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import Mathlib
import OAI.MeasureTheory.Falconer.Angular.AngularNearProgress
import OAI.MeasureTheory.Falconer.Estimates.ActualFarBuffer
import OAI.MeasureTheory.Falconer.Model
import OAI.MeasureTheory.Falconer.Recursion.BranchCounts
import OAI.MeasureTheory.Falconer.Recursion.BranchTransitions
import OAI.MeasureTheory.Falconer.Recursion.DirectPolicyWitness
import OAI.MeasureTheory.Falconer.Recursion.InteriorPolicy
import OAI.MeasureTheory.Falconer.Recursion.PolicyDescriptors
import OAI.MeasureTheory.Falconer.Recursion.PolicyInteriorInterval
import OAI.MeasureTheory.FalconerCompletion.Graphs.GraphJetMul
namespace OAI
/-! Recursive policies and quantitative depth estimates. -/
open _root_.OAI.PlanarFalconer
section
section
open Set MeasureTheory
open scoped ComplexConjugate RealInnerProductSpace
namespace GraphLiteralSupport
namespace CurrentFalconer.DimensionalPolicy
open PlanarFalconer
lemma uniform_far_offset_buffer {sig : ℝ} (hsig : 0 < sig) (offset : ℕ) :
∃ N₀ : ℕ, ∀ N ≥ N₀, ∀ L t a : ℕ,
a < t-2*sourceFarBuffer N L sig →
t-2*sourceFarBuffer N L sig+offset < t := by
obtain ⟨N₀,h₀⟩ := exists_nat_gt (((offset:ℝ)+1)/sig)
refine ⟨N₀,?_⟩
intro N hN L t a ha
have hn := h₀.trans_le (Nat.cast_le.mpr hN)
have hh := (div_lt_iff₀ hsig).mp hn
have hs := sourceFarBuffer_ge_slack N L sig
have hmul : 0 ≤ sig*(N:ℝ) := mul_nonneg hsig.le (Nat.cast_nonneg _)
have hb : offset < 2*sourceFarBuffer N L sig := by
exact_mod_cast (show (offset:ℝ) < 2*(sourceFarBuffer N L sig:ℝ) by nlinarith)
omega
inductive BranchStep (A : ℕ → ℝ) (N q offset : ℕ) (sig : ℝ) :
BranchState → BranchLabel → BranchState → Prop where
| suffix {a t i : ℕ} (wide : a+100*q < t)
(side : a+t < 2*policyDepth A N q a t) :
BranchStep A N q offset sig (.D a t i) .suffix (.D a (policyDepth A N q a t) (i+1))
| low {a t i v : ℕ} (wide : a+100*q < t)
(mem : v ∈ Finset.Ioc a t) (gap : sig*N ≤ (t:ℝ)-v) :
BranchStep A N q offset sig (.D a t i) .low (.D a v (i+1))
| high {a t i v : ℕ} (wide : a+100*q < t)
(side : 2*policyDepth A N q a t ≤ a+t)
(mem : v ∈ Finset.Ioc a t) (gap : (t:ℝ)-v < sig*N) :
BranchStep A N q offset sig (.D a t i) .high (.H a t (policyDepth A N q a t) v i)
| near {a₀ t₀ a t i : ℕ} (wide : a+100*q < t)
(side : a < (BranchState.H a₀ t₀ a t i).nearDepth A N q sig) :
BranchStep A N q offset sig (.H a₀ t₀ a t i) .near
(.H a₀ t₀ ((BranchState.H a₀ t₀ a t i).nearDepth A N q sig) t i)
| far {a₀ t₀ a t i b : ℕ} (wide : a+100*q < t)
(side : a < (BranchState.H a₀ t₀ a t i).nearDepth A N q sig)
(mem : b ∈ Finset.Icc (a+1) ((BranchState.H a₀ t₀ a t i).nearDepth A N q sig+offset)) :
BranchStep A N q offset sig (.H a₀ t₀ a t i) .far (.D b t (i+1))
| direct {a₀ t₀ a t i : ℕ} {e : PolicyDescriptor} (wide : a+100*q < t)
(witness : DirectPolicyWitness A N q a₀ t₀ a t sig e) :
BranchStep A N q offset sig (.H a₀ t₀ a t i) .direct (.H a₀ t₀ (descriptorAnchor e) t i)
end CurrentFalconer.DimensionalPolicy
end GraphLiteralSupport
end
end
section
section
open Set MeasureTheory
open scoped ComplexConjugate RealInnerProductSpace
namespace GraphLiteralSupport
namespace CurrentFalconer.DimensionalPolicy
open PlanarFalconer
namespace BranchStep
variable {A : ℕ → ℝ} {N q offset : ℕ} {sig : ℝ}
variable {s u : BranchState} {label : BranchLabel}
theorem nonterminal (h : BranchStep A N q offset sig s label u) : s.start+100*q < s.finish := by
cases h <;> assumption
theorem nested (h : BranchStep A N q offset sig s label u) (hq : 0 < q)
(hv : s.Valid N sig) : s.start ≤ u.start ∧ u.finish ≤ s.finish := by
cases h with
| suffix hw _ =>
have hp := policyDepth_interior A hq (policyBlocks_nonempty hq hv.2 hw)
simp only [BranchState.start,BranchState.finish]
omega
| low _ hm _ =>
have hm := Finset.mem_Ioc.mp hm
exact ⟨le_rfl,hm.2⟩
| high hw _ hm _ =>
have hp := policyDepth_interior A hq (policyBlocks_nonempty hq hv.2 hw)
have hm := Finset.mem_Ioc.mp hm
exact ⟨by dsimp [BranchState.start]; omega,hm.2⟩
| near _ hs => exact ⟨hs.le,le_rfl⟩
| far _ _ hm =>
have hm := Finset.mem_Icc.mp hm
exact ⟨by dsimp [BranchState.start]; omega,le_rfl⟩
| direct _ hw => exact ⟨hw.anchor_gt.le,le_rfl⟩
theorem index_change (h : BranchStep A N q offset sig s label u) :
u.index = s.index + (if label = .suffix ∨ label = .low ∨ label = .far then 1 else 0) := by
cases h <;> simp [BranchState.index]
theorem episode_balance (h : BranchStep A N q offset sig s label u) :
u.angular + (if label = .far then 1 else 0) =
s.angular + (if label = .high then 1 else 0) := by
cases h <;> simp [BranchState.angular]
theorem suffix_decrease (h : BranchStep A N q offset sig s .suffix u) (hq : 0 < q)
(hv : s.Valid N sig) : u.finish+q ≤ s.finish := by
cases h with
| suffix hw _ =>
have hp := policyDepth_interior A hq (policyBlocks_nonempty hq hv.2 hw)
dsimp only [BranchState.finish]
omega
theorem low_decrease (h : BranchStep A N q offset sig s .low u) :
(u.finish:ℝ)+sig*N ≤ s.finish := by
cases h with
| low _ _ hg => dsimp only [BranchState.finish]; linarith
theorem graph_charge (h : BranchStep A N q offset sig s label u) (hq : 0 < q)
(hv : s.Valid N sig) (hg : label = .high ∨ label = .direct) :
s.start < u.start ∧ u.start ∈ policyRepresentatives A N q := by
cases h with
| high hw _ _ _ =>
have hn := policyBlocks_nonempty hq hv.2 hw
have hp := policyDepth_interior A hq hn
exact ⟨by dsimp [BranchState.start]; omega,policyDepth_mem_representatives A hn⟩
| direct _ hw =>
exact ⟨hw.anchor_gt,policyDescriptor_anchor_mem A hq (Finset.mem_filter.mp hw.mem).1⟩
| _ => simp at hg
end BranchStep
end CurrentFalconer.DimensionalPolicy
end GraphLiteralSupport
end
end
section
section
open Set MeasureTheory
open scoped ComplexConjugate RealInnerProductSpace
namespace GraphLiteralSupport
namespace CurrentFalconer.DimensionalPolicy
open PlanarFalconer
def ChargedNear (A : ℕ → ℝ) (N q : ℕ) (s u : BranchState) : Prop :=
u.start+100*q < u.finish ∧ ∃ e ∈ s.descriptors A N q,
descriptorLength e = (s.descriptors A N q).sup descriptorLength ∧
s.start < descriptorAnchor e ∧ descriptorAnchor e ≤ u.start
theorem near_uncharged_next_direct {A : ℕ → ℝ} {N q offset : ℕ} {sig : ℝ}
(hq : 0 < q) (hceil : ⌈10*sig*(N:ℝ)⌉₊ < q)
{s u w : BranchState} {label : BranchLabel}
(h : BranchStep A N q offset sig s .near u) (hn : ¬ ChargedNear A N q s u)
(hnext : BranchStep A N q offset sig u label w) : label = .direct := by
have hw := hnext.nonterminal
cases h with
| near hwide hnear =>
obtain ht | hp | he := actual_near_progress A hq hceil hnear
· exact (not_lt_of_ge ht hw).elim
· obtain ⟨e,hm,hL,ha,hb,_⟩ := hp
exact (hn ⟨hw,e,hm,hL,ha,hb⟩).elim
· simp only [BranchState.finish] at he
cases hnext with
| near _ hs =>
simp only [BranchState.nearDepth,BranchState.finish,BranchState.descriptors] at hs
rw [he.2] at hs
exact (Nat.lt_irrefl _ hs).elim
| far _ hs _ =>
simp only [BranchState.nearDepth,BranchState.finish,BranchState.descriptors] at hs
rw [he.2] at hs
exact (Nat.lt_irrefl _ hs).elim
| direct _ _ => rfl
def branchCount (label : ℕ → BranchLabel) (n : ℕ) (kind : BranchLabel) : ℕ :=
∑ j ∈ Finset.range n, if label j = kind then 1 else 0
theorem branchCount_card (label : ℕ → BranchLabel) (n : ℕ) (kind : BranchLabel) :
branchCount label n kind = ((Finset.range n).filter fun j => label j = kind).card := by
simp [branchCount]
theorem branchCount_succ (label : ℕ → BranchLabel) (n : ℕ) (kind : BranchLabel) :
branchCount label (n+1) kind = branchCount label n kind + if label n = kind then 1 else 0 := by
simp only [branchCount,Finset.sum_range_succ]
structure PolicyBranch (A : ℕ → ℝ) (N q offset : ℕ) (sig : ℝ) (n : ℕ) where
state : ℕ → BranchState
label : ℕ → BranchLabel
valid : ∀ j ≤ n, (state j).Valid N sig
step : ∀ j < n, BranchStep A N q offset sig (state j) (label j) (state (j+1))
end CurrentFalconer.DimensionalPolicy
end GraphLiteralSupport
end
end
end OAI