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| 1 | +#!/usr/bin/env python3 |
| 2 | +""" |
| 3 | +Time-integration order verification for MFC's RK3 time stepper. |
| 4 | +
|
| 5 | +Uses the 1D single-fluid Euler advection problem (rho = 1 + 0.2*sin(2*pi*x), |
| 6 | +u=1, p=1, L=1, T=1) with a fine spatial grid (N=512, WENO5) so the spatial |
| 7 | +error (~4e-12) is negligible compared to the RK3 temporal error at the CFLs |
| 8 | +tested here. |
| 9 | +
|
| 10 | +L2(rho(T) - rho(0)) measures total accumulated error. By fixing N and varying |
| 11 | +CFL (and hence dt), the spatial contribution is constant and the measured rate |
| 12 | +reflects the time integration order. |
| 13 | +
|
| 14 | +CFL values [0.5, 0.25] keep the temporal error well above the spatial floor: |
| 15 | + CFL=0.50 → err ~8.3e-10 (>200x spatial floor) |
| 16 | + CFL=0.25 → err ~1.1e-10 (>25x spatial floor) |
| 17 | +Pairwise rate ≈ 2.95, threshold ≥ 2.7. |
| 18 | +
|
| 19 | +Usage: |
| 20 | + python toolchain/mfc/test/run_temporal_order.py |
| 21 | + python toolchain/mfc/test/run_temporal_order.py --cfls 0.5 0.25 0.125 |
| 22 | +""" |
| 23 | + |
| 24 | +import argparse |
| 25 | +import json |
| 26 | +import math |
| 27 | +import os |
| 28 | +import shutil |
| 29 | +import struct |
| 30 | +import subprocess |
| 31 | +import sys |
| 32 | +import tempfile |
| 33 | + |
| 34 | +import numpy as np |
| 35 | + |
| 36 | +CASE = "examples/1D_euler_convergence/case.py" |
| 37 | +MFC = "./mfc.sh" |
| 38 | + |
| 39 | +# (label, extra_args, expected_order, tolerance, cfls) |
| 40 | +# All schemes here use RK3 (time_stepper=3 is default in MFC). |
| 41 | +# N=512 is fixed; WENO5 keeps spatial error ~4e-12 (negligible at CFL>=0.25). |
| 42 | +SCHEMES = [ |
| 43 | + ("RK3/WENO5", ["--order", "5"], 3, 0.3, [0.5, 0.25]), |
| 44 | +] |
| 45 | + |
| 46 | +N_SPATIAL = 512 # fixed spatial resolution |
| 47 | + |
| 48 | + |
| 49 | +def read_vf1_1d(run_dir: str, step: int, num_ranks: int = 1) -> np.ndarray: |
| 50 | + """Read q_cons_vf1 from all MPI ranks and concatenate into one 1D array.""" |
| 51 | + chunks = [] |
| 52 | + for rank in range(num_ranks): |
| 53 | + path = os.path.join(run_dir, "p_all", f"p{rank}", str(step), "q_cons_vf1.dat") |
| 54 | + with open(path, "rb") as f: |
| 55 | + rec_len = struct.unpack("i", f.read(4))[0] |
| 56 | + data = np.frombuffer(f.read(rec_len), dtype=np.float64) |
| 57 | + f.read(4) |
| 58 | + chunks.append(data.copy()) |
| 59 | + return np.concatenate(chunks) |
| 60 | + |
| 61 | + |
| 62 | +def l2_error(a: np.ndarray, b: np.ndarray, dx: float) -> float: |
| 63 | + return float(np.sqrt(np.sum((a - b) ** 2) * dx)) |
| 64 | + |
| 65 | + |
| 66 | +def run_case(tmpdir: str, cfl: float, extra_args: list, num_ranks: int = 1): |
| 67 | + """Run the 1D advection case at fixed N=512 with given CFL. Returns (dt, Nt, run_dir).""" |
| 68 | + result = subprocess.run( |
| 69 | + [sys.executable, CASE, "--mfc", "{}", "-N", str(N_SPATIAL), "--cfl", str(cfl)] + extra_args, |
| 70 | + capture_output=True, |
| 71 | + text=True, |
| 72 | + check=False, |
| 73 | + ) |
| 74 | + if result.returncode != 0: |
| 75 | + raise RuntimeError(f"case.py failed:\n{result.stderr}") |
| 76 | + cfg = json.loads(result.stdout) |
| 77 | + Nt = int(cfg["t_step_stop"]) |
| 78 | + dt = float(cfg["dt"]) |
| 79 | + |
| 80 | + cmd = [ |
| 81 | + MFC, |
| 82 | + "run", |
| 83 | + CASE, |
| 84 | + "-t", |
| 85 | + "pre_process", |
| 86 | + "simulation", |
| 87 | + "-n", |
| 88 | + str(num_ranks), |
| 89 | + "--", |
| 90 | + "-N", |
| 91 | + str(N_SPATIAL), |
| 92 | + "--cfl", |
| 93 | + str(cfl), |
| 94 | + ] + extra_args |
| 95 | + result = subprocess.run(cmd, capture_output=True, text=True, cwd=os.getcwd(), check=False) |
| 96 | + if result.returncode != 0: |
| 97 | + print(result.stdout[-3000:]) |
| 98 | + raise RuntimeError(f"./mfc.sh run failed for CFL={cfl}") |
| 99 | + |
| 100 | + case_dir = os.path.dirname(CASE) |
| 101 | + src = os.path.join(case_dir, "p_all") |
| 102 | + cfl_tag = f"cfl{cfl:.4f}".replace(".", "p") |
| 103 | + dst = os.path.join(tmpdir, cfl_tag, "p_all") |
| 104 | + if os.path.exists(dst): |
| 105 | + shutil.rmtree(dst) |
| 106 | + shutil.copytree(src, dst) |
| 107 | + shutil.rmtree(src, ignore_errors=True) |
| 108 | + shutil.rmtree(os.path.join(case_dir, "D"), ignore_errors=True) |
| 109 | + |
| 110 | + return dt, Nt, os.path.join(tmpdir, cfl_tag) |
| 111 | + |
| 112 | + |
| 113 | +def test_scheme(label, extra_args, expected_order, tol, cfls, num_ranks=1): |
| 114 | + print(f"\n{'=' * 60}") |
| 115 | + print(f" {label} N={N_SPATIAL} (need rate >= {expected_order - tol:.1f})") |
| 116 | + print(f"{'=' * 60}") |
| 117 | + |
| 118 | + errors = [] |
| 119 | + dts = [] |
| 120 | + nts = [] |
| 121 | + dx = 1.0 / N_SPATIAL |
| 122 | + |
| 123 | + with tempfile.TemporaryDirectory() as tmpdir: |
| 124 | + for cfl in cfls: |
| 125 | + dt, Nt, run_dir = run_case(tmpdir, cfl, extra_args, num_ranks) |
| 126 | + dts.append(dt) |
| 127 | + nts.append(Nt) |
| 128 | + vf0 = read_vf1_1d(run_dir, 0, num_ranks) |
| 129 | + vfT = read_vf1_1d(run_dir, Nt, num_ranks) |
| 130 | + err = l2_error(vfT, vf0, dx) |
| 131 | + errors.append(err) |
| 132 | + |
| 133 | + rates = [None] |
| 134 | + for i in range(1, len(cfls)): |
| 135 | + log_dt0 = math.log(dts[i - 1]) |
| 136 | + log_dt1 = math.log(dts[i]) |
| 137 | + rates.append((math.log(errors[i]) - math.log(errors[i - 1])) / (log_dt1 - log_dt0)) |
| 138 | + |
| 139 | + print(f" {'CFL':>7} {'dt':>12} {'Nt':>6} {'L2 error':>14} {'rate':>8}") |
| 140 | + print(f" {'-' * 7} {'-' * 12} {'-' * 6} {'-' * 14} {'-' * 8}") |
| 141 | + for i, cfl in enumerate(cfls): |
| 142 | + r_str = f"{rates[i]:>8.2f}" if rates[i] is not None else f"{'---':>8}" |
| 143 | + print(f" {cfl:>7.3f} {dts[i]:>12.6e} {nts[i]:>6} {errors[i]:>14.6e} {r_str}") |
| 144 | + |
| 145 | + if len(cfls) > 1: |
| 146 | + log_dt = np.log(np.array(dts, dtype=float)) |
| 147 | + log_err = np.log(np.array(errors, dtype=float)) |
| 148 | + overall, _ = np.polyfit(log_dt, log_err, 1) |
| 149 | + print(f"\n Fitted rate: {overall:.2f} (need >= {expected_order - tol:.1f})") |
| 150 | + passed = overall >= expected_order - tol |
| 151 | + else: |
| 152 | + print("\n (need >= 2 CFL values to compute rate)") |
| 153 | + passed = True |
| 154 | + |
| 155 | + print(f" {'PASS' if passed else 'FAIL'}") |
| 156 | + return passed |
| 157 | + |
| 158 | + |
| 159 | +def main(): |
| 160 | + parser = argparse.ArgumentParser(description="MFC RK3 temporal order verification") |
| 161 | + parser.add_argument( |
| 162 | + "--cfls", |
| 163 | + type=float, |
| 164 | + nargs="+", |
| 165 | + default=None, |
| 166 | + help="CFL values to test (default: per-scheme values)", |
| 167 | + ) |
| 168 | + parser.add_argument( |
| 169 | + "--schemes", |
| 170 | + nargs="+", |
| 171 | + default=["RK3/WENO5"], |
| 172 | + help="Schemes to test (default: all)", |
| 173 | + ) |
| 174 | + parser.add_argument("--num-ranks", type=int, default=1, help="MPI ranks per simulation (default: 1)") |
| 175 | + args = parser.parse_args() |
| 176 | + |
| 177 | + results = {} |
| 178 | + for label, extra_args, expected_order, tol, default_cfls in SCHEMES: |
| 179 | + if label not in args.schemes: |
| 180 | + continue |
| 181 | + cfls = args.cfls if args.cfls is not None else default_cfls |
| 182 | + try: |
| 183 | + passed = test_scheme(label, extra_args, expected_order, tol, cfls, args.num_ranks) |
| 184 | + except Exception as e: |
| 185 | + print(f" ERROR: {e}") |
| 186 | + passed = False |
| 187 | + results[label] = passed |
| 188 | + |
| 189 | + print(f"\n{'=' * 60}") |
| 190 | + print(" Summary") |
| 191 | + print(f"{'=' * 60}") |
| 192 | + all_pass = True |
| 193 | + for label, passed in results.items(): |
| 194 | + print(f" {label:<14} {'PASS' if passed else 'FAIL'}") |
| 195 | + if not passed: |
| 196 | + all_pass = False |
| 197 | + |
| 198 | + sys.exit(0 if all_pass else 1) |
| 199 | + |
| 200 | + |
| 201 | +if __name__ == "__main__": |
| 202 | + main() |
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