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Arbitrarily large exact extractions from the released graded histogram window

Proved
mme_released_116_cofinal_graded_histogram_exact_step

by Robertboy18 · Sep 22, 2026 · Mathlib 777aaa6 (Lean v4.29.0-rc3)

regional-extractiontensor-complexity

For every positive tolerance and every lower bound on replication, there is a larger positive integer scale giving an exact extraction from the concrete released (1,1,6) graded global histogram window. The physical child ordering and target reference exist, and the exact step retains the computed count bound, repair exponent, and reference child-profile output.

Preamble
import Mathlib.Algebra.Order.Archimedean.Basic
import Definitions.Def_mme_recursive_profiled_CW_data
import Mathlib.Logic.Equiv.Prod
import Mathlib.Tactic.FinCases
import Theorems.Thm_mme_released_116_regional_total
import Theorems.Thm_mme_released_116_regional_split_mass
import Theorems.Thm_mme_released_116_weighted_parent_center
import Definitions.Def_mme_released_116_integer_profiles
import Definitions.Def_mme_complete_split_concatenation
import Mathlib.Data.Fintype.EquivFin
import Definitions.Def_mme_recursive_region_parent_profiles
import Mathlib.Algebra.Order.Field.Basic
import Mathlib.Data.Fintype.Sigma
import Mathlib.Logic.Equiv.Fin.Basic
import Theorems.Thm_mme_recursive_region_computed_hash_selection
import Theorems.Thm_mme_recursive_region_derived_parent_hole_budget
import Mathlib.Data.Nat.Log
import Theorems.Thm_mme_released_116_scaled_reference_exists
import Theorems.Thm_mme_released_116_scaled_integer_divisibility
import Theorems.Thm_mme_released_116_integer_profile_boundary
import Theorems.Thm_mme_released_116_integer_profile_mass
import Theorems.Thm_mme_released_116_integer_profile_support
open BigOperators MME MME.RecursiveYZ MME.RegionRealization
open scoped Classical
open MME.Released116 MME.MoreAsymmetryExactSeed MME.CompleteSplit
open BigOperators MME MME.RecursiveYZ MME.RegionRealization MME.ProfiledCW
  MME.RecursiveYZ.Certificate MME.RecursiveYZ.CWCells
open MME.ProfiledCW MME.RecursiveYZ.CWCells
set_option autoImplicit false
universe u
Formal statement
theorem mme_released_116_cofinal_graded_histogram_exact_step
    (eps : ℝ) (heps : 0 < eps) (K : ℕ) :
    ∃ k : ℕ, K ≤ k ∧ 0 < k ∧
    let n := fun r : Fin 6 => k * regionalSize r
    let m := fun r c => k * splitCount r c
    let mu := fun i c w => k * integerProfile i c w
    let source : Predicate ((k * denominator ^ 4) * 4) := fun i x =>
      (∀ p : Fin (k * denominator ^ 4),
        (∑ q, (ProfiledCW.split (ell := 3) (Equiv.refl _) rfl x p q).val) = parent 0 i) ∧
      ∀ w : CompleteWord 3,
        |(Fintype.card {p : Fin (k * denominator ^ 4) //
            ProfiledCW.split (ell := 3) (Equiv.refl _) rfl x p = w} : ℝ) /
            (k * denominator ^ 4 : ℕ) -
          ((((ReleasedGlobal.jointRows 0 10).map
            (fun p => if ReleasedGlobal.atom p.1 i = w then p.2 else 0)).sum : ℕ) : ℝ) /
            (denominator : ℝ) ^ 4| ≤ eps
    let keep := fun (i : Fin 2) (_ : Address 4 6 parent n) =>
      parentTypical parent_total n m (mu (yzMode i)) eps
    let Q := commonScale 4 (loadNum parent_total m 2 (fun i => mu (yzMode i)) keep) (loadDen m)
    ∃ (positions : Fin ((k * denominator ^ 4) * 2) ≃ Position n)
      (reference : Address 4 6 parent n), reference ∈ RecursiveXHash.target m ∧
      ∃ E : ExactStep 2 ((k * denominator ^ 4) * 4) source,
        ((RecursiveXHash.target (n := n) m).card : ℝ) *
          Real.exp (-4 * Real.sqrt (Real.log Q)) / (32 * Q) ≤ E.count ∧
        E.stage.repairExponent = Nat.log 2
          (∏ i : Fin 3, Nat.card (Block 2 (fullCell parent_total reference)
            (fun c i => (c.2.val i).val) mu i)) + 1 ∧
        E.output = fun i x => Graded parent_total i reference
          (ProfiledCW.split (ell := 2) positions (by omega) x) ∧
          Useful (fullCell parent_total reference) (mu i)
            (ProfiledCW.split (ell := 2) positions (by omega) x) := by sorry
Source
Exact regional extraction and complementary child grades.

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