refine_step

std.stats.refine_step · Level L1

One step of a filtration check: the later partition (labels b2) refines the earlier one (labels a), so two outcomes in one block later were in one block before. The body is_filtration scans.

b2(x) = b2(y) ⇒ a(x) = a(y)

Signature

refine_step(ok: f64[], a: f64[n], b2: f64[n]) → f64[]

Structure

The function as NOVA stores it: one box per input, operation and output, and arrows that carry values. A double border marks another library function this one runs — called once, or by Scan once per element; select it to open that function.

okf64[]af64[n]b2f64[n]ReshapeacReshapearReshapebcReshapebrEqualsame_aEqualsame_bGreatercoarserReduceMaxbad1.0SubtractgoodMultiplyok2ok2f64[]
  • input
  • operation
  • constant
  • call
  • output

Verification

  • Signature proven by NOVA’s shape solver, for every size.
  • Equal to the reference every pair together later is together earlier in exact rational arithmetic, on all 40 test cases.
  • All 40 float64 results are exact: the error is zero.
  • Interpreter and NumPy backend return bit-identical results.
  • At float32 too: the 40 test cases rounded to float32, and 40 of them exact, with zero error.
Accuracy in detail
correctly rounded (the float64 nearest the exact value)
100%
bit-equal to the NumPy formula in float64
100%
largest error, in units in the last place
0

Identity

Calls
—
Called by
sha256:e4dc5bb2bf3d70dc46814558e743305bfcb92cf9e837436d6958660338c64fb0

The semantic hash of the graph. It changes when the program changes, and never when only its documentation does.

Control handle

Symbol
Ω:std.stats.refine_step · Ω:refine_step
Pins
sha256:074ec08c08a27c50a02226103f98dfe60587bff79f21d174a6317b00b1b38702this graph alone
Evidence
sha256:d9e2ef72694d37252949fbaf7b094ea1130aba993be6fd4d5a27f8637d95da2bthe hash of its verification record
Needs
no capability: a pure function

Through NOVA’s control layer, the symbol launches this function only while the program still matches what it pins: a change to this graph, or to any graph it reaches, needs a migration first.

ΣEML 2026

Efficient New Language — a high-density semantic overlay for humans and AI agents.

This site’s demos run on the real EML toolchain, in your browser.

© 2026 EveMissLab (一言諾科技有限公司) / Neo.K. All rights reserved.