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import math
import os
import json
import glob
import shutil
import logging
import re as _re
from numbers import Number
from typing import Optional, Any

from flask import Flask, render_template, jsonify

from manual import create_manual_blueprint


logger = logging.getLogger(__name__)
app = Flask(__name__, template_folder="templates")


def find_latest_checkpoint(base_folder):
    # Check whether the base folder is itself a checkpoint folder
    if os.path.basename(base_folder).startswith("checkpoint_"):
        return base_folder

    checkpoint_folders = glob.glob("**/checkpoint_*", root_dir=base_folder, recursive=True)
    if not checkpoint_folders:
        logger.info(f"No checkpoint folders found in {base_folder}")
        return None
    checkpoint_folders = [os.path.join(base_folder, folder) for folder in checkpoint_folders]
    checkpoint_folders.sort(key=lambda x: os.path.getmtime(x), reverse=True)
    logger.debug(f"Found checkpoint folder: {checkpoint_folders[0]}")
    return checkpoint_folders[0]


def load_evolution_data(checkpoint_folder):
    meta_path = os.path.join(checkpoint_folder, "metadata.json")
    programs_dir = os.path.join(checkpoint_folder, "programs")
    if not os.path.exists(meta_path) or not os.path.exists(programs_dir):
        logger.info(f"Missing metadata.json or programs dir in {checkpoint_folder}")
        return {"archive": [], "nodes": [], "edges": [], "checkpoint_dir": checkpoint_folder}
    with open(meta_path) as f:
        meta = json.load(f)

    nodes = []
    id_to_program = {}
    pids = set()
    for island_idx, id_list in enumerate(meta.get("islands", [])):
        for pid in id_list:
            prog_path = os.path.join(programs_dir, f"{pid}.json")

            # Keep track of PIDs and if one is double, append "-copyN" to the PID
            if pid in pids:
                base_pid = pid

                # If base_pid already has a "-copyN" suffix, strip it
                if "-copy" in base_pid:
                    base_pid = base_pid.rsplit("-copy", 1)[0]

                # Find the next available copy number
                copy_num = 1
                while f"{base_pid}-copy{copy_num}" in pids:
                    copy_num += 1
                pid = f"{base_pid}-copy{copy_num}"
            pids.add(pid)

            if os.path.exists(prog_path):
                with open(prog_path) as pf:
                    prog = json.load(pf)
                    sanitize_program_for_visualization(prog)
                prog["id"] = pid
                prog["island"] = island_idx
                nodes.append(prog)
                id_to_program[pid] = prog
            else:
                logger.debug(f"Program file not found: {prog_path}")

    edges = []
    for prog in nodes:
        parent_id = prog.get("parent_id")
        if parent_id and parent_id in id_to_program:
            edges.append({"source": parent_id, "target": prog["id"]})

    logger.info(f"Loaded {len(nodes)} nodes and {len(edges)} edges from {checkpoint_folder}")
    return {
        "archive": meta.get("archive", []),
        "nodes": nodes,
        "edges": edges,
        "checkpoint_dir": checkpoint_folder,
    }

def sanitize_program_for_visualization(program: dict[str, Any]) -> None:
    for k, v in program["metrics"].items():
        if not check_json_float(v):
            program["metrics"][k] = None
        if "parent_metrics" in program["metadata"]:
            for k, v in program["metadata"]["parent_metrics"].items():
                if not check_json_float(v):
                    program["metadata"]["parent_metrics"][k] = None

def check_json_float(v: Optional[float]) -> bool:
    return isinstance(v, Number) and not (math.isinf(v) or math.isnan(v))


@app.route("/")
def index():
    return render_template("index.html", checkpoint_dir=checkpoint_dir)


checkpoint_dir = None  # Global variable to store the checkpoint directory


@app.route("/api/data")
def data():
    global checkpoint_dir
    base_folder = os.environ.get("EVOLVE_OUTPUT", "examples/")
    checkpoint_dir = find_latest_checkpoint(base_folder)
    if not checkpoint_dir:
        logger.info(f"No checkpoints found in {base_folder}")
        return jsonify({"archive": [], "nodes": [], "edges": [], "checkpoint_dir": ""})

    logger.info(f"Loading data from checkpoint: {checkpoint_dir}")
    data = load_evolution_data(checkpoint_dir)
    logger.debug(f"Data: {data}")
    return jsonify(data)


@app.route("/program/<program_id>")
def program_page(program_id):
    global checkpoint_dir
    if checkpoint_dir is None:
        return "No checkpoint loaded", 500

    data = load_evolution_data(checkpoint_dir)
    program_data = next((p for p in data["nodes"] if p["id"] == program_id), None)
    program_data = {"code": "", "prompts": {}, **(program_data or {})}
    artifacts_json = program_data.get("artifacts_json", None)

    return render_template(
        "program_page.html",
        program_data=program_data,
        checkpoint_dir=checkpoint_dir,
        artifacts_json=artifacts_json,
    )


def run_static_export(args):
    output_dir = args.static_output
    os.makedirs(output_dir, exist_ok=True)

    # Load data and prepare JSON string
    checkpoint_dir = find_latest_checkpoint(args.path)
    if not checkpoint_dir:
        raise RuntimeError(f"No checkpoint found in {args.path}")
    data = load_evolution_data(checkpoint_dir)
    logger.info(f"Exporting visualization for checkpoint: {checkpoint_dir}")

    with app.app_context():
        data_json = jsonify(data).get_data(as_text=True)
    inlined = f"<script>window.STATIC_DATA = {data_json};</script>"

    # Load index.html template
    templates_dir = os.path.join(os.path.dirname(__file__), "templates")
    template_path = os.path.join(templates_dir, "index.html")
    with open(template_path, "r", encoding="utf-8") as f:
        html = f.read()

    # Insert static json data into the HTML
    html = _re.sub(r"\{\{\s*url_for\('static', filename='([^']+)'\)\s*\}\}", r"static/\1", html)
    script_tag_idx = html.find('<script type="module"')

    if script_tag_idx != -1:
        html = html[:script_tag_idx] + inlined + "\n" + html[script_tag_idx:]
    else:
        html = html.replace("</body>", inlined + "\n</body>")

    with open(os.path.join(output_dir, "index.html"), "w", encoding="utf-8") as f:
        f.write(html)

    # Copy over static files
    static_src = os.path.join(os.path.dirname(__file__), "static")
    static_dst = os.path.join(output_dir, "static")
    if os.path.exists(static_dst):
        shutil.rmtree(static_dst)
    shutil.copytree(static_src, static_dst)

    logger.info(
        f"Static export written to {output_dir}/\n"
        f"Note: use a web server, not file://. "
        f"Try: python3 -m http.server --directory {output_dir} 8080"
    )


# Manual mode blueprint mounted at /manual
app.register_blueprint(create_manual_blueprint(lambda: os.environ.get("EVOLVE_OUTPUT", "examples/")))


if __name__ == "__main__":
    import argparse

    parser = argparse.ArgumentParser(description="OpenEvolve Evolution Visualizer")
    parser.add_argument(
        "--path",
        type=str,
        default="examples/",
        help="Path to OpenEvolve run output directory (e.g. openevolve_output) or its checkpoints/checkpoint_*.",
    )
    parser.add_argument("--host", type=str, default="127.0.0.1")
    parser.add_argument("--port", type=int, default=8080)
    parser.add_argument(
        "--log-level",
        type=str,
        default="INFO",
        help="Logging level (DEBUG, INFO, WARNING, ERROR, CRITICAL)",
    )
    parser.add_argument(
        "--static-output",
        type=str,
        default=None,
        help="Produce a static HTML export in this directory and exit.",
    )
    args = parser.parse_args()

    log_level = getattr(logging, args.log_level.upper(), logging.INFO)
    logging.basicConfig(level=log_level, format="[%(asctime)s] %(levelname)s %(name)s: %(message)s")

    logger.info(f"Current working directory: {os.getcwd()}")

    if args.static_output:
        run_static_export(args)

    os.environ["EVOLVE_OUTPUT"] = args.path
    logger.info(f"Starting server at http://{args.host}:{args.port} with log level {args.log_level.upper()}")
    logger.info(f"Manual UI: http://{args.host}:{args.port}/manual")
    app.run(host=args.host, port=args.port, debug=True)