The thread: Measured, not assumed — page 7
The shape a range question is about
A range minimum is a question about a tree, and the tree is determined by the array. Twelve values, eleven parent links, and the answer to every one of the seventy-eight ranges is a lowest common ancestor — with the values themselves no longer needed.
The other axisA bit for every bit
A grid over 3,612 points is 43,344 bits of payload. The smallest any structure can be that distinguishes one permutation of 3,612 things from another is 37,485. There is 16% to play for, and the deferral that asked for a compressed grid assumed there was much more.
The index that replaces the textTwo thousand documents of two hundred characters
Every collection this field has measured has been a dozen documents of ten thousand characters. A real collection is usually the other shape, and the other shape moves every term in a document index — one of them by a factor of seventy.
Two parametersHow long a reweighting stays true
Johnson's one Bellman–Ford run costs under one per cent of an all-pairs computation because it is divided over every source. Asked one query at a time it is divided over nothing, and it still repays itself after 2.7 queries — because the preparation is one Bellman–Ford and every query saves a third of another. What decides the trade is not the query count but whether the graph holds still: at half a per cent of arcs redrawn between queries the stored potential is worth exactly nothing, and its life is geometric at a per-arc failure rate of 6.6%.
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.
StructuresThe runs a permutation does not leave
A run of length L costs 2⌊log₂ L⌋ + 1 bits and replaces L, so coding runs pays above a mean run of six. This grid's mean run is 2.34, chance gives 1.90, and coding its runs makes it 17.8% larger.
What the libraries doThe crossing that never arrives
Output-sensitive document listing exists because a pattern can occur four thousand times in eight documents. On a real collection of two thousand short documents it occurs 1.04 times per document, and the whole apparatus buys nothing at all.
Two parametersA potential mended where it broke
A stored reweighting on a 256-vertex graph with negative arcs costs 10,045 relaxations to rebuild, and rebuilding it every time an update breaks it stops paying once half a per cent of arcs change between queries. Mending it from the arcs that broke costs 16 to 442 relaxations instead, and the stored potential stays at two thirds of the per-query cost at every rate of change. When the change is a vertex whose costs all move together, a repair reaches nearly every vertex. It still costs a third of a rebuild.
The data that is not a numberThe shape of a real history's depth
Four essays here are about capping how far an extraction follows a chain of copies, and every number in them came from a generated collection. Here is the depth histogram of a real version history, which is a bell, and of twelve unrelated essays, which is nearly the same bell.
What is taught wronglyThe measure that cannot see the alphabet
Take a Fibonacci word of 4,181 characters and transform it with a before b — six runs. Transform the same word with b before a — nineteen. The parse gives eighteen phrases either way, and the gap between the two run counts grows with every word in the family.
StructuresOne revision, one level
The cap ladder assumed depth is generations of copying. On a real file it is exactly that — one more revision, one more level, nine times running — plus eight levels the first revision already had before any history existed.
The data that is not a numberThe cell nobody filled
Every structure here was measured either on one long repetitive text or on prose cut into short documents. The collection that is both is a two-by-two with one empty corner, and what is in it is not the product of its margins.
What is taught wronglyThe threshold that reaches zero
At q = 5 and four errors on a twenty-four-character pattern the filter demands zero shared q-grams, proposes all 2,977 windows, and computes 986,266 table cells where filling the whole table would have cost 96,000. The failure is arithmetic and is knowable before a character is read.
What is taught wronglyThe deepest text is punctuation
Eight source files reach depth 78 in a parse, on a collection with no version history in it at all. The positions between depth 20 and depth 72 are the same 48 characters at every level, and every one of them is a dash in a comment separator.
The data that is not a numberWhat repetition is worth once the logarithm is gone
On prose, nearly three quarters of the fall in phrases per character with size is arithmetic that any text pays. On a collection built of copies it is a fifth, and what is left is a factor of three that is genuinely the arrangement.
What the libraries doThe cap that would ship
The published sweep put the knee at four to eight. On four real collections it is at nine to twelve, a cap of one costs forty-eight times the free parse rather than twenty-one, and the number a system should actually set is none of those.
The data that is not a numberThe array is the length distribution
The document array holds each document once per character it contributed, so its symbol distribution is the collection's length distribution exactly. On equal-length documents its entropy is log d and no coding saves anything.
What is taught wronglyWhat the approximation gives up
Compared at every one of the 3,736 decisions a search could ask about, the published shift rules and the exact ones agree at all of them on a set of 128 patterns. At two patterns they differ at five of 84, by up to four positions — and the run reads 6.3% more characters.
The index that replaces the textThe half that is never asked where
A bidirectional index is two indexes and one interval. One of them is asked for ranks several hundred times a search and for a position never — and the parts that answer "where" are two of the five it is made of.
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.
The other axisAn index that cannot locate
Take an FM-index, remove the sampled positions and the bit vector marking them, and refuse every request for a position. What is left still counts, still extends intervals, still runs a whole search — and is a third smaller.
What is taught wronglyThe cap that binds on one text and not another
A periodic text looks like the one made of chains and pays 1.11 times the phrases for a cap of four. A text that repeats itself pays 2.96. The guess is backwards, and the reason is that depth measures nesting rather than repetition.
What is taught wronglyA sixth of what, exactly
The saving from a counting-only reverse half is 30.5% at one sampled position in four and 14.0% at one in a hundred and twenty-eight. A number quoted without its sampling rate is a number about a setting somebody chose.
What is taught wronglyThe pruning that loses an occurrence
Two versions of the same lower-bound pruning, each one character away from correct. Both return only real occurrences, both return fewer of them, and no check that asks whether the answers are right can tell either from the truth.
What the libraries doThe saving, spent
A bidirectional index whose reverse half cannot locate is a sixth smaller. Give that sixth back to the half that does locate, and the same total size answers a locate five times faster.
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.
The index that replaces the textEvery child at once
A bidirectional extension counts the occurrences of every symbol smaller than the one being added, and this collection did it with one rank per symbol — 139.7 operations an extension on a twenty-six-letter alphabet. One walk down the tree gives the same number.
What is taught wronglyThe occurrences a join invents
Eight documents run together hold forty-nine eight-character windows that span a join, twenty-three of which occur in no document at all. Every index built over the concatenation reports them, and five essays of this collection paid that cost silently.
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 is taught wronglyA schedule nobody writes down
A search scheme is valid when its searches between them cover every way the errors can fall — ten cases at two errors, enumerable in a line. A scheme missing one of them finds seven occurrences of eight, all real, at the right error counts, and reports nothing wrong.