forked from zhoulin/zl_bench
AharrypotterandClaude Opus 5
aa147c938e
A single pair cannot say whether its own verdict is stable, and on this device that is not a theoretical gap. Measured on an S5000, topk eliminated 32 convert_layout ops yet 17 of its 42 shapes changed the SIGN of their delta between two equally valid runs. The cause is not the timer: graph capture and direct timing agree to 1.00x on that operator, and the verdict moved a median of 1.1pp between them, inside the 1.7pp noise floor a same-timer control established. The deltas are simply near zero, and one measurement cannot orient them. ab_repeat.sh runs an A/B over N rounds in independent processes. Round 1's A side records the autotune configs and every later run -- including A's own later rounds -- replays that one set, so configs are pinned across rounds and sides and only the switch under test and measurement noise remain. Round order alternates to cancel one-directional drift. An operator with a failed round gets no report, since a report missing rounds reads exactly like a complete one. batch_summary --ab-rounds aggregates <root>/r<k>_<A|B>/run.log and separates the two dispersions, which answer different questions and were previously conflated: the spread within one side's samples says how noisy the machine was, while the spread of the per-round deltas says whether the verdict holds. Shapes whose delta changes sign across rounds are counted and called out, because their direction is not a conclusion at any timer. The path is already validated on NVIDIA: six rounds narrowed router_gemm to -16.6% ~ -16.2% with 0.4% side noise, which is what turned a single pair into a statement. Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
93 lines
3.7 KiB
Bash
93 lines
3.7 KiB
Bash
#!/bin/bash
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# 多轮 A/B：同一对比在 N 轮独立进程里各跑一次，逐 shape 取轮次中位。
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#
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# 为什么需要它：单对观测无法说明自己稳不稳。S5000 实测 topk 消除了 32 个
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# convert_layout，42 个 shape 里却有 17 个在两次同等有效的运行之间改变了 delta
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# 的符号——那不是计时口径的问题（图捕获与 direct 的延迟比是 1.00x），是收益本身
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# 落在零附近、单次测量给不出方向。多轮之后才谈得上"这个判定成立"。
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#
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# 口径：第 1 轮 A 侧 record autotune config，此后每一次运行（含 A 侧自己的后续
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# 轮次）都 REPLAY_FROM 那一份。config 因此跨轮跨侧全部锁死，剩下的变量只有被测
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# 开关与测量噪声。逐轮交替先后顺序，抵消单向漂移。
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#
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# 用法：
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# SWITCH=FLAGTREE_MUSA_RLC_ENHANCE OPS="topk masked_select" ROUNDS=6 \
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# ZL_BACKEND=musa FLAGGEMS_DIR=/path/to/FlagGems bash ab_repeat.sh
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#
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# OPS 元素为 OP 或 OP:OP_FILE（省略时 OP_FILE=OP）。
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# SWITCH 是被测环境变量，A 侧设 0、B 侧设 1。
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#
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# 套用前先确认对比轴有效：grep 该开关名于被测源码应有命中，否则两侧执行同一份
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# 代码，脚本照样跑完并报出一个"无差异"的假结论（同 ab_fold_test.sh 的告诫）。
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#
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# 产物：runs/ab_repeat_<开关>_<时间戳>/<op>/r<k>_<A|B>/，跑完对每个算子调用
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# batch_summary.py --ab-rounds 出报告。
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set -uo pipefail
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cd "$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
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: "${SWITCH:?SWITCH is required, e.g. FLAGTREE_MUSA_RLC_ENHANCE}"
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OPS="${OPS:-}"
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: "${OPS:?OPS is required, e.g. \"topk masked_select\"}"
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ROUNDS="${ROUNDS:-6}"
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if [[ -t 1 && -z "${NO_COLOR:-}" ]]; then
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export FLAGGEMS_PERF_COLOR=always
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fi
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ROOT="runs/ab_repeat_${SWITCH}_$(date +%Y%m%d-%H%M%S)"
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mkdir -p "$ROOT"
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LOG="$ROOT/summary.log"
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{
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echo ">>> switch=$SWITCH rounds=$ROUNDS ops=$OPS"
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for entry in $OPS; do
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op="${entry%%:*}"
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op_file="${entry#*:}"
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[[ "$op_file" == "$entry" ]] && op_file="$op"
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out="$ROOT/$op"
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mkdir -p "$out"
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# 第 1 轮 A 侧 record，其余全部回放它，config 跨轮跨侧一致
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echo "########## $op | round 1 | A ($SWITCH=0, record) ##########"
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if ! OP="$op" OP_FILE="$op_file" OUT_DIR="$out/r1_A" \
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env "$SWITCH=0" bash run_pytest.sh; then
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echo "!!! FAILED $op round 1 A; skipping this operator"
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continue
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fi
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REC="$out/r1_A"
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ok=1
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for ((k = 1; k <= ROUNDS; k++)); do
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# 奇数轮先 A 后 B，偶数轮反过来
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if (( k % 2 == 1 )); then order="A B"; else order="B A"; fi
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for side in $order; do
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[[ $k -eq 1 && $side == A ]] && continue # 已经跑过
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val=$([[ $side == A ]] && echo 0 || echo 1)
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echo "########## $op | round $k | $side ($SWITCH=$val, replay) ##########"
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if ! OP="$op" OP_FILE="$op_file" OUT_DIR="$out/r${k}_${side}" \
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REPLAY_FROM="$REC" env "$SWITCH=$val" bash run_pytest.sh; then
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echo "!!! FAILED $op round $k $side"
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ok=0
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fi
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done
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done
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echo "########## $op | report ##########"
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if (( ok )); then
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python batch_summary.py --ab-rounds "$out" --label "$op" \
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|| echo "!!! report failed: $op"
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else
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# 缺轮的算子照样出报告会让人误以为是完整的 N 轮
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echo "!!! $op 有失败轮次，不出报告；产物在 $out"
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fi
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done
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echo "########## ALL DONE ##########"
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} 2>&1 | tee "$LOG"
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sed -i -E $'s/\x1b\\[[0-9;]*[A-Za-z]//g' "$LOG"
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echo ">>> 总 log: $(pwd)/$LOG"
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echo ">>> 逐算子重出报告: python batch_summary.py --ab-rounds $ROOT/<op> --label <op>"
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echo ">>> 解读要点: 逐轮区间宽说明判定不稳；单侧噪声大说明机器不稳；两者含义不同"
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