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Add lean source and binary files (part 18)
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import Mathlib
import OAI.Analysis.HardSphere.Geometry.EnnrealTsumFinset
import OAI.Analysis.HardSphere.Geometry.NominalDrift
namespace OAI
noncomputable section
open scoped BigOperators Classical
open scoped BigOperators Classical
open scoped BigOperators Classical
open scoped ENNReal NNReal
open scoped ENNReal
namespace HardSphere.Lattice
def endpointDanger {K : ℕ} [NeZero K] (B : Finset (DiscreteTorus K)) (x : DiscreteTorus K) : Prop :=
∃ F∈candidateSets (torusRangeGraph K 1), F⊆B ∧ ∃ c∈F, torusNear K F.card x c
lemma fill_endpoint_danger {K : ℕ} [NeZero K] (hK : 2<K)
(B : Finset (DiscreteTorus K)) (r x : Vertex) (hr : torusProjection K r∈B)
(hsmall : (badComponent (torusRangeGraph K 1) B (torusProjection K r)).card<K)
(C : Finset Vertex)
(hC : (↑C : Set Vertex)=periodicLift K 1 (badComponent (torusRangeGraph K 1) B (torusProjection K r)) r)
(hx : x∉exterior C) : endpointDanger B (torusProjection K x) := by
let F := badComponent (torusRangeGraph K 1) B (torusProjection K r)
have hrF : torusProjection K r∈F := mem_own_badComponent _ _ hr
obtain ⟨D,hD,_,hspan⟩ := small_periodic_lifts (a:=1) (by simpa using hK) F
(by simpa using hsmall) (badComponent_preconnected _ _ _) r hrF
have hCD : C=D := Finset.coe_injective (hC.trans hD.symm)
subst D
have hrC : r∈C := by change r∈(↑C:Set Vertex); rw [hC]; exact ⟨hrF,.refl⟩
have hbox := fill_subset_coordinateBox C (show x∈fill C from hx)
have hbound (i : Fin 3) : |x i-r i|≤F.card := by
obtain ⟨⟨l,hl,hlx⟩,⟨u,hu,hxu⟩⟩ := hbox i
have hlow := hspan l hl r hrC i
have hhigh := hspan u hu r hrC i
obtain ⟨hlow₁,hlow₂⟩ := abs_le.mp hlow
obtain ⟨hhigh₁,hhigh₂⟩ := abs_le.mp hhigh
exact abs_le.mpr ⟨by omega,by omega⟩
refine ⟨F,badComponents_candidate _ B (Finset.mem_image.mpr ⟨torusProjection K r,hr,rfl⟩),
badComponent_subset _ B _,torusProjection K r,hrF,projection_near hbound⟩
lemma endpointsExterior_of_no_danger {K : ℕ} [NeZero K] (hK : 2<K)
(B : Finset (DiscreteTorus K)) (v w : Vertex)
(hsmall : ∀ z∈B, (badComponent (torusRangeGraph K 1) B z).card<K)
(hv : ¬endpointDanger B (torusProjection K v)) (hw : ¬endpointDanger B (torusProjection K w)) :
endpointsExterior B v w := by
intro r hr C hC
constructor
· by_contra hn
exact hv (fill_endpoint_danger hK B r v hr (hsmall _ hr) C hC hn)
· by_contra hn
exact hw (fill_endpoint_danger hK B r w hr (hsmall _ hr) C hC hn)
def acceptedEnvironment {K : ℕ} [NeZero K] (a : ℕ) (B : Finset (DiscreteTorus K)) (v w : Vertex) : Prop :=
¬LargeBadComponent (torusRangeGraph K a) B (K/(10*a)) ∧ endpointsExterior B v w
lemma small_star_of_no_large {K a : ℕ} [NeZero K] (ha : 1≤a)
(B : Finset (DiscreteTorus K)) (hB : ¬LargeBadComponent (torusRangeGraph K a) B (K/(10*a))) :
∀ z∈B, (badComponent (torusRangeGraph K 1) B z).card<K := by
intro z hz
have hC : badComponent (torusRangeGraph K a) B z∈badComponents (torusRangeGraph K a) B :=
Finset.mem_image.mpr ⟨z,hz,rfl⟩
have hcard : (badComponent (torusRangeGraph K a) B z).card<K/(10*a) := by
by_contra hn
exact hB ⟨_,hC,by omega⟩
have hsub : badComponent (torusRangeGraph K 1) B z ⊆ badComponent (torusRangeGraph K a) B z := by
intro y hy
rcases (mem_badComponent _ _ _ _).mp hy with ⟨hyB,hzy⟩
exact (mem_badComponent _ _ _ _).mpr ⟨hyB,hzy.mono (badGraph_graphMono (torusRangeGraph_mono ha) B)⟩
exact (Finset.card_le_card hsub).trans_lt (hcard.trans_le (Nat.div_le_self _ _))
lemma rejection_subset {K a : ℕ} [NeZero K] (hK : 2<K) (ha : 1≤a)
(B : Finset (DiscreteTorus K)) (v w : Vertex) (hE : ¬acceptedEnvironment a B v w) :
LargeBadComponent (torusRangeGraph K a) B (K/(10*a)) ∨
endpointDanger B (torusProjection K v) ∨ endpointDanger B (torusProjection K w) := by
by_contra h
push Not at h
apply hE
exact ⟨h.1,endpointsExterior_of_no_danger hK B v w (small_star_of_no_large ha B h.1) h.2.1 h.2.2⟩
def endpointAnimals {K : ℕ} [NeZero K] (x : DiscreteTorus K) (m : ℕ) : Finset (Finset (DiscreteTorus K)) :=
(torusBall m x).biUnion (fun c ↦ rootedAnimals (torusRangeGraph K 1) c m)
lemma endpointAnimals_card {K : ℕ} [NeZero K] (x : DiscreteTorus K) (m : ℕ) :
(endpointAnimals x m).card≤(2*m+1)^3*(2^27)^m := by
calc
_ ≤ ∑ c∈torusBall m x, (rootedAnimals (torusRangeGraph K 1) c m).card := Finset.card_biUnion_le
_ ≤ ∑ _c∈torusBall m x, (2^27)^m := by
apply Finset.sum_le_sum
intro c _
exact rootedAnimals_card_le _ 27 (by simpa using torusRange_degree (K:=K) 1) c m
_ = (torusBall m x).card*(2^27)^m := by simp
_ ≤ _ := Nat.mul_le_mul_right _ (torusNear_ball_card _ _)
lemma mem_endpointAnimals_card {K : ℕ} [NeZero K] (x : DiscreteTorus K) (m : ℕ)
{F : Finset (DiscreteTorus K)} (hF : F∈endpointAnimals x m) : F.card=m := by
obtain ⟨c,_,hF⟩ := Finset.mem_biUnion.mp hF
exact (Finset.mem_filter.mp hF).2.2.1
lemma danger_contains_endpointAnimal {K : ℕ} [NeZero K] (B : Finset (DiscreteTorus K))
(x : DiscreteTorus K) (h : endpointDanger B x) :
∃ m : ℕ, ∃ F∈endpointAnimals x (m+1), F⊆B := by
obtain ⟨F,hF,hFB,c,hc,hxc⟩ := h
have hpos := Finset.card_pos.mpr (candidate_nonempty _ hF)
have hcard : F.card-1+1=F.card := by omega
refine ⟨F.card-1,F,?_,hFB⟩
rw [hcard]
exact Finset.mem_biUnion.mpr ⟨c,(mem_torusBall _ _ _).mpr hxc,
Finset.mem_filter.mpr ⟨Finset.mem_univ _,hc,rfl,fun y hy ↦ candidate_reach _ hF hc hy⟩⟩
theorem endpointDanger_probability {K : ℕ} [NeZero K]
(μ : PMF (Finset (DiscreteTorus K))) (p : ℝ≥0∞) (hbad : JointBadLaw μ p) (x : DiscreteTorus K) :
(∑' B, if endpointDanger B x then μ B else 0) ≤
∑' m : ℕ, ((2*(m+1)+1)^3:ℕ)*(((2^27:ℕ):ℝ≥0∞)*p)^(m+1) := by
have hpoint (B : Finset (DiscreteTorus K)) :
(if endpointDanger B x then μ B else 0) ≤
∑' m : ℕ, ∑ F∈endpointAnimals x (m+1), if F⊆B then μ B else 0 := by
by_cases h : endpointDanger B x
· obtain ⟨m,F,hF,hFB⟩ := danger_contains_endpointAnimal B x h
rw [ite_eq_left h]
exact le_trans (by
simpa only [ite_eq_left hFB] using
(Finset.single_le_sum (f := fun F : Finset (DiscreteTorus K) ↦ if F⊆B then μ B else 0)
(fun _ _ ↦ zero_le) hF)) (ENNReal.le_tsum m)
· rw [ite_eq_right h]; exact zero_le
calc
_ ≤ ∑' B, ∑' m : ℕ, ∑ F∈endpointAnimals x (m+1), if F⊆B then μ B else 0 := ENNReal.tsum_le_tsum hpoint
_ = ∑' m : ℕ, ∑ F∈endpointAnimals x (m+1), ∑' B, if F⊆B then μ B else 0 := by
rw [ENNReal.tsum_comm]
exact tsum_congr fun m ↦ ennreal_tsum_finset _ _
_ ≤ ∑' m : ℕ, ∑ _F∈endpointAnimals x (m+1), p^(m+1) := by
apply ENNReal.tsum_le_tsum
intro m
apply Finset.sum_le_sum
intro F hF
simpa only [mem_endpointAnimals_card x (m+1) hF] using hbad F
_ ≤ _ := by
apply ENNReal.tsum_le_tsum
intro m
simp only [Finset.sum_const,nsmul_eq_mul]
calc
_ ≤ (((2*(m+1)+1)^3*(2^27)^(m+1):ℕ):ℝ≥0∞)*p^(m+1) := by
apply mul_le_mul' _ le_rfl
exact_mod_cast endpointAnimals_card x (m+1)
_ = _ := by simp only [Nat.cast_mul,Nat.cast_pow,mul_pow]; ring
open scoped NNReal
lemma endpoint_polynomial_le (m : ℕ) : (2*(m+1)+1)^3≤27*8^m := by
have hs : m+1≤2^m := by
induction m with
| zero => norm_num
| succ m ih =>
rw [pow_succ]
have hp := Nat.one_le_pow m 2 (by norm_num)
omega
calc
_ ≤ (3*2^m)^3 := Nat.pow_le_pow_left (by nlinarith) 3
_ = _ := by rw [mul_pow,← pow_mul,Nat.mul_comm m 3,pow_mul]; norm_num
lemma endpoint_series_le (q : ℝ≥0∞) (hq : q≤1/16) :
(∑' m : ℕ, ((2*(m+1)+1)^3:ℕ)*q^(m+1))≤54*q := by
have h8 : (8:ℝ≥0∞)*q≤1/2 := by
calc
_ ≤ 8*(1/16:ℝ≥0∞) := mul_le_mul' le_rfl hq
_ = _ := by
have h : (8:ℝ≥0)*(1/16)=1/2 := by norm_num
have hh := congrArg (fun x : ℝ≥0 ↦ (x:ℝ≥0∞)) h
simpa only [ENNReal.coe_mul,ENNReal.coe_div (show (16:ℝ≥0)≠0 by norm_num),
ENNReal.coe_div (show (2:ℝ≥0)≠0 by norm_num),ENNReal.coe_ofNat,ENNReal.coe_one] using hh
calc
_ ≤ ∑' m : ℕ, 27*q*((1/2:ℝ≥0∞)^m) := by
apply ENNReal.tsum_le_tsum
intro m
calc
_ ≤ (27*8^m:ℝ≥0∞)*q^(m+1) := by
apply mul_le_mul' _ le_rfl
exact_mod_cast endpoint_polynomial_le m
_ = 27*q*((8*q)^m) := by rw [pow_succ,mul_pow]; ring
_ ≤ _ := mul_le_mul' le_rfl (pow_le_pow_left' h8 m)
_ = _ := by rw [ENNReal.tsum_mul_left,ENNReal.tsum_geometric]; norm_num; ring
lemma rejection_probability {K a : ℕ} [NeZero K] (hK : 2<K) (ha : 1≤a)
(hm : 1≤K/(10*a)) (μ : PMF (Finset (DiscreteTorus K))) (p : ℝ≥0∞)
(hbad : JointBadLaw μ p) (v w : Vertex) :
(∑' B, if ¬acceptedEnvironment a B v w then μ B else 0)≤
(K:ℝ≥0∞)^3*(((2^((2*a+1)^3):ℕ):ℝ≥0∞)*p)^(K/(10*a))+
2*∑' m : ℕ, ((2*(m+1)+1)^3:ℕ)*(((2^27:ℕ):ℝ≥0∞)*p)^(m+1) := by
have hpoint (B : Finset (DiscreteTorus K)) :
(if ¬acceptedEnvironment a B v w then μ B else 0)≤
(if LargeBadComponent (torusRangeGraph K a) B (K/(10*a)) then μ B else 0)+
(if endpointDanger B (torusProjection K v) then μ B else 0)+
(if endpointDanger B (torusProjection K w) then μ B else 0) := by
by_cases hE : ¬acceptedEnvironment a B v w
· rw [ite_eq_left hE]
rcases rejection_subset hK ha B v w hE with h|h|h
· rw [ite_eq_left h]; exact le_add_of_le_left le_self_add
· rw [ite_eq_left h]; exact le_add_of_le_left le_add_self
· rw [ite_eq_left h]; exact le_add_self
· rw [ite_eq_right hE]; exact zero_le
calc
_ ≤ _ := ENNReal.tsum_le_tsum hpoint
_ = _ := by rw [ENNReal.tsum_add,ENNReal.tsum_add]
_ ≤ _ := add_le_add (add_le_add
(largeBadComponent_probability (torusRangeGraph K a) ((2*a+1)^3)
(torusRange_degree a) μ p hbad (K/(10*a)) hm)
(endpointDanger_probability μ p hbad (torusProjection K v)))
(endpointDanger_probability μ p hbad (torusProjection K w))
_ = _ := by
simp only [DiscreteTorus,Fintype.card_fun,Fintype.card_fin,ZMod.card,Nat.cast_pow]
ring
lemma large_rejection_eventually (a : ℕ) (ha : 1≤a) :
∀ᶠ K : ℕ in Filter.atTop, (K:ℝ)^3*(1/2:ℝ)^(K/(10*a))≤1/4 := by
let d := 10*a
have hd : 0<d := by dsimp [d]; omega
have hl := tendsto_pow_const_mul_const_pow_of_lt_one 3 (by norm_num : (0:ℝ)≤1/2)
(by norm_num : (1/2:ℝ)<1)
have hlim : Filter.Tendsto (fun j : ℕ ↦ ((2*d:ℕ):ℝ)^3*((j:ℝ)^3*(1/2:ℝ)^j)) Filter.atTop (nhds 0) := by
simpa using hl.const_mul (((2*d:ℕ):ℝ)^3)
have hSmall : ∀ᶠ j : ℕ in Filter.atTop,
((2*d:ℕ):ℝ)^3*((j:ℝ)^3*(1/2:ℝ)^j)≤1/4 :=
(hlim.eventually (gt_mem_nhds (by norm_num : (0:ℝ)<1/4))).mono (fun _ h ↦ h.le)
have hdiv := Nat.tendsto_div_const_atTop (ne_of_gt hd)
filter_upwards [hdiv.eventually hSmall,Filter.eventually_ge_atTop d] with K hsm hKd
have hj : 1≤K/d := (Nat.le_div_iff_mul_le hd).mpr (by simpa using hKd)
have hK : K≤(2*d)*(K/d) := by
have hb := Nat.lt_mul_div_succ K hd
nlinarith
calc
_ ≤ (((2*d:ℕ):ℝ)*(K/d:ℕ))^3*(1/2:ℝ)^(K/d) := by
apply mul_le_mul_of_nonneg_right _ (by positivity)
apply pow_le_pow_left₀ (by positivity)
exact_mod_cast hK
_ = ((2*d:ℕ):ℝ)^3*((K/d:ℕ)^3*(1/2:ℝ)^(K/d)) := by ring
_ ≤ _ := hsm
lemma pmf_complement_half {α : Type*} (μ : PMF α) (E : α → Prop)
(h : (∑' x, if ¬E x then μ x else 0)≤(1/2:ℝ≥0∞)) :
(1/2:ℝ≥0∞)≤∑' x, if E x then μ x else 0 := by
have he : (∑' x, if E x then μ x else 0)+(∑' x, if ¬E x then μ x else 0)=1 := by
rw [← ENNReal.tsum_add]
convert μ.tsum_coe using 1
apply tsum_congr
intro x
by_cases hx : E x <;> simp [hx]
have hn : (∑' x, if ¬E x then μ x else 0)≠∞ := ne_of_lt (h.trans_lt (by norm_num))
calc
(1/2:ℝ≥0∞)=1-(1/2) := by norm_num
_ ≤ 1-(∑' x, if ¬E x then μ x else 0) := tsub_le_tsub_left h 1
_ = _ := by rw [← he,ENNReal.add_sub_cancel_right hn]
theorem acceptedEnvironment_mass (a : ℕ) (ha : 1≤a) :
∃ p₀ : ℝ, 0<p₀ ∧ ∃ K₀ : ℕ, ∀ K : ℕ, K₀≤K → ∀ _ : NeZero K,
∀ μ : PMF (Finset (DiscreteTorus K)), ∀ p : ℝ, 0≤p → p≤p₀ →
JointBadLaw μ (ENNReal.ofReal p) → ∀ v w : Vertex,
(1/2:ℝ≥0∞)≤∑' B, if acceptedEnvironment a B v w then μ B else 0 := by
let A : ℝ := (2:ℝ)^((2*a+1)^3)
let D : ℝ := (2:ℝ)^27
have hA : 0<A := by dsimp [A]; positivity
have hD : 0<D := by dsimp [D]; positivity
let p₀ : ℝ := min ((1/432)/D) ((1/2)/A)
have hp₀ : 0<p₀ := lt_min (div_pos (by norm_num) hD) (div_pos (by norm_num) hA)
obtain ⟨M,hM⟩ := Filter.eventually_atTop.mp (large_rejection_eventually a ha)
refine ⟨p₀,hp₀,max M (10*a+3),?_⟩
intro K hK inst μ p hp hpp hbad v w
have hKM : M≤K := (le_max_left _ _).trans hK
have hKd : 10*a+3≤K := (le_max_right _ _).trans hK
have hK2 : 2<K := by omega
have hm : 1≤K/(10*a) := (Nat.le_div_iff_mul_le (by omega)).mpr (by omega)
have hqD : D*p≤1/432 := by
have h := (le_div_iff₀ hD).mp (hpp.trans (min_le_left _ _))
nlinarith
have hqA : A*p≤1/2 := by
have h := (le_div_iff₀ hA).mp (hpp.trans (min_le_right _ _))
nlinarith
have hDeq : ((2^27:ℕ):ℝ≥0∞)*ENNReal.ofReal p=ENNReal.ofReal (D*p) := by
rw [ENNReal.ofReal_mul hD.le]
simp only [D,ENNReal.ofReal_pow (by norm_num : (0:ℝ)≤2),ENNReal.ofReal_ofNat,Nat.cast_pow,Nat.cast_ofNat]
have hAeq : ((2^((2*a+1)^3):ℕ):ℝ≥0∞)*ENNReal.ofReal p=ENNReal.ofReal (A*p) := by
rw [ENNReal.ofReal_mul hA.le]
simp only [A,ENNReal.ofReal_pow (by norm_num : (0:ℝ)≤2),ENNReal.ofReal_ofNat,Nat.cast_pow,Nat.cast_ofNat]
have hqDen : ENNReal.ofReal (D*p)≤1/16 := by
calc
_ ≤ ENNReal.ofReal (1/16:ℝ) := ENNReal.ofReal_le_ofReal (by linarith)
_ = _ := by rw [ENNReal.ofReal_div_of_pos (by norm_num),ENNReal.ofReal_one,ENNReal.ofReal_ofNat]
have hseries : (∑' m : ℕ, ((2*(m+1)+1)^3:ℕ)*
(((2^27:ℕ):ℝ≥0∞)*ENNReal.ofReal p)^(m+1))≤ENNReal.ofReal (1/8:ℝ) := by
rw [hDeq]
refine (endpoint_series_le _ hqDen).trans ?_
calc
_ = ENNReal.ofReal (54*(D*p)) := by rw [ENNReal.ofReal_mul (p:=54) (q:=D*p) (by norm_num),ENNReal.ofReal_ofNat]
_ ≤ _ := ENNReal.ofReal_le_ofReal (by linarith)
have hlarge : (K:ℝ≥0∞)^3*(((2^((2*a+1)^3):ℕ):ℝ≥0∞)*ENNReal.ofReal p)^(K/(10*a))≤
ENNReal.ofReal (1/4:ℝ) := by
rw [hAeq]
calc
_ ≤ (K:ℝ≥0∞)^3*(ENNReal.ofReal (1/2:ℝ))^(K/(10*a)) :=
mul_le_mul' le_rfl (pow_le_pow_left' (ENNReal.ofReal_le_ofReal hqA) _)
_ = ENNReal.ofReal ((K:ℝ)^3*(1/2:ℝ)^(K/(10*a))) := by
rw [ENNReal.ofReal_mul (by positivity),ENNReal.ofReal_pow (by positivity),
ENNReal.ofReal_pow (by norm_num),ENNReal.ofReal_natCast]
_ ≤ _ := ENNReal.ofReal_le_ofReal (hM K hKM)
apply pmf_complement_half μ (fun B ↦ acceptedEnvironment a B v w)
refine (rejection_probability hK2 ha hm μ _ hbad v w).trans ?_
refine (add_le_add hlarge (mul_le_mul' le_rfl hseries)).trans_eq ?_
rw [show (2:ℝ≥0∞)=ENNReal.ofReal (2:ℝ) by norm_num,
← ENNReal.ofReal_mul (by norm_num),← ENNReal.ofReal_add (by norm_num) (by norm_num)]
norm_num [ENNReal.ofReal_div_of_pos]
def SimpleGoodPath {K : ℕ} (B : Finset (DiscreteTorus K)) (x y : DiscreteTorus K) :=
{p : (torusNearestGraph K).Walk x y // p.IsPath ∧ ∀ z∈p.support, z∉B}
lemma exists_nominal_detour {K m n : ℕ} [NeZero K] (hK : 2<K) (R : ℕ)
(hn : 0<n) (ht : n/2≤3^m) (v : Vertex) (Δ₂ Δ₃ : ℤ)
(hΔ₂ : |Δ₂|≤2*n) (hΔ₃ : |Δ₃|≤2*n) (B : Finset (DiscreteTorus K))
(hB : acceptedEnvironment (R+2) B v (v+![(n:ℤ),Δ₂,Δ₃])) (w : PairNoise m) :
∃ p : SimpleGoodPath B (torusProjection K v) (torusProjection K (v+![(n:ℤ),Δ₂,Δ₃])),
∀ x∈p.val.support,
x∈(nominalCover (nominalVertices m n v Δ₂ Δ₃ w)).image (torusProjection K) ∨
shellAttachment R B ((nominalCover (nominalVertices m n v Δ₂ Δ₃ w)).image (torusProjection K)) x := by
let U := nominalVertices m n v Δ₂ Δ₃ w
have hi : U 0=v := nominal_initial m n v Δ₂ Δ₃ w
have hf : U (Fin.last n)=v+![(n:ℤ),Δ₂,Δ₃] := nominal_final m n hn v Δ₂ Δ₃ w
have hv : v∈nominalCover U := hi ▸ nominal_mem_cover U 0
have hw : v+![(n:ℤ),Δ₂,Δ₃]∈nominalCover U := hf ▸ nominal_mem_cover U (Fin.last n)
have hwalk : withinReach nearestStep (↑(nominalCover U)) v (v+![(n:ℤ),Δ₂,Δ₃]) := by
simpa only [hi,hf] using nominalCover_reach U (nominal_speed m n hn ht v Δ₂ Δ₃ hΔ₂ hΔ₃ w)
obtain ⟨p,hp,hattach⟩ := periodic_good_detour hK R B
(small_star_of_no_large (by omega) B hB.1) (nominalCover U) hv hw hB.2 hwalk
exact ⟨⟨p,hp,fun x hx ↦ (hattach x hx).1⟩,fun x hx ↦ (hattach x hx).2⟩
def detourSample {K m n : ℕ} [NeZero K] (hK : 2<K) (R : ℕ)
(hn : 0<n) (ht : n/2≤3^m) (v : Vertex) (Δ₂ Δ₃ : ℤ)
(hΔ₂ : |Δ₂|≤2*n) (hΔ₃ : |Δ₃|≤2*n) (B : Finset (DiscreteTorus K))
(hB : acceptedEnvironment (R+2) B v (v+![(n:ℤ),Δ₂,Δ₃])) (w : PairNoise m) :
SimpleGoodPath B (torusProjection K v) (torusProjection K (v+![(n:ℤ),Δ₂,Δ₃])) :=
Classical.choose (exists_nominal_detour hK R hn ht v Δ₂ Δ₃ hΔ₂ hΔ₃ B hB w)
lemma detourSample_attachment {K m n : ℕ} [NeZero K] (hK : 2<K) (R : ℕ)
(hn : 0<n) (ht : n/2≤3^m) (v : Vertex) (Δ₂ Δ₃ : ℤ)
(hΔ₂ : |Δ₂|≤2*n) (hΔ₃ : |Δ₃|≤2*n) (B : Finset (DiscreteTorus K))
(hB : acceptedEnvironment (R+2) B v (v+![(n:ℤ),Δ₂,Δ₃])) (w : PairNoise m) :
∀ x∈(detourSample hK R hn ht v Δ₂ Δ₃ hΔ₂ hΔ₃ B hB w).val.support,
x∈(nominalCover (nominalVertices m n v Δ₂ Δ₃ w)).image (torusProjection K) ∨
shellAttachment R B ((nominalCover (nominalVertices m n v Δ₂ Δ₃ w)).image (torusProjection K)) x :=
Classical.choose_spec (exists_nominal_detour hK R hn ht v Δ₂ Δ₃ hΔ₂ hΔ₃ B hB w)
def goodPathKernel {K m n : ℕ} [NeZero K] (hK : 2<K) (R : ℕ)
(hn : 0<n) (ht : n/2≤3^m) (v : Vertex) (Δ₂ Δ₃ : ℤ)
(hΔ₂ : |Δ₂|≤2*n) (hΔ₃ : |Δ₃|≤2*n) (B : Finset (DiscreteTorus K))
(hB : acceptedEnvironment (R+2) B v (v+![(n:ℤ),Δ₂,Δ₃])) :
PMF (SimpleGoodPath B (torusProjection K v) (torusProjection K (v+![(n:ℤ),Δ₂,Δ₃]))) :=
(pairLaw m).map (detourSample hK R hn ht v Δ₂ Δ₃ hΔ₂ hΔ₃ B hB)
lemma pmf_map_expectation {α β : Type*} (μ : PMF α) (f : α → β) (g : β → ℝ≥0∞) :
(∑' y, (μ.map f) y*g y)=∑' x, μ x*g (f x) := by
simp_rw [PMF.map_apply,← ENNReal.tsum_mul_right]
rw [ENNReal.tsum_comm]
apply tsum_congr
intro x
simp only [ite_mul,zero_mul]
simp
def pathNoiseTranspose (m : ℕ) : FourNoise m ≃ PairNoise m × PairNoise m where
toFun w := (firstPathNoise w,secondPathNoise w)
invFun w := ((w.1.1,w.2.1),(w.1.2,w.2.2))
left_inv _ := rfl
right_inv _ := rfl
lemma fourLaw_transpose (m : ℕ) (w : FourNoise m) :
fourLaw m w=pairLaw m (firstPathNoise w)*pairLaw m (secondPathNoise w) := by
rcases w with ⟨⟨a,b⟩,⟨c,d⟩⟩
simp only [fourLaw,pairLaw,firstPathNoise,secondPathNoise,independentPair_apply]
ring
lemma pair_expectation_transpose (m : ℕ) (f : PairNoise m → PairNoise m → ℝ≥0∞) :
(∑' x, pairLaw m x*∑' y, pairLaw m y*f x y)=
∑' w, fourLaw m w*f (firstPathNoise w) (secondPathNoise w) := by
simp_rw [← ENNReal.tsum_mul_left,← mul_assoc]
rw [← ENNReal.tsum_prod]
have h := (pathNoiseTranspose m).tsum_eq (fun z ↦ pairLaw m z.1*pairLaw m z.2*f z.1 z.2)
calc
_ = ∑' w, pairLaw m (firstPathNoise w)*pairLaw m (secondPathNoise w)*f (firstPathNoise w) (secondPathNoise w) := h.symm
_ = _ := by simp_rw [fourLaw_transpose]
end HardSphere.Lattice
end
end OAI