The thread: Two counts, two rankings — page 2
The collection decides which index is small
Three compressed self-indexes over one text of five hundred characters measure 3,511, 7,285 and 10,974 bits. Repeat that text thirty-two times and the same three measure 34,615, 8,892 and 17,047 — the ordering has completely reversed, and nothing about any of the structures changed.
What a bound isThe branch that cannot reach an answer
Seventy-two rank operations over the pattern remove 27,906 of the 39,957 interval extensions a bounded-error index walk performs — 70% of the tree, at a budget of three. The share grows with the budget, which is what a pruning has to do to be worth its cost.
StructuresA sketch that is allowed to be under
Count-Min's estimate is never below the truth, and it pays for that with an error proportional to the whole stream. Give every key a sign and take a median instead, and the same table is 2.7 times more accurate on the keys anybody asks about — and wrong in both directions.
The other axisEvery occurrence at the same price
A regular sampling has one dial and it moves two costs together — 1,495 bits at 63 LF steps an occurrence, 131,088 bits at none. A sampling at the run boundaries sits at 10,244 bits and one predecessor query, which is a point the curve reaches only at 69,649.
CountingThe sort whose count has no distribution
Batcher's network makes nineteen comparisons on every one of the 40,320 orderings of eight elements — sorted, reversed, adversarial or random — because it decides which pairs to compare before it sees any of them. That is two above merge sort's worst case and four below heapsort's best. At 65,536 elements the same refusal to adapt costs 4.07 times merge sort's worst case, and it buys three things no adaptive sort has, one of which is a proof of correctness that takes 65,536 inputs instead of twenty trillion.
StructuresThe counter that takes the smallest slot
Space-Saving keeps two numbers per key and they bracket the truth from both sides. On the twenty heaviest keys of a stream its mean error is a tenth of one arrival, against a hundred and ten for Misra-Gries at the same bits — and on the keys ranked past a hundred the ordering reverses.
CountingThe order equal keys keep
Four of the eight sorts here leave every pair of equal keys in the order it arrived in and four move between 1,209 and 2,403 pairs, and none of the four counts every plate here reports can tell them apart. Decorating each record with its arrival position makes any of them stable, for four thousand words and between 0.05 and 1.64 times its comparisons — a charge of 64% on Shellsort and a saving of 95% on quicksort, because the ties stability has to break are the ties a two-way partition chokes on.
The other axisA bound that has to be paid for
The pruning removes seventy per cent of a search tree for seventy-two rank operations. It also needs an FM-index of the reversed text — 17,033 bits against the forward index's 17,032 — which doubles the structure whose small size was the entire argument for walking an index.
StructuresThe fold that minimises the wrong thing
A fold charges per level and a survivor pays the cuts on its path, so the bill looks like a weighted external path length — and Huffman's construction minimises that quantity by proof. Built and measured on thirty-two uneven shards it does minimise it, 181,407 against a balanced tree's 200,000, and leaves more damage than the tree does.
CountingThe questions a sort asks twice
Selection sort makes 32,640 comparisons on 256 elements and 19,561 of them have answers it already holds. Remove every one and it still makes 7.8 times the information floor, because a question can be new and nearly worthless: insertion sort repeats nothing at all and removes 0.72 of a bit per comparison where merge sort removes 0.96. And bubble sort, less its repeats, makes exactly insertion sort's comparisons — at every size.
StructuresThe shape one structure will not fold
Folding thirty-two shards largest-pair-first keeps 2,556 quantile tuples against a balanced tree's 3,211 — a fifth of the space saved. The same fold on the counter tables beside them leaves 403 counts of error against the tree's 148. A deployment holding both cannot fold once and be right twice.
What is taught wronglyA parameter that waits for another
Four merge fold shapes over thirty-two evenly loaded shards leave errors of 665, 667, 665 and 667 — a fifth of a per cent apart. Give the same four shapes shards whose loads span seventeen-fold and they leave 148, 183, 323 and 403. The parameter did nothing until a second parameter moved, and every measurement that fixed the second one saw nothing.
What is taught wronglyThe warning that is silent for the right reason
The statistic shipped to warn that a merge prediction is about to fail reads 0.160 on a stationary stream, 0.172 on a bursty one and 0.909 on a drifting one. It was asked to be looked at again because it does not catch a burst. It does not, and the reason is that on a burst there is nothing to catch.
What is taught wronglyThree savings in three currencies
The same six occurrences, found four ways. The table computes 60,000 cells and reads 60,000 characters. The counting filter computes 6,251 cells and reads 13,022 characters. The seed filter computes 3,325 and reads 550. The index walk computes none, reads none, and performs 18,645 ranks.
What is taught wronglyThe operations a candidate count leaves out
The grid examines 33 candidates where the scan examines 4,355 — a factor of 132. Counted in the operations each of them performs, the same query is 2,471 against 4,355, and the factor is 1.8.
What is taught wronglyThe ratio that was an implementation
This collection published a factor of forty-two between two shift rules' preprocessing. Sixty-nine per cent of the denominator was a table the published rule never reads, and the numerator was a definition rather than a construction. The corrected ratio is 1.6.
What the machine doesThe count that was already there
A bit vector's rank of one is the position minus its rank of zero. Every walk down a wavelet tree computes one of them at every level, and this collection asked for the other separately for years.
What the machine doesTwenty bits apart
Two representations of one sparse set, six thousand seven hundred and forty-five bits against six thousand seven hundred and sixty-five. One exploits sparsity and the other exploits runs, and on this set at this density they price identically.
What the machine doesWhat a character costs on four machines
Forty-four operations, one, forty-two, and a number that moves. Four machines for one language, with the construction charged separately from the steps, because a machine that is free per character paid eleven thousand operations before the first one.
What the machine doesThe order with the best depth
An edit-distance table can be filled row by row, column by column, or one anti-diagonal at a time, and the anti-diagonal order is the one that needs the fewest rounds — 513 against 65,793 on two strings of 256 characters, because every cell on an anti-diagonal is independent of the others. Stored the usual way, row by row, it also misses the cache on 31.1% of its reads, where row order misses 6.3%. The order that is best for parallel work is worst for the memory it runs on.
What the machine doesTwo probes are two misses
Cuckoo hashing's lookup reads at most two slots, and at a load of 0.45 it reads 1.27 on average where linear probing reads 1.39. Replayed through a cache, it misses 1.18 times a lookup where linear probing misses 0.98. The table that wins the count the analysis uses loses the count the machine charges, because two slots in unrelated places are two cache lines, and a run of adjacent slots is usually one.
The other axisTwo currencies for one separator
Giving every document its own boundary marker costs a fifth of the packed text and three per cent of the run count. Both numbers are right, they are about the same change, and which one a collection pays depends on a structure nobody named.
What the machine doesThe bucket that fits a line
Make each of a cuckoo table's two candidates a bucket of eight slots laid out on one cache line, and no lookup ever touches more than two lines, the table builds past a load of 0.95, and at that load it misses 1.21 times a lookup where linear probing misses 1.79. The prediction that it would lose to linear probing at low loads was wrong — it misses less at every load measured, 0.94 against 0.96 at 0.3 — because a key it holds almost never lives in its second bucket. The guarantee belongs to the alignment, not the bucket; eight slots on lines of four put a lookup on four lines.
What the libraries doThe smaller tree hands it back unsorted
A frequency-shaped tree is sixteen per cent smaller and returns its documents in code order. A balanced one is larger and returns them sorted. The trade is d log d comparisons against a saving, which is not close — until the answer is truncated.
The index that replaces the textThree savings on one structure
A factor of eleven on an extension, a factor of seven on a branching search, and a sixth of the bits. Applied to one bidirectional index they do not give a factor of seventy-seven, and the reason is that two of the three are the same saving.
What the machine doesThe table stored the way it is filled
Store an edit-distance table by anti-diagonals instead of by rows, and the anti-diagonal fill keeps its 513 rounds while its cache misses fall from 31.1% of reads to 8.7%. It does not fall to row order's 6.3%, and the gap is not noise — on caches of four and eight lines the two rates are 9.4% and 6.3%, exactly three to two, because a cell reads from two earlier diagonals and only one earlier row. The same layout turns row order into the order that strides, at 28.3%. How a table is stored and the order it is filled in are one decision, and its price is the number of earlier fronts the recurrence reads.
The other axisThe ladder, and the rung that spends
Two hundred and fifty thousand bits, then two hundred and twenty-six, then two hundred and eleven. The fourth rung takes the whole saving and buys a four-times denser sampling with it, landing at ninety-six per cent of where it started and locating several times faster.
The index that replaces the textThe same occurrences, less bookkeeping
Two traversals examine identically many phrases and report identically many occurrences. What differs is that one holds every occurrence found so far in a set and the other holds an ordered list and a cursor.
What is taught wronglyA price with no structure under it
A class in this collection has charged Elias–Fano's price for several strands and stores an array of positions searched by binary search. The accounting is right about space to a bit per thousand and wrong about one operation by a factor of eight.
What is taught wronglyTwo factors that do not multiply
Eleven times and seventy-eight times against the same baseline, so an index with both should be eight hundred and sixty. It is seventy-eight, and the shortfall is eleven — the first factor, exactly, because the second operation already contains it.