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namespace OAI
open Set
open scoped BigOperators
namespace SimplexChord
variable {ι : Type*} [Fintype ι]
abbrev standardSimplex : Set (ι → ℝ) :=
{weights | (∀ coordinate, 0 ≤ weights coordinate) ∧ ∑ coordinate, weights coordinate = 1}
theorem positive_mass_eq_negative_mass (b : ι → ℝ) (hb : ∑ i, b i = 0) :
(∑ i, max 0 (b i)) = ∑ i, max 0 (-b i) := by
have hpoint : ∀ i, max 0 (b i) - max 0 (-b i) = b i := by
intro i
rcases le_total 0 (b i) with hi | hi
· rw [max_eq_right hi, max_eq_left (neg_nonpos.mpr hi)]
ring
· rw [max_eq_left hi, max_eq_right (neg_nonneg.mpr hi)]
ring
have h := congrArg (fun f : ι → ℝ => ∑ i, f i) (funext hpoint)
simp only [Finset.sum_sub_distrib] at h
linarith
theorem negative_mass_pos (b : ι → ℝ) (hb : ∑ i, b i = 0) (hne : b ≠ 0) :
0 < ∑ i, max 0 (-b i) := by
have hn : 0 ≤ ∑ i, max 0 (-b i) :=
Finset.sum_nonneg (fun i _ => le_max_left _ _)
by_contra hnot
have hz : (∑ i, max 0 (-b i)) = 0 := le_antisymm (le_of_not_gt hnot) hn
have hcoords : ∀ i, max 0 (-b i) = 0 := by
simpa using (Finset.sum_eq_zero_iff_of_nonneg
(fun i (_ : i ∈ (Finset.univ : Finset ι)) => le_max_left 0 (-b i))).mp hz
have hbpos : ∀ i, 0 ≤ b i := by
intro i
have h := le_max_right 0 (-b i)
rw [hcoords i] at h
linarith
have hbzero : ∀ i, b i = 0 := by
simpa using (Finset.sum_eq_zero_iff_of_nonneg
(fun i (_ : i ∈ (Finset.univ : Finset ι)) => hbpos i)).mp hb
exact hne (funext hbzero)
theorem endpoints_iff (b x : ι → ℝ) (hb : ∑ i, b i = 0)
{s : ℝ} (hs : 0 ≤ s) :
(x ∈ standardSimplex ∧ (fun i => x i + s * b i) ∈ standardSimplex) ↔
(∀ i, s * max 0 (-b i) ≤ x i) ∧ ∑ i, x i = 1 := by
constructor
· rintro ⟨hx, hy⟩
refine ⟨fun i => ?_, hx.2⟩
rcases le_total 0 (-b i) with hi | hi
· rw [max_eq_right hi]
have h := hy.1 i
linarith
· rw [max_eq_left hi, mul_zero]
exact hx.1 i
· rintro ⟨hx, hsum⟩
have hxnonneg : ∀ i, 0 ≤ x i := fun i =>
(mul_nonneg hs (le_max_left _ _)).trans (hx i)
refine ⟨⟨hxnonneg, hsum⟩, ⟨fun i => ?_, ?_⟩⟩
· have hle := mul_le_mul_of_nonneg_left (le_max_right 0 (-b i)) hs
have h := hx i
nlinarith
· simp only [Finset.sum_add_distrib, ← Finset.mul_sum, hsum, hb, mul_zero,
add_zero]
theorem chord_bound (b x : ι → ℝ) (hb : ∑ i, b i = 0)
{s : ℝ} (hs : 0 ≤ s) (hx : x ∈ standardSimplex)
(hy : (fun i => x i + s * b i) ∈ standardSimplex) :
s * (∑ i, max 0 (-b i)) ≤ 1 := by
have h := (endpoints_iff b x hb hs).mp ⟨hx, hy⟩
calc
s * (∑ i, max 0 (-b i)) = ∑ i, s * max 0 (-b i) := Finset.mul_sum ..
_ ≤ ∑ i, x i := Finset.sum_le_sum (fun i _ => h.1 i)
_ = 1 := h.2
theorem endpoint_unique (b x : ι → ℝ) (hb : ∑ i, b i = 0)
{s : ℝ} (hs : 0 ≤ s) (hsc : s * (∑ i, max 0 (-b i)) = 1)
(hx : x ∈ standardSimplex)
(hy : (fun i => x i + s * b i) ∈ standardSimplex) :
x = fun i => s * max 0 (-b i) := by
have h := (endpoints_iff b x hb hs).mp ⟨hx, hy⟩
have hsum : (∑ i, (x i - s * max 0 (-b i))) = 0 := by
rw [Finset.sum_sub_distrib, ← Finset.mul_sum, h.2, hsc]
ring
have hz := (Finset.sum_eq_zero_iff_of_nonneg
(fun i (_ : i ∈ (Finset.univ : Finset ι)) => sub_nonneg.mpr (h.1 i))).mp hsum
funext i
exact sub_eq_zero.mp (hz i (Finset.mem_univ i))
theorem intersection_homothety (b : ι → ℝ) (hb : ∑ i, b i = 0)
{s : ℝ} (hs : 0 ≤ s) (hsc : s * (∑ i, max 0 (-b i)) < 1) :
{x | x ∈ standardSimplex ∧
(fun i => x i + s * b i) ∈ standardSimplex} =
(fun y i => s * max 0 (-b i) +
(1 - s * (∑ j, max 0 (-b j))) * y i) '' standardSimplex := by
let c := ∑ i, max 0 (-b i)
have hden : 0 < 1 - s * c := sub_pos.mpr hsc
ext x
constructor
· intro hx
have h := (endpoints_iff b x hb hs).mp hx
let y : ι → ℝ := fun i => (x i - s * max 0 (-b i)) / (1 - s * c)
refine ⟨y, ⟨?_, ?_⟩, ?_⟩
· intro i
exact div_nonneg (sub_nonneg.mpr (h.1 i)) hden.le
· change (∑ i, (x i - s * max 0 (-b i)) / (1 - s * c)) = 1
rw [← Finset.sum_div, Finset.sum_sub_distrib, ← Finset.mul_sum, h.2]
exact div_self (ne_of_gt hden)
· funext i
change s * max 0 (-b i) + (1 - s * c) *
((x i - s * max 0 (-b i)) / (1 - s * c)) = x i
rw [mul_div_cancel₀ _ (ne_of_gt hden)]
ring
· rintro ⟨y, hy, rfl⟩
apply (endpoints_iff b _ hb hs).mpr
refine ⟨fun i => ?_, ?_⟩
· have hn := mul_nonneg hden.le (hy.1 i)
dsimp [c] at hn
linarith
· simp only [Finset.sum_add_distrib, ← Finset.mul_sum, hy.2, mul_one]
ring
theorem maximal_chord (b : ι → ℝ) (hb : ∑ i, b i = 0) (hne : b ≠ 0) :
let c := ∑ i, max 0 (-b i)
let x : ι → ℝ := fun i => max 0 (-b i) / c
x ∈ standardSimplex ∧
(fun i => x i + (1 / c) * b i) ∈ standardSimplex ∧
∀ (y : ι → ℝ) (s : ℝ), 0 ≤ s → y ∈ standardSimplex →
(fun i => y i + s * b i) ∈ standardSimplex → s ≤ 1 / c := by
dsimp only
have hc := negative_mass_pos b hb hne
have hmem := (endpoints_iff b (fun i => max 0 (-b i) / ∑ j, max 0 (-b j))
hb (one_div_nonneg.mpr hc.le)).mpr
(And.intro (fun i => by rw [one_div, div_eq_mul_inv]; ring_nf; rfl)
(by rw [← Finset.sum_div]; exact div_self (ne_of_gt hc)))
refine ⟨hmem.1, hmem.2, ?_⟩
intro y s hs hy hz
exact (le_div_iff₀ hc).mpr (chord_bound b y hb hs hy hz)
theorem exists_chord_iff (b : ι → ℝ) (hb : ∑ i, b i = 0) (hne : b ≠ 0)
{s : ℝ} (hs : 0 ≤ s) :
(∃ x : ι → ℝ, x ∈ standardSimplex ∧
(fun i => x i + s * b i) ∈ standardSimplex) ↔
s * (∑ i, max 0 (-b i)) ≤ 1 := by
constructor
· rintro ⟨x, hx, hy⟩
exact chord_bound b x hb hs hx hy
· intro hsc
have hc := negative_mass_pos b hb hne
refine ⟨fun i => max 0 (-b i) / ∑ j, max 0 (-b j),
(endpoints_iff b _ hb hs).mpr ⟨?_, ?_⟩⟩
· intro i
apply (le_div_iff₀ hc).mpr
have h := mul_le_mul_of_nonneg_right hsc (le_max_left 0 (-b i))
nlinarith
· rw [← Finset.sum_div]
exact div_self (ne_of_gt hc)
theorem intersection_empty (b : ι → ℝ) (hb : ∑ i, b i = 0)
{s : ℝ} (hs : 0 ≤ s) (hsc : 1 < s * (∑ i, max 0 (-b i))) :
{x | x ∈ standardSimplex ∧
(fun i => x i + s * b i) ∈ standardSimplex} = ∅ := by
apply Set.eq_empty_iff_forall_notMem.mpr
intro x hx
exact (not_le_of_gt hsc) (chord_bound b x hb hs hx.1 hx.2)
theorem intersection_singleton (b : ι → ℝ) (hb : ∑ i, b i = 0)
{s : ℝ} (hs : 0 ≤ s) (hsc : s * (∑ i, max 0 (-b i)) = 1) :
{x | x ∈ standardSimplex ∧
(fun i => x i + s * b i) ∈ standardSimplex} =
{fun i => s * max 0 (-b i)} := by
ext x
constructor
· intro hx
exact Set.mem_singleton_iff.mpr (endpoint_unique b x hb hs hsc hx.1 hx.2)
· intro hx
rw [Set.mem_singleton_iff] at hx
subst x
apply (endpoints_iff b _ hb hs).mpr
exact ⟨fun _ => le_rfl, by rw [← Finset.mul_sum, hsc]⟩
theorem abs_mass_eq_twice (b : ι → ℝ) (hb : ∑ i, b i = 0) :
(∑ i, |b i|) = 2 * ∑ i, max 0 (-b i) := by
have hpoint : ∀ i, |b i| = max 0 (b i) + max 0 (-b i) := by
intro i
rcases le_total 0 (b i) with hi | hi
· rw [abs_of_nonneg hi, max_eq_right hi, max_eq_left (neg_nonpos.mpr hi)]
ring
· rw [abs_of_nonpos hi, max_eq_left hi, max_eq_right (neg_nonneg.mpr hi)]
ring
simp_rw [hpoint]
rw [Finset.sum_add_distrib, positive_mass_eq_negative_mass b hb]
ring
theorem sum_sq_le_twice_mass_sq (b : ι → ℝ) (hb : ∑ i, b i = 0) :
(∑ i, (b i)^2) ≤ 2 * (∑ i, max 0 (-b i))^2 := by
have hpoint : ∀ i, (b i)^2 = (max 0 (b i))^2 + (max 0 (-b i))^2 := by
intro i
rcases le_total 0 (b i) with hi | hi
· rw [max_eq_right hi, max_eq_left (neg_nonpos.mpr hi)]
ring
· rw [max_eq_left hi, max_eq_right (neg_nonneg.mpr hi)]
ring
simp_rw [hpoint]
rw [Finset.sum_add_distrib]
have hp := Finset.sum_sq_le_sq_sum_of_nonneg
(fun i (_ : i ∈ (Finset.univ : Finset ι)) => le_max_left 0 (b i))
have hn := Finset.sum_sq_le_sq_sum_of_nonneg
(fun i (_ : i ∈ (Finset.univ : Finset ι)) => le_max_left 0 (-b i))
rw [positive_mass_eq_negative_mass b hb] at hp
linarith
end SimplexChord
end OAI
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