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Add lean source and binary files (part 94)
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import Mathlib
import OAI.MeasureTheory.Falconer.Model
import OAI.MeasureTheory.Falconer.Recursion.Ledger
import OAI.MeasureTheory.FalconerCompletion.Graphs.GraphChildrenHSplit
import OAI.MeasureTheory.FalconerCompletion.Graphs.GraphConstOneJet
import OAI.MeasureTheory.FalconerCompletion.Graphs.GraphFiniteHFBound
import OAI.MeasureTheory.FalconerCompletion.Recursion.BlockDepth
namespace OAI
/-! Graph energies and pair estimates. -/
open _root_.OAI.PlanarFalconer
section
section
open Set MeasureTheory
open scoped ComplexConjugate RealInnerProductSpace
namespace CurrentFalconer.TreeND
open Set MeasureTheory Attempt4FullFar
open scoped RealInnerProductSpace
variable {d : ℕ}
lemma graphCapScale_inv_crude {N a p : ℕ} {c₀ sig : ℝ}
(hc₀ : 0 < c₀) (hsig : 0 ≤ sig) (hp : p ≤ N) :
(graphCapScale N a p c₀ sig)⁻¹ ≤ (c₀⁻¹+1)*(2:ℝ)^N := by
have hR : 1 ≤ (2:ℝ)^N := one_le_pow₀ (by norm_num)
rw [graphCapScale_eq]
apply (GraphSourceScale.inverse_cap_scale hc₀ (by positivity) (by positivity)).trans
have hH : (2:ℝ)^((p:ℝ)-a) ≤ (2:ℝ)^N := by
rw [←Real.rpow_natCast]
exact Real.rpow_le_rpow_of_exponent_le (by norm_num) (by exact_mod_cast (show (p:ℤ)-a ≤ N by omega))
have hs : ((2:ℝ)^N)^(-10*sig) ≤ 1 := Real.rpow_le_one_of_one_le_of_nonpos hR (by linarith)
calc
_ ≤ c₀⁻¹+(2:ℝ)^N*1 := add_le_add_right (mul_le_mul hH hs (by positivity) (by positivity)) _
_ ≤ (c₀⁻¹+1)*(2:ℝ)^N := by nlinarith [inv_pos.mpr hc₀]
lemma graphCapGrid_card_crude {N a p : ℕ} {c₀ sig : ℝ}
(hc₀ : 0 < c₀) (hc₀1 : c₀ ≤ 1) (hsig : 0 ≤ sig) (hp : p ≤ N) :
((sphereCapGridND d (graphCapScale N a p c₀ sig)).card:ℝ) ≤
(9*(c₀⁻¹+1))^d*((2:ℝ)^N)^d := by
apply (sphereCapGridND_card_bound (graphCapScale_pos hc₀) ((min_le_left _ _).trans hc₀1)).trans
calc
_ ≤ (9*((c₀⁻¹+1)*(2:ℝ)^N))^d :=
pow_le_pow_left₀ (by positivity [graphCapScale_pos (N:=N) (a:=a) (p:=p) (sig:=sig) hc₀]) (mul_le_mul_of_nonneg_left (graphCapScale_inv_crude hc₀ hsig hp) (by norm_num)) d
_ = _ := by rw [←mul_assoc,mul_pow]
lemma graphCapGrid_pair_card_crude {N a p : ℕ} {c₀ sig : ℝ}
(hc₀ : 0 < c₀) (hc₀1 : c₀ ≤ 1) (hsig : 0 ≤ sig) (hp : p ≤ N) :
(((sphereCapGridND d (graphCapScale N a p c₀ sig)).product
(sphereCapGridND d (graphCapScale N a p c₀ sig))).card:ℝ) ≤
((9*(c₀⁻¹+1))^d)^2*(((2:ℝ)^N)^d)^2 := by
have h := graphCapGrid_card_crude (d:=d) (a:=a) hc₀ hc₀1 hsig hp
rw [Finset.product_eq_sprod, Finset.card_product, Nat.cast_mul]
calc
_ ≤ ((9*(c₀⁻¹+1))^d*((2:ℝ)^N)^d)*((9*(c₀⁻¹+1))^d*((2:ℝ)^N)^d) := mul_le_mul h h (by positivity) (by positivity)
_ = _ := by rw [←sq,mul_pow]
lemma graph_energy_prefactor_crude {N a : ℕ} {v : ℝ} (hv : v ≤ N) :
(2:ℝ)^((d:ℝ)*(v-a)) ≤ ((2:ℝ)^N)^d := by
rw [←Real.rpow_natCast (2:ℝ) N, ←Real.rpow_natCast ((2:ℝ)^(N:ℝ)) d, ←Real.rpow_mul (by norm_num : (0:ℝ) ≤ 2)]
apply Real.rpow_le_rpow_of_exponent_le (by norm_num)
have ha : (0:ℝ) ≤ a := by positivity
nlinarith [show (0:ℝ) ≤ d by positivity]
lemma graph_error_sum_crude {R K L E C Q lam₁ lam₂ T : ℝ}
(hR : 1 ≤ R) (hK : 0 ≤ K) (hL : 0 ≤ L) (hE : 0 ≤ E) (hC : 0 ≤ C)
(hQ : 0 < Q) (hlam₁ : 0 ≤ lam₁) (hlam₂ : 0 ≤ lam₂)
(hc₁ : lam₁ ≤ R^d) (hc₂ : lam₂ ≤ R^d)
(hk : K ≤ C*(R^d)^2) (hl : L ≤ (R^d)^2) (he : E ≤ R^d)
{B : ℝ} (hB : 0 ≤ B) :
lam₁^2*lam₂^2*E*Q⁻¹*(K*L^2*(B*(R^d)^4*R^(-(T+15*(d:ℝ)))*Q)) ≤ C*B*R^(-T) := by
have hRp : 0 < R := lt_of_lt_of_le zero_lt_one hR
have hpow : (R^d)^15 * R^(-(T+15*(d:ℝ))) = R^(-T) := by
rw [←Real.rpow_natCast R d, ←Real.rpow_natCast (R^(d:ℝ)) 15,←Real.rpow_mul hRp.le,←Real.rpow_add hRp]
congr 1
ring
have hcancel : lam₁^2*lam₂^2*E*Q⁻¹*(K*L^2*(B*(R^d)^4*R^(-(T+15*(d:ℝ)))*Q)) =
(lam₁^2*lam₂^2*E*K*L^2)*B*(R^d)^4*R^(-(T+15*(d:ℝ))) := by
field_simp
rw [hcancel]
have hbody : lam₁^2*lam₂^2*E*K*L^2 ≤ C*(R^d)^11 := by
calc
_ ≤ (R^d)^2*(R^d)^2*(R^d)*(C*(R^d)^2)*((R^d)^2)^2 := by
gcongr
_ = _ := by ring
calc
_ ≤ (C*(R^d)^11)*B*(R^d)^4*R^(-(T+15*(d:ℝ))) := by gcongr
_ = C*B*((R^d)^15*R^(-(T+15*(d:ℝ)))) := by ring
_ = _ := by rw [hpow]
end CurrentFalconer.TreeND
end
end
section
section
open Set MeasureTheory
open scoped ComplexConjugate RealInnerProductSpace
namespace CurrentFalconer.TreeND
open Set MeasureTheory PlanarFalconer Attempt4FullFar Attempt4Near
open scoped ComplexConjugate RealInnerProductSpace ContDiff
variable {d : ℕ}
lemma graph_source_error_sum {N a p : ℕ} {v sig c₀ T E : ℝ}
(ρ κ : Measure (EuclideanSpace ℝ (Fin d))) {B₀ : ℕ} {s₁ s₂ : ℝ} {m₁ m₂ : ℝ → ℝ}
(hρ : RegularizedProfileData ρ N B₀ s₁ sig m₁)
(hκ : RegularizedProfileData κ N B₀ s₂ sig m₂)
(hN : 0 < N) (ha : a ≤ N) (hp : p ≤ N) (hv : v ≤ N)
(hc₀ : 0 < c₀) (hc₀1 : c₀ ≤ 1) (hsig : 0 ≤ sig) (hE : 0 ≤ E) (X Y : CellPath d) :
let R := (2:ℝ)^N
let lam₁ := R^(-m₁ p)/R^(-m₁ a)
let lam₂ := R^(-m₂ p)/R^(-m₂ a)
let Caps := (sphereCapGridND d (graphCapScale N a p c₀ sig)).product
(sphereCapGridND d (graphCapScale N a p c₀ sig))
let count := ((graphChildren ρ a p X).card:ℝ)*(graphChildren κ a p Y).card
lam₁^2*lam₂^2*(2:ℝ)^((d:ℝ)*(v-a))*((2:ℝ)^v)⁻¹*
((Caps.card:ℝ)*count^2*(E*(R^d)^4*R^(-(T+15*(d:ℝ)))*(2:ℝ)^v)) ≤
((9*(c₀⁻¹+1))^d)^2*E*R^(-T) := by
intro R lam₁ lam₂ Caps count
have hR : 1 ≤ R := one_le_pow₀ (by norm_num)
have hl₁ := graph_profile_ratio_crude (d:=d) hR (hρ.profile_le_dim hN ha) (hρ.profile_nonneg hp)
have hl₂ := graph_profile_ratio_crude (d:=d) hR (hκ.profile_le_dim hN ha) (hκ.profile_nonneg hp)
have hcount : count ≤ (R^d)^2 := by
simpa only [count,sq] using mul_le_mul (graphChildren_card_crude ρ hp X)
(graphChildren_card_crude κ hp Y) (by positivity) (by positivity)
exact graph_error_sum_crude (d:=d) (T:=T) hR (by positivity : (0:ℝ) ≤ Caps.card)
(by positivity : 0 ≤ count) (by positivity : (0:ℝ) ≤ (2:ℝ)^((d:ℝ)*(v-a)))
(by positivity : (0:ℝ) ≤ ((9*(c₀⁻¹+1))^d)^2) (by positivity : (0:ℝ) < (2:ℝ)^v)
hl₁.1 hl₂.1 hl₁.2 hl₂.2 (graphCapGrid_pair_card_crude hc₀ hc₀1 hsig hp)
hcount (graph_energy_prefactor_crude (d:=d) hv) hE
noncomputable def graphSourceChildMax
(ρ κ : Measure (EuclideanSpace ℝ (Fin d))) (a p : ℕ) (v : ℝ)
(X Y : CellPath d) (M₁ M₂ : ℝ) (Ψ : ℝ → ℝ)
(b c : EuclideanSpace ℝ (Fin d) → EuclideanSpace ℝ (Fin d) → ℂ) : ℝ := by
classical
exact if h : ((graphChildren ρ a p X).product (graphChildren κ a p Y)).Nonempty then
graphChildMaxND d (canonicalSphereMeasureND (EuclideanSpace ℝ (Fin d))) p v Ψ
(graphChildren ρ a p X) (graphChildren κ a p Y) h
(fun P z => sourceAngularTransformND ρ (treeCell P) M₁ b z.1 z.2)
(fun Q z => sourceAngularTransformND κ (treeCell Q) M₂ c z.1 z.2)
else 0
theorem graph_H_finite_jet_estimate {sig c₀ : ℝ}
(hsig : 0 < sig) (hc₀ : 0 < c₀) (hcsmall : (d+1:ℝ)*c₀ ≤ 1/2) (T : ℝ) :
∃ m : ℕ, ∃ C : ℝ, 0 ≤ C ∧ ∃ N₀ : ℕ, ∀ N ≥ N₀,
∀ (ρ κ : Measure (EuclideanSpace ℝ (Fin d))) (B₀ : ℕ) (s₁ s₂ : ℝ) (m₁ m₂ : ℝ → ℝ),
RegularizedProfileData ρ N B₀ s₁ sig m₁ → RegularizedProfileData κ N B₀ s₂ sig m₂ →
∀ (a p : ℕ) (v L Ctest K B : ℝ) (J i₁ i₂ g₁ g₂ : ℕ)
(X Y : CellPath d) (Ψ : ℝ → ℝ)
(b c : EuclideanSpace ℝ (Fin d) → EuclideanSpace ℝ (Fin d) → ℂ),
a < p → (p:ℝ) ≤ v → v ≤ N →
(p:ℝ)-a ≤ v-p+2*sig*N → L ≤ v-p+2*sig*N → 10*sig*N ≤ v-p →
a ≤ g₁ → a ≤ g₂ → g₁ < p → g₂ < p →
(g₁:ℝ) ≤ (a:ℝ)+2*sig*N → (g₂:ℝ) ≤ (a:ℝ)+2*sig*N →
0 < J → i₁ ≤ J → i₂ ≤ J →
X ∈ dyadicPaths a → Y ∈ dyadicPaths a → 0 < ρ (treeCell X) → 0 < κ (treeCell Y) →
ContDiff ℝ ∞ Ψ → tsupport Ψ ⊆ Icc (1/4:ℝ) 4 → (∀ r, 0 ≤ Ψ r) →
(∫ u : ℝ, ‖(Ψ u:ℂ)‖) ≤ K → (∀ u, ‖iteratedDeriv m (fun u => (Ψ u:ℂ)) u‖ ≤ K) → 0 ≤ K →
let R := (2:ℝ)^N
let A₁ := adjustedProfile (d:=d) m₁ N
let A₂ := adjustedProfile (d:=d) m₂ N
let S := R^sig*max 1 ((2:ℝ)^L*R^(-50*sig))
GraphSymbolJet b m S B → GraphSymbolJet c m S B →
ImposesParallelTest ρ g₁ p (testWidth N J i₁ p sig) (R^(height A₁ g₁ p+Ctest*sig)) b →
ImposesParallelTest κ g₂ p (testWidth N J i₂ p sig) (R^(height A₂ g₂ p+Ctest*sig)) c →
sourceAngularHND d (canonicalSphereMeasureND (EuclideanSpace ℝ (Fin d))) a v Ψ
(fun z => sourceAngularTransformND ρ (treeCell X) (R^(-m₁ a)) b z.1 z.2)
(fun z => sourceAngularTransformND κ (treeCell Y) (R^(-m₂ a)) c z.1 z.2) ≤
R^(-((A₁ p-A₁ a)+(A₂ p-A₂ a))+min (height A₁ a p) (height A₂ a p)+(Ctest+36*(d:ℝ)+5)*sig)*
graphSourceChildMax ρ κ a p v X Y (R^(-m₁ p)) (R^(-m₂ p)) Ψ b c + C*K*B^4*R^(-T) := by
classical
obtain ⟨m,C,hC,N₁,hdec⟩ := graph_direct_nonedge_decay (d:=d) hsig hc₀ (T+15*(d:ℝ))
obtain ⟨N₂,hdeg⟩ := source_graph_cap_degrees (d:=d) hsig hc₀
refine ⟨m,((9*(c₀⁻¹+1))^d)^2*C,by positivity,max 1 (max N₁ N₂),?_⟩
intro N hN ρ κ B₀ s₁ s₂ m₁ m₂ hρ hκ a p v L Ctest K B J i₁ i₂ g₁ g₂ X Y Ψ b c
hap hpv hvN hh hL hgap hag₁ hag₂ hg₁ hg₂ hga₁ hga₂ hJ hi₁ hi₂ hX hY hoccX hoccY
hΨ hsΨ hΨ0 hK hdΨ hK0 R A₁ A₂ S hb hc ht₁ ht₂
let := hρ.probability
let := hκ.probability
have hNpos : 0 < N := lt_of_lt_of_le Nat.zero_lt_one (le_trans (le_max_left _ _) hN)
have hNN₁ : N₁ ≤ N := le_trans (le_trans (le_max_left _ _) (le_max_right _ _)) hN
have hNN₂ : N₂ ≤ N := le_trans (le_trans (le_max_right _ _) (le_max_right _ _)) hN
have hpN : p ≤ N := by exact_mod_cast hpv.trans hvN
have haN := hap.le.trans hpN
have hR : 1 ≤ R := one_le_pow₀ (by norm_num)
have hRp : 0 < R := by positivity
have hc₀1 : c₀ ≤ 1 := by nlinarith [show (0:ℝ) ≤ d by positivity]
let A := graphChildren ρ a p X
let Z := graphChildren κ a p Y
let δ := graphCapScale N a p c₀ sig
let τ := graphTolerance N p sig
let Caps := (sphereCapGridND d δ).product (sphereCapGridND d δ)
let G := fun k : (Fin d → ℤ)×(Fin d → ℤ) =>
retainedHGraph (eligibleCells ρ a p X (tensorCapND δ k.1) b)
(eligibleCells κ a p Y (tensorCapND δ k.2) c)
(sphereCapCenterND δ k.1) (sphereCapCenterND δ k.2) τ
let η := fun k : (Fin d → ℤ)×(Fin d → ℤ) => fun z : EuclideanSpace ℝ (Fin d)×EuclideanSpace ℝ (Fin d) =>
tensorCapND δ k.1 z.1*tensorCapND δ k.2 z.2
let U := fun (P : CellPath d) (z : ℝ × EuclideanSpace ℝ (Fin d)) => sourceAngularTransformND ρ (treeCell P) (R^(-m₁ p)) b z.1 z.2
let W := fun (Q : CellPath d) (z : ℝ × EuclideanSpace ℝ (Fin d)) => sourceAngularTransformND κ (treeCell Q) (R^(-m₂ p)) c z.1 z.2
let lam₁ := R^(-m₁ p)/R^(-m₁ a)
let lam₂ := R^(-m₂ p)/R^(-m₂ a)
let D := R^(min (height A₁ a p) (height A₂ a p)+(Ctest+32*(d:ℝ)+1)*sig)
let ε := C*K*B^4*(R^d)^4*R^(-(T+15*(d:ℝ)))*(2:ℝ)^v
have hAB : (A.product Z).Nonempty := Finset.nonempty_product.mpr
⟨graphChildren_nonempty ρ hap.le hX hoccX,graphChildren_nonempty κ hap.le hY hoccY⟩
have hlabels : (A.card:ℝ)*Z.card ≤ R^((A₁ p-A₁ a)+(A₂ p-A₂ a)+(d:ℝ)*((p:ℝ)-a)/(N:ℝ)+4*(d+1:ℝ)*sig) := by
have h := graphChildren_pair_profile_card ρ κ hap.le hX hY hRp
(fun P hP => hρ.graph_child_lower hpN hP) (fun Q hQ => hκ.graph_child_lower hpN hQ)
(hρ.graph_parent_upper haN hX hoccX) (hκ.graph_parent_upper haN hY hoccY)
rw [graph_profile_label_exponent (d:=d) m₁ m₂ N a p ((d+1:ℝ)*sig)] at h
convert h using 1
congr 1
dsimp only [A₁,A₂]
ring
have hdegree := hdeg N hNN₂ ρ κ A₁ A₂ Ctest J i₁ i₂ a g₁ g₂ p X Y A Z b c
hag₁ hag₂ hg₁.le hg₂.le hga₁ hga₂ hJ hi₁ hi₂ ht₁ ht₂
have hiΨ : Integrable (fun r => Ψ (r/(2:ℝ)^v)) :=
(hΨ.continuous.integrable_of_hasCompactSupport
(IsCompact.of_isClosed_subset isCompact_Icc (isClosed_tsupport Ψ) hsΨ)).comp_div (by positivity)
have hbounds₁ : ∀ P ∈ A, ∀ r, ∀ᵐ w ∂canonicalSphereMeasureND (EuclideanSpace ℝ (Fin d)),
‖U P (r,w)‖ ≤ |(R^(-m₁ p))⁻¹| * ρ.real (treeCell P)*B := by
intro P _ r
filter_upwards [canonicalSphereMeasureND_ae_norm (d:=d)] with w hw
exact sourceAngularTransformND_norm_le _ _ _ _ _ _ (fun x => hb.norm_le x w hw)
have hbounds₂ : ∀ Q ∈ Z, ∀ r, ∀ᵐ w ∂canonicalSphereMeasureND (EuclideanSpace ℝ (Fin d)),
‖W Q (r,w)‖ ≤ |(R^(-m₂ p))⁻¹| * κ.real (treeCell Q)*B := by
intro Q _ r
filter_upwards [canonicalSphereMeasureND_ae_norm (d:=d)] with w hw
exact sourceAngularTransformND_norm_le _ _ _ _ _ _ (fun x => hc.norm_le x w hw)
have hne : ∀ k ∈ Caps, ∀ row ∈ A.product Z, ∀ col ∈ A.product Z, ¬G k row col →
‖graphDirectCellTerm ρ κ (R^(-m₁ p)) (R^(-m₂ p)) b c Ψ v δ k.1 k.2 row col‖ ≤ ε := by
intro k hk row hr col hcol hn
have hk' := Finset.mem_product.mp hk
have hd := hdec N hNN₁ a p v L hh hL (sub_nonneg.mpr hpv) ρ κ X Y row col
(R^(-m₁ p)) (R^(-m₂ p)) (R^d) K B Ψ b c k.1 k.2 hX hY hr hcol
(by positivity) (by positivity) (by positivity)
(graphCellLaw_mass_crude ρ hR (hρ.profile_le_dim hNpos hpN) _)
(graphCellLaw_mass_crude ρ hR (hρ.profile_le_dim hNpos hpN) _)
(graphCellLaw_mass_crude κ hR (hκ.profile_le_dim hNpos hpN) _)
(graphCellLaw_mass_crude κ hR (hκ.profile_le_dim hNpos hpN) _)
rw [←graphCapScale_eq] at hd
exact hd hk'.1 hk'.2 hΨ hsΨ hK hdΨ hK0 hb hc hn
have hmain := graphFiniteHND_to_child_max d a p v lam₁ lam₂ hNpos
(A₁ p-A₁ a) (A₂ p-A₂ a)
(min (height A₁ a p) (height A₂ a p)+(Ctest+32*(d:ℝ)+1)*sig) (4*(d+1:ℝ)*sig) 1
(graph_profile_ratio (d:=d) hNpos m₁ a p) (graph_profile_ratio (d:=d) hNpos m₂ a p)
(canonicalSphereMeasureND (EuclideanSpace ℝ (Fin d))) A Z Caps hAB hlabels G η
(graph_pair_partition_ae hc₀ hcsmall) U W
(fun P _ => sourceAngularTransformND_measurable _ _ _ hb.measurable)
(fun Q _ => sourceAngularTransformND_measurable _ _ _ hc.measurable)
(fun P => |(R^(-m₁ p))⁻¹| * ρ.real (treeCell P)*B)
(fun Q => |(R^(-m₂ p))⁻¹| * κ.real (treeCell Q)*B) hbounds₁ hbounds₂ D (by positivity)
(by simp only [one_mul]; exact le_rfl)
(fun k hk row _ => ((hdegree k hk).1 row).1)
(fun k hk col _ => ((hdegree k hk).2 col).1) hiΨ hΨ0
(fun k _ row _ col _ => by
simpa only [η,U,W,Complex.ofReal_mul] using
graph_direct_cell_integrable ρ κ (R^(-m₁ p)) (R^(-m₂ p)) hb hc v hiΨ δ k.1 k.2 row col)
(show 0 ≤ ε by positivity) (by
intro k hk row hr col hc hn
simpa only [graphDirectCellTerm,η,U,W,Complex.ofReal_mul] using hne k hk row hr col hc hn)
rw [←graph_children_H_split ρ κ hap.le hX hY hb hc (R^(-m₁ a)) (R^(-m₂ a))
(by positivity : R^(-m₁ p) ≠ 0) (by positivity : R^(-m₂ p) ≠ 0) v Ψ] at hmain
have hid : graphSourceChildMax ρ κ a p v X Y (R^(-m₁ p)) (R^(-m₂ p)) Ψ b c =
graphChildMaxND d (canonicalSphereMeasureND (EuclideanSpace ℝ (Fin d))) p v Ψ A Z hAB U W := by
unfold graphSourceChildMax
split_ifs with hx
· rfl
· exact (hx hAB).elim
rw [←hid,one_mul] at hmain
have hexp : -((A₁ p-A₁ a)+(A₂ p-A₂ a))+
(min (height A₁ a p) (height A₂ a p)+(Ctest+32*(d:ℝ)+1)*sig)+4*(d+1:ℝ)*sig =
-((A₁ p-A₁ a)+(A₂ p-A₂ a))+min (height A₁ a p) (height A₂ a p)+(Ctest+36*(d:ℝ)+5)*sig := by ring
rw [hexp] at hmain
apply hmain.trans
apply add_le_add le_rfl
have herr := graph_source_error_sum (T:=T) ρ κ hρ hκ hNpos haN hpN hvN
hc₀ hc₀1 hsig.le (by positivity : 0 ≤ C*K*B^4) X Y
convert herr using 1
ring
end CurrentFalconer.TreeND
end
end
end OAI