import sys import ctypes import random import time import statistics from pathlib import Path from nanochat.tokenizer import SPLIT_PATTERN from rustbpe import split_text as rust_split_text from fregex.fuzz import gen_valid_unicode_string, compare_pair_text from fregex.cload import * def bench_c_regex(data: bytes, iterations: int) -> list: times = [] for _ in range(iterations): token_list = TokenList() c_lib.tokenlist_init(ctypes.byref(token_list)) start = time.perf_counter() c_lib.tokenize_fast(data, len(data), ctypes.byref(token_list)) elapsed = time.perf_counter() - start c_lib.tokenlist_free(ctypes.byref(token_list)) times.append(elapsed * 1000) return times def bench_rust_regex(text: str, iterations: int) -> list: times = [] for _ in range(iterations): start = time.perf_counter() rust_split_text(SPLIT_PATTERN, text) elapsed = time.perf_counter() - start times.append(elapsed * 1000) return times def stats_summary(times: list) -> dict: """Compute statistics from timing list.""" if not times or len(times) == 0: return {} return { 'min': min(times), 'max': max(times), 'mean': statistics.mean(times), 'median': statistics.median(times), 'stdev': statistics.stdev(times) if len(times) > 1 else 0, } def format_stats(name: str, data_size: int, times: list) -> str: """Format timing statistics for output.""" if not times or len(times) == 0: return f"{name:20} {data_size:>10} B --\n" stats = stats_summary(times) return (f"{name:20} {data_size:>10} B " f"min={stats['min']:.3f}ms max={stats['max']:.3f}ms " f"mean={stats['mean']:.3f}ms median={stats['median']:.3f}ms " f"stdev={stats['stdev']:.3f}ms\n") def benchmark_dataset(name: str, data_bytes: bytes, iterations: int) -> None: test_text = data_bytes.decode('utf-8', errors='replace') print(f"\n--- Dataset: {name} ({len(data_bytes)} bytes, {iterations} iterations) ---") print() c_times = bench_c_regex(data_bytes, iterations) print(format_stats("C tokenizer", len(data_bytes), c_times), end='') rust_times = bench_rust_regex(test_text, iterations) print(format_stats("Rust split", len(data_bytes), rust_times), end='') if c_times and rust_times: c_mean = statistics.mean(c_times) rust_mean = statistics.mean(rust_times) ratio = rust_mean / c_mean speedup = "C is faster" if ratio > 1 else "Rust is faster" print(f"Speedup: {ratio:.2f}x ({speedup})") print() # Verify token splits match between C and Python regex tokenizer cmp_text = data_bytes.decode('utf-8', errors='surrogatepass') ok, err, out_c, out_py = compare_pair_text(cmp_text) if ok: print("Compare: OK (C vs Py splits match)") else: print("Compare: MISMATCH (C vs Py)") if err: print(err) if out_c is not None and out_py is not None: c_lines = out_c.splitlines() p_lines = out_py.splitlines() print(f"C tokens: {len(c_lines)} | Py tokens: {len(p_lines)}") print("--- C (head) ---") print("\n".join(c_lines[:10])) print("--- Py (head) ---") print("\n".join(p_lines[:10])) # Stop the benchmark if mismatch detected raise SystemExit(1) def main(): # Check if files were provided as arguments file_args = sys.argv[1:] if len(sys.argv) > 1 else [] # If files provided, benchmark them if file_args: for file_path in file_args: path = Path(file_path) if not path.exists(): print(f"❌ File not found: {file_path}") continue try: data = path.read_bytes() benchmark_dataset(path.name, data, 10_000) except Exception as e: print(f"❌ Error reading {file_path}: {e}") else: # Run random generated data configs = [ ("tiny", 100, 1000), ("small", 1024, 500), ("medium", 10 * 1024, 100), ("large", 100 * 1024, 30), ("xlarge", 1024 * 1024, 10), ] for name, size_bytes, iterations in configs: # Generate test data test_text = gen_valid_unicode_string( random.Random(hash(name)), size_bytes ) test_bytes = test_text.encode('utf-8') benchmark_dataset(name, test_bytes, iterations) print("=" * 140) if __name__ == "__main__": main()