height: 100%;
}
.input-column {
    flex: 1;
    padding: 20px;
    border-right: 2px solid #eee;
    max-width: 800px;
}
.examples-column {
    flex: 1;
    padding: 20px;
    overflow-y: auto;
    background: #f7f7f7;
}
.title {
    text-align: center;
    color: #2a2a2a;
    padding: 20px;
    font-size: 2.5em;
    font-weight: bold;
    background: linear-gradient(90deg, #f0f0f0 0%, #ffffff 100%);
    border-bottom: 3px solid #ddd;
    margin-bottom: 30px;
}
.subtitle {
    text-align: center;
    color: #666;
    margin-bottom: 30px;
}
.input-box {
    background: white;
    padding: 20px;
    border-radius: 10px;
    box-shadow: 0 2px 10px rgba(0,0,0,0.1);
    margin-bottom: 20px;
    width: 100%;
}
.input-box textarea {
    width: 100% !important;
    min-width: 600px !important;
    font-size: 14px !important;
    line-height: 1.5 !important;
    padding: 12px !important;
}
.example-card {
    background: white;
    padding: 15px;
    margin: 10px 0;
    border-radius: 8px;
    box-shadow: 0 2px 5px rgba(0,0,0,0.05);
}
.example-title {
    font-weight: bold;
    color: #2a2a2a;
    margin-bottom: 10px;
}
.contain {
    max-width: 1400px !important;
    margin: 0 auto !important;
}
.input-area {
    flex: 2 !important;
}
.examples-area {
    flex: 1 !important;
}
"""

with gr.Blocks(css=css) as demo:
    gr.Markdown(
        """
        <div class="title">GINI Diagram</div>
        <div class="subtitle">Generate fun and visually appealing educational diagrams with FLUX AI</div>
        """)

    with gr.Row(equal_height=True):
        # 왼쪽 입력 컬럼
        with gr.Column(elem_id="input-column", scale=2):
            with gr.Group(elem_classes="input-box"):
                prompt = gr.Text(
                    label="Diagram Prompt",
                    placeholder="Enter your educational diagram details...",
                    lines=10,
                    elem_classes="prompt-input"
                )
                run_button = gr.Button("Generate Diagram", variant="primary")
                result = gr.Image(label="Generated Diagram")
            
            with gr.Accordion("Advanced Settings", open=False):
                seed = gr.Slider(
                    label="Seed",
                    minimum=0,
                    maximum=MAX_SEED,
                    step=1,
                    value=0,
                )
                randomize_seed = gr.Checkbox(label="Randomize seed", value=True)
                
                with gr.Row():
                    width = gr.Slider(
                        label="Width",
                        minimum=256,
                        maximum=MAX_IMAGE_SIZE,
                        step=32,
                        value=1024,
                    )
                    height = gr.Slider(
                        label="Height",
                        minimum=256,
                        maximum=MAX_IMAGE_SIZE,
                        step=32,
                        value=1024,
                    )
                
                num_inference_steps = gr.Slider(
                    label="Number of inference steps",
                    minimum=1,
                    maximum=50,
                    step=1,
                    value=4,
                )
        
        # 오른쪽 예제 컬럼
        with gr.Column(elem_id="examples-column", scale=1):
            gr.Markdown("### Example Educational Diagrams")
            for example in EXAMPLES:
                with gr.Group(elem_classes="example-card"):
                    gr.Markdown(f"#### {example['title']}")
                    gr.Markdown(f"```\n{example['prompt']}\n```")
                    
                    def create_example_handler(ex):
                        def handler():
                            return {
                                prompt: ex["prompt"],
                                width: ex["width"],
                                height: ex["height"]
                            }
                        return handler
                    
                    gr.Button("Use This Example", size="sm").click(
                        fn=create_example_handler(example),
                        outputs=[prompt, width, height]
                    )

    # 이벤트 바인딩 (버튼 클릭 & 텍스트박스 엔터)
    gr.on(
        triggers=[run_button.click, prompt.submit],
        fn=infer,
        inputs=[prompt, seed, randomize_seed, width, height, num_inference_steps],
        outputs=[result, seed]
    )

if __name__ == "__main__":
    demo.queue()
    demo.launch(
        server_name="0.0.0.0",
        server_port=7860,
        share=False,
        show_error=True,
        debug=True
    )