openAI-math-dataset / lean /OAI /Probability /InvariantIsing /Haar /HaarHeatVanishingGradient.lean
roseking's picture
Add lean source and binary files (part 124)
a89d282 verified
Raw History Blame Contribute Delete
2.21 kB
import OAI.Probability.InvariantIsing.Haar.HaarHeatGradient
namespace OAI
/-! A single decaying gradient envelope for each polynomial heat orbit. -/
noncomputable section
open Matrix MvPolynomial Filter
open scoped Topology
namespace InvariantIsing
lemma haarPolynomialHeat_gradient_envelope {N d : ℕ} (p : haarPolynomialSpace N d) :
∃ M : ℝ, 0 ≤ M ∧ ∀ t : ℝ, 0 ≤ t → ∀ U : SpecialOrthogonal N,
haarPolynomialValue (haarPolynomialGamma
((haarPolynomialHeat N d t p : haarPolynomialSpace N d) : MatrixPolynomial N)
((haarPolynomialHeat N d t p : haarPolynomialSpace N d) : MatrixPolynomial N)) U ≤
(M*Real.exp (-((N:ℝ)-2)*t))^2 := by
obtain ⟨B,hB⟩ := haarPolynomialValue_bound (haarPolynomialGamma (p : MatrixPolynomial N) p)
let M := max B 1
have hM1 : 1 ≤ M := le_max_right _ _
have hM : 0 ≤ M := by linarith
have hC (U : SpecialOrthogonal N) :
haarPolynomialValue (haarPolynomialGamma (p : MatrixPolynomial N) p) U ≤ M^2 := by
have hb := (le_abs_self _).trans (hB U)
have hm : B ≤ M := le_max_left _ _
nlinarith
refine ⟨M,hM,?_⟩
intro t ht U
have hg := haarPolynomialHeat_gradient_bound p (M^2) hC ht U
have he : Real.exp (2*((N:ℝ)-2)*t)*(M*Real.exp (-((N:ℝ)-2)*t))^2 = M^2 := by
calc
_ = M^2*Real.exp (2*((N:ℝ)-2)*t+
(-((N:ℝ)-2)*t+-((N:ℝ)-2)*t)) := by
rw [Real.exp_add,Real.exp_add]
ring
_ = M^2 := by
rw [show 2*((N:ℝ)-2)*t+(-((N:ℝ)-2)*t+-((N:ℝ)-2)*t)=0 by ring,
Real.exp_zero,mul_one]
have hpos := Real.exp_pos (2*((N:ℝ)-2)*t)
nlinarith
lemma tendsto_haar_gradient_envelope {N : ℕ} (hN : 3 ≤ N) (M : ℝ) :
Tendsto (fun t : ℝ => M*Real.exp (-((N:ℝ)-2)*t)) atTop (𝓝 0) := by
have hρ : 0 < (N:ℝ)-2 := by
have h3 : (3:ℝ) ≤ N := by exact_mod_cast hN
linarith
have ht : Tendsto (fun t : ℝ => -((N:ℝ)-2)*t) atTop atBot := by
simpa only [Function.comp_def,neg_mul,id_eq] using
tendsto_neg_atTop_atBot.comp (tendsto_id.const_mul_atTop hρ)
simpa only [Function.comp_def,mul_zero] using (Real.tendsto_exp_atBot.comp ht).const_mul M
end InvariantIsing
end
end OAI