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obikmer
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Unitig evidence encoding
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obikmer
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Theory
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Theory
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Kmers and super-kmers
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DNA encoding
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Entropy filter
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Minimizer selection
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Partitioning architecture
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Implementation
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SuperKmer
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Kmer
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Chunk reader
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Construction pipeline
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obipipeline library
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On-disk storage
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MPHF selection
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Unitig evidence encoding
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Unitig evidence encoding
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Table of contents
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Role of unitigs in the index
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Binary file formats
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unitigs.bin — sequence chunks
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unitigs.bin.idx — block-sampled offset index
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evidence.bin — per-slot MPHF evidence
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Building and reading the index
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build_unitig_idx(path, block_bits)
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open(), open_sequential(), open_direct_access()
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chunk_start(i) — access modes
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Decoding a kmer from slot s
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Field widths and capacity
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< / a >
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Evidence bit-cost
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< / a >
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Unitig decomposition non-determinism
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Partition-size tradeoff
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Alternative: fingerprint evidence
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Evidence elimination (discussion)
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obilayeredmap crate
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PersistentCompactIntVec
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PersistentBitVec
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Merge command
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Kmer filtering (rebuild/dump/unitig)
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Architecture
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Architecture
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< a href = "../../architecture/sequences/invariant/" class = "md-nav__link" >
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Sequences
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Kmer index
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< div class = "md-sidebar md-sidebar--secondary" data-md-component = "sidebar" data-md-type = "toc" >
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< nav class = "md-nav md-nav--secondary" aria-label = "Table of contents" >
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Table of contents
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< ul class = "md-nav__list" data-md-component = "toc" data-md-scrollfix >
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< li class = "md-nav__item" >
< a href = "#role-of-unitigs-in-the-index" class = "md-nav__link" >
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Role of unitigs in the index
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< / a >
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< a href = "#binary-file-formats" class = "md-nav__link" >
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Binary file formats
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< nav class = "md-nav" aria-label = "Binary file formats" >
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< a href = "#unitigsbin-sequence-chunks" class = "md-nav__link" >
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unitigs.bin — sequence chunks
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< / a >
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< a href = "#unitigsbinidx-block-sampled-offset-index" class = "md-nav__link" >
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unitigs.bin.idx — block-sampled offset index
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< / li >
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< a href = "#evidencebin-per-slot-mphf-evidence" class = "md-nav__link" >
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evidence.bin — per-slot MPHF evidence
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< a href = "#building-and-reading-the-index" class = "md-nav__link" >
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Building and reading the index
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< / span >
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< / a >
< nav class = "md-nav" aria-label = "Building and reading the index" >
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< a href = "#build_unitig_idxpath-block_bits" class = "md-nav__link" >
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build_unitig_idx(path, block_bits)
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< / span >
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< / a >
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< a href = "#open-open_sequential-open_direct_access" class = "md-nav__link" >
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open(), open_sequential(), open_direct_access()
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< / span >
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< / a >
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< a href = "#chunk_starti-access-modes" class = "md-nav__link" >
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chunk_start(i) — access modes
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< / span >
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< / a >
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< / li >
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Decoding a kmer from slot s
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Field widths and capacity
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Evidence bit-cost
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Unitig decomposition non-determinism
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< / a >
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Partition-size tradeoff
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Alternative: fingerprint evidence
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< h1 id = "unitig-based-mphf-evidence-encoding" > Unitig-based MPHF evidence encoding< / h1 >
< h2 id = "role-of-unitigs-in-the-index" > Role of unitigs in the index< / h2 >
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< p > The MPHF maps each canonical kmer to an integer slot but provides no inverse: a slot index alone cannot reconstruct the kmer. The < strong > evidence file< / strong > supplies this inverse: for each MPHF slot it stores a pointer into the unitig sequence file, from which k nucleotides can be extracted.< / p >
< p > Unitigs are the natural compact representation: a run of L nucleotides encodes L − k + 1 consecutive canonical kmers. The entire kmer set of a partition is reconstructible from its unitig binary file.< / p >
< hr / >
< h2 id = "binary-file-formats" > Binary file formats< / h2 >
< h3 id = "unitigsbin-sequence-chunks" > < code > unitigs.bin< / code > — sequence chunks< / h3 >
< p > A sequence of binary records. Each record:< / p >
< div class = "highlight" > < pre > < span > < / span > < code > [u8: seql − k] [ceil(seql / 4) bytes: 2-bit packed nucleotides]
< / code > < / pre > < / div >
< ul >
< li > < code > seql − k< / code > (0– 255): nucleotide length minus k, so < code > seql = byte[0] + k< / code > and < code > n_kmers = byte[0] + 1< / code > .< / li >
< li > Packed nucleotides: A=00, C=01, G=10, T=11, MSB-first within each byte; last byte zero-padded.< / li >
< li > Byte count for packed sequence: < code > ceil(seql / 4)< / code > .< / li >
< / ul >
< p > Unitigs with more than < code > MAX_KMERS_PER_CHUNK = 256< / code > k-mers are transparently split into overlapping chunks. Each chunk has at most 256 k-mers (= < code > seql − k + 1 ≤ 256< / code > ); consecutive chunks overlap by k− 1 nucleotides so no kmer is lost:< / p >
< div class = "highlight" > < pre > < span > < / span > < code > chunk 1: nucleotides [0, MAX_KMERS_PER_CHUNK + k − 2] (256 kmers)
chunk 2: nucleotides [256, end] (remaining kmers)
overlap: k− 1 nucleotides shared between the two chunks
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< / code > < / pre > < / div >
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< h3 id = "unitigsbinidx-block-sampled-offset-index" > < code > unitigs.bin.idx< / code > — block-sampled offset index< / h3 >
< div class = "highlight" > < pre > < span > < / span > < code > magic : 4 bytes = " UIX3"
block_bits: u32 LE — granularity parameter (0– 31)
n_unitigs : u32 LE — total number of chunks in unitigs.bin
n_kmers : u64 LE — total number of kmers across all chunks
offsets : [u32 LE] — byte offsets into unitigs.bin, one per 2^block_bits chunks + sentinel
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< / code > < / pre > < / div >
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< p > One offset entry is stored every < code > 2^block_bits< / code > chunks; the array is sentinel-terminated (last entry = file size). < code > DEFAULT_BLOCK_BITS = 0< / code > stores one offset per chunk (exact table, no scan).< / p >
< h3 id = "evidencebin-per-slot-mphf-evidence" > < code > evidence.bin< / code > — per-slot MPHF evidence< / h3 >
< p > A flat array of u32 values, one per MPHF slot, no header:< / p >
< div class = "highlight" > < pre > < span > < / span > < code > bits [31:7] = chunk_id (25 bits)
bits [6:0] = rank (7 bits, 0– 127)
< / code > < / pre > < / div >
< p > File size = < code > n_slots × 4< / code > bytes. < code > chunk_id< / code > is the 0-based index of the record in < code > unitigs.bin< / code > ; < code > rank< / code > is the position of the canonical kmer within that chunk (counting only canonical kmers). Encoding: < code > raw = (chunk_id < < 7) | (rank & 0x7F)< / code > . Decoding: < code > chunk_id = raw > > 7< / code > , < code > rank = raw & 0x7F< / code > .< / p >
< hr / >
< h2 id = "building-and-reading-the-index" > Building and reading the index< / h2 >
< h3 id = "build_unitig_idxpath-block_bits" > < code > build_unitig_idx(path, block_bits)< / code > < / h3 >
< p > Scans < code > unitigs.bin< / code > sequentially: for each chunk at byte offset < code > offset< / code > , if < code > chunk_count & mask == 0< / code > (where < code > mask = (1 < < block_bits) − 1< / code > ), appends < code > offset as u32< / code > to < code > block_offsets< / code > . After the scan, appends a sentinel (= total file size), then writes the < code > .idx< / code > file. Called after the unitig file is fully written and closed.< / p >
< h3 id = "open-open_sequential-open_direct_access" > < code > open()< / code > , < code > open_sequential()< / code > , < code > open_direct_access()< / code > < / h3 >
< p > < code > UnitigFileReader< / code > has three constructors:< / p >
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< ul >
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< li > < code > open(path)< / code > — smart default: if < code > unitigs.bin.idx< / code > exists, delegates to < code > open_direct_access< / code > ; otherwise delegates to < code > open_sequential< / code > . Prefer this in call sites that don't require one specific mode.< / li >
< li > < code > open_sequential(path)< / code > — never reads < code > .idx< / code > . Sequential iterators only; < code > chunk_start(i)< / code > falls back to an O(i) mmap scan rather than panicking.< / li >
< li > < code > open_direct_access(path)< / code > — requires < code > .idx< / code > to be present. Enables O(1) or O(2^block_bits) < code > chunk_start(i)< / code > , used by < code > verify_canonical_kmer< / code > at query time.< / li >
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< / ul >
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< p > < code > CanonicalKmerIter< / code > — a clonable sequential iterator returned by < code > UnitigFileReader::iter_canonical_kmers()< / code > . It holds an < code > Arc< Mmap> < / code > so cloning resets the cursor to the start without reopening the file. This makes it usable with < code > par_bridge()< / code > for parallel MPHF construction without random access.< / p >
< h3 id = "chunk_starti-access-modes" > < code > chunk_start(i)< / code > — access modes< / h3 >
< p > When < code > .idx< / code > is loaded (< code > open_direct_access< / code > ):< / p >
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< ul >
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< li > < code > block_bits = 0< / code > : single array lookup, O(1).< / li >
< li > < code > block_bits > 0< / code > : lookup block, then scan ≤ 2^block_bits records, O(2^block_bits).< / li >
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< / ul >
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< p > When < code > .idx< / code > is absent (< code > open_sequential< / code > ): < code > chunk_start(i)< / code > performs an O(i) sequential mmap scan from offset 0. No panic — the function degrades gracefully. This degraded path is used by < code > find_strict()< / code > on Approx layers (sequential scan of all canonical kmers).< / p >
< h3 id = "decoding-a-kmer-from-slot-s" > Decoding a kmer from slot < code > s< / code > < / h3 >
< div class = "highlight" > < pre > < span > < / span > < code > < span class = "kd" > let< / span > < span class = "w" > < / span > < span class = "p" > (< / span > < span class = "n" > chunk_id< / span > < span class = "p" > ,< / span > < span class = "w" > < / span > < span class = "n" > rank< / span > < span class = "p" > )< / span > < span class = "w" > < / span > < span class = "o" > =< / span > < span class = "w" > < / span > < span class = "n" > evidence< / span > < span class = "p" > .< / span > < span class = "n" > decode< / span > < span class = "p" > (< / span > < span class = "n" > s< / span > < span class = "p" > );< / span > < span class = "w" > < / span > < span class = "c1" > // u32 → (chunk_id: u32, rank: u8)< / span >
< span class = "kd" > let< / span > < span class = "w" > < / span > < span class = "n" > kmer< / span > < span class = "w" > < / span > < span class = "o" > =< / span > < span class = "w" > < / span > < span class = "n" > unitigs< / span > < span class = "p" > .< / span > < span class = "n" > raw_kmer< / span > < span class = "p" > (< / span > < span class = "n" > chunk_id< / span > < span class = "p" > ,< / span > < span class = "w" > < / span > < span class = "n" > rank< / span > < span class = "p" > );< / span > < span class = "w" > < / span > < span class = "c1" > // 2-bit packed slice → left-aligned u64< / span >
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< / code > < / pre > < / div >
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< p > Two memory accesses: one 4-byte read from < code > evidence.bin< / code > , one packed-bit extraction from < code > unitigs.bin< / code > via the mmap. The retrieved sequence is already canonical (only canonical kmers are inserted into the De Bruijn graph).< / p >
< hr / >
< h2 id = "field-widths-and-capacity" > Field widths and capacity< / h2 >
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< table >
< thead >
< tr >
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< th > field< / th >
< th > bits< / th >
< th > range< / th >
< th > capacity check (< em > B. nana< / em > , 256 partitions)< / th >
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< / tr >
< / thead >
< tbody >
< tr >
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< td > < code > seql − k< / code > < / td >
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< td > 8< / td >
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< td > 0– 255< / td >
< td > max < code > n_kmers< / code > per chunk = 256 = < code > MAX_KMERS_PER_CHUNK< / code > < / td >
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< / tr >
< tr >
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< td > < code > rank< / code > < / td >
< td > 7< / td >
< td > 0– 127< / td >
< td > observed max ~46 kmers/chunk; structural max k− m+1 = 21< / td >
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< / tr >
< tr >
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< td > < code > chunk_id< / code > < / td >
< td > 25< / td >
< td > 0– 33 554 431< / td >
< td > avg U ≈ 275 k chunks/partition< / td >
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< / tr >
< / tbody >
< / table >
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< p > The rank field is 7 bits (max 127) even though chunks can contain up to 256 k-mers, because rank counts only canonical kmers within the chunk, and the canonical kmer count is at most half the total.< / p >
< hr / >
< h2 id = "evidence-bit-cost" > Evidence bit-cost< / h2 >
< p > Strategy B (chunk_id + rank) is the implemented strategy. For < em > B. nana< / em > (k=31, 256 partitions, P ≈ 10.4 M unique kmers/partition, U ≈ 275 k chunks/partition, m_u ≈ 37.9 kmers/chunk):< / p >
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< table >
< thead >
< tr >
< th > field< / th >
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< th > theoretical cost< / th >
< th > value< / th >
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< / tr >
< / thead >
< tbody >
< tr >
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< td > chunk_id< / td >
< td > ⌈log₂ U⌉< / td >
< td > 19 bits< / td >
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< / tr >
< tr >
< td > rank< / td >
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< td > ⌈log₂ m_u⌉ (≈ fixed)< / td >
< td > 6 bits< / td >
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< / tr >
< tr >
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< td > < strong > stored< / strong > < / td >
< td > aligned u32< / td >
< td > < strong > 32 bits/slot< / strong > < / td >
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< / tr >
< / tbody >
< / table >
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< p > The u32 layout is chosen for alignment and simplicity; no bit-addressing arithmetic is needed.< / p >
< p > Comparison with strategy A (global nucleotide offset): < code > ⌈log₂(P · (1 + (k− 1)/m_u))⌉ = 25 bits< / code > . Strategy A is theoretically 2 bits cheaper; strategy B's advantage is < strong > locality< / strong > (decoding touches one chunk's cache lines) and a bounded, constant-width rank field independent of partition size.< / p >
< hr / >
< h2 id = "unitig-decomposition-non-determinism" > Unitig decomposition non-determinism< / h2 >
< p > The unitig extraction from < code > GraphDeBruijn< / code > is < strong > not deterministic< / strong > : two runs on identical input can produce different unitig counts and sequences while covering exactly the same canonical kmer set.< / p >
< p > The hash map (< code > hashbrown::HashMap< / code > with < code > Xxh3Builder< / code > ) has run-dependent iteration order. The < code > start_iter< / code > first pass emits every node where < code > can_extend_left< / code > is false — this includes true dead-ends and branch points (nodes with ≥2 left neighbours). When a branch point is encountered before its upstream neighbours, it claims the downstream chain and those upstream neighbours later produce length-k degenerate unitigs. When upstream neighbours appear first, they extend through the branch point.< / p >
< p > < strong > Example< / strong > — fork topology (k = 31):< / p >
< div class = "highlight" > < pre > < span > < / span > < code > A → B ← C
↓
D
< / code > < / pre > < / div >
< p > B has two left neighbours, so < code > can_extend_left = false< / code > . Two valid tilings:< / p >
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< table >
< thead >
< tr >
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< th > iteration order< / th >
< th > unitigs< / th >
< th > count< / th >
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< / tr >
< / thead >
< tbody >
< tr >
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< td > A first< / td >
< td > ABD, C< / td >
< td > 2< / td >
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< / tr >
< tr >
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< td > B first< / td >
< td > BD, A, C< / td >
< td > 3< / td >
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< / tr >
< / tbody >
< / table >
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< p > Both cover the same 4 canonical kmers. Pure cycles are unaffected: all cycle nodes have both extensions present, so none are emitted in the first pass; each cycle produces exactly one unitig regardless of entry point (only the cut point varies).< / p >
< p > This non-determinism is benign for MPHF construction: the MPHF is built from the kmer set, which is identical across tilings.< / p >
< hr / >
< h2 id = "partition-size-tradeoff" > Partition-size tradeoff< / h2 >
< p > Measured on < em > B. nana< / em > (k=31, m=11), summing across all partitions:< / p >
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< table >
< thead >
< tr >
< th > N partitions< / th >
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< th > m_u< / th >
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< / tr >
< / thead >
< tbody >
< tr >
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< td > 1< / td >
< td > 41.89< / td >
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< / tr >
< tr >
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< td > 16< / td >
< td > 38.19< / td >
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< / tr >
< tr >
< td > 256< / td >
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< td > 37.90< / td >
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< / tr >
< tr >
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< td > 1 024< / td >
< td > 37.89< / td >
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< / tr >
< / tbody >
< / table >
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< p > < code > m_u< / code > is set by De Bruijn graph topology (heterozygosity, repeats, sequencing errors), not partition count. The variation from 1 to 1024 partitions is under 10%; within 16– 1024 it is under 1%. Unitigs provide ~3.1× nucleotide compaction over super-kmers at 256 partitions.< / p >
< p > Evidence cost decreases by 1 bit/kmer with each doubling of partition count (via < code > log₂ U = log₂(P/m_u)< / code > ). The sequence storage term < code > 2 · (1 + (k− 1)/m_u) ≈ 3.6 bits/kmer< / code > is approximately constant.< / p >
< hr / >
< h2 id = "alternative-fingerprint-evidence" > Alternative: fingerprint evidence< / h2 >
< p > < code > evidence.bin< / code > can be replaced by < code > fingerprint.bin< / code > at index build time (< code > --approx< / code > ) or after the fact (< code > reindex --approx< / code > ). The fingerprint stores b bits per MPHF slot (the low b bits of < code > kmer.seq_hash()< / code > ); verification becomes a single bitfield comparison instead of a unitig dereference. False-positive rate per k-mer query: 1/2^b. With the Findere z parameter, z consecutive k-mers must all match, reducing the effective window FP rate to 1/2^(b·z) while skipping z− 1 of every z k-mers. No < code > .idx< / code > file is written or read in approx mode.< / p >
< p > See < a href = "../evidence_elimination/" > Approximate evidence (Findere fingerprint)< / a > for the full design and CLI parameters.< / p >
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