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import OAI.Combinatorics.LowSpaceSubsetSum.Counting.BoundedSampling
import OAI.Combinatorics.LowSpaceSubsetSum.Storage.PermutationSampling
import Mathlib.Data.Fintype.Powerset
import Mathlib.Data.Nat.Choose.Sum
namespace OAI
/-!
# Balanced random signs and conditional mixer halves
The three mixers are disjoint. Uniform global sign subsets therefore induce
independent uniform subsets on them. Conditioning each restriction to have
half the mixer size gives the exact balance probability and uniform halves.
-/
namespace LowSpaceSubsetSum
open scoped BigOperators
variable {ι K : Type*} [DecidableEq ι] [Fintype K] [DecidableEq K]
/-- Split a finite set into its restrictions to the fibers of a finite coloring. -/
def partitionFinsetEquiv (c : ι → K) :
Finset ι ≃ ((k : K) → Finset {x : ι // c x = k}) where
toFun S k := S.subtype (fun x => c x = k)
invFun S := Finset.univ.biUnion (fun k => (S k).map (Function.Embedding.subtype _))
left_inv S := by
ext x
simp only [Finset.mem_biUnion, Finset.mem_univ, true_and, Finset.mem_map,
Function.Embedding.coe_subtype, Finset.mem_subtype]
constructor
· rintro ⟨k, y, hy, rfl⟩
exact hy
· intro hx
exact ⟨c x, ⟨x, rfl⟩, hx, rfl⟩
right_inv S := by
funext k
ext x
simp only [Finset.mem_subtype, Finset.mem_biUnion, Finset.mem_univ,
true_and, Finset.mem_map, Function.Embedding.coe_subtype]
constructor
· rintro ⟨j, y, hy, he⟩
have hj : j = k := y.property.symm.trans ((congrArg c he).trans x.property)
subst j
have hyx : y = x := Subtype.ext he
simpa only [hyx] using hy
· intro hx
exact ⟨k, x, hx, rfl⟩
theorem card_partition_profile [Fintype ι] (c : ι → K)
(P : (k : K) → Finset {x : ι // c x = k} → Prop) :
Nat.card {S : Finset ι // ∀ k, P k (S.subtype (fun x => c x = k))} =
∏ k, Nat.card {S : Finset {x : ι // c x = k} // P k S} := by
classical
let e := (partitionFinsetEquiv c).subtypeEquivOfSubtype
(p := fun S => ∀ k, P k (S k))
change Nat.card {S : Finset ι // ∀ k, P k ((partitionFinsetEquiv c) S k)} = _
rw [Nat.card_congr e, Nat.card_congr Equiv.subtypePiEquivPi, Nat.card_pi]
/-- Balance of the three non-outside color classes. -/
def ColorBalanced (c : ι → Option (Fin 3)) (s : ℕ) (S : Finset ι) : Prop :=
∀ i, (S.subtype (fun x => c x = some i)).card = s
theorem colorBalanced_card [Fintype ι] (c : ι → Option (Fin 3)) (s : ℕ)
(hsize : ∀ i, Fintype.card {x : ι // c x = some i} = 2 * s) :
Nat.card {S : Finset ι // ColorBalanced c s S} =
2 ^ Fintype.card {x : ι // c x = none} * ((2 * s).choose s) ^ 3 := by
classical
let P : (k : Option (Fin 3)) → Finset {x : ι // c x = k} → Prop :=
fun k S => match k with
| none => True
| some _ => S.card = s
have hp : (fun S : Finset ι => ColorBalanced c s S) =
(fun S => ∀ k, P k (S.subtype (fun x => c x = k))) := by
funext S
apply propext
constructor
· intro h k
cases k with
| none => trivial
| some i => exact h i
· intro h i
exact h (some i)
rw [hp, card_partition_profile, Fintype.prod_option]
simp only [P, Nat.card_eq_fintype_card, Fintype.card_subtype_true,
Fintype.card_finset, Fintype.card_finset_len, hsize, Finset.prod_const,
Finset.card_univ, Fintype.card_fin]
theorem central_binomial_lower (s : ℕ) :
(2 : ℝ) ^ (2 * s) ≤ (2 * s + 1 : ℝ) * (2 * s).choose s := by
have h : 2 ^ (2 * s) ≤ (2 * s + 1) * (2 * s).choose s := by
rw [← Nat.sum_range_choose]
calc
_ ≤ ∑ _k ∈ Finset.range (2 * s + 1), (2 * s).choose s := by
apply Finset.sum_le_sum
intro k _
simpa only [Nat.mul_div_cancel_left _ (by decide : 0 < 2)] using
Nat.choose_le_middle k (2 * s)
_ = _ := by simp
exact_mod_cast h
theorem colorBalanced_probability [Fintype ι] (c : ι → Option (Fin 3)) (s : ℕ)
(hsize : ∀ i, Fintype.card {x : ι // c x = some i} = 2 * s) :
finiteUniformProbability (ColorBalanced c s) =
(((2 * s).choose s : ℝ) / (2 : ℝ) ^ (2 * s)) ^ 3 := by
classical
have htotal : Fintype.card ι = Fintype.card {x : ι // c x = none} + (2 * s) * 3 := by
rw [← Fintype.card_congr (Equiv.sigmaFiberEquiv c), Fintype.card_sigma,
Fintype.sum_option]
simp only [hsize, Finset.sum_const, Finset.card_univ, Fintype.card_fin, smul_eq_mul]
omega
simp only [finiteUniformProbability, ← Nat.card_eq_fintype_card]
rw [colorBalanced_card c s hsize, Nat.card_eq_fintype_card, Fintype.card_finset,
htotal, Nat.cast_mul, Nat.cast_pow, Nat.cast_ofNat, Nat.cast_pow,
Nat.cast_pow, Nat.cast_ofNat, pow_add, pow_mul]
field_simp
theorem colorBalanced_probability_lower [Fintype ι] (c : ι → Option (Fin 3)) (s : ℕ)
(hsize : ∀ i, Fintype.card {x : ι // c x = some i} = 2 * s) :
1 / (2 * s + 1 : ℝ) ^ 3 ≤ finiteUniformProbability (ColorBalanced c s) := by
rw [colorBalanced_probability c s hsize, ← one_div_pow]
apply pow_le_pow_left₀ (by positivity)
apply (div_le_div_iff₀ (by positivity : (0 : ℝ) < 2 * s + 1) (by positivity)).mpr
simpa only [one_mul, mul_comm] using central_binomial_lower s
/-- The index of a mixer containing an input position, or the outside category. -/
noncomputable def mixerColor (M : Fin 3 → Finset ι) (x : ι) : Option (Fin 3) :=
if h : ∃ i, x ∈ M i then some (Classical.choose h) else none
theorem mixerColor_eq_some_iff (M : Fin 3 → Finset ι)
(hdisj : ∀ i j, i ≠ j → Disjoint (M i) (M j)) (x : ι) (i : Fin 3) :
mixerColor M x = some i ↔ x ∈ M i := by
classical
unfold mixerColor
split_ifs with h
· have hm := Classical.choose_spec h
constructor
· intro he
have hi := Option.some.inj he
simpa only [hi] using hm
· intro hi
have he : Classical.choose h = i := by
by_contra hn
exact Finset.disjoint_left.mp (hdisj _ _ hn) hm hi
simp only [he]
· constructor
· intro he
cases he
· intro hi
exact (h ⟨i, hi⟩).elim
def MixerBalanced (M : Fin 3 → Finset ι) (s : ℕ) (S : Finset ι) : Prop :=
∀ i, (S ∩ M i).card = s
theorem mixerColor_restriction_card (M : Fin 3 → Finset ι)
(hdisj : ∀ i j, i ≠ j → Disjoint (M i) (M j)) (S : Finset ι) (i : Fin 3) :
(S.subtype (fun x => mixerColor M x = some i)).card = (S ∩ M i).card := by
classical
rw [Finset.card_subtype]
congr 1
ext x
simp only [Finset.mem_filter, Finset.mem_inter, mixerColor_eq_some_iff M hdisj]
theorem colorBalanced_mixerColor_iff (M : Fin 3 → Finset ι)
(hdisj : ∀ i j, i ≠ j → Disjoint (M i) (M j)) (s : ℕ) (S : Finset ι) :
ColorBalanced (mixerColor M) s S ↔ MixerBalanced M s S := by
classical
simp only [ColorBalanced, MixerBalanced, mixerColor_restriction_card M hdisj]
theorem mixerColor_card [Fintype ι] (M : Fin 3 → Finset ι)
(hdisj : ∀ i j, i ≠ j → Disjoint (M i) (M j)) (i : Fin 3) :
Fintype.card {x : ι // mixerColor M x = some i} = (M i).card := by
classical
let e : {x : ι // mixerColor M x = some i} ≃ (M i) :=
Equiv.subtypeEquivRight (fun x => mixerColor_eq_some_iff M hdisj x i)
exact (Fintype.card_congr e).trans (Fintype.card_coe (M i))
/-- Exact balance probability, independent of the locations of the three mixers. -/
theorem mixer_balance_probability [Fintype ι] (M : Fin 3 → Finset ι)
(hdisj : ∀ i j, i ≠ j → Disjoint (M i) (M j)) (s : ℕ)
(hsize : ∀ i, (M i).card = 2 * s) :
finiteUniformProbability (MixerBalanced M s) =
(((2 * s).choose s : ℝ) / (2 : ℝ) ^ (2 * s)) ^ 3 := by
have hp : MixerBalanced M s = ColorBalanced (mixerColor M) s := by
funext S
exact propext (colorBalanced_mixerColor_iff M hdisj s S).symm
rw [hp]
apply colorBalanced_probability
intro i
rw [mixerColor_card M hdisj i, hsize]
/-- The inverse-cubic balance bound used before the deficiency estimates. -/
theorem mixer_balance_probability_lower [Fintype ι] (M : Fin 3 → Finset ι)
(hdisj : ∀ i j, i ≠ j → Disjoint (M i) (M j)) (s : ℕ)
(hsize : ∀ i, (M i).card = 2 * s) :
1 / (2 * s + 1 : ℝ) ^ 3 ≤ finiteUniformProbability (MixerBalanced M s) := by
have hp : MixerBalanced M s = ColorBalanced (mixerColor M) s := by
funext S
exact propext (colorBalanced_mixerColor_iff M hdisj s S).symm
rw [hp]
apply colorBalanced_probability_lower
intro i
rw [mixerColor_card M hdisj i, hsize]
theorem finiteUniformProbability_equiv {Ω Ψ : Type*} [Fintype Ω] [Fintype Ψ]
(e : Ω ≃ Ψ) (P : Ψ → Prop) :
finiteUniformProbability (fun x => P (e x)) = finiteUniformProbability P := by
classical
simp only [finiteUniformProbability, ← Nat.card_eq_fintype_card]
rw [Nat.card_congr (e.subtypeEquivOfSubtype (p := P)), Nat.card_congr e]
/-- Randomly permuting any independently chosen size-`s` set gives the same
uniform marginal, even when the choice of that set has additional constraints. -/
theorem permuted_family_uniform [Fintype ι] {Ξ : Type*} [Fintype Ξ] [Nonempty Ξ]
(B : Ξ → Finset ι) (s : ℕ) (hB : ∀ ξ, (B ξ).card = s) (P : Finset ι → Prop) :
finiteUniformProbability (fun z : Equiv.Perm ι × Ξ => P (permuteSubset z.1 (B z.2))) =
finiteUniformProbability (fun S : ↥((Finset.univ : Finset ι).powersetCard s) => P S.val) := by
classical
let ξ₀ : Ξ := Classical.choice inferInstance
let T₀ : ↥((Finset.univ : Finset ι).powersetCard s) :=
⟨B ξ₀, Finset.mem_powersetCard.mpr ⟨Finset.subset_univ _, hB ξ₀⟩⟩
let : Nonempty ↥((Finset.univ : Finset ι).powersetCard s) := ⟨T₀⟩
let f : Equiv.Perm ι × Ξ → ↥((Finset.univ : Finset ι).powersetCard s) :=
fun z => ⟨permuteSubset z.1 (B z.2),
Finset.mem_powersetCard.mpr ⟨Finset.subset_univ _, (permuteSubset_card _ _).trans (hB _)⟩⟩
have hf (T : ↥((Finset.univ : Finset ι).powersetCard s)) :
Fintype.card {z // f z = T} = Fintype.card {z // f z = T₀} := by
obtain ⟨τ, hτ⟩ := exists_permutation_of_card_eq T.val T₀.val
((Finset.mem_powersetCard.mp T.property).2.trans
(Finset.mem_powersetCard.mp T₀.property).2.symm)
have hτinv : permuteSubset τ.symm T₀.val = T.val := by
rw [← hτ, ← permuteSubset_trans]
simp
let e : {z // f z = T} ≃ {z // f z = T₀} :=
{ toFun := fun z => ⟨(z.1.1.trans τ, z.1.2), by
apply Subtype.ext
change permuteSubset (z.1.1.trans τ) (B z.1.2) = T₀.val
rw [permuteSubset_trans]
have hz : permuteSubset z.1.1 (B z.1.2) = T.val := congrArg Subtype.val z.2
rw [hz, hτ]⟩
invFun := fun z => ⟨(z.1.1.trans τ.symm, z.1.2), by
apply Subtype.ext
change permuteSubset (z.1.1.trans τ.symm) (B z.1.2) = T.val
rw [permuteSubset_trans]
have hz : permuteSubset z.1.1 (B z.1.2) = T₀.val := congrArg Subtype.val z.2
rw [hz, hτinv]⟩
left_inv := fun z => by
apply Subtype.ext
apply Prod.ext
· ext x
simp
· rfl
right_inv := fun z => by
apply Subtype.ext
apply Prod.ext
· ext x
simp
· rfl }
exact Fintype.card_congr e
exact finiteUniformProbability_map_of_constant_fibers f hf (fun S => P S.val)
@[simp] theorem permuteSubset_inter [Fintype ι] (e : Equiv.Perm ι) (S T : Finset ι) :
permuteSubset e (S ∩ T) = permuteSubset e S ∩ permuteSubset e T :=
Finset.map_inter S T
@[simp] theorem permuteSubset_sdiff [Fintype ι] (e : Equiv.Perm ι) (S T : Finset ι) :
permuteSubset e (S \ T) = permuteSubset e S \ permuteSubset e T :=
Finset.map_sdiff S T
theorem mixerBalanced_permute [Fintype ι] (M : Fin 3 → Finset ι) (s : ℕ)
(e : Equiv.Perm ι) (F : Finset ι) :
MixerBalanced (fun i => permuteSubset e (M i)) s (permuteSubset e F) ↔
MixerBalanced M s F := by
simp only [MixerBalanced, ← permuteSubset_inter, permuteSubset_card]
abbrev BalancedSignSubsets (M : Fin 3 → Finset ι) (s : ℕ) :=
{F : Finset ι // MixerBalanced M s F}
noncomputable instance balancedSignSubsetsFintype [Fintype ι]
(M : Fin 3 → Finset ι) (s : ℕ) : Fintype (BalancedSignSubsets M s) := Fintype.ofFinite _
abbrev BalancedMixerJoint [Fintype ι] (M : Fin 3 → Finset ι) (s : ℕ) :=
{z : Equiv.Perm ι × Finset ι //
MixerBalanced (fun i => permuteSubset z.1 (M i)) s z.2}
noncomputable instance balancedMixerJointFintype [Fintype ι]
(M : Fin 3 → Finset ι) (s : ℕ) : Fintype (BalancedMixerJoint M s) := Fintype.ofFinite _
/-- Conditioning the global sign subset on mixer balance leaves the permutation
uniform and independent of the balanced sign subset in the original coordinates. -/
def balancedMixerJointEquiv [Fintype ι] (M : Fin 3 → Finset ι) (s : ℕ) :
BalancedMixerJoint M s ≃ Equiv.Perm ι × BalancedSignSubsets M s where
toFun z := (z.1.1, ⟨permuteSubset z.1.1.symm z.1.2, by
apply (mixerBalanced_permute M s z.1.1 _).mp
have he : permuteSubset z.1.1 (permuteSubset z.1.1.symm z.1.2) = z.1.2 := by
rw [← permuteSubset_trans]
simp
simpa only [he] using z.2⟩)
invFun z := ⟨(z.1, permuteSubset z.1 z.2.val),
(mixerBalanced_permute M s z.1 z.2.val).mpr z.2.property⟩
left_inv z := by
apply Subtype.ext
apply Prod.ext
· rfl
· change permuteSubset z.1.1 (permuteSubset z.1.1.symm z.1.2) = z.1.2
rw [← permuteSubset_trans]
simp
right_inv z := by
apply Prod.ext
· rfl
· apply Subtype.ext
change permuteSubset z.1.symm (permuteSubset z.1 z.2.val) = z.2.val
rw [← permuteSubset_trans]
simp
theorem balancedSignSubsets_nonempty [Fintype ι] (M : Fin 3 → Finset ι)
(hdisj : ∀ i j, i ≠ j → Disjoint (M i) (M j)) (s : ℕ)
(hsize : ∀ i, (M i).card = 2 * s) : Nonempty (BalancedSignSubsets M s) := by
have hp : 0 < finiteUniformProbability (MixerBalanced M s) :=
lt_of_lt_of_le (by positivity) (mixer_balance_probability_lower M hdisj s hsize)
simp only [finiteUniformProbability, ← Nat.card_eq_fintype_card] at hp
have hden : (0 : ℝ) < Nat.card (Finset ι) := by exact_mod_cast Nat.card_pos
have hn : 0 < Nat.card (BalancedSignSubsets M s) := by
exact_mod_cast (div_pos_iff_of_pos_right hden).mp hp
exact (Nat.card_pos_iff.mp hn).1
theorem conditioned_mixer_permutation_uniform [Fintype ι]
(M : Fin 3 → Finset ι) (s : ℕ) [Nonempty (BalancedSignSubsets M s)]
(P : Equiv.Perm ι → Prop) :
finiteUniformProbability (fun z : BalancedMixerJoint M s => P z.val.1) =
finiteUniformProbability P := by
let e := balancedMixerJointEquiv M s
calc
_ = finiteUniformProbability (fun z : Equiv.Perm ι × BalancedSignSubsets M s => P z.1) :=
finiteUniformProbability_equiv e (fun z => P z.1)
_ = _ := finiteUniformProbability_fst P
theorem conditioned_selected_half_uniform [Fintype ι]
(M : Fin 3 → Finset ι) (s : ℕ) [Nonempty (BalancedSignSubsets M s)]
(i : Fin 3) (P : Finset ι → Prop) :
finiteUniformProbability (fun z : BalancedMixerJoint M s =>
P (z.val.2 ∩ permuteSubset z.val.1 (M i))) =
finiteUniformProbability (fun S : ↥((Finset.univ : Finset ι).powersetCard s) => P S.val) := by
let B : BalancedSignSubsets M s → Finset ι := fun F => F.val ∩ M i
have hB : ∀ F, (B F).card = s := fun F => F.property i
calc
_ = finiteUniformProbability (fun z : Equiv.Perm ι × BalancedSignSubsets M s =>
P (permuteSubset z.1 (B z.2))) := by
have h := finiteUniformProbability_equiv (balancedMixerJointEquiv M s)
(fun z : Equiv.Perm ι × BalancedSignSubsets M s => P (permuteSubset z.1 (B z.2)))
convert h using 1
congr 1
funext z
change P (z.val.2 ∩ permuteSubset z.val.1 (M i)) =
P (permuteSubset z.val.1 (permuteSubset z.val.1.symm z.val.2 ∩ M i))
rw [permuteSubset_inter]
rw [← permuteSubset_trans]
simp
_ = _ := permuted_family_uniform B s hB P
theorem conditioned_complement_half_uniform [Fintype ι]
(M : Fin 3 → Finset ι) (s : ℕ) [Nonempty (BalancedSignSubsets M s)]
(hsize : ∀ i, (M i).card = 2 * s) (i : Fin 3) (P : Finset ι → Prop) :
finiteUniformProbability (fun z : BalancedMixerJoint M s =>
P (permuteSubset z.val.1 (M i) \ z.val.2)) =
finiteUniformProbability (fun S : ↥((Finset.univ : Finset ι).powersetCard s) => P S.val) := by
let B : BalancedSignSubsets M s → Finset ι := fun F => M i \ F.val
have hB : ∀ F, (B F).card = s := by
intro F
dsimp [B]
rw [Finset.card_sdiff, F.property i, hsize]
omega
calc
_ = finiteUniformProbability (fun z : Equiv.Perm ι × BalancedSignSubsets M s =>
P (permuteSubset z.1 (B z.2))) := by
have h := finiteUniformProbability_equiv (balancedMixerJointEquiv M s)
(fun z : Equiv.Perm ι × BalancedSignSubsets M s => P (permuteSubset z.1 (B z.2)))
convert h using 1
congr 1
funext z
change P (permuteSubset z.val.1 (M i) \ z.val.2) =
P (permuteSubset z.val.1 (M i \ permuteSubset z.val.1.symm z.val.2))
rw [permuteSubset_sdiff]
rw [← permuteSubset_trans]
simp
_ = _ := permuted_family_uniform B s hB P
/-- A restriction in a mixer must have size `s`; the outside restriction is free. -/
abbrev BalancedColorRestriction (c : ι → Option (Fin 3)) (s : ℕ)
(k : Option (Fin 3)) :=
{S : Finset {x : ι // c x = k} // match k with
| none => True
| some _ => S.card = s}
noncomputable instance balancedColorRestrictionFintype [Fintype ι]
(c : ι → Option (Fin 3)) (s : ℕ) (k : Option (Fin 3)) :
Fintype (BalancedColorRestriction c s k) := Fintype.ofFinite _
def colorBalancedRestrictionEquiv (c : ι → Option (Fin 3)) (s : ℕ) :
{F : Finset ι // ColorBalanced c s F} ≃
((k : Option (Fin 3)) → BalancedColorRestriction c s k) where
toFun F k := ⟨F.val.subtype (fun x => c x = k), by
cases k with
| none => trivial
| some i => exact F.property i⟩
invFun f := ⟨(partitionFinsetEquiv c).symm (fun k => (f k).val), by
intro i
have hi := congrFun ((partitionFinsetEquiv c).apply_symm_apply
(fun k => (f k).val)) (some i)
change ((partitionFinsetEquiv c)
((partitionFinsetEquiv c).symm (fun k => (f k).val)) (some i)).card = s
rw [hi]
exact (f (some i)).property⟩
left_inv F := by
apply Subtype.ext
exact (partitionFinsetEquiv c).symm_apply_apply F.val
right_inv f := by
funext k
apply Subtype.ext
exact congrFun ((partitionFinsetEquiv c).apply_symm_apply (fun k => (f k).val)) k
/-- The full conditional sign law is the product of the three uniform halves
and the unrestricted outside signs. -/
noncomputable def balancedMixerRestrictionEquiv (M : Fin 3 → Finset ι)
(hdisj : ∀ i j, i ≠ j → Disjoint (M i) (M j)) (s : ℕ) :
BalancedSignSubsets M s ≃
((k : Option (Fin 3)) → BalancedColorRestriction (mixerColor M) s k) :=
(Equiv.subtypeEquivRight (fun F => (colorBalanced_mixerColor_iff M hdisj s F).symm)).trans
(colorBalancedRestrictionEquiv (mixerColor M) s)
theorem conditioned_mixer_restrictions_uniform [Fintype ι] (M : Fin 3 → Finset ι)
(hdisj : ∀ i j, i ≠ j → Disjoint (M i) (M j)) (s : ℕ)
(P : ((k : Option (Fin 3)) → BalancedColorRestriction (mixerColor M) s k) → Prop) :
finiteUniformProbability (fun F : BalancedSignSubsets M s =>
P (balancedMixerRestrictionEquiv M hdisj s F)) = finiteUniformProbability P :=
finiteUniformProbability_equiv (balancedMixerRestrictionEquiv M hdisj s) P
theorem conditioned_mixer_restrictions_point [Fintype ι] (M : Fin 3 → Finset ι)
(hdisj : ∀ i j, i ≠ j → Disjoint (M i) (M j)) (s : ℕ)
(r : (k : Option (Fin 3)) → BalancedColorRestriction (mixerColor M) s k) :
finiteUniformProbability (fun F : BalancedSignSubsets M s =>
balancedMixerRestrictionEquiv M hdisj s F = r) =
∏ k, 1 / (Fintype.card (BalancedColorRestriction (mixerColor M) s k) : ℝ) := by
classical
rw [conditioned_mixer_restrictions_uniform M hdisj s (fun f => f = r),
finiteUniformProbability_eq_cardRatio]
simp only [Fintype.card_subtype_eq, Fintype.card_pi, Nat.cast_prod,
Finset.prod_div_distrib, Finset.prod_const_one, Nat.cast_one]
end LowSpaceSubsetSum
end OAI