openAI-math-dataset / lean /OAI /Probability /Ballisticity /Geometry /BufferAllHeightRetention.lean
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import Mathlib
import OAI.Probability.Ballisticity.Estimates.BufferRootRetention
import OAI.Probability.Ballisticity.Walk.BufferHistoryBracket
import OAI.Probability.Ballisticity.Estimates.RawPairMassComposition
namespace OAI
section
section
open MeasureTheory ProbabilityTheory Filter Function
open scoped ENNReal NNReal BigOperators Topology Classical
namespace DirectionalTransience
lemma buffer_all_height_retention {d : ℕ} (e f : Direction d) (hef : e.1 ≠ f.1)
{R : ℝ} (hR : 0 ≤ R) (a ε α g : ℝ) {κ : ℝ≥0}
(hκpos : 0 < κ) (hκ1 : κ ≤ 1) (hg : 0 < g) (hg1 : g ≤ 1)
(hε : 0 ≤ ε) (hε1 : ε ≤ 1) (hα : 0 ≤ α)
(H : ℝ → ℕ) (hH : ∀ r, 0 < H r)
(x : Lattice d × Lattice d) (hx : x ∈ PairAtHeight (realPosition (step e)) a)
(ω : Environment d) (hκ : ∀ y u, κ ≤ (ω y).1 u) (t : ℕ) :
∃ n : ℕ, let l := (bufferHistory e f hef R (signedCoordinate f (x.2-x.1)) ε α g κ H hH
(bufferRootNode e f hef R a x hx) ω n);
bufferWordHeight l ≤ t ∧
((κ:ℝ≥0∞)^(⌈R⌉₊+2)*(bufferRetentionCost R g κ)^n)*((κ:ℝ≥0∞)^2*ENNReal.ofReal g) ≤
rawPairEndpointLaw (realPosition (step e)) (t+1) ω x
{y | signedCoordinate f (x.2-x.1) ≤ signedCoordinate f (y.2-y.1)} := by
let z := signedCoordinate f (x.2-x.1)
let root := bufferRootNode e f hef R a x hx
obtain ⟨n,hnt,hnt'⟩ := bufferHistory_bracket e f hef R z ε α g κ H hH root ω t
let l := bufferHistory e f hef R z ε α g κ H hH root ω n
change bufferWordHeight l ≤ t at hnt
let N := bufferNodeAt e f hef R z ε α g κ H hH root l
have ha : ω ∈ N.active := by
rw [bufferNodeAt_active_iff_history,bufferHistory_length]
exact ⟨Set.mem_univ _,rfl⟩
have hv := bufferNodeAt_valid e f hef hR z ε α g hκpos hκ1 hg hg1 hε H hH root le_rfl
(bufferRootNode_valid e f hef R a x hx κ) l
obtain ⟨hp,hgap⟩ := hv ω hκ ha
have := hp
have hnR : 0 ≤ N.radius := hR.trans (bufferNodeAt_radius e f hef R z ε α g κ H hH root le_rfl l)
have hret := bufferNodeAt_root_retained e f hef hR a ε α g hκpos hκ1 hg hg1 hε hε1 hα
H hH x hx l ω hκ ha
have hj : t-bufferWordHeight l ≤ bufferFirstFailure (realPosition (step e)) f N.level
(z+(1-ε)*N.radius) g N.law (H N.radius) ω := by
change t < _ at hnt'
simp only [bufferHistory,bufferWordHeight] at hnt'
change t < (bufferNodeDecision e f z ε α g H N ω).1+1+bufferWordHeight l at hnt'
change t < bufferFirstFailure (realPosition (step e)) f N.level (z+(1-ε)*N.radius) g N.law (H N.radius) ω+1+bufferWordHeight l at hnt'
omega
have hm := bufferPartialStage_mass e f N.level z N.radius ε α g N.law (hH N.radius) ω
(fun y => hκ y e) hκ1 hg1 hnR hε hε1 hα hgap (t-bufferWordHeight l) hj
have hb := rawPair_gap_mass_composition e f (1+bufferWordHeight l) (t-bufferWordHeight l) ω x (N.law ω).val
((κ:ℝ≥0∞)^(⌈R⌉₊+2)*(bufferRetentionCost R g κ)^l.length) ((κ:ℝ≥0∞)^2*ENNReal.ofReal g) z hret hm
have hh : 1+bufferWordHeight l+(t-bufferWordHeight l)=t+1 := by omega
have hlen : l.length=n := bufferHistory_length e f hef R z ε α g κ H hH root ω n
refine ⟨n,hnt,?_⟩
simpa only [hh,hlen] using hb
end DirectionalTransience
end
end
end OAI