add some doc about optimisation for query

DevDoc/architecture/index_architecture.refs/index.html

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+      <a href="../../implementation/benchmark_query_testing/" class="md-nav__link">
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+  <span class="md-ellipsis">
+    
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+    Benchmark: query-path testing
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+      <a href="../../implementation/benchmark_query_testing/" class="md-nav__link">
+        
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+  <span class="md-ellipsis">
+    
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+    Benchmark: query-path testing
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DevDoc/architecture/numa_partition_runner/index.html

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+      <a href="../../implementation/benchmark_query_testing/" class="md-nav__link">
+        
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+  <span class="md-ellipsis">
+    
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+    Benchmark: query-path testing
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+      <a href="../../implementation/benchmark_query_testing/" class="md-nav__link">
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+  <span class="md-ellipsis">
+    
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+    Benchmark: query-path testing
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DevDoc/architecture/query.refs/index.html

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+      <a href="../../implementation/benchmark_query_testing/" class="md-nav__link">
+        
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+  <span class="md-ellipsis">
+    
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+    Benchmark: query-path testing
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DevDoc/architecture/query/index.html

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+      <a href="../../implementation/benchmark_query_testing/" class="md-nav__link">
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+    Benchmark: query-path testing
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DevDoc/architecture/rebuild_filter/index.html

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+      <a href="../../implementation/benchmark_query_testing/" class="md-nav__link">
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+    Benchmark: query-path testing
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+      <a href="../../../implementation/benchmark_query_testing/" class="md-nav__link">
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DevDoc/architecture/sequences/invariant/index.html

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-        <link rel="prev" href="../../../implementation/obitaxonomy/">
+        <link rel="prev" href="../../../implementation/benchmark_query_testing/">
       
       
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+    Benchmark: query-path testing
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DevDoc/architecture/siblings/index.html

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+      <a href="../../implementation/benchmark_query_testing/" class="md-nav__link">
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+    Benchmark: query-path testing
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@@ -1289,6 +1317,17 @@
     </span>
   </a>
   
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#query-never-benefits-from-sparse-row-major-access-found-2026-08-19-not-implemented" class="md-nav__link">
+    <span class="md-ellipsis">
+      
+        query never benefits from sparse row-major access (found 2026-08-19, not implemented)
+      
+    </span>
+  </a>
+  
 </li>
       
     </ul>
@@ -1552,6 +1591,17 @@
     </span>
   </a>
   
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#query-never-benefits-from-sparse-row-major-access-found-2026-08-19-not-implemented" class="md-nav__link">
+    <span class="md-ellipsis">
+      
+        query never benefits from sparse row-major access (found 2026-08-19, not implemented)
+      
+    </span>
+  </a>
+  
 </li>
       
     </ul>
@@ -2319,6 +2369,83 @@ scan the full unsampled index — never threaded <code>--subsample</code>/<code>
 out of scope here since the reported problem was specifically about the
 <code>--sankoff</code>/<code>--tnt</code> pipeline's redundant/inconsistent scans, not these
 two standalone flags.</p>
+<h2 id="query-never-benefits-from-sparse-row-major-access-found-2026-08-19-not-implemented"><code>query</code> never benefits from sparse row-major access (found 2026-08-19, not implemented)</h2>
+<p>Benchmarked <code>obikmer query</code> against <code>global_index_presence</code> (dense-packed)
+vs. <code>global_index_presence_sparse</code> (<code>pack --sparse</code>), 100k simulated reads
+× 2 specimens (<code>benchmark/</code>, see
+<a href="../../implementation/benchmark_query_testing/">benchmark_query_testing.md</a>).
+Correctness: 0 mismatches — sparse and dense return bit-identical query
+results. Performance: sparse consistently <em>slower</em> than dense (~30-50%,
+reproducible across two runs with warm disk cache), the opposite of
+<code>pack --sparse</code>'s stated intent ("faster for single-row access... like
+query").</p>
+<p><strong>Root cause, read from source, not measured in isolation:</strong>
+<code>KmerPartition::query_partition_with</code> (<code>obikpartitionner/src/query_layer.rs:155-220</code>)
+is architecturally column-major: stage 2 walks <code>for g in 0..n_cols { for
+slot in hit_slots { layer.col_value(g, slot) } }</code>, documented (correctly)
+as the right locality strategy for the packed/columnar formats, where
+<code>col_value</code> → <code>PersistentBitMatrix::get</code> is a genuine O(1) mmap'd column
+read (<code>persistent.rs:110-113</code>).</p>
+<p>For <code>Self::Sparse</code>, that same <code>get(c, slot)</code> (<code>persistent.rs:114-118</code>)
+allocates a full <code>n_cols</code>-wide buffer and calls <code>fill_row</code> — materializing
+the <em>entire row</em> — just to return one cell. Called from inside the
+column-major double loop, this reconstructs the same row once per genome
+column touched: O(hits × n_cols) full-row rebuilds instead of O(hits).
+<code>PersistentSparseBitMatrix</code>'s own native row-major decode
+(<code>for_each_genome_in_row</code>, <code>sparse.rs:164-177</code>, used correctly by its own
+<code>row</code>/<code>fill_row</code>/<code>fill_sub_matrix</code>) is never reached from the query path
+at all.</p>
+<p><strong><code>fill_sub_matrix</code> (the existing <code>BinaryMatrix</code> trait primitive,
+<code>traits.rs:13-37</code>) is not the right replacement for <code>query</code> either</strong>, even
+once its own dispatch bug is fixed (see next section) — its output shape
+is inherently column-dense: <code>out[col]</code> gets an entry for every column,
+including columns with zero hits among the requested slots. On real
+sparse data (a hit typically touching a handful of genomes out of dozens)
+that's still O(n_cols) output regardless of true sparsity. What <code>query</code>
+actually wants is the sparse triple stream <code>(slot, col, value)</code> it already
+consumes as <code>QueryHit::Value</code> — not a materialized sub-matrix.</p>
+<p><strong>Proposed primitive</strong> (design only, not implemented — explicit ask: keep
+count matrices <em>not excluded</em>, even though effort right now is
+presence/absence only):</p>
+<div class="highlight"><pre><span></span><code><span class="sd">/// Visit every nonzero cell among `slots`. Order unspecified.</span>
+<span class="k">fn</span><span class="w"> </span><span class="nf">for_each_nonzero</span><span class="p">(</span><span class="o">&amp;</span><span class="bp">self</span><span class="p">,</span><span class="w"> </span><span class="n">slots</span><span class="p">:</span><span class="w"> </span><span class="kp">&amp;</span><span class="p">[</span><span class="kt">usize</span><span class="p">],</span><span class="w"> </span><span class="n">f</span><span class="p">:</span><span class="w"> </span><span class="nc">impl</span><span class="w"> </span><span class="nb">FnMut</span><span class="p">(</span><span class="kt">usize</span><span class="w"> </span><span class="cm">/*idx into slots*/</span><span class="p">,</span><span class="w"> </span><span class="kt">usize</span><span class="w"> </span><span class="cm">/*col*/</span><span class="p">,</span><span class="w"> </span><span class="kt">u32</span><span class="w"> </span><span class="cm">/*value*/</span><span class="p">));</span>
+</code></pre></div>
+<ul>
+<li>On <code>PersistentSparseBitMatrix</code>: native override, one pass per slot via
+  the existing (currently private) <code>for_each_genome_in_row</code> — O(Σ row
+  nnz), zero n_cols-wide allocation. This is the whole point: expose code
+  that already exists rather than write anything new for the sparse side.</li>
+<li>On <code>PersistentBitMatrix::{Packed,Columnar,Implicit}</code>: <strong>provided
+  default</strong>, derived from <code>fill_sub_matrix</code> (materialize, then filter to
+  true cells) — reuses the already-optimal column-major/mmap path for
+  those formats, no new code needed there either.</li>
+<li><strong>On <code>PersistentCompactIntMatrix</code> (counts)</strong>: same provided-default
+  treatment, derived from its own existing <code>fill_sub_matrix</code> (<code>u32</code>-typed
+  already, <code>intmatrix.rs:387</code>) — not hand-optimized (no sparse count
+  format exists — "Explicitly deferred" per <code>traits.rs:9-12</code>), but not
+  excluded either: it gets a working, not-pathological implementation for
+  free today, on the same trait, ready for a native override the day a
+  sparse count format lands. This is why the signature carries <code>u32</code>
+  rather than <code>bool</code> — presence is <code>0</code>/<code>1</code>, counts are <code>u32</code>, one trait
+  covers both without a bool/u32 split forcing counts out of the design.</li>
+</ul>
+<p>Would let <code>query_partition_with</code>'s stage 2 collapse to one
+<code>layer.matrix().for_each_nonzero(&amp;hit_slots, |i, g, v| on_event(...))</code>
+call per layer, format-agnostic, with each backend's existing (or
+default-derived) implementation deciding the actual access pattern.</p>
+<p><strong>Separately, an existing bug in the generic path</strong> (found while tracing
+this, itself not yet fixed): <code>PersistentBitMatrix::fill_sub_matrix</code>
+(<code>persistent.rs:190-215</code>, the enum wrapper backing <code>BinaryMatrix</code>'s
+default trait impl) does <em>not</em> delegate to
+<code>PersistentSparseBitMatrix::fill_sub_matrix</code> for <code>Self::Sparse</code> — it
+reimplements the same naive per-(column, slot) <code>fill_row_bool</code> loop
+instead, bypassing the efficient native method one file over
+(<code>sparse.rs:249-258</code>). <code>obikphylo::siblings::cache::Mat</code>
+(<code>cache.rs:138-145</code>) independently built its own parallel enum wrapper
+that dispatches correctly — a sign this was worked around rather than
+fixed at the source. Any future <code>for_each_nonzero</code> work should fix this
+dispatch too (or route through it), rather than adding a third
+independently-dispatching wrapper.</p>