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from pydantic import BaseModel, Field
from typing import Optional, Dict, Any
import json, uuid, time, os
import requests
import websocket
from urllib.parse import urlencode
import gradio as gr

COMFY_HOST = os.getenv("COMFY_HOST", "134.199.132.159")

with open("workflow.json", "r", encoding="utf-8") as f:
    WORKFLOW_TEMPLATE: Dict[str, Any] = json.load(f)

class T2VReq(BaseModel):
    token: str = Field(...)
    text: str = Field(...)
    negative: Optional[str] = None
    seed: Optional[int] = None
    steps: Optional[int] = 20
    cfg: Optional[float] = 5.0
    width: Optional[int] = 1280
    height: Optional[int] = 704
    length: Optional[int] = 121
    fps: Optional[int] = 24
    filename_prefix: Optional[str] = "video/ComfyUI"

def _inject_params(prompt: Dict[str, Any], r: T2VReq) -> Dict[str, Any]:
    p = json.loads(json.dumps(prompt))
    p["6"]["inputs"]["text"] = r.text
    if r.seed is None:
        r.seed = int.from_bytes(os.urandom(8), "big") & ((1 << 63) - 1)
    p["3"]["inputs"]["seed"] = r.seed
    if r.steps is not None: p["3"]["inputs"]["steps"] = r.steps
    if r.cfg   is not None: p["3"]["inputs"]["cfg"]   = r.cfg
    if r.width  is not None: p["55"]["inputs"]["width"]  = r.width
    if r.height is not None: p["55"]["inputs"]["height"] = r.height
    if r.length is not None: p["55"]["inputs"]["length"] = r.length
    if r.fps is not None: p["57"]["inputs"]["fps"] = r.fps
    if r.filename_prefix:
        p["58"]["inputs"]["filename_prefix"] = r.filename_prefix
    return p

def _open_ws(client_id: str, token: str):
    ws = websocket.WebSocket()
    ws.connect(f"ws://{COMFY_HOST}/ws?clientId={client_id}&token={token}", timeout=1800)
    return ws

def _queue_prompt(prompt: Dict[str, Any], client_id: str, token: str) -> str:
    payload = {"prompt": prompt, "client_id": client_id}
    resp = requests.post(f"http://{COMFY_HOST}/prompt?token={token}", json=payload, timeout=1800)
    if resp.status_code != 200:
        raise RuntimeError(f"ComfyUI /prompt err: {resp.text}")
    data = resp.json()
    if "prompt_id" not in data:
        raise RuntimeError(f"/prompt no prompt_id: {data}")
    return data["prompt_id"]

def _get_history(prompt_id: str, token: str) -> Dict[str, Any]:
    r = requests.get(f"http://{COMFY_HOST}/history/{prompt_id}?token={token}", timeout=1800)
    r.raise_for_status()
    hist = r.json()
    return hist.get(prompt_id, {})

def _extract_video_from_history(history: Dict[str, Any]) -> Dict[str, str]:
    outputs = history.get("outputs", {})
    for _, node_out in outputs.items():
        if "images" in node_out:
            for it in node_out["images"]:
                if all(k in it for k in ("filename", "subfolder", "type")):
                    fn = it["filename"]
                    if fn.lower().endswith((".mp4", ".webm", ".gif", ".mov", ".mkv")):
                        return {"filename": it["filename"], "subfolder": it["subfolder"], "type": it["type"]}
        for key in ("videos", "files"):
            if key in node_out and node_out[key]:
                it = node_out[key][0]
                if all(k in it for k in ("filename", "subfolder", "type")):
                    return {"filename": it["filename"], "subfolder": it["subfolder"], "type": it["type"]}
    raise RuntimeError("No video file found in history outputs")

sample_prompts = [
    "A golden retriever running across a beach at sunset, cinematic, 24fps",
    "A cyberpunk city street at night with neon lights, light rain, slow pan",
    "Aerial drone shot over snowy mountains, 5 seconds, dramatic lighting",
    "Cartoon-style cat riding a skateboard in a park, vibrant colors"
]

with gr.Blocks(
    title="T2V UI",
    theme=gr.themes.Soft(primary_hue="blue", secondary_hue="blue", neutral_hue="slate"),
) as demo:
    st_token = gr.State()
    gr.Markdown("# Wan2.2 T2V running on AMD MI300x")
    gr.Markdown("### Prompt")
    text = gr.Textbox(label="Prompt", placeholder="Describe the video you want", lines=3)
    
    gr.Examples(examples=sample_prompts, inputs=text)

    with gr.Accordion("Advanced Settings", open=False):
        with gr.Row():
            width = gr.Number(label="Width", value=1280, precision=0)
            height = gr.Number(label="Height", value=704, precision=0)
        with gr.Row():
            length = gr.Number(label="Frames", value=121, precision=0)
            fps = gr.Number(label="FPS", value=24, precision=0)
        with gr.Row():
            steps = gr.Number(label="Steps", value=20, precision=0)
            cfg = gr.Number(label="CFG", value=5.0)
            seed = gr.Number(label="Seed (optional)", value=None)
        filename_prefix = gr.Textbox(label="Filename prefix", value="video/ComfyUI")

    run_btn = gr.Button("Generate", variant="primary")
    prog_bar = gr.Slider(label="Progress", minimum=0, maximum=100, value=0, step=1, interactive=False)
    out_video = gr.Video(label="Result")

    def _init_token():
        return str(uuid.uuid4())

    demo.load(_init_token, outputs=st_token)

    def generate_fn(text, width, height, length, fps, steps, cfg, seed, filename_prefix, token):
        req = T2VReq(
            token=token,
            text=text,
            seed=int(seed) if seed is not None else None,
            steps=int(steps) if steps is not None else None,
            cfg=float(cfg) if cfg is not None else None,
            width=int(width) if width is not None else None,
            height=int(height) if height is not None else None,
            length=int(length) if length is not None else None,
            fps=int(fps) if fps is not None else None,
            filename_prefix=filename_prefix if filename_prefix else None,
        )
        prompt = _inject_params(WORKFLOW_TEMPLATE, req)
        client_id = str(uuid.uuid4())
        ws = _open_ws(client_id, req.token)
        prompt_id = _queue_prompt(prompt, client_id, req.token)
        total_nodes = max(1, len(prompt))
        seen = set()
        p = 0
        last_emit = -1
        start = time.time()
        ws.settimeout(60)
        while True:
            out = ws.recv()
            if isinstance(out, (bytes, bytearray)):
                if p < 95 and time.time() - start > 2:
                    p = min(95, p + 1)
                if p != last_emit:
                    last_emit = p
                    yield p, None
                continue
            msg = json.loads(out)
            if msg.get("type") == "executing":
                data = msg.get("data", {})
                if data.get("prompt_id") != prompt_id:
                    continue
                node = data.get("node")
                if node is None:
                    break
                if node not in seen:
                    seen.add(node)
                    p = min(99, int(len(seen) / total_nodes * 100))
                    if p != last_emit:
                        last_emit = p
                        yield p, None
        ws.close()
        hist = _get_history(prompt_id, req.token)
        info = _extract_video_from_history(hist)
        q = urlencode(info)
        video_url = f"http://{COMFY_HOST}/view?{q}&token={req.token}"
        yield 100, video_url

    run_btn.click(
        generate_fn,
        inputs=[text, width, height, length, fps, steps, cfg, seed, filename_prefix, st_token],
        outputs=[prog_bar, out_video]
    )

if __name__ == "__main__":
    demo.queue().launch(server_name="0.0.0.0", server_port=9001)