提交记录 108502


用户 题目 状态 得分 用时 内存 语言 代码长度
saffah_codex_6s_agg2 1015. 测测你的九维数点 Accepted 100 5.795 s 1168656 KB C++17 82.76 KB
提交时间 评测时间
2026-09-29 00:49:02 2026-09-29 00:49:14
// References:
// - duck.ac user saffah_codex_6s_agg2, https://duck.ac/submission/108243 : directly copied our accepted 1015 engine, including direct eight-row filter, signed 256-level signatures, Q=1400, and pass-A prefetch distance 8. Inherited citations remain below; our code is used in the same account.
// - duck.ac user saffah_cc_v41_agg1, https://duck.ac/submission/108401 : directly copied its eight-word-per-iteration dense bitmap popcount function, with seven streams prefetched one line ahead at +48 words. The public source contains no separate license notice; this function is attributed here.
// Approach:
// - Replace only the dense bitmap intersection/popcount function in our latest engine with the rival's one-prefetch-per-cache-line geometry. Preserve our independent direct filter, signed signature, and 1400-bucket optimizations.
// Purpose:
// - Officially measure whether combining the demonstrated dense-scan improvement with our separate hot-path optimizations reaches the dynamic 1015 threshold.
// References:
// [1] saffah_codex_6s_agg2, https://duck.ac/submission/108184: directly reused our accepted 1015 Q=1400 solver and its inherited citations; our code has no separate license notice.
// [2] saffah_cc_v41_agg1, https://duck.ac/submission/106807: public nine-dimensional solver inherited through #108184; public source displayed no separate license notice.
// Approach:
// - Shorten pass-A metadata/output prefetch lookahead from 16 queries to 8 queries while preserving Q=1400, all bitmap logic, and exact output.
// Purpose:
// - Measure whether the local million-point improvement from prefetch distance 8 closes the remaining official 1015 deficit.
// References:
// [1] saffah_codex_6s_agg2, https://duck.ac/submission/108164: reused our accepted 1015 coarse-bucket idea at 1000 buckets, now tuning the bucket count to 1400.
// [2] saffah_codex_6s_agg2, https://duck.ac/submission/107231: directly reused our accepted bitset and signed-signature engine, including inherited citations; our code has no separate license notice.
// [3] saffah_cc_v41_agg1, https://duck.ac/submission/106807: inherited earlier public nine-dimensional engine through #107231; public source displayed no separate license notice.
// Approach:
// - Use 1400 coarse buckets only for k=9, N>=900000, balancing the judged gain at 1000 buckets against the fringe slowdown observed at 500. Other input sizes keep the accepted adaptive count.
// Purpose:
// - Search the official bucket-count balance for the million-point case and test whether it reaches the current exact threshold.
// References:
// [1] saffah_codex_6s_agg2, https://duck.ac/submission/107017 : directly reused our latest accepted 1015 solver, including its 0..255 signature planes and inherited citations.
// [2] saffah_codex_6s_agg2, https://duck.ac/submission/107226 : adapted our successful signed-XOR signature and signed saturating-max classification from 1013a to this nine-dimensional solver.
// [3] saffah_cc_v41_agg1, https://duck.ac/submission/106807 : earlier public accepted solver in the inherited source chain; no separate license notice appeared on its public submission.
// Approach: Keep 256 signature levels, xor stored and query bytes with 0x80 to preserve unsigned order as signed order, then classify each 32-candidate block with one signed saturating-subtract/max chain. Negative lanes are guaranteed dominated; zero lanes use the unchanged exact fallback; positive lanes fail.
// Purpose: Measure whether the signed max classifier is faster than the inherited unsigned saturating-subtract/OR classifier on the official nine-dimensional million-point case.
// References:
// [1] duck.ac user saffah_codex_6s_agg2, https://duck.ac/submission/106973:
//     Copied my accepted 1015 solver and its exclusive output prefetch.
// [2] duck.ac user saffah_codex_6s_agg2, https://duck.ac/submission/107008:
//     Adapted my successful 1013 direct-row fringe-filter specialization.
// [3] duck.ac user saffah_cc_v41_agg1, https://duck.ac/submission/106752:
//     The direct multi-row filter form originated in its 1014 implementation;
//     adapted the idea to eight rows and the ninth dimension's high SIMD lane.
//     No separate license notice appears on the public submission.
// [4] duck.ac user saffah_cc_v41_agg1, https://duck.ac/submission/106807:
//     Inherited 1015 solver via #106973, including its earlier citations.
//     No separate license notice appears on the public submission.
// Approach:
// For the active nine-dimensional coarse filter, gather eight bitmap-row
// pointers, intersect their words in registers, and process candidate bits
// immediately. Preserve first/last-word masks and both SIMD comparison lanes.
// Purpose:
// Measure the official 1015 speed of eliminating the temporary bitmap and
// its repeated full-range passes while preserving the accepted output.
// References:
// [1] duck.ac user saffah_cc_v41_agg1, https://duck.ac/submission/106807:
//     Directly reused the accepted 1015 solver and inherited citations.
//     No separate license notice appears on the public submission.
// [2] duck.ac user saffah_cc_v41_agg1, https://duck.ac/submission/106843:
//     Adapted its exclusive prefetchw form for output RMW. No separate
//     license notice appears on the public submission.
// Approach:
// Request exclusive ownership of the future pass-B output line in the
// existing lookahead block, leaving distance and arithmetic unchanged.
// Purpose:
// Experimentally measure whether output-line ownership improves the
// official 1015 runtime.
// ===== REFERENCES =====
// [1] duck.ac 用户 **saffah_cc_v41_agg1**(本账号团队),提交 **#106741** <https://duck.ac/submission/106741>
//     (6232.828705 ms)—— 用途:**本文件正文的逐字节基座**(本代理的 `[PFSC-B]` 一发,
//     其下依次是 `#106571 [PFSC2]` / `#106553 [PFSC]` / `#106531 [TRANS]` / `#106513 [MIRROR]`)。
// [2] ★★ duck.ac 用户 **saffah_codex_6s_agg2**,提交 **#106719** <https://duck.ac/submission/106719>
//     (6160.707919 ms —— 它把本题 T 从 ~6348 砍到 6160.7,**并把本题推红**)
//     —— 用途:**本发 `[FRORD]` 的技法与代码形态来源**。
//     差分口径(`BRIEF §2.18.349`):剥注释后 `diff`,对方与我方正文**只差 41 行**,且
//     **对方正文已包含我方 `[MIRROR]` 的 `s_bdT`**(其 `[FRORD]` 直接读 `s_bdT[d*E6Z_BDR+id]`)
//     ⇒ **对方是在我方的已接受件上改的**(`§2.18.349` 的原文情形)。对方**没有**我发的 `[PFSC-B]`。
// [3] `/home/yjp/duck.ac/BRIEF.md`:`§2.18.349`(先 diff 对手、判"抄它够不够")、
//     `§2.19.231`(足迹律:随机访问数组的**常驻足迹**是一阶量)、`§2.19.269`(链式代价律)、
//     `§2.19.210`(0.2~1% 档交付即测量)。
// [4] Intel SDM Vol.2A。**除 [2] 的技法外未复制任何他人代码**;[2] 的代码已按原样移植并注明来源。
// ======================
// ===== 思路 =====
// ★ 本发 = **移植对手 #106719 的 `[FRORD]` 技法**(单变量),叠在我方四把刀 + `[PFSC-B]` 之上。
//
// 【`[FRORD]` 是什么】新增 `static u32 s_frord[MAXK][MAXN];`(9 × 4 MB),在 setup 末尾**一次预处理**:
//   `for d: for r: { id = s_ord[d][r]; dst = pos[s_g[id]]++; s_frord[d][dst] = id | (s_bdT[d*BDR+id] << 20); }`
//   —— 即**每一维一张"按该维顺序、且把该点的桶号打包进高 12 位"的表**;
//   pass B 的 per-dim **计数排序整段被删除**,扫描环改为 `const u32 *fo = s_frord[d];`
//   `i = fo[qi] & 0xFFFFF; lo = FPOS(d, fo[qi] >> 20);`。
//
// 【为什么它值钱(本发的机制解读)】原形态里 pass B **每维先对组内查询做一次计数排序**(随机读
//   `s_bdT[d*BDR + s_qord[qi]]` 逐查询 gather),再用排序后的顺序去扫签名平面。
//   `[FRORD]` 之后:组内查询是按**维 d 顺序**排列的 ⇒ **它们的维-d 桶号单调不减** ⇒
//   `lo = FPOS(d, 桶)` **单调不减** ⇒ **扫描对 k−1 张平面的取数从"跳着走"变成一次单向推进** ✓✓
//   —— 这正是 `§2.19.231` 足迹律的又一种兑现(**减的是常驻足迹/复用距离,不是字节数**)。
//   代价:9 × 4 MB = **36 MB** 新数组 + 一次 9N 的预处理(读 `s_bdT` 随机、写 `s_frord` 按组顺序)。
//
// 【"抄它够不够"(`§2.18.349` 的判据)—— 结论:不够,但必须抄】对方 6160.707919、我方 6232.828705
//   ⇒ 抄全可得 ≈6160(**再叠我方 `[PFSC-B]` ≈6156**),而**严支 = 6099.101840**(我方 #106741 已把
//   "我方最快提交"变新 ⇒ 已翻回严支)⇒ **还差 ≈57 ms** ⇒ **本发是"上基座",不是收口** ✓
//   ⇒ 后续必须**在 `[FRORD]` 之上再叠**(我方正在做的方向:把 36 MB 预处理本身与 pass B 的其余取数按
//     `§2.19.231/§2.19.340` 两判据再筛一遍)。
//
// 【本发**不**动的】`[MIRROR]`/`[TRANS]`/`[PFSC]`/`[PFSC2]`/`[PFSC-B]` 五处我方改动**全部保留**;
//   无新增行为以外的改动、无内联汇编、无编译指示、无 `mmap`/`aligned_alloc`。
//
// 【本件上全跑的闸门】
//   ① 判题机同款编译(**不带 `-DLOCAL_TEST`**):`g++ -O2 -static -U_FORTIFY_SOURCE -std=c++17 -c` ⇒ **exit 0**;
//   ② 生产点 checksum:`seed=1 Q=2435` ⇒ **1940813359**;`seed=7` ⇒ **1947807711** —— **均与基座逐位相同** ✓
//      (`[FRORD]` 只改**处理顺序**:每个查询的答案独立计算、`out[]` 的累加满足交换律 ⇒ 期望逐位相同,
//        实测确认 ✓);
//   ③ **逐元素 dump 对拍**:`k=9 n=20000` / `k=8 n=20000` / `k=6 n=20000` / `k=9 n=200000` /
//      `k=9 n=1000000 Q=2435` ⇒ **5/5 两文件逐字节相同** ✓;
//   ④ 暴力对拍:`k∈{4..9} × n∈{300,2000} × mode∈{0..4}` = **60 配置,0 不符** ✓。
// ================
// ===== REFERENCES =====
// [1] duck.ac 用户 **saffah_cc_v41_agg1**(本账号团队),提交 **#106553** <https://duck.ac/submission/106553>
//     (6291.148457 ms,本账号本题当前最好成绩)—— 用途:**本文件正文的逐字节基座**(本代理自己的上一发 `[PFSC]`)。
// [2] 本工作区 `problems/1015/notes.md` §2 第 ① 条:per-dim orders 的那一笔"未定价"账
//     (随机 `s_cntv[v]` 行取 + 步距写)。**该笔账的两半**:步距写 = `[MIRROR]`+`[TRANS]`;
//     `s_cntv` 读 = `[PFSC]`;本发补上**第三处随机点**:scatter 环的 `q = s_tmp[v]++`。
// [3] 本工作区 `BRIEF.md`:`§2.19.265`(同一把刀判负必须带"机理前提(相位/受限资源)"——
//     本题预取族在 **pass A(LFB 受限)** 判负,本发动的仍是 **setup**,前提不适用)、
//     `§2.18.978`(内核级调度类改动本机不可判 ⇒ 判题机是唯一量具)。
// [4] Intel SDM Vol.2A(`PREFETCHT0`)。**未复制任何代码或数据。**
// ======================
// ===== 思路 =====
// ★ 本发目的 = **单变量、纯调度**:把 `[PFSC]` 已判题机定价(**−7.560 ms**)的同一条机理,
//   搬到 per-dim orders 里**另一处形态完全相同的随机点**。
//
// 【形态】scatter 环:`u32 q = s_tmp[v]++; od[q] = i;`(`v = xd[i]` **随机**)
//   * `s_tmp[v]` 是**随机读-改-写**(既读又写同一条 line),且它的结果 `q` 立刻喂给 `od[q] = i`
//     —— **一个随机 store**;也就是说这一次随机行取**同时**压在两条关键路径上;
//   * 与本循环同源:`xd[]` 是**顺序**读 ⇒ **v 提前 MF_PFSC2 个点就知道** ⇒ 可以提前发取数;
//   * 代价与 `[PFSC]` 同级:每点 1 条 prefetch + ~3 条 ALU(全循环 9e6 次 ≈ 1.3 ms)。
// 【覆盖三处分支】scatter 有三份源码形态(`#if MF_FB2` / `g_use_filt` / 朴素),**三处都加了同一条**
//   (互相 `#else` 排斥 ⇒ 出货只编进去一条),**新增开关 `MF_PFSC2`(出货 32)**,与 `MF_PFSC` 独立可关。
// 【为什么与 `[PFSC]` 不是重复发】两处是**不同的数组、不同的循环、不同的关键路径**
//   (`s_cntv` 读 vs `s_tmp` 读-改-写),且 `MF_PFSC`/`MF_PFSC2` 可各自单独关掉 ⇒ 仍是单变量。
// 【本发**不**动的】任何数组布局/步长/读写方向/循环边界/常量;`MF_PFSC` 保持 32 不变;
//   无新增数组、无内联汇编、无编译指示、无 `mmap`/`aligned_alloc`。
//
// 【本件上全跑的闸门】
//   ① 暴力对拍 `k∈{4..9} × n∈{300,2000} × mode∈{0..4}` = **60 配置,0 不符**;
//   ② **逐元素 dump 对拍**(`E6Z_DUMP` + `cmp`):`k=9 n=20000`/`k=8 n=20000`/`k=6 n=20000`/
//      `k=9 n=200000`/`k=9 n=1000000 Q=2435` ⇒ **5/5 完全相同**;
//   ③ 生产点 checksum:`seed=1` ⇒ **1940813359**;`seed=7` ⇒ **1947807711**(均与基座相同);
//   ④ 判题机同款编译(**不带 `-DLOCAL_TEST`**):`-O2 -static -U_FORTIFY_SOURCE -std=c++17 -c` ⇒ **exit 0**。
// ================
// ===== REFERENCES =====
// [1] duck.ac 用户 **saffah_cc_v41_agg1**(本账号团队),提交 **#105970**
//     <https://duck.ac/submission/105970>(6511.336351 ms,本账号本题当前最好成绩)
//     —— 用途:**本文件正文的基座**(= 本工作区 `problems/1015/work/x15c_sub_av8.cpp`,
//     由本账号另一位代理产出,含其 `[DISP32]`/`[AV8]` 两把刀)。本发**只加一处**,其余一字未改。
// [2] 同账号 **#106031** <https://duck.ac/submission/106031>(1013,5587.352595 ms,**一发转绿**)
//     与 **#105275** <https://duck.ac/submission/105275>(1014a,708.170440 ms)——
//     **"pass A 的 AND 取数环给每一条 bitset 流加 1 条 `_MM_HINT_T0`"这一形态在两道姊妹题上的
//     判题机兑现出处**:1013(6 条流)**−1.520%**、1014a(7 条流)**−0.565%**。
// [3] 同账号 **#100785** <https://duck.ac/submission/100785> —— `MF_PFB1..4` 预取站点机制出处。
// [4] /home/yjp/duck.ac/BRIEF.md §2.18.825(**端口模型**:先算 `max(loads/2, stores/1, uops/4)`
//     是哪一项、再只动那一项)、§2.18.831(软件预取只在**硬件流预取器跟不住**时兑现:判据是
//     步长非 2 的幂 / **多条交错流** / 连续段短)、§2.18.916(**跨规模可反号**)、
//     §2.18.917(**归因池 ≠ 边际池**,只有逐项消融才知道钱在哪)、
//     §2.18.957(本机/probe 幅度系统性偏大:**延迟型约 1/4、带宽型可达 1/30**;≤0.3% 会反号)。
// ======================
// ===== 思路 =====
// 【本发只加一处】pass A 的精确 AND 内环(`and_popcount_range<KK-1>` 的 4 字主循环)里,
// 给 **KK=8 条 bitset 流各加 1 条 `_mm_prefetch(bs[t] + w + 32, _MM_HINT_T0)`**(距离 32 字 = 256 B)。
// **纯预取、不改任何算术 ⇒ checksum 逐位相同**(闸门见下)。该环此前一条预取都没有。
//
// 【闸门①:对象性/可达性先核】本题 k=9 ⇒ **KK = 8 条 bitset 流**(与 `1016` 的 9 条、`1013` 的 6 条同型;
//   本题的 `and_popcount_range<KK-1>` 与那两题是同一族同一形态,`for (d = 1; d < KK; d++)` 八流交错)。
//
// 【为什么这一项该动 —— 逐项消融判"受限项",不是看归因(`§2.18.917`)】
// 同族 `1016`(同引擎、同 n=1e6 档)上先测干净:相位 = pass A **60.9%** / pass B 13.8% / 建表 24.2%;
// 两个**故意错值**臂判受限项:**[L] 把 KK 条取数压成 1 条(其余用寄存器算术)⇒ 整轮 −48.9%**;
// **[U] 保留全部取数与 AND、只把 nibble-popcount 归约换成 1 条 `vpaddq` ⇒ 只 −6.1%**
// ⇒ ★ **pass A 是访存受限(memory-bound),不是投递/uop 受限** ⇒ 按 `§2.18.825` 的 max 模型只该动访存。
// 本题同装置实测:**pass A = 63.1%** | pass B = 14.1% | 建表 = 22.8%(三臂相加与 base 吻合)。
//
// 【本机读数(同进程轮转、min-of-3;两个内核在同一二进制内、在**调用点**分派 ⇒ 两臂 codegen 都干净;
//   热环里加 `if` 会污染基座 codegen,本族已反复印证)】
//   base = 24610.3 Mcyc | **本发(8 流 ×1 条 @32 字)= 23320.5 Mcyc ⇒ −5.24%**
//   两臂 **checksum 完全相同**(18115811307693969637)⇒ 纯预取、逐位等价 ✓
//   几何取**判题端 auto-Q 同款**:k=9、n=1e6、**Q=2435**(`-DLOCAL_TEST` 的 main 默认
//   `g_Q = n/250+1 = 4001` 会把几何带偏 —— `§2.18.829` 的坑;让 main 走 `g_Q=0` 的 auto-Q 路径读真值)。
//
// 【幅度预期(按 `§2.18.957` 的标定打折)】本族同一把刀:本机 → 判题机 = `1013` 的 −5.8% → **−1.520%**(0.26×);
//   本条本机 −5.24% ⇒ 按同折扣预计 **−1.3% 上下**(约 −85 ms),而本题严支缺口只有 **35.7 ms(0.548%)**
//   ⇒ 预期过线并留余量。★ 规模律:同一把刀在 **n=1e5 是 +0.77%(负)**、n=1e6 是正 —— 本发只在本题 n=1e6 定价。
//
// 【正确性闸门】纯预取 ⇒ 期望逐位相同。已跑:k=9 × n=1e6 × mode=10 × Q∈{2435, 本地默认} 与基座逐行相同;
//   k=8 × n=1e6 同。构建 `-O2 -static`,与基座同款说明。
// ================
// ===== REFERENCES =====
// [1] duck.ac 用户 saffah_codex_6s_agg2,提交 #105693 <https://duck.ac/submission/105693>
//     (1015 原始引擎)。本发正文经 #105747 → #105824 → #105846 → #105902 → #105931 一路继承。
// [2] duck.ac 用户 saffah_cc_v41_agg1(本账号),提交 #105931 <https://duck.ac/submission/105931>
//     (6518.691891 ms)——**本发正文的直接基底**。
// [3] duck.ac 用户 saffah_cc_v41_agg1(本账号),提交 #105902 <https://duck.ac/submission/105902>
//     (6561.404587,签名主循环 8 条指针重载归零)与 #105846 <https://duck.ac/submission/105846> /
//     #105824 <https://duck.ac/submission/105824> / #105194 <https://duck.ac/submission/105194>:
//     本发继承的血统。
// [4] duck.ac 用户 saffah_cc_v41_agg1(本账号),提交 #105898 <https://duck.ac/submission/105898>
//     ——**该提交的作者是 `saffah_codex_6s_agg2`**(对手),本账号只是引用了它"把桶号类元数据由
//     u32 收窄到 u16"这一**思想**作为本发判据的动机(本账号 #105931 已独立实现该思想)。
//     本发**未复制任何他人代码**。
// [5] 本工作区 `notes.md` 记录的同族判据(本账号 `c5_`):
//     "**活动切片 × 元素宽度 与 L3 的关系**,而不是数组总大小" —— u16 那把(#105931,判题机
//     −42.71 ms)就是靠它选中的;本发的 [AV8] 用同一条判据选中 `avpool`。
// 上述公开提交均未附许可证声明;按本工作区惯例注明账号、原始提交地址与所用内容。
// ======================
// ===== 思路 =====
// 正式提交(非试验)。基底 = 本账号 [2](判题机 6518.691891 ms);严支门槛
// thr = 0.99*T + 1µs = 6475.623123(T = 6541.032447)⇒ 还需 **43.07 ms(0.66%)**。
//
// 【本发 = [AV8]:证明 `avpool` 的高 8 个 lane 对 k ≤ 9 是**死代码**,把它的行距砍半】
// `avpool` 每点存 `av[e] = (e==ds) ? 0x7FFFFFFF : BVAL(e, bd_e(i))`(e < k),其余补 0x7FFFFFFF,
// 行距 `STRIDE = 16 u32 = 64 B`。fringe 每对读它两半:
//     Avm  = LDU256(Avp)     | notexlo      → qT  = min_epi32(qr,  Avm)
//     Avmh = LDU256(Avp + 8) | notexloh     → qTh = min_epi32(qrh, Avmh)
// **证明高半是死的(k ≤ 9)**:`notexloh` 来自
//     `u32 exmask = 0; for (int e = 0; e < d; e++) if (e != ds) exmask |= 1u << e;`
// 其中 `d <= k-1`。**k ≤ 9 时 `e <= 7` ⇒ `exmask` 的 bit 8..15 恒为 0** ⇒
//     `hiAh[e-8] = ((exmask >> e) & 1) ? 0 : 0x7FFFFFFF` 恒为 `0x7FFFFFFF`
// ⇒ `Avmh ≡ 0x7FFFFFFF`(OR 之后仍是它)⇒ `qTh = min_epi32(qrh, 0x7FFFFFFF) ≡ qrh`。
// ⇒ **`Avp + 8` 那次 32 B 读与那次 `min_epi32` 是无用功;avpool 的 lane 8..15 从不影响结果。**
// (k = 10 时 `d` 可达 9 ⇒ bit 8 可达 ⇒ 那条路保留原码与 16 宽行距;本发用模板参数 `KK` 编译期分派。)
//
// 【改动(全部在一个函数内,行距由 `const u32 ASTRL = (KK<=9) ? 8u : 16u;` 决定)】
//   ① `avpool + ii*STRIDE` → `* ASTRL`(数据、预取、读取三处);
//   ② 建表循环的**写入上界**必须同步收窄(否则 `av[8]` 会写到下一个点的 lane 0 —— 我第一版
//      就是漏了这一条,本地 checksum 立刻报错:`1941908583 ≠ 1941936407`,已修正);
//   ③ `qTh` 在 k=9 时直接取 `qrh`(删掉 `Avp+8` 的读与 min)。
// 语义**逐位不变**。
//
// 【为什么预期它是正的 —— 与刚兑现的 u16 同一判据([5])】
// * `avpool` 每点 64 B → **32 B**(N=1e6:64 MB → 32 MB),**建表写入量减半**;
// * 每 (查询,维) 对的随机读从 **两次 32 B → 一次 32 B**(8e6 对 ⇒ 省 8e6 次 load);
// * **每个 ds 组的活动切片** ≈ 111k 点 × 64 B = **7.1 MB > L3(6 MB)** → 111k × 32 B = **3.6 MB < 6 MB**
//   ⇒ 由"容量不足"变成"能常驻" —— 这正是 u16 那把(4.4 MB → 2.2 MB,判题机 −42.71 ms)的同一形态;
// * 稠密化后每 64 B 行装 2 个点 ⇒ 同样数量的随机访问落在**一半的 line 上**。
//
// 【本地读数(如实声明:本题本地不可作方向依据)】判题机口径驱动、n=1e6/Q=2435/k=9/生产配置:
//   基座 [2] 三次:15018.5 / 15045.3 / 15111.2 ms,`chk=1941936407`
//   本发三次:15875.1 / 15081.1 / 16414.0 ms,`chk=1941936407`(**逐位相同** ✓)
//   ⇒ 本地 **偏慢**,但**本工作区已实测本地符号在本付题上两向都错过**:
//     `spl32` 本地 −1.544% → 判题机 **+0.011%**;`[NODUP]` 本地 +1.35% → 判题机 **+0.023%**;
//     `[PAPT]` 本地 −7.67% → 判题机 **+0.084%** ⇒ **本发依据是机理 + 同判据的判题机先例,不是本地计时**。
// 正确性闸门:n=1e6 逐位比对(见上)+ 生成器 `work/x15c_av8.py`(锚点全部 `assert count==1`;
//   第一版写越界的缺陷由该闸门当场抓出)。
// ================
// ===== REFERENCES =====
// [1] duck.ac 用户 saffah_codex_6s_agg2,提交 #105693 <https://duck.ac/submission/105693>
//     用途:**直接复制其正文全部** —— 本文件正文 = 该提交去掉它的英文头注释后**逐字节副本**
//     (用 `tools/fnmd5.py` + 归一化全量 diff 核对:与本账号 #103376 只差 3 处,见下)。
// [2] duck.ac 本账号 saffah_cc_v41_agg1,提交 #103376 <https://duck.ac/submission/103376>
//     :本账号在本题的上一最好件,也是 [1] 自述的被复制对象。
//     ★ [1] 的头注释自述其"按查询序缓存 pass-B 桶键"(`s_bkt[]`)思想出自
//     <https://duck.ac/submission/105194>(= 本账号),故该思想本发一并标注出处。
// [3] duck.ac 用户 saffah_codex_6s_agg2,提交 #103109 <https://duck.ac/submission/103109>:
//     [2] 的血统来源(boundary-vector 池 / subs_epu8 签名筛 / tune=skylake)。
// [4] duck.ac 本账号,提交 #99510 <https://duck.ac/submission/99510>:min-fold 池与 fringe 计数引擎的原始出处。
// [5] duck.ac 本账号,提交 #101379 <https://duck.ac/submission/101379> 与 #102052
//     <https://duck.ac/submission/102052>:boundary-vector 提升与无符号字节签名。
// 以上均为本站公开提交;未见附带许可证声明,已按 `RULES §3.1` 逐条给出原作者账号、原始提交 URL 与所用内容。
// ======================
// ===== 思路 =====
// 【单变量:把 `s_bd` / `s_bkt` / `s_bks` 由 u32 改为 **u16**(桶号 < Q ≤ MAXQ-1 = 4095)】
// 基座 = 本账号 #105902(6561.404587 ms)。
// 1) 病灶:`s_bd` = MAXN*MAXK 个 u32 = **40 MB**,判题机 L3 只有 6 MB,而它在 pass A / pass B 里被**随机**读。
// 2) 改法:桶号恒 `< Q ≤ MAXQ-1 = 4095`(`s_bd[...] = bb > Q-1 ? Q-1 : bb` 保证)⇒ u16 无损,40 MB → **20 MB**。
//    ★ 为什么本题有收益(我一度判错):关键不是"总行数",而是 **每个 ds 组的活动切片** ——
//    `~N/k*MAXK` 条目 = 111k*10 ⇒ u32 **4.4 MB** vs u16 **2.2 MB**,而 L3 = 6 MB ⇒ 只有 u16 能常驻;
//    同时同数量的随机访问落在**一半的 line 上**。
// 3) 本发只改类型与 6 处指针声明,不改算法/布局/常量。
// 取材:从本账号 #105902 与对手 #105898 <https://duck.ac/submission/105898> 的全量 diff 里发现他已做此改动
//    (`tools/fnmd5.py` + 归一化全量 diff);**本件逐行自己实现,未复制他的代码**。
// 闸门:本地 n=2000 五形态 brute 全 OK;n=200000 / Q=400 **校验和逐位相同**。
// ================
#pragma GCC optimize("O3,unroll-loops,no-strict-aliasing")
#pragma GCC target("avx2,bmi,bmi2,popcnt,lzcnt,tune=skylake")
#define MF_QCOEF 250
#define MF_NOFILTB 1
// [x15b2/disp32] Compile-time signature-plane stride.  Because the k-lane loop
// is fully unrolled, e*MF_SPL folds into a disp32 immediate and the k plane
// base pointers stop needing registers (they were spilled + reloaded 8x per
// 32-lane iteration when the stride was the runtime value N+64).
// 1000064 == N + 64 for the judge configured n = 1e6, i.e. EXACTLY the runtime stride
// the base used, so the plane layout, the L1/L2 set phase and the footprint are
// bit-for-bit unchanged: this is a pure addressing-form change.
// Valid only while N + 64 <= MF_SPL -- the s_sig allocation refuses otherwise.
#define MF_SPL ((size_t)1000064)
// duck.ac 1012..1016 : k-D dominance counting (k=6..10).
//
// MIN-FOLD engine, stage 1:  for every query point i pick the dimension ds(i) with the
// smallest  gt[d][i] = #{p : x_d[p] < x_d[i]}.  Number the bit space by the rank in dim ds;
// then S_ds(i) is EXACTLY the bit range [0, gt[ds][i]) -- no array and no fringe needed for
// that dimension, and the AND over the remaining k-1 bitsets only reads
// ~gt[ds][i]/64 words instead of n/128.  With random coordinates E[min_d x_d] = n/(k+1),
// so the dominant traffic drops by a factor (k+1)/2 versus a fixed fold.
//
// Queries are processed in groups by ds; each group needs its own pool (bit numbering = the
// rank in ds).  The fringe (aligned-bucket prefix sets that miss points) is scanned with the
// transposed per-dimension coordinate rows, exactly as in the earlier engine.
#include <immintrin.h>
#ifdef LOCAL_TEST
#include <cstdio>
#include <cstdlib>
#include <ctime>
#else
#ifdef __cplusplus
extern "C" void *malloc(unsigned long);
#else
void *malloc(unsigned long);
#endif
#endif

typedef unsigned u32;
typedef unsigned char u8;
typedef unsigned short u16;
typedef unsigned long long u64;

// g++-9 -O2 applies -mavx256-split-unaligned-load, so EVERY _mm256_loadu_si256
// compiles to "vmovdqu xmm; vinserti128" -- TWO loads plus a shuffle instead of one.
// This statement-expression macro emits the single vmovdqu ymm and, being a macro,
// inherits the caller's target attribute with no inlining constraints.
#define LDU256(p) ({ __m256i _v256; __asm__("vmovdqu %1, %0" : "=x"(_v256) : "m"(*(const __m256i *)(p))); _v256; })


#ifndef MAXN
#define MAXN 1000005
#endif
#define MAXK 10
#define STRIDE 16

// Bucket-count coefficient: q ~ sqrt(n) * MF_QCOEF/100.  Larger q = smaller
// bucket = fewer fringe candidates, at the cost of a bigger pool + build.
// Bucket count = sqrt(n) * MF_QCOEF/100 * kscale[k].  MEASURED OPTIMA (board):
//   n=1e6  k=6..8 : 122 default is fine (1013 7.491 s, 1014 8.503 s at 122)
//   n=1e6  k=9/10 : 92  (1016 10.888 s at 92; 10.959 at 122; 11.129 at 200) -- the pool
//                        build dominates at the base size, so COARSER buckets win
//   n<=3e5 k=9/10 : 200 (1016b 291.4 ms vs 326.6 at 122; 1015a 1.444, 1016a 1.517) -- the
//                        pool is not memory-capped there, so FINER buckets shrink the fringe
// i.e. this single global default cannot be right for every (problem size, k); re-sweep it
// whenever a family member is tuned.
#ifndef MF_APF
#define MF_APF 0
#endif
#ifndef MF_QCOEF
#define MF_QCOEF 122
#endif
// Transposed fringe rows: stride padded to 8 u32 (32 B) for k<=8 so every
// candidate load is one aligned, line-contained 32-byte vector load.
#ifndef MF_KSPAD
#define MF_KSPAD 1
#endif
// 1 = let the coarse-grid fringe filter auto-enable for coarse buckets (B>=400)
#ifndef MF_FILTAUTO
#define MF_FILTAUTO 1
#endif
// 1 = non-temporal stores for the (write-once, read-much-later, huge) pool build
#ifndef MF_NT
#define MF_NT 1
#endif
#ifndef MF_FR_NOSORT
#define MF_FR_NOSORT 0
#endif
#ifndef MF_FR_NOCAND
#define MF_FR_NOCAND 0
#endif
#ifndef MF_BUILD_NOPOOL
#define MF_BUILD_NOPOOL 0
#endif
#ifndef MF_FR_NOREAD
#define MF_FR_NOREAD 0
#endif
#ifndef MF_NOSDMP
#define MF_NOSDMP 0
#endif
// MF_FB2: sweep-the-e-order-once filter build with (k-1) live accumulators.
// MEASURED WORSE on the board (1016 12.580 -> 13.361 s, 1014 9.400 -> 10.287 s):
// k-1 live 125 KB accumulators exceed L2, so every RMW becomes an L3 read-modify-write
// and that costs more than the random reads it saves.  Kept only as a springboard.
#ifndef MF_FB2
#define MF_FB2 0
#endif
#ifndef MF_FB3
#define MF_FB3 1
#endif
// Per-(dim,bucket) pooled-array lengths (MF_WTRIM must be on).
#ifndef MF_PLEN
#define MF_PLEN 1
#endif
#ifndef MF_BUDGETMB
#define MF_BUDGETMB 1800
#endif
#ifndef MF_NOFILTB
#define MF_NOFILTB 0
#endif
// Lookahead distance for prefetching the scattered per-query metadata
// (s_pm record, s_gt threshold, s_bd bucket word) in pass B / pass A.
#ifndef MF_PFB
#define MF_PFB 24
// [PFSC] prefetch distance for the per-dim gt/bd block's s_cntv[] row fetch (0 = off)
#define MF_PFSC 32
// [PFSC2] prefetch distance for the scatter loop's s_tmp[] read-modify-write (0 = off)
#define MF_PFSC2 32
#endif
// Pass A: sort each ds group by the bucket of one non-fold dim and copy that
// dim's (dim,bucket) array prefix into a small cache-resident scratch so the
// ~137 queries sharing it do not each re-fetch ~70 KB from DRAM.  1 = on.
#ifndef MF_ASCR
#define MF_ASCR 1
#endif
// ============================================================================
// !! DO NOT ENABLE MF_WTRIM / MF_PLEN !!
// MF_WTRIM (per-group pool stride) and MF_PLEN (per-(dim,bucket) array lengths)
// each buy only ~1% on the 1012-1016 family, but BOTH COMPUTE WRONG RESULTS for
// coarse bucket grids.  Reproductions (local, LOCAL_TEST main):
//     ./with_wtrim 10 2000 11 0 3   -> 4 mismatches   (MF_WTRIM=1)
//     ./with_plen   6 2000 11 0 3   -> 24 mismatches  (MF_PLEN=1)
// The AND's reads stay inside the shortened arrays (an instrumented build reports
// zero out-of-range reads), so the defect is in the shortened arrays' *content*,
// not their length; it is NOT yet localised.  The fastest recorded board times
// (1012 6.753 s, 1016 12.386 s) came from a build with these on: that build is AC
// on all 15 judge suites, but it must never be shipped as the default, because it
// is known-wrong on data we have not seen.  Fixing this properly is worth ~1%.
// ============================================================================
// Trim the pool stride per ds group to the largest R actually read (-13% pool).
#ifndef MF_WTRIM
#define MF_WTRIM 0
#endif
#define AS_WORDS 20480
#ifndef MF_PFA
#define MF_PFA 8
#endif
#ifndef MF_FR_NOMETA
#define MF_FR_NOMETA 0
#endif

#ifndef MAXQ
#define MAXQ 4096
#endif

static u32 s_ord[MAXK][MAXN];
// [FRORD] per-dim array in dim-d order with the exact bucket packed into the high bits.
// Positioned exactly as in rival #106719 (between s_ord and s_gt): the placement of a
// 36 MB static moves every later array, and the local A/B is sensitive to it.
static u32 s_frord[MAXK][MAXN];
static u32 s_gt[MAXK][MAXN];
static u32 s_pm[(size_t)MAXN * STRIDE] __attribute__((aligned(64)));
/* [U16] bucket words are always <= Q-1 <= MAXQ-1 = 4095, so u16 is lossless.
   Halving the array 40 MB -> 20 MB matters because the live slice per ds group is
   ~N/k*MAXK entries: 111k*10*4 = 4.4 MB (u32) vs 2.2 MB (u16) against a 6 MB L3. */
// [MIRROR] dim-major SoA slice for the RANDOM single-field readers of s_bd.
// s_bd (point-major, stride 20 B) is kept for the whole-record readers.
// BDR pads each dim row to a 64-B boundary so panels start line-aligned.
#define E6Z_BDR (((size_t)(MAXN) + 31u) & ~(size_t)31u)
static u16 s_bdT[(size_t)MAXK * E6Z_BDR];
static u16 s_bd[(size_t)MAXN * MAXK];
static u32 s_g[MAXN];
static u32 s_qord[MAXN], s_tmp[MAXN], s_cntv[MAXN];
static u16 s_bkt[MAXN];
static u16 s_bks[MAXN];   // [K3a] sort keys scattered into post-sort order
static u32 s_nid[MAXN];
static u32 s_pos[MAXK][MAXN];
static u32 s_posp[(size_t)MAXK * MAXN];   // s_posp[p*MAXK+d] = rank of p in dim d
static u64 s_facc[(size_t)(MAXK - 1) * (((MAXN) + 63) / 64 + 16)];
static u32 s_bnde[(size_t)MAXK * (MAXQ + 2)];   // per-dim coarse-cell boundary positions
static u64 *s_fbm = 0;
static u64 s_fbuf[8192] __attribute__((aligned(64)));
static __m256i khi8v, khi8hv;
static u32 g_Qc = 32;
static u32 g_fbm_W = 0;
static int g_use_filt = 0;
static int g_lexsort = 0;
static int g_nofilt = 0;
static u32 s_fpos[(MAXK + 1) * MAXQ];
static u32 s_bval[(MAXK + 1) * MAXQ];
static u64 *s_bs = 0;
static u64 s_acc[MAXN / 64 + 256] __attribute__((aligned(64)));
static u32 *s_sdmp[MAXK];
static u64 s_ascr[AS_WORDS] __attribute__((aligned(64)));
static u32 s_maxr[(size_t)MAXK * MAXK * MAXQ];
// ---- byte-signature coarse filter for the fringe scan -------------------
// The fringe scan is BYTE-bound, not instruction-bound: at k=10/n=1.5e5 it moves
// 6.6 GB at 19.9 GB/s (judge DRAM read roofline is 21.1 GB/s), and at k=9/n=2e5
// 8.6 GB at 18.4 GB/s.  Each candidate costs 4*k bytes of s_sdmp row.  sig is a
// 1-BYTE-per-dim order-preserving reduction (sig = coord >> SIGSH, chosen so it
// fits in 8 bits): for a strict compare pv[e] < qT[e] it is DECISIVE whenever
// sig(pv[e]) != sig(qT[e]) in some lane, and only ties need the exact 32-bit row.
// That drops the candidate cost from 4*k bytes to k bytes (+ a ~4 % exact
// fallback), i.e. ~4x less traffic on the dominant term.
static u8 *s_sig = 0;
static int g_sig_on = 0;
static int g_sig_merged = 0;
static u32 g_sigsh = 0;
static u32 s_pofs[(size_t)MAXK * MAXQ];
static u32 s_plen[(size_t)MAXK * MAXQ];
static int g_plen_on = 0;

static u32 g_W, g_Q, g_B;
static u32 g_KS;   // row stride of the transposed coordinate rows (64 B for k>8)
static int g_nosort = 0;
static int g_nosdmp = 0;
static int g_skip_and = 0, g_skip_fringe = 0;

#define FPOS(d, b) s_fpos[(size_t)(d) * MAXQ + (b)]
#define BVAL(d, b) s_bval[(size_t)(d) * MAXQ + (b)]

static void *pool_alloc(size_t bytes) {
  void *raw = malloc(bytes + (2u << 20));
  if (!raw) return 0;
  return (void *)(((size_t)raw + (2u << 20) - 1) & ~(size_t)((2u << 20) - 1));
}

// Harley-Seal / Muła nibble-popcount.  The old form (32-byte store to a scratch
// array followed by four 64-bit popcnt) costs ~14 cycles per 32 bytes because
// store-forwarding + port-1 popcnt serialise; this measures 1.48x faster on a
// pure-L1 microbenchmark (work/c6d2/alucost.cpp: 19.27 -> 13.06 cyc per chunk).
// Byte accumulators saturate at 255, so flush every 31 iterations (<=8 per byte).
__attribute__((target("avx2,popcnt")))
static inline u32 hsum256(__m256i v) {
  u64 b[4];
  _mm256_storeu_si256((__m256i *)b, v);
  return (u32)(b[0] + b[1] + b[2] + b[3]);
}
template<int KK>
__attribute__((target("avx2,popcnt")))
static u32 and_popcount_range(const u64 *const *bs, u32 Wr, u32 rem) {
  const __m256i lm = _mm256_set1_epi8(0x0f);
  const __m256i lk = _mm256_setr_epi8(0,1,1,2,1,2,2,3,1,2,2,3,2,3,3,4,
                                      0,1,1,2,1,2,2,3,1,2,2,3,2,3,3,4);
  const __m256i z = _mm256_setzero_si256();
  /* [PFDENS] one iteration = 64 B (a whole line) per lane: the row coverage is
     unchanged, but each 64 B line is prefetched ONCE instead of twice, and the lead
     time is 2x (8 iterations' worth).  Two nibble-LUT accumulators keep the flush
     cadence at 31 iterations (<=8 per byte each), so the sum is unchanged. */
  __m256i tot = z, acc0 = z, acc1 = z;
  u32 w = 0, cnt = 0, total = 0;
  for (; w + 8 <= Wr; w += 8) {
    if (KK > 1) _mm_prefetch((const char *)(bs[1] + w + 48), _MM_HINT_T0);
    if (KK > 2) _mm_prefetch((const char *)(bs[2] + w + 48), _MM_HINT_T0);
    if (KK > 3) _mm_prefetch((const char *)(bs[3] + w + 48), _MM_HINT_T0);
    if (KK > 4) _mm_prefetch((const char *)(bs[4] + w + 48), _MM_HINT_T0);
    if (KK > 5) _mm_prefetch((const char *)(bs[5] + w + 48), _MM_HINT_T0);
    if (KK > 6) _mm_prefetch((const char *)(bs[6] + w + 48), _MM_HINT_T0);
    if (KK > 7) _mm_prefetch((const char *)(bs[7] + w + 48), _MM_HINT_T0);
    __m256i a = LDU256((bs[0] + w));
    for (int d = 1; d < KK; d++) a = _mm256_and_si256(a, LDU256((bs[d] + w)));
    __m256i lo0 = _mm256_and_si256(a, lm);
    __m256i hi0 = _mm256_and_si256(_mm256_srli_epi16(a, 4), lm);
    acc0 = _mm256_add_epi8(acc0, _mm256_add_epi8(_mm256_shuffle_epi8(lk, lo0), _mm256_shuffle_epi8(lk, hi0)));
    __m256i b = LDU256((bs[0] + w + 4));
    for (int d = 1; d < KK; d++) b = _mm256_and_si256(b, LDU256((bs[d] + w + 4)));
    __m256i lo1 = _mm256_and_si256(b, lm);
    __m256i hi1 = _mm256_and_si256(_mm256_srli_epi16(b, 4), lm);
    acc1 = _mm256_add_epi8(acc1, _mm256_add_epi8(_mm256_shuffle_epi8(lk, lo1), _mm256_shuffle_epi8(lk, hi1)));
    if (++cnt == 31) {
      tot = _mm256_add_epi64(tot, _mm256_sad_epu8(acc0, z));
      tot = _mm256_add_epi64(tot, _mm256_sad_epu8(acc1, z));
      acc0 = acc1 = z; cnt = 0;
    }
  }
  for (; w + 4 <= Wr; w += 4) {
    __m256i a = LDU256((bs[0] + w));
    for (int d = 1; d < KK; d++) a = _mm256_and_si256(a, LDU256((bs[d] + w)));
    __m256i lo2 = _mm256_and_si256(a, lm);
    __m256i hi2 = _mm256_and_si256(_mm256_srli_epi16(a, 4), lm);
    acc0 = _mm256_add_epi8(acc0, _mm256_add_epi8(_mm256_shuffle_epi8(lk, lo2), _mm256_shuffle_epi8(lk, hi2)));
  }
  tot = _mm256_add_epi64(tot, _mm256_sad_epu8(acc0, z));
  tot = _mm256_add_epi64(tot, _mm256_sad_epu8(acc1, z));
  total = hsum256(tot);
  for (; w < Wr; w++) {
    u64 v = bs[0][w];
    for (int d = 1; d < KK; d++) v &= bs[d][w];
    total += (u32)__builtin_popcountll(v);
  }
  if (rem) {
    u64 v = bs[0][Wr];
    for (int d = 1; d < KK; d++) v &= bs[d][Wr];
    total += (u32)__builtin_popcountll(v & ((1ull << rem) - 1));
  }
  return total;
}

template<int KK>
__attribute__((target("avx2,popcnt")))
static void query_group(u32 N, u32 *out, u32 ds, u32 q0, u32 q1, u32 Q, u32 W) {
  const int k = KK;
  const int K1 = KK - 1;
  // [AV8] avpool row stride in u32.  For KK <= 9 exmask never reaches bit 8, so
  // avpool lanes 8..15 are dead (proof at the qTh site) and half a row suffices.
  // KK == 10 can reach bit 8, so it keeps the original 16-wide row.
  const u32 ASTRL = (KK <= 9) ? 8u : 16u;
#if MF_ASCR
    // ---- pass A locality: order the group by the bucket in one non-fold dim so that the
    //      ~Q-run of queries needing array (e1,b) is processed together, and pin that
    //      array's prefix in a small scratch (the other k-2 dims still stream from DRAM
    //      and evict a 70 KB hot array within one query, which is why merely sorting
    //      the queries was measured a wash). ----
    const u32 d1 = (ds == 0) ? 1u : 0u;
    const u32 e1 = (d1 < ds) ? d1 : d1 - 1;
    {
      u32 *cntv = s_cntv;
      for (u32 v = 0; v <= Q; v++) cntv[v] = 0;
      for (u32 qi = q0; qi < q1; qi++) {
        u32 bb = s_bdT[(size_t)d1 * E6Z_BDR + s_qord[qi]];
        s_bkt[qi] = bb;
        cntv[bb + 1]++;
      }
      { u32 ac = q0; for (u32 v = 0; v <= Q; v++) { u32 c = cntv[v]; cntv[v] = ac; ac += c; } }
      for (u32 qi = q0; qi < q1; qi++) { u32 id = s_qord[qi]; s_tmp[cntv[s_bkt[qi] + 1]++] = id; }
      for (u32 qi = q0; qi < q1; qi++) s_qord[qi] = s_tmp[qi];
    }
#else
    const u32 d1 = 0, e1 = 0;
#endif
    // ---- pass A: aligned AND; queries ordered lexicographically by their bucket vector so
    //      that consecutive queries share bitset arrays (keeps the working set small). ----
    if (g_lexsort) {
      u32 *cntv = s_cntv;
      for (int dd = k - 1; dd >= 0; dd--) {
        if (dd == ds) continue;
        for (u32 v = 0; v <= Q; v++) cntv[v] = 0;
        for (u32 qi = q0; qi < q1; qi++) cntv[s_bdT[(size_t)dd * E6Z_BDR + s_qord[qi]] + 1]++;
        { u32 ac = q0; for (u32 v = 0; v <= Q; v++) { u32 c = cntv[v]; cntv[v] = ac; ac += c; } }
        for (u32 qi = q0; qi < q1; qi++) { u32 id = s_qord[qi]; s_tmp[cntv[s_bdT[(size_t)dd * E6Z_BDR + id] + 1]++] = id; }
        for (u32 qi = q0; qi < q1; qi++) s_qord[qi] = s_tmp[qi];
      }
    }
#ifdef PF_DIST
    for (u32 qi = q0; qi < q0 + PF_DIST && qi + PF_DIST < q1; qi++) {
      u32 j = s_qord[qi + PF_DIST];
      const u16 *bdn = s_bd + (size_t)j * MAXK;
      for (int e = 0; e < K1; e++) {
        int d = (e < ds) ? e : e + 1;
        const char *pp = (const char *)(s_bs + ((size_t)e * (Q + 1) + bdn[d]) * W);
        _mm_prefetch(pp, _MM_HINT_T0);
        _mm_prefetch(pp + 64, _MM_HINT_T0);
        _mm_prefetch(pp + 128, _MM_HINT_T0);
      }
    }
#endif
#if MF_ASCR
    {
      u32 qi = q0;
      while (qi < q1) {
        u32 b1 = s_bdT[(size_t)d1 * E6Z_BDR + s_qord[qi]];
        u32 qe = qi + 1;
        while (qe < q1 && s_bdT[(size_t)d1 * E6Z_BDR + s_qord[qe]] == b1) qe++;
        const u64 *bp1 = g_plen_on ? (s_bs + s_pofs[(size_t)e1 * MAXQ + b1])
                                   : (s_bs + ((size_t)e1 * (Q + 1) + b1) * W);
        u32 mx = 1;
        for (u32 t = qi; t < qe; t++) { u32 rr = s_gt[ds][s_qord[t]]; if (rr > mx) mx = rr; }
        u32 nwd = (mx >> 6) + 1;
        if (nwd <= AS_WORDS) {
          const u64 *src = bp1;
          for (u32 w = 0; w < nwd; w++) s_ascr[w] = src[w];
          bp1 = s_ascr;
        }
        for (u32 qq = qi; qq < qe; qq++) {
          u32 i = s_qord[qq];
          const u16 *bd = s_bd + (size_t)i * MAXK;
#if MF_PFA > 0
          {
            u32 qj = qq + MF_PFA;
            if (qj < qe) {
              u32 j = s_qord[qj];
              _mm_prefetch((const char *)(s_bd + (size_t)j * MAXK), _MM_HINT_T0);
              _mm_prefetch((const char *)(s_gt[ds] + j), _MM_HINT_T0);
              // [PFSC-B] pass-B's non-chained random RMW target out[j] was missing from
              // this block (sibling 1015b measured the same omission at -1.486%).  j comes
              // from the SEQUENTIAL array s_qord, so the lead-MF_PFA line needs no
              // second-level dependency (BRIEF 2.19.269 chained-cost law / 2.19.323).
              _mm_prefetch((const char *)(out + j), _MM_HINT_T0);
            }
          }
#endif
          const u32 R = s_gt[ds][i];
          u32 cnt = 0;
          if (R && !g_skip_and) {
            const u64 *bp[MAXK];
            for (int e = 0; e < K1; e++) {
              if (e == (int)e1) bp[e] = bp1;
              else { int d = (e < ds) ? e : e + 1;
                     bp[e] = g_plen_on ? (s_bs + s_pofs[(size_t)e * MAXQ + bd[d]])
                                       : (s_bs + ((size_t)e * (Q + 1) + bd[d]) * W); }
            }
            cnt = and_popcount_range<KK - 1>(bp, R >> 6, R & 63u);
          }
          out[i] = cnt;
        }
        qi = qe;
      }
    }
#else
    for (u32 qi = q0; qi < q1; qi++) {
      u32 i = s_qord[qi];
      const u16 *bd = s_bd + (size_t)i * MAXK;
#if MF_PFA > 0
      {
        u32 qj = qi + MF_PFA;
        if (qj < q1) {
          u32 j = s_qord[qj];
          _mm_prefetch((const char *)(s_bd + (size_t)j * MAXK), _MM_HINT_T0);
          _mm_prefetch((const char *)(s_gt[ds] + j), _MM_HINT_T0);
          // [PFSC-B] pass-B's non-chained random RMW target out[j] was missing from
          // this block (sibling 1015b measured the same omission at -1.486%).  j comes
          // from the SEQUENTIAL array s_qord, so the lead-MF_PFA line needs no
          // second-level dependency (BRIEF 2.19.269 chained-cost law / 2.19.323).
          _mm_prefetch((const char *)(out + j), _MM_HINT_T0);
        }
      }
#endif
#ifdef PF_DIST
      if (qi + PF_DIST < q1) {
        u32 j = s_qord[qi + PF_DIST];
        const u16 *bdn = s_bd + (size_t)j * MAXK;
        for (int e = 0; e < K1; e++) {
          int d = (e < ds) ? e : e + 1;
          const char *pp = (const char *)(s_bs + ((size_t)e * (Q + 1) + bdn[d]) * W);
          _mm_prefetch(pp, _MM_HINT_T0);
          _mm_prefetch(pp + 64, _MM_HINT_T0);
          _mm_prefetch(pp + 128, _MM_HINT_T0);
        }
      }
#endif
      const u32 R = s_gt[ds][i];
      u32 cnt = 0;
      if (R && !g_skip_and) {
          const u64 *bp[MAXK];
        for (int e = 0; e < K1; e++) {
          int d = (e < ds) ? e : e + 1;
          bp[e] = g_plen_on ? (s_bs + s_pofs[(size_t)e * MAXQ + bd[d]])
                            : (s_bs + ((size_t)e * (Q + 1) + bd[d]) * W);
#ifdef DBG_PLEN
          if (g_plen_on) {
            u32 need = (R >> 6) + ((R & 63) ? 1 : 0);
            if (need > s_plen[(size_t)e * MAXQ + bd[d]])
              printf("DBG ds=%d e=%d d=%d b=%u R=%u need=%u len=%u\n", ds, e, d, bd[d], R, need, s_plen[(size_t)e * MAXQ + bd[d]]);
          }
#endif
        }
        cnt = and_popcount_range<KK - 1>(bp, R >> 6, R & 63u);
      }
      out[i] = cnt;
    }
#endif
    if (g_skip_fringe) return;
    static u32 *avpool = 0; static size_t avcap = 0;
    {
      size_t needav = (size_t)N * STRIDE * 4 + 256;
      if (needav > avcap) { avpool = (u32 *)pool_alloc(needav); avcap = avpool ? needav : 0; }
      if (avpool) for (u32 qi = q0; qi < q1; qi++) {
        u32 ii = s_qord[qi];
        const u16 *bdi = s_bd + (size_t)ii * MAXK;
        u32 *av = avpool + (size_t)ii * ASTRL;
        for (int e = 0; e < k && e < (int)ASTRL; e++) av[e] = (e == (int)ds) ? 0x7FFFFFFFu : BVAL(e, bdi[e]);
        for (int e = k; e < (int)ASTRL; e++) av[e] = 0x7FFFFFFFu;
      }
    }
    // ---- pass B: fringe, dimension-major.  Ordering the group's queries by their bucket in
    //      dim d makes every scan walk one L1-resident bucket block of the dim-d order. ----
    for (int d = 0; d < k; d++) {
      if (d == ds) continue;
      // [FRORD] the per-dim counting sort is GONE: s_frord[d] is already in dim-d order
      // with each point's bucket packed in the high bits, so the loop below reads it
      // sequentially instead of gather-sorting s_qord through random s_bdT buckets.
      const u32 *fo = s_frord[d];
      u32 exmask = 0;
      for (int e = 0; e < d; e++) if (e != ds) exmask |= 1u << e;
      // "don't care" lanes are forced to a maximum-unsigned value, so one unsigned max test
      // per candidate decides domination *and* the exclusion rule together.
      u32 hiA[8], hiAh[8];
      for (int e = 0; e < 8; e++) hiA[e] = ((exmask >> e) & 1u) ? 0u : 0x7FFFFFFFu;
      for (int e = 8; e < 16; e++) hiAh[e - 8] = ((exmask >> e) & 1u) ? 0u : 0x7FFFFFFFu;
      const __m256i notexlo = LDU256(hiA);
      const __m256i notexloh = LDU256(hiAh);
      const __m256i all8 = _mm256_set1_epi32(-1);
      // [x15b2/disp32] one base register; the per-plane offset e*MF_SPL is a
      // compile-time constant and therefore a disp32 immediate in the load.
      const u8 *const sbase = s_sig + (size_t)d * k * MF_SPL;
      const u32 *const odd = s_ord[d];
      for (u32 qi = q0; qi < q1; qi++) {
        u32 i = fo[qi] & 0xFFFFFu;
#if MF_PFB > 0
        {
          u32 qj = qi + MF_PFB;
          if (qj < q1) {
            u32 j = fo[qj] & 0xFFFFFu;
            _mm_prefetch((const char *)(s_pm + (size_t)j * STRIDE), _MM_HINT_T0);
            _mm_prefetch((const char *)(s_gt[d] + j), _MM_HINT_T0);
            _mm_prefetch((const char *)(avpool + (size_t)j * ASTRL), _MM_HINT_T0);
            /* [PFB3-OUT / 2.19.339+2.19.344] pass-B's RMW target out[] was absent here: the
               body does out[i] += add (lines 779/950) and the block prefetched only the
               metadata rows.  RMW + 1.2 MB (n=3e5) + lookahead MF_PFB steps.  Same cell that
               paid -24.1 ms (#106747) / -19.4 ms (#106762, green) on 1015a; the pass-A
               store variant on this problem was only -4.5 ms.  Pure prefetch, bit-identical. */
            __asm__ __volatile__("prefetchw %0" :: "m"(*(const char *)(out + j)));
          }
        }
#endif
        const u32 lo = FPOS(d, fo[qi] >> 20);   // [K3a] sequential key, not a cold s_bd line
        const u32 hi = s_gt[d][i];
        if (lo >= hi) continue;
        const u32 *rec = s_pm + (size_t)i * STRIDE;
        const u32 *Avp = avpool + (size_t)i * ASTRL;
        __m256i qr = _mm256_or_si256(_mm256_load_si256((const __m256i *)rec), khi8v);
        __m256i Avm = _mm256_or_si256(LDU256(Avp), notexlo);
        __m256i qT = _mm256_min_epi32(qr, Avm);
        __m256i qTh;
        if (k > 9) {
          // k = 10: d can reach 9, so exmask bit 8 is reachable -> keep the real test.
          __m256i qrh = _mm256_or_si256(LDU256((rec + 8)), khi8hv);
          __m256i Avmh = _mm256_or_si256(LDU256((Avp + 8)), notexloh);
          qTh = _mm256_min_epi32(qrh, Avmh);
        } else if (k > 8) {
          // [AV8] k = 9: expmask stays inside bits 0..7 => hiAh is all-0x7FFFFFFF
          // => Avmh is identically 0x7FFFFFFF => qTh = min_epi32(qrh, 0x7FFFFFFF)
          // == qrh.  avpool lanes 8..15 (and this load + min) are dead code.
          qTh = _mm256_or_si256(LDU256((rec + 8)), khi8hv);
        } else {
          qTh = all8;
        }
        u32 add = 0;
        const u32 *c0 = s_sdmp[d] ? (s_sdmp[d] + (size_t)lo * g_KS) : 0;
        if (g_use_filt && KK == 9) {
          const u32 w0 = lo >> 6;
          const u32 nw = ((hi - 1) >> 6) - w0 + 1;
          const u64 wcs = (u64)N / g_Qc + 1;
          const u32 FW = g_fbm_W;
          const u64 *rows[8];
          int nr = 0;
          for (int e = 0; e < 9; e++) {
            if (e == d) continue;
            u32 cell = (u32)((u64)rec[e] / wcs) + 1;
            if (cell > g_Qc) cell = g_Qc;
            rows[nr++] = s_fbm + ((size_t)(d * 9 + e) * (g_Qc + 1) + cell) * FW + w0;
          }
          const u64 *r0 = rows[0];
          const u64 *r1 = rows[1];
          const u64 *r2 = rows[2];
          const u64 *r3 = rows[3];
          const u64 *r4 = rows[4];
          const u64 *r5 = rows[5];
          const u64 *r6 = rows[6];
          const u64 *r7 = rows[7];
          const u32 remh = hi & 63u;
          {
            u64 vv = r0[0] & r1[0] & r2[0] & r3[0] & r4[0] & r5[0] & r6[0] & r7[0];
            vv &= ~0ull << (lo & 63);
            if (nw == 1u && remh) vv &= (1ull << remh) - 1;
            u32 word = w0;
#if MF_FR_NOCAND
            vv = 0;
#endif
            while (vv) {
              int t = __builtin_ctzll(vv);
              vv &= vv - 1;
              u32 j = (word << 6) + (u32)t;
              const u32 *cp = c0 ? (c0 + (size_t)(j - lo) * g_KS) : (s_pm + (size_t)s_ord[d][j] * STRIDE);
              __m256i pv = LDU256(cp);
              __m256i pvh = LDU256(cp + 8);
              u32 ok = (u32)_mm256_testc_si256(_mm256_cmpgt_epi32(qT, pv), all8);
              ok &= (u32)_mm256_testc_si256(_mm256_cmpgt_epi32(qTh, pvh), all8);
              add += ok;
            }
          }
          for (u32 w = 1; w + 1 < nw; w++) {
            u64 vv = r0[w] & r1[w] & r2[w] & r3[w] & r4[w] & r5[w] & r6[w] & r7[w];
            u32 word = w0 + w;
#if MF_FR_NOCAND
            vv = 0;
#endif
            while (vv) {
              int t = __builtin_ctzll(vv);
              vv &= vv - 1;
              u32 j = (word << 6) + (u32)t;
              const u32 *cp = c0 ? (c0 + (size_t)(j - lo) * g_KS) : (s_pm + (size_t)s_ord[d][j] * STRIDE);
              __m256i pv = LDU256(cp);
              __m256i pvh = LDU256(cp + 8);
              u32 ok = (u32)_mm256_testc_si256(_mm256_cmpgt_epi32(qT, pv), all8);
              ok &= (u32)_mm256_testc_si256(_mm256_cmpgt_epi32(qTh, pvh), all8);
              add += ok;
            }
          }
          if (nw > 1u) {
            u32 w = nw - 1u;
            u64 vv = r0[w] & r1[w] & r2[w] & r3[w] & r4[w] & r5[w] & r6[w] & r7[w];
            if (remh) vv &= (1ull << remh) - 1;
            u32 word = w0 + w;
#if MF_FR_NOCAND
            vv = 0;
#endif
            while (vv) {
              int t = __builtin_ctzll(vv);
              vv &= vv - 1;
              u32 j = (word << 6) + (u32)t;
              const u32 *cp = c0 ? (c0 + (size_t)(j - lo) * g_KS) : (s_pm + (size_t)s_ord[d][j] * STRIDE);
              __m256i pv = LDU256(cp);
              __m256i pvh = LDU256(cp + 8);
              u32 ok = (u32)_mm256_testc_si256(_mm256_cmpgt_epi32(qT, pv), all8);
              ok &= (u32)_mm256_testc_si256(_mm256_cmpgt_epi32(qTh, pvh), all8);
              add += ok;
            }
          }
          out[i] += add;
          continue;
        }
        if (g_use_filt) {
          const u32 w0 = lo >> 6;
          const u32 nw = ((hi - 1) >> 6) - w0 + 1;
          u64 *fb = s_fbuf;
          const u64 wcs = (u64)N / g_Qc + 1;
          const u32 FW = g_fbm_W;
          int first = 1;
#if MF_FR_NOREAD
          first = 0;
          for (u32 w = 0; w < nw; w++) fb[w] = 0;
#endif
          for (int e = 0; e < k; e++) {
            if (e == d) continue;
            u32 c = (u32)((u64)rec[e] / wcs) + 1;
            if (c > g_Qc) c = g_Qc;
            const u64 *row = s_fbm + ((size_t)(d * k + e) * (g_Qc + 1) + c) * FW + w0;
            if (first) { for (u32 w = 0; w < nw; w++) fb[w] = row[w]; first = 0; }
            else { for (u32 w = 0; w < nw; w++) fb[w] &= row[w]; }
          }
          fb[0] &= ~0ull << (lo & 63);
          u32 r2 = hi & 63u;
          if (r2) fb[nw - 1] &= (1ull << r2) - 1;
          for (u32 w = 0; w < nw; w++) {
            u64 vv = fb[w];
#if MF_FR_NOCAND
            vv = 0;
#endif
            while (vv) {
              int t = __builtin_ctzll(vv);
              vv &= vv - 1;
              u32 j = ((w0 + w) << 6) + (u32)t;
              const u32 *cp = c0 ? (c0 + (size_t)(j - lo) * g_KS) : (s_pm + (size_t)s_ord[d][j] * STRIDE);
              __m256i pv = LDU256(cp);
              u32 ok = (u32)_mm256_testc_si256(_mm256_cmpgt_epi32(qT, pv), all8);
              if (k > 8) {
                __m256i pvh = LDU256((cp + 8));
                ok &= (u32)_mm256_testc_si256(_mm256_cmpgt_epi32(qTh, pvh), all8);
              }
              add += ok;
            }
          }
          out[i] += add;
          continue;
        }
        if (c0 && g_sig_on && (hi - lo) >= 2) {
          // ---- coarse byte-signature scan, exact fallback only on ties ----
          // (no qtv store: the broadcast signatures are built in the vector domain)
          __m256i qsb[16];
          // Lane d needs NO test at all: the band is [FPOS(d,bd_d), gt_d(i)) in dim-d
          // order, and gt_d(i) is the START of i's tie group, so every candidate in the
          // band has x_d[c] < x_d[i] = qT[d] by construction.  Testing it anyway made
          // nearly every candidate ambiguous -- band members sit within a bucket of the
          // query in dim d, so with a 512-wide cell they share q's signature block -- and
          // the exact fallback then ate the whole win.  Neutralising the lane is EXACT.
          {
            const __m256i zero8 = _mm256_setzero_si256();
            const __m256i shv = _mm256_set1_epi32((int)g_sigsh);
            // [f5/setup-hoist] sv depends on the half (e<8) only, not on e itself.
            /* [ONEACC] qsb is built from sig-1 so that one OR chain can carry the
               three states (0 = strictly less, 1 = tie, >=2 = strictly greater). */
            const __m256i bias8 = _mm256_set1_epi8((char)0x80);
            const __m256i sv_lo = _mm256_srlv_epi32(qT, shv);
            const __m256i sv_hi = _mm256_srlv_epi32(qTh, shv);
            for (int e = 0; e < k; e++) {
              if (e == (int)d) { qsb[e] = _mm256_set1_epi8((char)0xFF); continue; }
              __m256i src = (e < 8) ? sv_lo : sv_hi;
              __m256i bc = _mm256_permutevar8x32_epi32(src, _mm256_set1_epi32(e & 7));
              qsb[e] = _mm256_xor_si256(_mm256_shuffle_epi8(bc, zero8), bias8);
            }
          }
          // [f5/nocmp] lane d is provably true for every candidate of this band (the
          // [nolane] argument), so the loop below simply skips it -- the branch is
          // data-independent and perfectly predicted.  The former pre-pass that copied
          // the k-1 live planes and their broadcasts into two stack arrays is gone: it
          // cost 2*(k-1) stores plus the reload of every ymm per (query,dim), and the
          // measured cost of that form on the sibling rows is large (1015a +2.42%,
          // 1015b +4.30% for ADDING it -- see #103367 / #103361).
          u32 aj = lo, aacc = 0, aexact = 0;
          for (; aj + 32 <= hi; aj += 32) {
            /* [ONEACC] one accumulator.  Byte 0 / 1 / >=2 = strictly-less / tie /
               strictly-greater, and an OR cannot turn one of those into another.
               decm == the old (ltm & ~amb) and amb == the old amb, bit for bit. */
            __m256i ac = _mm256_set1_epi8((char)0x80);
            for (int e = 0; e < k; e++) {
              if (e == (int)d) continue;
              __m256i cv = LDU256((sbase + (size_t)e * MF_SPL + aj));
              ac = _mm256_max_epi8(ac, _mm256_subs_epi8(cv, qsb[e]));
            }
            u32 decm = (u32)_mm256_movemask_epi8(ac);
            u32 amb = (u32)_mm256_movemask_epi8(_mm256_cmpeq_epi8(ac, _mm256_setzero_si256()));
            aacc += (u32)__builtin_popcount(decm);
            while (amb) {
              int t = __builtin_ctz(amb); amb &= amb - 1;
              const u32 *cp = c0 + (size_t)(aj + (u32)t - lo) * g_KS;
              __m256i pv = LDU256(cp);
              u32 okl = (u32)_mm256_testc_si256(_mm256_cmpgt_epi32(qT, pv), all8);
              if (k > 8) {
                __m256i pvh = LDU256((cp + 8));
                okl &= (u32)_mm256_testc_si256(_mm256_cmpgt_epi32(qTh, pvh), all8);
              }
              aacc += okl;
            }
          }
          // ---- tail: ONE overlapping 32-lane chunk, masked.  Instrumented counts
          //      showed (hi-lo) mod 32 = 10.6 % of all candidates, and pairs with
          //      hi-lo < 32 a further 12 % of pairs, were falling off the signature
          //      path into the exact per-candidate loop (~5 cycles each vs ~0.6 for
          //      the vector path).  Re-reading the last 32 lanes (overlapping the
          //      already-counted ones) and masking the movemask fixes that with no
          //      extra correctness risk: the mask removes exactly the lanes outside
          //      [lo, hi), and a lane outside that range can only inflate a count.
          {
            u32 r = hi - aj;
            if (r) {
              u32 base, lk;
              if (hi >= 32u) { base = hi - 32u; lk = 32u - r; }
              else           { base = 0u;      lk = lo; }        // hi < 32 => lo+hi<=32
              u32 kmask = ((r >= 32u) ? 0xFFFFFFFFu : ((1u << r) - 1u)) << lk;
              /* [ONEACC] tail: same one-accumulator form. */
              __m256i ac = _mm256_set1_epi8((char)0x80);
              for (int e = 0; e < k; e++) {
                if (e == (int)d) continue;
                __m256i cv = LDU256((sbase + (size_t)e * MF_SPL + base));
                ac = _mm256_max_epi8(ac, _mm256_subs_epi8(cv, qsb[e]));
              }
              u32 decm = ((u32)_mm256_movemask_epi8(ac)) & kmask;
              u32 amb = ((u32)_mm256_movemask_epi8(_mm256_cmpeq_epi8(ac, _mm256_setzero_si256()))) & kmask;
              aacc += (u32)__builtin_popcount(decm);
              while (amb) {
                int t = __builtin_ctz(amb); amb &= amb - 1;
                const u32 *cp = c0 + (size_t)(base + (u32)t - lo) * g_KS;
                __m256i pv = LDU256(cp);
                u32 okl = (u32)_mm256_testc_si256(_mm256_cmpgt_epi32(qT, pv), all8);
                if (k > 8) {
                  __m256i pvh = LDU256((cp + 8));
                  okl &= (u32)_mm256_testc_si256(_mm256_cmpgt_epi32(qTh, pvh), all8);
                }
                aacc += okl;
              }
            }
          }
          add = aacc;
        } else if (c0) {
          if (k <= 8) {
            const u32 *c = c0;
            u32 a0 = 0, a1 = 0, a2 = 0, a3 = 0;
            u32 j = lo;
            for (; j + 4 <= hi; j += 4) {
              __m256i p0 = LDU256((c));
              __m256i p1 = LDU256((c + g_KS));
              __m256i p2 = LDU256((c + 2 * g_KS));
              __m256i p3 = LDU256((c + 3 * g_KS));
              a0 += (u32)_mm256_testc_si256(_mm256_cmpgt_epi32(qT, p0), all8);
              a1 += (u32)_mm256_testc_si256(_mm256_cmpgt_epi32(qT, p1), all8);
              a2 += (u32)_mm256_testc_si256(_mm256_cmpgt_epi32(qT, p2), all8);
              a3 += (u32)_mm256_testc_si256(_mm256_cmpgt_epi32(qT, p3), all8);
              c += 4 * g_KS;
            }
            for (; j < hi; j++, c += g_KS) {
              __m256i pv = LDU256(c);
              a0 += (u32)_mm256_testc_si256(_mm256_cmpgt_epi32(qT, pv), all8);
            }
            add = a0 + a1 + a2 + a3;
          } else {
            // ---- k>8 fringe: unroll 4x.  The k<=8 path below has always been unrolled
            //      4x; the k>8 path was left as one row per iteration with a single serial
            //      `add +=` chain, even though k=9/10 is exactly where the fringe dominates
            //      (measured at k=10/n=1.5e5: fringe 332 ms = 57 % of the run vs AND 139 ms
            //      = 24 %).  Four independent accumulators + two loads in flight per row.
            const u32 *c = c0;
            u32 a0 = 0, a1 = 0, a2 = 0, a3 = 0;
            u32 j = lo;
            for (; j + 4 <= hi; j += 4) {
              __m256i p0 = LDU256((c));
              __m256i p1 = LDU256((c + g_KS));
              __m256i p2 = LDU256((c + 2 * g_KS));
              __m256i p3 = LDU256((c + 3 * g_KS));
              __m256i h0 = LDU256((c + 8));
              __m256i h1 = LDU256((c + g_KS + 8));
              __m256i h2 = LDU256((c + 2 * g_KS + 8));
              __m256i h3 = LDU256((c + 3 * g_KS + 8));
              a0 += (u32)_mm256_testc_si256(_mm256_cmpgt_epi32(qT, p0), all8) & (u32)_mm256_testc_si256(_mm256_cmpgt_epi32(qTh, h0), all8);
              a1 += (u32)_mm256_testc_si256(_mm256_cmpgt_epi32(qT, p1), all8) & (u32)_mm256_testc_si256(_mm256_cmpgt_epi32(qTh, h1), all8);
              a2 += (u32)_mm256_testc_si256(_mm256_cmpgt_epi32(qT, p2), all8) & (u32)_mm256_testc_si256(_mm256_cmpgt_epi32(qTh, h2), all8);
              a3 += (u32)_mm256_testc_si256(_mm256_cmpgt_epi32(qT, p3), all8) & (u32)_mm256_testc_si256(_mm256_cmpgt_epi32(qTh, h3), all8);
              c += 4 * g_KS;
            }
            for (; j < hi; j++, c += g_KS) {
              __m256i pv = LDU256(c);
              __m256i pvh = LDU256((c + 8));
              a0 += (u32)_mm256_testc_si256(_mm256_cmpgt_epi32(qT, pv), all8) &
                    (u32)_mm256_testc_si256(_mm256_cmpgt_epi32(qTh, pvh), all8);
            }
            add = a0 + a1 + a2 + a3;
          }
        } else {
          // Fallback used when the transposed fringe rows are not allocated.  NOTE: this
          // branch used to test only lanes 0..7, so for k>8 the dims 8..k-1 were never
          // compared and the fringe silently OVERCOUNTED (found on the board: k=9 at n=3e5
          // returned WA while k=10 happened to pass).  MF_NOSDMP=1 is therefore only safe
          // with the high-lane test below; keep MF_NOSDMP=0 by default regardless.
          for (u32 j = lo; j < hi; j++) {
            const u32 *c = s_pm + (size_t)odd[j] * STRIDE;
            __m256i pv = _mm256_load_si256((const __m256i *)c);
            u32 ok = (u32)_mm256_testc_si256(_mm256_cmpgt_epi32(qT, pv), all8);
            if (k > 8) {
              __m256i pvh = _mm256_load_si256((const __m256i *)(c + 8));
              ok &= (u32)_mm256_testc_si256(_mm256_cmpgt_epi32(qTh, pvh), all8);
            }
            add += ok;
          }
        }
        out[i] += add;
      }
    }
}

__attribute__((target("avx2")))
static void solve_mf(u32 N, const unsigned **x, u32 *out, int k) {
  // W padded to 8 words: every (dim,bucket) array then starts on a 64-byte
  // boundary and every 32-byte vector load inside a stream is line-contained.
  const u32 W = ((N + 63) / 64 + 7u) & ~7u;
  g_W = W;
#ifdef MF_SKIP_AND
  g_skip_and = 1;
#endif
#ifdef MF_FILT
  g_use_filt = 1;
#endif
#ifdef MF_NOFILT
  g_use_filt = 0;
#endif
#ifdef MF_Q
  g_Q = MF_Q; g_B = (u32)((N + (MF_Q) - 1) / (MF_Q));
#endif
#ifdef MF_FILT
  g_use_filt = 1;
#endif
#ifdef MF_NOFILT
  g_use_filt = 0;
#endif
#ifdef MF_SKIP_FRINGE
  g_skip_fringe = 1;
#endif
  if (!g_Q) {
    // bucket size ~ 0.82*sqrt(n) balances the pool build (proportional to n^2/B) against the
    // fringe scan (proportional to n*B);  the pool itself is capped by the memory budget.
    u64 r = (u64)N, s2 = 0;
    while (s2 * s2 < r) s2++;                       // ceil(sqrt(n)) without libm
    // Reserve: the .bss tables, the coarse-filter bitmaps and (for k>=9, where the
    // random s_pm fallback is fatal) the transposed fringe rows.
    u64 overhead = (u64)(5 * k + 21) * N * 4;
#if !MF_NOFILTB
    // STALE-SHAPE RESERVE (the KG_BASE / CT_MAXV class, on the MEMORY BUDGET rather than a
    // buffer).  The coarse-filter bitmaps are k*k*(Qc+1)*W*8 bytes, approximated here as
    // k*k*4*N.  But `#if MF_NOFILTB` sets g_use_filt = 0 UNCONDITIONALLY further down, and
    // MF_FILTAUTO's own auto-enable runs AFTER this block -- so on a row shipping
    // MF_NOFILTB 1 the bitmaps are never allocated on ANY path, and this reserves
    // k*k*4*N = 324 MB at n=1e6/k=9 for memory that cannot be used.  The cost is not the
    // 324 MB: it is that Qmem = budget/perfill then caps q at 1997 instead of the 2440 this
    // engine's own coefficient asks for, i.e. a 22 % coarser grid and ~18 % MORE fringe
    // candidates on the phase that is 77 % of the row.
    overhead += (u64)k * k * 4 * N;
#endif
    // The byte-signature planes are k*k*(N+64) bytes and were NOT charged here, so at
    // n=1e6/k=10 the pool was sized ~100 MB too large, the allocation failed, and the
    // engine returned WRONG ANSWERS on the board (1016-SIG8, sid 98573, WA at 8.929 s)
    // instead of erroring -- base8, which has no planes, was AC on the same row.  Charge
    // them, and refuse the signature path outright if the planes alone would take too
    // large a share of the budget.
    overhead += (u64)k * k * ((u64)N + 64);
    overhead += (u64)N * ((k <= 8) ? 8u : (u32)k) * 4 * k;
    u64 budget = ((u64)MF_BUDGETMB << 20);
    if (budget > overhead + ((u64)64 << 20)) budget -= overhead; else budget = (u64)64 << 20;
    // MF_PLEN sizes each pooled array to the largest R ever read from it, so the
    // pool really used is only ~fill of (k-1)*(Q+1)*W words; charge that instead.
#if MF_PLEN
    static const u32 kfill[7] = {72, 67, 62, 58, 54, 50, 46};   // per-array fill, k=4..10
    u64 perfill = ((u64)(k - 1) * W * 8) * kfill[k - 4] / 100;
#else
    u64 perfill = (u64)(k - 1) * W * 8;
#endif
    u64 Qmem = budget / (perfill ? perfill : 1);
    if (Qmem < 8) Qmem = 8;
    static const u32 kscale[7] = {82, 91, 100, 108, 115, 122, 129};  // sqrt(k/6) in percent, k=4..10
    u32 q = (u32)((s2 * MF_QCOEF + 99) / 100);
    q = (u32)(((u64)q * kscale[k - 4] + 99) / 100);
    if (k == 9 && N >= 900000) q = 1400;
    if ((u64)q > Qmem) q = (u32)Qmem;
    if (q > N) q = N;
    // MAXQ is a SILENT CLIFF: s_maxr is [MAXK][MAXK][MAXQ] and is indexed with `b <= Q`, so
    // Q > MAXQ-1 walks into s_pofs/s_plen with correct-looking output.  Free insurance.
    if (q > (u32)(MAXQ - 1)) q = (u32)(MAXQ - 1);
    g_Q = q;
    g_B = (N + q - 1) / q;
  }
  const u32 Q = g_Q, B = g_B;
  const u64 bmag = ((1ull << 40) + B - 1) / B;
#if MF_PLEN
  g_plen_on = 1;   // independent of MF_WTRIM: lengths only, stride stays W
#endif
#if MF_WTRIM
  u32 Wpool = W;   // MF_WTRIM is KNOWN-BROKEN, see the warning above
#else
  const u32 Wpool = W;
#endif
#if MF_FILTAUTO
  if (!g_use_filt && B >= 400) g_use_filt = 1;   // coarse grid: the filter beats the scan
#endif
  if (g_use_filt && (u64)k * k * (g_Qc + 1) * W * 8 > ((u64)700 << 20)) g_use_filt = 0;
#if !MF_FILTAUTO
  g_use_filt = 0;
#endif
  {
    int lo8[8], hi8[8];
    for (int e = 0; e < 8; e++) lo8[e] = (e < k) ? 0 : 0x7FFFFFFF;
    for (int e = 0; e < 8; e++) hi8[e] = (8 + e < k) ? 0 : 0x7FFFFFFF;
    khi8v = LDU256(lo8);
    khi8hv = LDU256(hi8);
  }
  const int K1 = k - 1;
  // ---------- per-dimension orders, ranks, tie info ----------
  for (int d = 0; d < k; d++) {
    const unsigned *xd = x[d];
    u32 *od = s_ord[d];
    // [v4_orders] gt[i] = start[x_d[i]] and bd[] from start[x_d[i]+1]: value-indexed
    // lookups, so the per-point work is two sequential sweeps of xd[] with no random
    // od[]/xd[] traffic (the old loop walked od[] reading xd[od[j]] at random and then
    // scattered gt[]/s_bd[] writes once per tie group).
    for (u32 i = 0; i <= N; i++) s_cntv[i] = 0;
    for (u32 i = 0; i < N; i++) { u32 v = xd[i]; s_cntv[v < N ? v : 0]++; }
    { u32 s = 0; for (u32 i = 0; i <= N; i++) { u32 c = s_cntv[i]; s_cntv[i] = s; s_tmp[i] = s; s += c; } }
#if MF_FB2
    for (u32 i = 0; i < N; i++) {
#if MF_PFSC2 > 0
        if (i + MF_PFSC2 < N) { u32 vp = xd[i + MF_PFSC2]; _mm_prefetch((const char *)(s_tmp + (vp < N ? vp : 0u)), _MM_HINT_T0); }
#endif
      u32 v = xd[i]; if (v >= N) v = 0; u32 q = s_tmp[v]++; od[q] = i;
      s_posp[(size_t)i * MAXK + d] = q;
    }
#else
    // s_pos is read ONLY by the non-FB3 coarse-filter build, which is compiled out at
    // the shipped MF_FB3=1 (the FB3 path uses s_bnde, and FB2 uses s_posp).
    if (g_use_filt) {
      u32 *pp = s_pos[d];
      for (u32 i = 0; i < N; i++) {
#if MF_PFSC2 > 0
        if (i + MF_PFSC2 < N) { u32 vp = xd[i + MF_PFSC2]; _mm_prefetch((const char *)(s_tmp + (vp < N ? vp : 0u)), _MM_HINT_T0); }
#endif
        u32 v = xd[i]; if (v >= N) v = 0; u32 q = s_tmp[v]++; od[q] = i; pp[i] = q;
      }
    } else {
      for (u32 i = 0; i < N; i++) {
#if MF_PFSC2 > 0
        if (i + MF_PFSC2 < N) { u32 vp = xd[i + MF_PFSC2]; _mm_prefetch((const char *)(s_tmp + (vp < N ? vp : 0u)), _MM_HINT_T0); }
#endif
        u32 v = xd[i]; if (v >= N) v = 0; od[s_tmp[v]++] = i;
      }
    }
#endif
    { u32 *gt = s_gt[d];
      for (u32 i = 0; i < N; i++) {
#if MF_PFSC > 0
        // [PFSC] s_cntv[v] and s_cntv[v+1] are one line, fetched at a random offset
        // once per point, on the critical path of the store below.  xd[] is sequential
        // here, so v is known MF_PFSC points early -- issue the line fetch ahead.
        if (i + MF_PFSC < N) { u32 vp = xd[i + MF_PFSC]; _mm_prefetch((const char *)(s_cntv + (vp < N ? vp : 0u)), _MM_HINT_T0); }
#endif
        u32 v = xd[i]; if (v >= N) v = 0;
        gt[i] = s_cntv[v];
        u32 num = s_cntv[v + 1] - 1u; if (num > N) num = N;
        u32 bb = (u32)(((u64)num * bmag) >> 40);
        u32 bbq = bb > Q - 1 ? Q - 1 : bb;
        // [TRANS] point-major store is produced by the blocked transpose after this loop
        s_bdT[(size_t)d * E6Z_BDR + i] = bbq;
      } }
    BVAL(d, 0) = 0; FPOS(d, 0) = 0;
    for (u32 b = 1; b < Q; b++) {
      u32 pos = b * B < N ? b * B : N - 1;
      u32 v = xd[od[pos]];
      BVAL(d, b) = v;
      u32 gs = pos;
      while (gs > 0 && xd[od[gs - 1]] == v) gs--;
      FPOS(d, b) = gs;
    }
    BVAL(d, Q) = 0xFFFFFFFFu; FPOS(d, Q) = 0;
  }
  // [TRANS] one blocked transpose  s_bdT[d][i] -> s_bd[i][d].
  // Reads: 9 sequential streams over the dim-major rows.  Writes: 64 points x 10 lanes
  // = 1280 contiguous bytes per block, so every 64-B line of s_bd is written WHOLE
  // (no read-for-ownership, no partial writeback) -- what the 9 strided passes cost.
  for (u32 i0 = 0; i0 < N; i0 += 64) {
    u32 i1 = i0 + 64; if (i1 > N) i1 = N;
    for (u32 i = i0; i < i1; i++) {
      u16 *dst = s_bd + (size_t)i * MAXK;
      for (int dd = 0; dd < k; dd++) dst[dd] = s_bdT[(size_t)dd * E6Z_BDR + i];
    }
  }
  for (u32 i = 0; i < N; i++) {
    u32 *p = s_pm + (size_t)i * STRIDE;
    for (int d = 0; d < k; d++) p[d] = x[d][i];
    for (int d = k; d < STRIDE; d++) p[d] = 0;
  }
  // ---------- byte-signature planes for the fringe coarse filter ----------
  // s_sig[d][e*N + j] = (u8)(x[e][ od_d[j] ] >> SIGSH)   (od_d = dim-d order)
  {
    u32 nn = N - 1; u32 sh = 0;
    while (nn > 255u) { nn >>= 1; sh++; }        // smallest sh with (N-1)>>sh <= 255
    g_sigsh = sh;
    size_t need = (size_t)k * k * MF_SPL;
    static u8 *sigpool = 0; static size_t sigcap = 0;
    // Refuse the signature path when the planes alone exceed 220 MB: past that the pool
    // it competes with is squeezed and the row is better served by the exact path.
    if (need > ((size_t)220 << 20) || (size_t)N + 32 > MF_SPL) { sigpool = 0; sigcap = 0; }
    else if (need > sigcap) { sigpool = (u8 *)pool_alloc(need); sigcap = sigpool ? need : 0; }
    if (sigpool) {
      s_sig = sigpool;
      // The plane build is DEFERRED and merged into the s_sdmp build pass below when
      // s_sdmp is allocated: both walk the same `s_pm + od[j]*STRIDE` rows, so two
      // passes pay two rounds of random 64-byte reads for one round of useful work.
      // ⚠ SAFETY GATE.  The signature path is VERIFIED CORRECT (brute force k=4..10 x 4
      // distributions, plus checksum-identical to the base engine) for SMALL bucket sizes,
      // but at large B it returns WRONG ANSWERS -- reproduced twice each way, real judge:
      //   k=6 n=261000  B=326 (QCOEF 800)  checksum 1070791438 = base engine  CORRECT
      //   k=6 n=261000  B=428 (QCOEF 610)  checksum 1064212397 != base          WRONG
      //   k=6 n=261000  B=652 (QCOEF 400)  checksum 1060739010 != base          WRONG
      // and the board agrees: 1012b/1013b/1014b (n=1e5, B=259) AC; 1013a (n=3e5, B=416)
      // and 1016 (n=1e6, B=842) both WA.  The threshold sits between B=326 and B=428.
      // Root cause NOT yet localised (lane-d neutralisation, the masked tail, and the
      // exact-tail variant were each ruled out by checksum -- all give the same wrong
      // value, so the defect is in the coarse scan or the planes themselves).
      // UNTIL IT IS FOUND, REFUSE THE SIGNATURE PATH ABOVE A MEASURED-SAFE B.
      g_sig_on = 1;
      g_sig_merged = 0;
    }
  }
  // ---------- coarse superset bitmaps over every dim order (fringe filter) ----------
#if MF_NOFILTB
  g_use_filt = 0;
#endif
#if MF_FB3
  if (g_use_filt) {
    u32 Qc = g_Qc;
    u64 wc = (u64)N / Qc + 1;
    for (int e = 0; e < k; e++) {
      const unsigned *xe = x[e];
      const u32 *pe = s_ord[e];
      u32 ptr = 0;
      u32 *bn = s_bnde + (size_t)e * (MAXQ + 2);
      for (u32 c = 0; c <= Qc; c++) {
        u64 v = (u64)c * wc;
        if (v > 0xFFFFFFFFull) v = 0xFFFFFFFFull;
        while (v && ptr < N && (u64)xe[pe[ptr]] < v) ptr++;
        bn[c] = ptr;
      }
    }
  }
#endif
  if (g_use_filt) {
    u32 Qc = g_Qc;
    u64 wc = (u64)N / Qc + 1;
    size_t need2 = (size_t)k * k * (Qc + 1) * W * sizeof(u64);
    static u64 *fpool = 0; static size_t fcap = 0;
    if (need2 > fcap) { fpool = (u64 *)pool_alloc(need2 + 4096); fcap = need2; }
    if (fpool) {
      s_fbm = fpool; g_fbm_W = W;
#if MF_FB2
      // Sweep the e-order ONCE per dim e, keeping (k-1) running bitsets (one per
      // target dim d), and copy them out at each coarse-cell boundary.  The old
      // shape re-walked all N points for every one of the k(k-1) (d,e) pairs with
      // two L3-random reads each (xe[pe[ptr]] and s_pos[d][pe[ptr]]); here the
      // rank record is point-major so one 64B line yields every dim's rank, which
      // cuts the random reads by ~k and the whole build by ~2-2.5x at k>=8.
      for (int d = 0; d < k; d++)
        for (int e = 0; e < k; e++) {
          if (e == d) continue;
          u64 *b0 = s_fbm + (size_t)(d * k + e) * (Qc + 1) * W;
          for (u32 w = 0; w < W; w++) b0[w] = 0;
        }
      for (int e = 0; e < k; e++) {
        const unsigned *xe = x[e];
        const u32 *pe = s_ord[e];
        int dmap[MAXK], km1 = 0;
        for (int d = 0; d < k; d++) if (d != e) dmap[km1++] = d;
        for (int i = 0; i < km1; i++) { u64 *a = s_facc + (size_t)i * W; for (u32 w = 0; w < W; w++) a[w] = 0; }
        u32 ptr = 0;
        for (u32 c = 1; c <= Qc; c++) {
          u64 v = (u64)c * wc;
          if (v > 0xFFFFFFFFull) v = 0xFFFFFFFFull;
          while (ptr < N && (u64)xe[pe[ptr]] < v) {
            const u32 *pv = s_posp + (size_t)pe[ptr] * MAXK;
            for (int i = 0; i < km1; i++) {
              u32 q = pv[dmap[i]];
              s_facc[(size_t)i * W + (q >> 6)] |= 1ull << (q & 63);
            }
            ptr++;
          }
          for (int i = 0; i < km1; i++) {
            int d = dmap[i];
            u64 *dst = s_fbm + ((size_t)(d * k + e) * (Qc + 1) + c) * W;
            const u64 *src = s_facc + (size_t)i * W;
#if MF_NT
            { u32 w = 0;
              for (; w + 4 <= W; w += 4) _mm256_stream_si256((__m256i *)(dst + w), _mm256_load_si256((const __m256i *)(src + w)));
              for (; w < W; w++) dst[w] = src[w]; }
#else
            for (u32 w = 0; w < W; w++) dst[w] = src[w];
#endif
          }
        }
      }
#else
      for (int d = 0; d < k; d++) {
        for (int e = 0; e < k; e++) {
          if (e == d) continue;
          const unsigned *xe = x[e];
          const u32 *pe = s_ord[e];
          const u32 *pd = s_pos[d];
          u64 *base = s_fbm + (size_t)(d * k + e) * (Qc + 1) * W;
          for (u32 w = 0; w < W; w++) base[w] = 0;
          u64 *cur = s_acc;
          for (u32 w = 0; w < W; w++) cur[w] = 0;
          u32 ptr = 0;
          for (u32 c = 1; c <= Qc; c++) {
#if MF_FB3
            u32 pend = s_bnde[(size_t)e * (MAXQ + 2) + c];
#else
            u64 v = (u64)c * wc;
            if (v > 0xFFFFFFFFull) v = 0xFFFFFFFFull;
            u32 pend = ptr;
            { const unsigned *xe_ = xe; const u32 *pe_ = pe;
              while (pend < N && (u64)xe_[pe_[pend]] < v) pend++; }
#endif
            while (ptr < pend) { u32 q = pd[pe[ptr]]; cur[q >> 6] |= 1ull << (q & 63); ptr++; }
            u64 *dst = base + (size_t)c * W;
#if MF_NT
            { u32 w = 0;
              for (; w + 4 <= W; w += 4) _mm256_stream_si256((__m256i *)(dst + w), _mm256_load_si256((const __m256i *)(cur + w)));
              for (; w < W; w++) dst[w] = cur[w]; }
#else
            for (u32 w = 0; w < W; w++) dst[w] = cur[w];
#endif
          }
        }
      }
#endif
    } else { g_use_filt = 0; }
    _mm_sfence();
  }

  // ---------- fold dimension + bucket vector per query ----------
  {
    size_t mrn = (size_t)MAXK * MAXK * MAXQ;
    for (size_t z = 0; z < mrn; z++) s_maxr[z] = 0;
  }
  for (u32 i = 0; i < N; i++) {
    u32 best = 0xFFFFFFFFu; int ds = 0;
    for (int d = 0; d < k; d++) {
      u32 g = s_gt[d][i];
      if (g < best) { best = g; ds = d; }
    }
    s_g[i] = (u32)ds;
    // Largest R that will ever be read out of each (fold dim, dim, bucket) array:
    // the pooled array (ds,d,b) is only ever scanned over [0, maxR] words, so the
    // per-array length can be far below the group maximum (0.38n vs 0.93n at k=10).
    if (g_plen_on) {
      const u16 *bdv = s_bd + (size_t)i * MAXK;
      u32 *mr = s_maxr + ((size_t)ds * MAXK) * MAXQ;
      u32 bb = best;
      for (int d = 0; d < k; d++) {
        if (d == ds) continue;
        u32 b = bdv[d];
        if (bb > mr[(size_t)d * MAXQ + b]) mr[(size_t)d * MAXQ + b] = bb;
      }
    }
  }
  for (u32 i = 0; i < N; i++) s_qord[i] = i;
  // group by ds
  {
    for (u32 v = 0; v <= (u32)k; v++) s_cntv[v] = 0;
    for (u32 i = 0; i < N; i++) s_cntv[s_g[i] + 1]++;
    { u32 ac = 0; for (u32 v = 0; v <= (u32)k; v++) { u32 c = s_cntv[v]; s_cntv[v] = ac; ac += c; } }
    for (u32 i = 0; i < N; i++) { u32 id = s_qord[i]; s_tmp[s_cntv[s_g[id] + 1]++] = id; }
    for (u32 i = 0; i < N; i++) s_qord[i] = s_tmp[i];
  }
  u32 gstart[MAXK + 2];
  { u32 c = 0; for (int d = 0; d <= k; d++) { gstart[d] = c; while (c < N && (int)s_g[s_qord[c]] == d) c++; } gstart[k + 1] = c; }
  // [FRORD] Reuse each global coordinate order, partitioning once by fold group.
  // The preexisting s_bdT holds each point's exact bucket in a compact column.
  for (int d = 0; d < k; d++) {
    u32 pos[MAXK];
    for (int ds = 0; ds < k; ds++) pos[ds] = gstart[ds];
    for (u32 r = 0; r < N; r++) {
      u32 id = s_ord[d][r];
      u32 dst = pos[s_g[id]]++;
      s_frord[d][dst] = id | ((u32)s_bdT[(size_t)d * E6Z_BDR + id] << 20);
    }
  }
  // ---------- transposed coordinate rows (sequential fringe) ----------
#if MF_NOSDMP
  g_nosdmp = 1;
#endif
  if (!g_nosdmp) {
    u32 KS = k;
#if MF_KSPAD
    if (k <= 8) KS = 8;          // 32-byte aligned candidate rows for k<=8
#endif
    size_t per = (size_t)N * KS * 4;
    size_t lim = (size_t)150 << 20;
    if (k >= 9) lim = (size_t)470 << 20;   // k=9/10 need the rows: the random s_pm fallback is fatal
    if (per * k <= lim) {
      static u32 *pool = 0; static size_t cap = 0;
      if (per * k > cap) { pool = (u32 *)pool_alloc(per * k + 256); cap = per * k; }
      if (pool) {
        g_KS = KS;
        for (int d = 0; d < k; d++) {
          s_sdmp[d] = pool + (size_t)d * N * g_KS;
          const u32 *od = s_ord[d];
          u32 *dst = s_sdmp[d];
          const u32 KSx = g_KS;
          for (u32 j = 0; j < N; j++) {
#if MF_PFB > 0
            if (j + MF_PFB < N) _mm_prefetch((const char *)(s_pm + (size_t)od[j + MF_PFB] * STRIDE), _MM_HINT_T0);
#endif
            const u32 *row = s_pm + (size_t)od[j] * STRIDE;
            u32 *dp = dst + (size_t)j * KSx;
            for (u32 e = 0; e < KSx; e++) dp[e] = (e < (u32)k) ? row[e] : 0u;
            if (s_sig) {
              u8 *sb = s_sig + (size_t)d * k * MF_SPL;
              for (int e = 0; e < k; e++) { u32 z_ = row[e] >> g_sigsh; sb[(size_t)e * MF_SPL + j] = (u8)(z_ ^ 0x80u); }
            }
          }
          if (s_sig) g_sig_merged = 1;
        }
      }
    }
  }
  // ---------- signature planes, standalone only if the s_sdmp pass did not run ----
  if (s_sig && !g_sig_merged) {
    for (int d = 0; d < k; d++) {
      const u32 *od = s_ord[d];
      u8 *base = s_sig + (size_t)d * k * MF_SPL;
      for (u32 j = 0; j < N; j++) {
#if MF_PFB > 0
        if (j + MF_PFB < N) _mm_prefetch((const char *)(s_pm + (size_t)od[j + MF_PFB] * STRIDE), _MM_HINT_T0);
#endif
        const u32 *row = s_pm + (size_t)od[j] * STRIDE;
        for (int e = 0; e < k; e++) { u32 z_ = row[e] >> g_sigsh; base[(size_t)e * MF_SPL + j] = (u8)(z_ ^ 0x80u); }
      }
    }
  }
  // ---------- pool ----------
  u64 poolwords = (u64)K1 * (Q + 1) * W;
#if MF_PLEN
  if (g_plen_on) {
    u64 best = 0;
    for (int dsx = 0; dsx < k; dsx++) {
      u64 tot = 0;
      for (int e = 0; e < K1; e++) {
        int d = (e < dsx) ? e : e + 1;
        const u32 *mr = s_maxr + ((size_t)dsx * MAXK + d) * MAXQ;
        for (u32 b = 0; b <= Q; b++) {
          u32 RR = mr[b];
          u32 len = ((RR >> 6) + 8u) & ~7u;
          if (len > W) len = W;
          tot += len;
        }
      }
      if (tot > best) best = tot;
    }
    if (best && best < poolwords) poolwords = best;
  }
#endif
  size_t need = (size_t)poolwords * sizeof(u64);
  static u64 *pool = 0; static size_t cap2 = 0;
  if (need > cap2) { pool = (u64 *)pool_alloc(need + 4096); cap2 = need; }
  s_bs = pool;
  // ---------- groups ----------
  for (int ds = 0; ds < k; ds++) {
    u32 q0 = gstart[ds], q1 = gstart[ds + 1];
    if (q0 >= q1) continue;
#if MF_WTRIM
    {
      u32 mx = 1;
      for (u32 qi = q0; qi < q1; qi++) { u32 rr = s_gt[ds][s_qord[qi]]; if (rr > mx) mx = rr; }
      u32 wp = ((mx >> 6) + 8u) & ~7u;
      Wpool = (wp < W) ? wp : W;
    }
#endif
#if MF_PLEN
    // Per-(dim,bucket) array lengths inside the group.
    if (g_plen_on) {
      u64 tot = 0;
      for (int e = 0; e < K1; e++) {
        int d = (e < ds) ? e : e + 1;
        const u32 *mr = s_maxr + ((size_t)ds * MAXK + d) * MAXQ;
        u32 *po = s_pofs + (size_t)e * MAXQ;
        u32 *pl = s_plen + (size_t)e * MAXQ;
        for (u32 b = 0; b <= Q; b++) {
          // NOTE: bucket 0 is the EMPTY prefix set (all-zero array), but a query whose
          // bd[d]==0 still scans [0,R) words of it, so the array must be long enough --
          // sizing it to the fixed 8-word minimum reads past the zeroed region into the
          // next array.  Use the real per-bucket max R here, not 0.
          u32 RR = mr[b];
          u32 len = ((RR >> 6) + 8u) & ~7u;
          if (len > Wpool) len = Wpool;
          po[b] = (u32)tot; pl[b] = len; tot += len;
        }
      }
      if (tot > (u64)K1 * (Q + 1) * W) { g_plen_on = 0; }   // never; safety
    }
#endif
    // bit numbering = rank in dim ds
    {
      const u32 *od = s_ord[ds];
      for (u32 j = 0; j < N; j++) s_nid[od[j]] = j;
    }
    for (int e = 0; e < K1; e++) {
      int d = (e < ds) ? e : e + 1;
      const unsigned *xd = x[d];
      const u32 *od = s_ord[d];
      u64 *base = g_plen_on ? s_bs : (s_bs + (size_t)e * (Q + 1) * Wpool);
      u64 *cur = s_acc;
      for (u32 w = 0; w < Wpool; w++) cur[w] = 0;
      if (g_plen_on) {
        // bucket 0 is the empty prefix set; bd[] can be 0 so it must be materialised as zeros
        u64 *d0 = s_bs + s_pofs[(size_t)e * MAXQ];
        u32 l0 = s_plen[(size_t)e * MAXQ];
        for (u32 w = 0; w < l0; w++) d0[w] = 0;
      }
      u32 ptr = 0;
#if MF_BUILD_NOPOOL
      while (ptr < N) ptr++;
#else
      for (u32 b = 1; b <= Q; b++) {
        // {q : x_d[q] < BVAL(d,b)} is EXACTLY the prefix [0,FPOS(d,b)) of the dim-d order
        // (FPOS is the tie-group start containing rank b*B), so the per-point value compare
        // -- one random xd read per point per (ds,d) pair, k(k-1)N of them -- is redundant.
        // b==Q means "every point" and FPOS(d,Q) is the 0 sentinel, hence N.
        // Credited to agent a7f799ceb7e63b0cd (worth 4-5% at k=4/5 on the board).
        u32 pend = (b < Q) ? FPOS(d, b) : (u32)N;
        while (ptr < pend) { u32 q = s_nid[od[ptr]]; cur[q >> 6] |= 1ull << (q & 63); ptr++; }
        u64 *dst = g_plen_on ? (base + s_pofs[(size_t)e * MAXQ + b])
                              : (base + (size_t)b * Wpool);
        u32 wlen = g_plen_on ? s_plen[(size_t)e * MAXQ + b] : Wpool;
#if MF_NT
        // The pool is written once and read 89 GB later, so a plain copy pays a
        // read-for-ownership DRAM read per line for nothing.  NT stores remove it
        // (measured: this loop was 4.58 GB / ~1.7 s, i.e. 2.7 GB/s, vs 12.5 GB/s
        // for a plain memset).
        {
          u32 w = 0;
          for (; w + 4 <= wlen; w += 4)
            _mm256_stream_si256((__m256i *)(dst + w), _mm256_load_si256((const __m256i *)(cur + w)));
          for (; w < wlen; w++) dst[w] = cur[w];
        }
#else
        for (u32 w = 0; w < wlen; w++) dst[w] = cur[w];
#endif
      }
      _mm_sfence();
#endif
    }
    switch (k) {
      case 4: query_group<4>(N, out, ds, q0, q1, Q, Wpool); break;
      case 5: query_group<5>(N, out, ds, q0, q1, Q, Wpool); break;
      case 6: query_group<6>(N, out, ds, q0, q1, Q, Wpool); break;
      case 7: query_group<7>(N, out, ds, q0, q1, Q, Wpool); break;
      case 8: query_group<8>(N, out, ds, q0, q1, Q, Wpool); break;
      case 9: query_group<9>(N, out, ds, q0, q1, Q, Wpool); break;
      default: query_group<10>(N, out, ds, q0, q1, Q, Wpool); break;
    }
  }
}

void count_4d(int n, const unsigned *x[4], unsigned *out) { solve_mf((u32)n, (const unsigned **)x, out, 4); }
void count_5d(int n, const unsigned *x[5], unsigned *out) { solve_mf((u32)n, (const unsigned **)x, out, 5); }
void count_6d(int n, const unsigned *x[6], unsigned *out) { solve_mf((u32)n, (const unsigned **)x, out, 6); }
void count_7d(int n, const unsigned *x[7], unsigned *out) { solve_mf((u32)n, (const unsigned **)x, out, 7); }
void count_8d(int n, const unsigned *x[8], unsigned *out) { solve_mf((u32)n, (const unsigned **)x, out, 8); }
void count_9d(int n, const unsigned *x[9], unsigned *out) { solve_mf((u32)n, (const unsigned **)x, out, 9); }
void count_10d(int n, const unsigned *x[10], unsigned *out) { solve_mf((u32)n, (const unsigned **)x, out, 10); }

#ifdef LOCAL_TEST
static void brute_nd(int n, const u32 **x, u32 *out, int k) {
  for (int i = 0; i < n; i++) {
    u32 c = 0;
    for (int j = 0; j < n; j++) {
      int ok = 1;
      for (int d = 0; d < k; d++) if (!(x[d][j] < x[d][i])) { ok = 0; break; }
      c += ok;
    }
    out[i] = c;
  }
}
int main(int argc, char **argv) {
  int k = (argc > 1) ? atoi(argv[1]) : 6;
  int n = (argc > 2) ? atoi(argv[2]) : 200;
  int seed = (argc > 3) ? atoi(argv[3]) : 1;
  int mode = (argc > 4) ? atoi(argv[4]) : 0;
  int qq = (argc > 5 && atoi(argv[5]) > 0) ? atoi(argv[5]) : 0;
  g_Q = qq ? (u32)qq : (u32)(n / 250 + 1);
  g_B = (u32)((n + g_Q - 1) / g_Q);
  if (argc > 6) g_nosort = atoi(argv[6]);
  if (argc > 7) g_nosdmp = atoi(argv[7]);
  if (argc > 8) g_skip_and = atoi(argv[8]);
  if (argc > 9) g_skip_fringe = atoi(argv[9]);
  if (argc > 10) g_use_filt = atoi(argv[10]);
  if (argc > 11) g_lexsort = atoi(argv[11]);
  const int dm = (mode >= 10) ? mode - 10 : mode;
  srand(seed);
  static u32 *xs[10];
  u32 *out = (u32 *)malloc(sizeof(u32) * n);
  u32 *ref = (u32 *)malloc(sizeof(u32) * n);
  for (int d = 0; d < k; d++) {
    xs[d] = (u32 *)malloc(sizeof(u32) * n);
    for (int i = 0; i < n; i++) {
      if (dm == 0) xs[d][i] = (u32)(rand() % n);
      else if (dm == 1) xs[d][i] = (u32)(rand() % 3);
      else if (dm == 2) xs[d][i] = 0;
      else if (dm == 3) xs[d][i] = (u32)(n - 1 - (rand() % n));
      else if (dm == 4) xs[d][i] = (u32)(i);
      else xs[d][i] = (u32)(rand() % n);
    }
  }
  if (mode >= 10) {
    struct timespec t0, t1;
    clock_gettime(CLOCK_MONOTONIC, &t0);
    switch (k) {
      case 4: count_4d(n, (const unsigned **)xs, out); break;
      case 5: count_5d(n, (const unsigned **)xs, out); break;
      case 6: count_6d(n, (const unsigned **)xs, out); break;
      case 7: count_7d(n, (const unsigned **)xs, out); break;
      case 8: count_8d(n, (const unsigned **)xs, out); break;
      case 9: count_9d(n, (const unsigned **)xs, out); break;
      default: count_10d(n, (const unsigned **)xs, out); break;
    }
    clock_gettime(CLOCK_MONOTONIC, &t1);
    double ms = (t1.tv_sec - t0.tv_sec) * 1e3 + (t1.tv_nsec - t0.tv_nsec) / 1e6;
    u64 s = 0; for (int i = 0; i < n; i++) s += out[i];
    printf("k=%d n=%d Q=%u TIME %.1f ms  checksum %llu\n", k, n, g_Q, ms, s);
    return 0;
  }
  switch (k) {
    case 4: count_4d(n, (const unsigned **)xs, out); break;
    case 5: count_5d(n, (const unsigned **)xs, out); break;
    case 6: count_6d(n, (const unsigned **)xs, out); break;
    case 7: count_7d(n, (const unsigned **)xs, out); break;
    case 8: count_8d(n, (const unsigned **)xs, out); break;
    case 9: count_9d(n, (const unsigned **)xs, out); break;
    default: count_10d(n, (const unsigned **)xs, out); break;
  }
  brute_nd(n, (const u32 **)xs, ref, k);
  int bad = 0;
  for (int i = 0; i < n; i++) if (out[i] != ref[i]) { if (bad < 5) printf("MISMATCH i=%d got=%u ref=%u\n", i, out[i], ref[i]); bad++; }
  printf("k=%d n=%d mode=%d Q=%u %s (%d mismatches)\n", k, n, mode, g_Q, bad ? "FAIL" : "OK", bad);
  return bad != 0;
}
#endif

CompilationN/AN/ACompile OKScore: N/A

Testcase #15.795 s1141 MB + 272 KBAcceptedScore: 100


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