95 lines
3.8 KiB
Bash
Executable File
95 lines
3.8 KiB
Bash
Executable File
#!/usr/bin/env bash
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set -euo pipefail
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# ===== 可调参数 =====
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CKPT_ROOT="/home/test/checkpoints/q3-32b-ds4" # 如果分片实际在 checkpoint-62/global_step62 下，就把这里改成 .../checkpoint-62
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TAG="global_step62"
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HOSTS=(tn01 tn02 tn03 tn04 tn05 tn06)
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OUT_DIR="${CKPT_ROOT}/merged-${TAG}"
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MAX_SHARD_SIZE="5GB"
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SSH_OPTS="-o BatchMode=yes -o StrictHostKeyChecking=accept-new -o ConnectTimeout=8"
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RSYNC_OPTS="-a --info=progress2 --human-readable --partial --inplace"
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# ====================
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echo "== 预检查 SSH 与（非必需）远端目录存在 =="
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for h in "${HOSTS[@]}"; do
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ssh ${SSH_OPTS} "$h" "true" >/dev/null || { echo "!! 无法免密 SSH 到 $h"; exit 1; }
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# 目录不存在也不致命，后面会跳过
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done
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echo "== 1/4 同步各节点的 ${TAG} 整个目录（带进度）=="
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mkdir -p "${CKPT_ROOT}/${TAG}"
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LOCAL_HOST="$(hostname -s || hostname)"
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for h in "${HOSTS[@]}"; do
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[[ "$h" == "$LOCAL_HOST" ]] && { echo " - 跳过本机 $h"; continue; }
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if ssh ${SSH_OPTS} "$h" "test -d '${CKPT_ROOT}/${TAG}'"; then
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echo " - 从 $h 拉取 ${CKPT_ROOT}/${TAG}/"
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# 不做 include/exclude 过滤，避免漏掉不同命名风格的分片文件
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rsync ${RSYNC_OPTS} -e "ssh ${SSH_OPTS}" \
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"${h}:${CKPT_ROOT}/${TAG}/" "${CKPT_ROOT}/${TAG}/" || true
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else
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echo " - $h 无 ${CKPT_ROOT}/${TAG}，跳过"
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fi
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done
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echo "== 2/4 校验是否有分片“文件”（不是目录）=="
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# 兼容两种常见命名：mp_rank_*_model_states.pt 与 *mp_rank*model_states.pt（含 pp 维度）
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CNT_A=$(ls -1 "${CKPT_ROOT}/${TAG}"/mp_rank_*_model_states.pt 2>/dev/null | wc -l | tr -d ' ' || true)
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CNT_B=$(ls -1 "${CKPT_ROOT}/${TAG}"/*mp_rank*model_states.pt 2>/dev/null | wc -l | tr -d ' ' || true)
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CNT=$(( CNT_A + CNT_B ))
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echo " - 发现 model_states 分片文件数：${CNT}"
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if [[ "${CNT}" -eq 0 ]]; then
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echo "!! 未检测到任何 *_model_states.pt；请在各机上 ls 看看 ${CKPT_ROOT}/${TAG} 的实际文件名，再调整匹配规则" >&2
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exit 1
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fi
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echo "== 3/4 合并为 safetensors 输出到：${OUT_DIR} =="
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mkdir -p "${OUT_DIR}"
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if [[ -f "${CKPT_ROOT}/zero_to_fp32.py" ]]; then
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# 优先使用与该 checkpoint 同版本的官方脚本
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python "${CKPT_ROOT}/zero_to_fp32.py" \
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"${CKPT_ROOT}" \
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"${OUT_DIR}" \
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--tag "${TAG}" \
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--safe_serialization \
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--max_shard_size "${MAX_SHARD_SIZE}"
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else
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# 退回 DeepSpeed API
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python - <<PY
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from deepspeed.utils.zero_to_fp32 import convert_zero_checkpoint_to_fp32_state_dict
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convert_zero_checkpoint_to_fp32_state_dict(
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checkpoint_dir=r"${CKPT_ROOT}",
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output_dir=r"${OUT_DIR}",
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tag=r"${TAG}",
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safe_serialization=True,
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max_shard_size=r"${MAX_SHARD_SIZE}",
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)
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print("合并完成：", r"${OUT_DIR}")
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PY
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fi
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echo "== 3.1 拷贝 config/tokenizer 工件（如存在）=="
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for f in config.json generation_config.json tokenizer_config.json tokenizer.json merges.txt vocab.json special_tokens_map.json added_tokens.json; do
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[[ -f "${CKPT_ROOT}/${f}" ]] && cp -n "${CKPT_ROOT}/${f}" "${OUT_DIR}/"
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done
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echo "== 4/4 自检（索引与config）=="
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python - <<'PY'
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import os, json, sys
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out_dir = os.environ.get("OUT_DIR")
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idx = os.path.join(out_dir, "model.safetensors.index.json")
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if os.path.exists(idx):
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with open(idx) as f: j = json.load(f)
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print(f"OK: 找到 safetensors 索引：{idx}（参数条目 {len(j.get('weight_map', {}))}）")
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else:
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print("WARN: 未找到 model.safetensors.index.json", file=sys.stderr)
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try:
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from transformers import AutoConfig
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cfg = AutoConfig.from_pretrained(out_dir)
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print("OK: 读取到 config：", cfg.model_type, "hidden:", getattr(cfg,'hidden_size',None), "layers:", getattr(cfg,'num_hidden_layers',None))
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except Exception as e:
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print("WARN: 读取 config 失败（若无 config.json 可忽略）：", e, file=sys.stderr)
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PY
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echo "== 完成：${OUT_DIR} =="
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