dev/r5_bootstrap.py

#!/usr/bin/env python3
"""r5_bootstrap.py — 在新 T4 Colab 上一键恢复第五轮 sweep (自包含, 幂等)

用法 (通过 colabcli /execute_stream 运行本文件全部内容):
  1. 环境对齐: torchao 卸载, transformers==5.16.1 / peft==0.20.0 校准
  2. 从 HF 直连拉取: 模型权重(5GB) / round2 LoRA(out_zh) / round4 head / round3 数据标签
  3. 从 HF 代码仓 tchbcb/samaidev-pnet-2b 拉取 pondernet 包 + 平铺兼容垫片
  4. 内嵌启动 r5_sweep (A1..C + R4 复评, 幂等: 已有 head+dump 的阶段自动跳过)
"""
import base64
import json
import shutil
import os
import subprocess
import sys
import time

ROOT = "/content/pondernet_r5"
MODEL_DIR = f"{ROOT}/models/MiniCPM5-2B"
HF_MODEL = "tchbcb/MiniCPM5-2B-cpu"
HF_CODE = "tchbcb/samaidev-pnet-2b"
os.makedirs(f"{ROOT}/data_zh", exist_ok=True)
os.chdir(ROOT)

SWEEP_B64 = "# -*- coding: utf-8 -*-
"""r5_sweep.py — 第五轮总控: 方向①消融 + ②思考块适配 + ③答案级 RL, 训练↔评估交错

阶段 (每阶段幂等: head+dump 均存在则跳过):
  A1 分桶加权 easy:8  (head-only, round4 目标)
  A2 全局权重 10      (head-only, round4 目标)
  A3 sharp 目标 + map (head-only)
  A4 MLP-256 头      (head-only, sharp + map)
  B  逐步CE+LoRA      (方向②, head+lora 续训 out_zh, lr 5e-5, step-ce 1.0)
  C  答案级 RL        (方向③, REINFORCE, 96 样本, λ=0.3)
  R4 复评基线         (out_r4 head 同日复测, 校准对比口径)
"""
import json
import os
import subprocess
import sys
import time

os.chdir("/content/pondernet_r4")
PY = sys.executable
MODEL = "models/MiniCPM5-2B"
TRAIN = "data_zh/boot_train.jsonl"
EVAL = "data_zh/boot_eval.jsonl"

HEAD_COMMON = ("--train-mode head --init-adapter out_zh --step-supervise "
               "--difficulty-prior easy:0.9,medium:0.5,hard:0.05 "
               "--epochs 2 --batch-size 2 --accum 8 --max-steps 6 "
               "--max-len 768 --grad-ckpt --dtype float16 --log-every 10")
TRAIN_COMMON = f"{PY} train_ponder_head.py --model {MODEL} --data {TRAIN}"

STAGES = [
    ("A1_map8", f"{TRAIN_COMMON} {HEAD_COMMON} --sup-weight-map easy:8,medium:2,hard:1 --output out_r5_A1"),
    ("A2_w10", f"{TRAIN_COMMON} {HEAD_COMMON} --sup-weight 10.0 --output out_r5_A2"),
    ("A3_sharp", f"{TRAIN_COMMON} {HEAD_COMMON} --sup-target-preset sharp --sup-weight-map easy:4,medium:2,hard:1 --output out_r5_A3"),
    ("A4_mlp", f"{TRAIN_COMMON} {HEAD_COMMON} --sup-target-preset sharp --sup-weight-map easy:4,medium:2,hard:1 --head-mlp 256 --output out_r5_A4"),
    ("B_stepce", f"{TRAIN_COMMON} --train-mode head+lora --init-adapter out_zh --step-supervise "
                 f"--step-ce-weight 1.0 --sup-weight-map easy:4,medium:2,hard:1 --lr-lora 5e-5 "
                 f"--epochs 1 --batch-size 2 --accum 8 --max-steps 6 --max-len 768 "
                 f"--grad-ckpt --dtype float16 --log-every 5 --output out_r5_B"),
    ("C_rl", f"{PY} train_ponder_rl.py --model {MODEL} --adapter out_zh "
             f"--head out_r4/ponder_head.safetensors --data {TRAIN} "
             f"--n-samples 96 --batch-size 4 --iters 24 --step-penalty 0.3 "
             f"--ent-coef 0.01 --lr 5e-4 --max-steps 6 --max-len 768 "
             f"--grad-ckpt --output out_r5_C"),
]
EVALS = {
    "A1_map8": "--head out_r5_A1/ponder_head.safetensors --adapter out_zh",
    "A2_w10": "--head out_r5_A2/ponder_head.safetensors --adapter out_zh",
    "A3_sharp": "--head out_r5_A3/ponder_head.safetensors --adapter out_zh",
    "A4_mlp": "--head out_r5_A4/ponder_head.safetensors --adapter out_zh",
    "B_stepce": "--head out_r5_B/ponder_head.safetensors --adapter out_r5_B",
    "C_rl": "--head out_r5_C/ponder_head.safetensors --adapter out_zh",
    "R4_baseline": "--head out_r4/ponder_head.safetensors --adapter out_zh",
}


def gpu_wait(min_free_mb=9000, tries=12):
    """共享 T4 守卫: 等到空闲显存够用再开下一阶段。"""
    for _ in range(tries):
        r = subprocess.run(
            "nvidia-smi --query-gpu=memory.free --format=csv,noheader,nounits",
            shell=True, capture_output=True, text=True)
        try:
            free = int(r.stdout.strip().splitlines()[0])
        except Exception:
            free = min_free_mb
        if free >= min_free_mb:
            return True
        print(f"[gpu_wait] 空闲 {free}MB < {min_free_mb}MB, 等 120s", flush=True)
        time.sleep(120)
    return False


def sh(cmd, timeout=7200):
    print(f"\n$ {cmd}\n", flush=True)
    r = subprocess.run(cmd, shell=True, capture_output=True, text=True, timeout=timeout)
    return r.returncode, (r.stdout or "") + (r.stderr or "")


def log_lines(tag, text, keys, limit=18):
    keep = [l for l in text.splitlines() if any(k in l for k in keys)]
    print(f"----- [{tag}] 关键日志 -----", flush=True)
    for l in keep[-limit:]:
        print(l, flush=True)


def main():
    summary = {}
    t0 = time.time()
    for name, cmd in STAGES:
        head = f"out_r5_{name.split('_')[0]}"
        head_path = os.path.join(head, "ponder_head.safetensors")
        dump_path = os.path.join(head, "eval_dump.jsonl")
        print(f"\n########## STAGE {name} ({time.time()-t0:.0f}s) ##########", flush=True)
        gpu_wait()
        # ---- 训练 ----
        if not os.path.exists(head_path):
            try:
                rc, out = sh(cmd, timeout=10800)
                log_lines(name, out, ("步数硬监督", "逐步 CE", "可训练参数", "step ",
                                      "iter ", "完成:", "已保存", "Error", "Traceback",
                                      "最近10迭代"))
                summary[name] = f"train rc={rc}"
                if rc != 0:
                    summary[name] += " (TRAIN_FAIL, 跳过该阶段 eval)"
                    continue
            except Exception as e:
                summary[name] = f"train EXC={e} (跳过 eval)"
                continue
        else:
            print(f"[skip-train] {head_path} 已存在", flush=True)
            summary[name] = "train skipped (exists)"
        # ---- 评估 ----
        if not os.path.exists(dump_path):
            ecfg = EVALS[name]
            ecmd = (f"{PY} eval_ponder.py --model {MODEL} --data {EVAL} {ecfg} "
                    f"--max-steps 6 --max-len 768 --batch-size 4 --tag r5_{name} "
                    f"--dump {dump_path}")
            try:
                rc, out = sh(ecmd, timeout=3600)
                log_lines(f"eval:{name}", out, ("全局 CE", "难度", "easy", "medium", "hard",
                                                "逐样本", "Error", "Traceback"), limit=12)
                summary[name] += f" | eval rc={rc}"
            except Exception as e:
                summary[name] += f" | eval EXC={e}"
        else:
            summary[name] += " | eval skipped (exists)"

    # ---- R4 同日复评基线 ----
    dump_path = "out_r4/eval_dump_r5day.jsonl"
    if not os.path.exists(dump_path):
        print(f"\n########## EVAL R4_baseline ({time.time()-t0:.0f}s) ##########", flush=True)
        gpu_wait()
        ecmd = (f"{PY} eval_ponder.py --model {MODEL} --data {EVAL} {EVALS['R4_baseline']} "
                f"--max-steps 6 --max-len 768 --batch-size 4 --tag r4_baseline "
                f"--dump {dump_path}")
        try:
            rc, out = sh(ecmd, timeout=3600)
            log_lines("eval:R4", out, ("全局 CE", "难度", "easy", "medium", "hard", "逐样本"), 10)
            summary["R4_baseline"] = f"eval rc={rc}"
        except Exception as e:
            summary["R4_baseline"] = f"eval EXC={e}"

    with open("r5_summary.json", "w", encoding="utf-8") as f:
        json.dump({"wall_s": round(time.time() - t0), "stages": summary},
                  f, ensure_ascii=False, indent=1)
    print(f"\n########## SWEEP DONE ({time.time()-t0:.0f}s) ##########", flush=True)
    for k, v in summary.items():
        print(f"  {k}: {v}", flush=True)


if __name__ == "__main__":
    main()
"