Download openevolve-fixed/scripts/visualizer.py from zhouk777/evolve: direct link, hf CLI and curl.
- Browser
- Download file 8.38 kB
-
https://huggingface.co/datasets/zhouk777/evolve/resolve/main/openevolve-fixed/scripts/visualizer.py
- Command line
-
hf download hf://datasets/zhouk777/evolve/openevolve-fixed/scripts/visualizer.py
-
curl -L -o visualizer.py https://huggingface.co/datasets/zhouk777/evolve/resolve/main/openevolve-fixed/scripts/visualizer.py
8.38 kB
| 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)) | |
| def index(): | |
| return render_template("index.html", checkpoint_dir=checkpoint_dir) | |
| checkpoint_dir = None # Global variable to store the checkpoint directory | |
| 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) | |
| 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) | |