"""Fill SwinUNet/TransUNet to FULL 3-seed @512 on a100 (their per-seed best.pth live here). For every results/baselines//{swinunet,transunet}/seed/best.pth, copy it into the unified512 tree and run eval_at_res.py --eval_size 512 --exp_name unified512. GPU 4/5 only (A100 80G; PCI_BUS_ID). 64 evals. Then metrics.json get transferred to h800 + re-aggregated. """ import os, glob, shutil, subprocess, time CODE = "/home/wzhang/LSC/Code/NPJ" DATA = "/home/wzhang/LSC/Dataset/Segmentation/processed_unified" PY = "/opt/anaconda3/envs/seggen/bin/python" BASE = CODE + "/results/baselines" # source per-seed weights UNI = CODE + "/results/unified512" # eval_at_res writes here (out_root=results rel to CODE) LOGD = "/tmp/sw_tr_3seed_logs"; os.makedirs(LOGD, exist_ok=True) SLOTS = [4, 4, 4, 5, 5, 5] # GPU 4/5, 3 co-located evals each jobs = [] for arch in ("swinunet", "transunet"): for w in sorted(glob.glob(f"{BASE}/*/{arch}/seed*/best.pth")): parts = w.split("/") cell, seed = parts[-4], parts[-2] # , seedN sd = int(seed.replace("seed", "")) # parse cell -> dataset, protocol ds, proto = None, None for p in ("official", "holdout", "fold01", "fold02", "fold03"): if cell.endswith("_" + p): ds, proto = cell[:-(len(p) + 1)], p; break out = f"{UNI}/{cell}/{arch}/{seed}" jobs.append({"ds": ds, "proto": proto, "arch": arch, "seed": sd, "w": w, "out": out, "mj": out + "/metrics.json", "tag": f"{cell}_{arch}_s{sd}"}) pending = [j for j in jobs if not os.path.isfile(j["mj"])] print(f"[3seed] total={len(jobs)} done={len(jobs)-len(pending)} pending={len(pending)}", flush=True) def make_cmd(j, gpu): enc = "R50-ViT-B_16" if j["arch"] == "transunet" else "resnet50" os.makedirs(j["out"], exist_ok=True) shutil.copy(j["w"], j["out"] + "/best.pth") return (f"export CUDA_DEVICE_ORDER=PCI_BUS_ID CUDA_VISIBLE_DEVICES={gpu} " f"OMP_NUM_THREADS=8 MKL_NUM_THREADS=8 OPENBLAS_NUM_THREADS=8 && cd {CODE} && " f"{PY} framework/eval_at_res.py --data_root {DATA} --dataset {j['ds']} " f"--protocol {j['proto']} --arch {j['arch']} --seed {j['seed']} --eval_size 512 " f"--exp_name unified512 --encoder {enc}") running = {}; free = list(SLOTS); i = 0; ok = fail = 0 while i < len(pending) or running: while free and i < len(pending): gpu = free.pop(0); j = pending[i]; i += 1 lf = open(f"{LOGD}/{j['tag']}.log", "w") p = subprocess.Popen(["bash", "-lc", make_cmd(j, gpu)], stdout=lf, stderr=subprocess.STDOUT) running[id(p)] = (p, j, lf, gpu); print(f"[launch] gpu{gpu} {j['tag']}", flush=True) time.sleep(6) for k, (p, j, lf, gpu) in list(running.items()): if p.poll() is not None: lf.close(); okj = os.path.isfile(j["mj"]); ok += okj; fail += (not okj) print(f"[finish] gpu{gpu} {j['tag']} rc={p.returncode} ok={okj}", flush=True) del running[k]; free.append(gpu) print(f"[3seed] ALL DONE ok={ok} fail={fail}", flush=True) print("SWTR_3SEED_DONE", flush=True)