Generator

How many columns a decade of accuracy costs, measured and predicted, at q = 0.500

One function in the kernel library, called 9 times across 2 essays. Below: what it draws at its defaults, what it draws at every value an essay asks for, the 13 claims it put to the test while drawing them, and where it stands against the rule this site is named for.

At its defaults it draws how many columns a decade of accuracy costs, measured and predicted, at q = 0.500. The number of singular values above ε, against the number of digits ε asks for, on a 128 × 128 block between two intervals separated by a gap of 1. The measured curve is a straight line at 0.55 columns a decade: a digit costs the same handful of columns wherever you buy it, which is why the accuracy is a knob and not a cliff. The upper line is what the geometry alone promises — q^(p+1)/(1 − q) below ε, solved for p, using four numbers and no entry of the matrix — at 3.32 columns a decade. Both are straight and they are not the same straight: the bound is right about the shape and loose by 5.3× about the constant, which is the safe direction for a quantity you have to allocate storage from.

rank-accuracy is one function in lib/figures/kernel.js — one block — where a matrix with no zero entries turns out to have five useful columns. Everything below came out of it during this build, at arguments taken from the essays rather than invented for this page. A figure here is the figure a reader meets in an essay, and if the generator changes, this page changes with it.

At its defaults

Drawn even though every essay passes arguments — which on this site is every essay, at 100% of placements since the standard pass. A default nothing exercises is a trap for the next essay to call this with none, and this is the page where a default that has drifted from the figures around it becomes visible.

How many columns a decade of accuracy costs, measured and predicted, at q = 0.500The number of singular values above ε, against the number of digits ε asks for, on a 128 × 128 block between two intervals separated by a gap of 1. The measured curve is a straight line at 0.55 columns a decade: a digit costs the same handful of columns wherever you buy it, which is why the accuracy is a knob and not a cliff. The upper line is what the geometry alone promises — q^(p+1)/(1 − q) below ε, solved for p, using four numbers and no entry of the matrix — at 3.32 columns a decade. Both are straight and they are not the same straight: the bound is right about the shape and loose by 5.3× about the constant, which is the safe direction for a quantity you have to allocate storage from.0369121501122334455digits asked for, −log₁₀ εcolumns keptwhat the geometry promiseswhat the matrix costsa rank is a number of digitscolumns a decade0.55bound, a decade3.3rank at 10⁻⁸5bound at 10⁻⁸28q0.5the shape is rightand the constant is not

The number of singular values above ε, against the number of digits ε asks for, on a 128 × 128 block between two intervals separated by a gap of 1. The measured curve is a straight line at 0.55 columns a decade: a digit costs the same handful of columns wherever you buy it, which is why the accuracy is a knob and not a cliff. The upper line is what the geometry alone promises — q^(p+1)/(1 − q) below ε, solved for p, using four numbers and no entry of the matrix — at 3.32 columns a decade. Both are straight and they are not the same straight: the bound is right about the shape and loose by 5.3× about the constant, which is the safe direction for a quantity you have to allocate storage from.

gap: 1

The arguments are the ones A rank that is a number of digits passes. A value nobody placed would be a picture no essay asked for and no claim was ever checked against.

How many columns a decade of accuracy costs, measured and predicted, at q = 0.500The number of singular values above ε, against the number of digits ε asks for, on a 128 × 128 block between two intervals separated by a gap of 1. The measured curve is a straight line at 0.55 columns a decade: a digit costs the same handful of columns wherever you buy it, which is why the accuracy is a knob and not a cliff. The upper line is what the geometry alone promises — q^(p+1)/(1 − q) below ε, solved for p, using four numbers and no entry of the matrix — at 3.32 columns a decade. Both are straight and they are not the same straight: the bound is right about the shape and loose by 5.3× about the constant, which is the safe direction for a quantity you have to allocate storage from.0369121501122334455digits asked for, −log₁₀ εcolumns keptwhat the geometry promiseswhat the matrix costsa rank is a number of digitscolumns a decade0.55bound, a decade3.3rank at 10⁻⁸5bound at 10⁻⁸28q0.5the shape is rightand the constant is not

The number of singular values above ε, against the number of digits ε asks for, on a 128 × 128 block between two intervals separated by a gap of 1. The measured curve is a straight line at 0.55 columns a decade: a digit costs the same handful of columns wherever you buy it, which is why the accuracy is a knob and not a cliff. The upper line is what the geometry alone promises — q^(p+1)/(1 − q) below ε, solved for p, using four numbers and no entry of the matrix — at 3.32 columns a decade. Both are straight and they are not the same straight: the bound is right about the shape and loose by 5.3× about the constant, which is the safe direction for a quantity you have to allocate storage from.

gap: 8

The arguments are the ones A rank that is a number of digits passes. A value nobody placed would be a picture no essay asked for and no claim was ever checked against.

How many columns a decade of accuracy costs, measured and predicted, at q = 0.111The number of singular values above ε, against the number of digits ε asks for, on a 128 × 128 block between two intervals separated by a gap of 8. The measured curve is a straight line at 0.32 columns a decade: a digit costs the same handful of columns wherever you buy it, which is why the accuracy is a knob and not a cliff. The upper line is what the geometry alone promises — q^(p+1)/(1 − q) below ε, solved for p, using four numbers and no entry of the matrix — at 1.00 columns a decade. Both are straight and they are not the same straight: the bound is right about the shape and loose by 3.0× about the constant, which is the safe direction for a quantity you have to allocate storage from.03691215051015digits asked for, −log₁₀ εcolumns keptwhat the geometry promiseswhat the matrix costsa rank is a number of digitscolumns a decade0.32bound, a decade1rank at 10⁻⁸3bound at 10⁻⁸9q0.11the shape is rightand the constant is not

The number of singular values above ε, against the number of digits ε asks for, on a 128 × 128 block between two intervals separated by a gap of 8. The measured curve is a straight line at 0.32 columns a decade: a digit costs the same handful of columns wherever you buy it, which is why the accuracy is a knob and not a cliff. The upper line is what the geometry alone promises — q^(p+1)/(1 − q) below ε, solved for p, using four numbers and no entry of the matrix — at 1.00 columns a decade. Both are straight and they are not the same straight: the bound is right about the shape and loose by 3.0× about the constant, which is the safe direction for a quantity you have to allocate storage from.

gap: 2

The arguments are the ones A rank that is a number of digits passes. A value nobody placed would be a picture no essay asked for and no claim was ever checked against.

How many columns a decade of accuracy costs, measured and predicted, at q = 0.333The number of singular values above ε, against the number of digits ε asks for, on a 128 × 128 block between two intervals separated by a gap of 2. The measured curve is a straight line at 0.50 columns a decade: a digit costs the same handful of columns wherever you buy it, which is why the accuracy is a knob and not a cliff. The upper line is what the geometry alone promises — q^(p+1)/(1 − q) below ε, solved for p, using four numbers and no entry of the matrix — at 2.11 columns a decade. Both are straight and they are not the same straight: the bound is right about the shape and loose by 4.3× about the constant, which is the safe direction for a quantity you have to allocate storage from.0369121507142128digits asked for, −log₁₀ εcolumns keptwhat the geometry promiseswhat the matrix costsa rank is a number of digitscolumns a decade0.5bound, a decade2.1rank at 10⁻⁸4bound at 10⁻⁸18q0.33the shape is rightand the constant is not

The number of singular values above ε, against the number of digits ε asks for, on a 128 × 128 block between two intervals separated by a gap of 2. The measured curve is a straight line at 0.50 columns a decade: a digit costs the same handful of columns wherever you buy it, which is why the accuracy is a knob and not a cliff. The upper line is what the geometry alone promises — q^(p+1)/(1 − q) below ε, solved for p, using four numbers and no entry of the matrix — at 2.11 columns a decade. Both are straight and they are not the same straight: the bound is right about the shape and loose by 4.3× about the constant, which is the safe direction for a quantity you have to allocate storage from.

gap: 3

The arguments are the ones A rank that is a number of digits passes. A value nobody placed would be a picture no essay asked for and no claim was ever checked against.

How many columns a decade of accuracy costs, measured and predicted, at q = 0.250The number of singular values above ε, against the number of digits ε asks for, on a 128 × 128 block between two intervals separated by a gap of 3. The measured curve is a straight line at 0.45 columns a decade: a digit costs the same handful of columns wherever you buy it, which is why the accuracy is a knob and not a cliff. The upper line is what the geometry alone promises — q^(p+1)/(1 − q) below ε, solved for p, using four numbers and no entry of the matrix — at 1.68 columns a decade. Both are straight and they are not the same straight: the bound is right about the shape and loose by 4.0× about the constant, which is the safe direction for a quantity you have to allocate storage from.0369121506121824digits asked for, −log₁₀ εcolumns keptwhat the geometry promiseswhat the matrix costsa rank is a number of digitscolumns a decade0.45bound, a decade1.7rank at 10⁻⁸4bound at 10⁻⁸14q0.25the shape is rightand the constant is not

The number of singular values above ε, against the number of digits ε asks for, on a 128 × 128 block between two intervals separated by a gap of 3. The measured curve is a straight line at 0.45 columns a decade: a digit costs the same handful of columns wherever you buy it, which is why the accuracy is a knob and not a cliff. The upper line is what the geometry alone promises — q^(p+1)/(1 − q) below ε, solved for p, using four numbers and no entry of the matrix — at 1.68 columns a decade. Both are straight and they are not the same straight: the bound is right about the shape and loose by 4.0× about the constant, which is the safe direction for a quantity you have to allocate storage from.

gap: 4

The arguments are the ones A rank that is a number of digits passes. A value nobody placed would be a picture no essay asked for and no claim was ever checked against.

How many columns a decade of accuracy costs, measured and predicted, at q = 0.200The number of singular values above ε, against the number of digits ε asks for, on a 128 × 128 block between two intervals separated by a gap of 4. The measured curve is a straight line at 0.39 columns a decade: a digit costs the same handful of columns wherever you buy it, which is why the accuracy is a knob and not a cliff. The upper line is what the geometry alone promises — q^(p+1)/(1 − q) below ε, solved for p, using four numbers and no entry of the matrix — at 1.45 columns a decade. Both are straight and they are not the same straight: the bound is right about the shape and loose by 3.5× about the constant, which is the safe direction for a quantity you have to allocate storage from.0369121505101520digits asked for, −log₁₀ εcolumns keptwhat the geometry promiseswhat the matrix costsa rank is a number of digitscolumns a decade0.39bound, a decade1.4rank at 10⁻⁸4bound at 10⁻⁸12q0.2the shape is rightand the constant is not

The number of singular values above ε, against the number of digits ε asks for, on a 128 × 128 block between two intervals separated by a gap of 4. The measured curve is a straight line at 0.39 columns a decade: a digit costs the same handful of columns wherever you buy it, which is why the accuracy is a knob and not a cliff. The upper line is what the geometry alone promises — q^(p+1)/(1 − q) below ε, solved for p, using four numbers and no entry of the matrix — at 1.45 columns a decade. Both are straight and they are not the same straight: the bound is right about the shape and loose by 3.5× about the constant, which is the safe direction for a quantity you have to allocate storage from.

What it checked while drawing

Every figure above checked its own claims on the way to being drawn, and a claim that failed would have stopped the picture rather than shipped a wrong one. Those checks used to leave no trace at all: a passing one returned true and the only evidence the figure had checked anything was that nothing crashed. The list below is what they actually said, collected by running this generator with an observer installed — not a description of what it is believed to check.

13 distinct claims across 6 sets of arguments, grouped below by shape — because most of them are one sentence with a different number in it, and how many separate times that sentence was put to the test is the informative part.

the geometry's bound is a bound at ε = 10^-2 — checked 7 times

a block size the dense SVD below is affordable at

a convergent expansion, which is what admissible means

a decade of accuracy costs a fixed number of columns

a gap at which the expansion converges

a kernel this file defines

and it is loose by a factor rather than by an order of magnitude

Against the rule

It draws a decomposition and prints its residual. It calls rankAgainstAccuracy, and every figure above carries the badge — which residualcheck verifies by looking for it in the emitted SVG rather than by finding the call that builds one. A badge that is constructed and then left out of the body is the failure that check exists for.

Across the library: the rule bites on 217 of 397 generators — 199 print a residual and 18 are exempt with a published reason; 180 factorise nothing. Read from lib/residual-rule.js, which is the same body the gate enforces from, and the gate's last check fails the build if this page and it disagree about any generator.

Where it is called

Changing this generator changes every figure on this list. That is what makes the list worth publishing rather than keeping in a check script.

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