openAI-math-dataset / lean /OAI /Probability /Ballisticity /Geometry /BufferElapsedHeight.lean
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import Mathlib
import OAI.Probability.Ballisticity.Estimates.BufferTree
namespace OAI
section
section
open MeasureTheory ProbabilityTheory Filter Function
open scoped ENNReal NNReal BigOperators Topology Classical
namespace DirectionalTransience
noncomputable def bufferWordHeight : List (ℕ × Bool) → ℕ
| [] => 0
| p::l => p.1+1+bufferWordHeight l
lemma bufferNodeAt_level {d : ℕ} (e f : Direction d) (hef : e.1 ≠ f.1)
(R₀ z₀ ε α g : ℝ) (κ : ℝ≥0) (H : ℝ → ℕ) (hH : ∀ r, 0 < H r)
(root : AdaptedBufferNode e) (l : List (ℕ × Bool)) :
(bufferNodeAt e f hef R₀ z₀ ε α g κ H hH root l).level = root.level+bufferWordHeight l := by
induction l with
| nil => simp [bufferNodeAt,bufferWordHeight]
| cons p l ih =>
change (bufferNodeAt e f hef R₀ z₀ ε α g κ H hH root l).level+p.1+1 = _
rw [ih,bufferWordHeight,Nat.cast_add,Nat.cast_add,Nat.cast_one]
ring
lemma bufferNodeAt_radius_elapsed {d : ℕ} (e f : Direction d) (hef : e.1 ≠ f.1)
{R₀ ε α M C : ℝ} (hR₀ : 0 < R₀) (hε : 0 ≤ ε) (hα : 0 ≤ α) (_ : 0 < M)
(hC0 : R₀ ≤ C) (hC : (1+α)*M ≤ C)
(z₀ g : ℝ) (κ : ℝ≥0) (H : ℝ → ℕ) (hH : ∀ r, 0 < H r)
(hplan : ∀ r : ℝ, R₀ ≤ r → r ≤ M*(H r+1))
(root : AdaptedBufferNode e) (hr : root.radius=R₀) (ω : Environment d)
(l : List (ℕ × Bool))
(ha : ω ∈ (bufferNodeAt e f hef R₀ z₀ ε α g κ H hH root l).active) :
(bufferNodeAt e f hef R₀ z₀ ε α g κ H hH root l).radius ≤ C*(bufferWordHeight l+1) := by
have hCpos : 0 < C := hR₀.trans_le hC0
induction l with
| nil => simpa [bufferNodeAt,bufferWordHeight,hr] using hC0
| cons p l ih =>
let N := bufferNodeAt e f hef R₀ z₀ ε α g κ H hH root l
have hpa : ω ∈ N.active := ha.1
have hb : BufferStageEvent (realPosition (step e)) f (H N.radius) z₀ N.radius ε α g (N.law ω).val ω ↔ p.2=true := ha.2.2
have hk : bufferFirstFailure (realPosition (step e)) f N.level (z₀+(1-ε)*N.radius) g N.law (H N.radius) ω=p.1 := ha.2.1
have hNr : R₀ ≤ N.radius := bufferNodeAt_radius e f hef R₀ z₀ ε α g κ H hH root hr.ge l
have hn : 0 ≤ N.radius := hR₀.le.trans hNr
have ih' := ih hpa
change bufferNextRadius R₀ N.radius ε α p.2 ≤ C*((bufferWordHeight (p::l):ℕ)+1)
unfold bufferNextRadius
apply max_le
· apply hC0.trans
have hh : (1:ℝ) ≤ (bufferWordHeight (p::l):ℝ)+1 := by
have := Nat.cast_nonneg (α := ℝ) (bufferWordHeight (p::l)); linarith
simpa only [mul_one] using mul_le_mul_of_nonneg_left hh hCpos.le
· cases hp : p.2
· simp only [Bool.false_eq_true,↓reduceIte]
have hdec : (1-ε)*N.radius ≤ N.radius := by nlinarith
apply hdec.trans (ih'.trans _)
apply mul_le_mul_of_nonneg_left _ hCpos.le
simp only [bufferWordHeight,Nat.cast_add,Nat.cast_one]
have ht := Nat.cast_nonneg (α := ℝ) (bufferWordHeight l)
have hk := Nat.cast_nonneg (α := ℝ) p.1
linarith
· simp only [↓reduceIte]
have hE := hb.mpr hp
have htop := (bufferStageEvent_iff_last_tests (realPosition (step e)) f N.level z₀
N.radius ε α g N.law (hH N.radius) ω).mp hE |>.1
have hj := bufferFirstFailure_eq_top_of_pass (realPosition (step e)) f N.level
(z₀+(1-ε)*N.radius) g N.law (hH N.radius) ω htop
have hkH : p.1=H N.radius := hk.symm.trans hj
have hh := mul_le_mul_of_nonneg_left (hplan N.radius hNr) (show 0 ≤ 1+α by linarith)
rw [←mul_assoc] at hh
apply hh.trans
rw [←hkH]
have hmul := mul_le_mul_of_nonneg_right hC (show 0 ≤ (p.1:ℝ)+1 by positivity)
apply hmul.trans
apply mul_le_mul_of_nonneg_left _ hCpos.le
simp only [bufferWordHeight,Nat.cast_add,Nat.cast_one]
have ht := Nat.cast_nonneg (α := ℝ) (bufferWordHeight l)
have hk := Nat.cast_nonneg (α := ℝ) p.1
linarith
end DirectionalTransience
end
end
end OAI