openAI-math-dataset / lean /OAI /Geometry /IsometricImmersion /Energy /DirectedWeightJetCost.lean
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import OAI.Geometry.IsometricImmersion.Energy.DirectedFluxCost
namespace OAI
noncomputable section
open scoped ContDiff
namespace SmoothLocal.Weighted
open SmoothLocal.Geometry
def directedWeightJetBudget (D M lambda : ℝ) : ℝ := 16 + 3*D + 2*D*(M+lambda)
theorem directedWeightJetBudget_bounds {D M lambda : ℝ}
(hD : 0 ≤ D) (hM : 0 ≤ M) (hlambda : 0 ≤ lambda) :
0 ≤ directedWeightJetBudget D M lambda ∧
D ≤ directedWeightJetBudget D M lambda ∧
2*D ≤ directedWeightJetBudget D M lambda ∧
D*M ≤ directedWeightJetBudget D M lambda ∧
8+D*(M+lambda) ≤ directedWeightJetBudget D M lambda ∧
D+2*D*M ≤ directedWeightJetBudget D M lambda ∧
16+2*D*(M+lambda) ≤ directedWeightJetBudget D M lambda := by
have hDM := mul_nonneg hD hM
have hDl := mul_nonneg hD hlambda
unfold directedWeightJetBudget
constructor
· positivity
constructor
· nlinarith
constructor
· nlinarith
constructor
· nlinarith
constructor
· nlinarith
constructor <;> nlinarith
theorem directedWeight_value_and_partials_bound
{I : Coord → ℝ} {p : Coord} {b lambda D S MI M : ℝ}
(hId : DifferentiableAt ℝ I p) (hlambda : 0 ≤ lambda) (hM : 0 ≤ M)
(hd : 0 ≤ edgeDistance b p) (hdD : edgeDistance b p ≤ D)
(hs : |p 1| ≤ S) (hIv : |I p| ≤ MI)
(hIi : ∀ i : Fin 2, |coordPartial i I p| ≤ M) :
|directedWeight b lambda I p| ≤ D*(Real.exp (lambda*S+MI)*edgeDistance b p^7) ∧
|coordPartial 0 (directedWeight b lambda I) p| ≤
(D*M)*(Real.exp (lambda*S+MI)*edgeDistance b p^7) ∧
|coordPartial 1 (directedWeight b lambda I) p| ≤
(8+D*(M+lambda))*(Real.exp (lambda*S+MI)*edgeDistance b p^7) := by
have hD : 0 ≤ D := hd.trans hdD
have hW : 0 ≤ directedWeight b lambda I p := by unfold directedWeight; positivity
have hE : 0 ≤ Real.exp (lambda*S+MI)*edgeDistance b p^7 := by positivity
have hw : |directedWeight b lambda I p| ≤ D*(Real.exp (lambda*S+MI)*edgeDistance b p^7) := by
rw [abs_of_nonneg hW]
convert directedWeight_le_seven hlambda hd hdD hs hIv using 1
ring
have hphase : weightPhase lambda I p ≤ lambda*S+MI := by
have hs' : -p 1 ≤ S := by linarith [(abs_le.mp hs).1]
have hm := mul_le_mul_of_nonneg_left hs' hlambda
unfold weightPhase
linarith [(abs_le.mp hIv).2]
refine ⟨hw, ?_, ?_⟩
· rw [directedWeight_partial_t b lambda hId, abs_mul]
have hh := mul_le_mul hw (hIi 0) (abs_nonneg _) (mul_nonneg hD hE)
convert hh using 1
ring
· rw [directedWeight_partial_s b lambda hId]
have hIs : |coordPartial 1 I p - lambda| ≤ M+lambda := by
calc
_ ≤ |coordPartial 1 I p| + |lambda| := abs_sub _ _
_ ≤ M+lambda := by rw [abs_of_nonneg hlambda]; exact add_le_add (hIi 1) le_rfl
have hlead : |-8*edgeDistance b p^7*Real.exp (weightPhase lambda I p)| ≤
8*(Real.exp (lambda*S+MI)*edgeDistance b p^7) := by
have hh := mul_le_mul_of_nonneg_left (Real.exp_le_exp.mpr hphase)
(show 0 ≤ 8*edgeDistance b p^7 by positivity)
calc
_ = 8*edgeDistance b p^7*Real.exp (weightPhase lambda I p) := by
rw [abs_mul, abs_mul, abs_of_nonneg (pow_nonneg hd 7),
abs_of_pos (Real.exp_pos _)]
norm_num
_ ≤ 8*edgeDistance b p^7*Real.exp (lambda*S+MI) := hh
_ = _ := by ring
have hrest : |directedWeight b lambda I p*(coordPartial 1 I p-lambda)| ≤
(D*(M+lambda))*(Real.exp (lambda*S+MI)*edgeDistance b p^7) := by
rw [abs_mul]
calc
_ ≤ (D*(Real.exp (lambda*S+MI)*edgeDistance b p^7))*(M+lambda) :=
(mul_le_mul_of_nonneg_left hIs (abs_nonneg _)).trans
(mul_le_mul_of_nonneg_right hw (add_nonneg hM hlambda))
_ = _ := by ring
exact (abs_add_le _ _).trans (by
have hh := add_le_add hlead hrest
convert hh using 1
ring)
theorem directedMultiplier_firstJet_abs_le_seven
{I : Coord → ℝ} {p : Coord} {b lambda epsilon D S MI M : ℝ}
(hId : DifferentiableAt ℝ I p) (hlambda : 0 ≤ lambda) (hM : 0 ≤ M)
(heps : 0 ≤ epsilon) (heps1 : epsilon ≤ 1) (ht : |p 0| ≤ 2)
(hd : 0 ≤ edgeDistance b p) (hdD : edgeDistance b p ≤ D)
(hs : |p 1| ≤ S) (hIv : |I p| ≤ MI)
(hIi : ∀ i : Fin 2, |coordPartial i I p| ≤ M) :
let V := directedWeightJetBudget D M lambda * Real.exp (lambda*S+MI)*edgeDistance b p^7
|directedM b lambda I p| ≤ V ∧ |directedN b lambda epsilon I p| ≤ V ∧
(∀ i : Fin 2, |coordPartial i (directedM b lambda I) p| ≤ V) ∧
(∀ i : Fin 2, |coordPartial i (directedN b lambda epsilon I) p| ≤ V) := by
let E := Real.exp (lambda*S+MI)*edgeDistance b p^7
have hE : 0 ≤ E := by dsimp [E]; positivity
have hD : 0 ≤ D := hd.trans hdD
have het : |epsilon*p 0| ≤ (2 : ℝ) := by
rw [abs_mul, abs_of_nonneg heps]
exact (mul_le_mul_of_nonneg_left ht heps).trans (by linarith)
have heabs : |epsilon| ≤ 1 := by rwa [abs_of_nonneg heps]
obtain ⟨hw, hwt, hws⟩ := directedWeight_value_and_partials_bound hId hlambda hM hd hdD hs hIv hIi
obtain ⟨hN, hND, hN2D, hNDM, hNs, hNt, hNss⟩ := directedWeightJetBudget_bounds hD hM hlambda
change |directedWeight b lambda I p| ≤ D*E at hw
change |coordPartial 0 (directedWeight b lambda I) p| ≤ (D*M)*E at hwt
change |coordPartial 1 (directedWeight b lambda I) p| ≤ (8+D*(M+lambda))*E at hws
have hlift {a x : ℝ} (hx : |x| ≤ a*E) (ha : a ≤ directedWeightJetBudget D M lambda) :
|x| ≤ directedWeightJetBudget D M lambda*Real.exp (lambda*S+MI)*edgeDistance b p^7 := by
have hh := hx.trans (mul_le_mul_of_nonneg_right ha hE)
convert hh using 1
dsimp only [E]
ring
dsimp only
refine ⟨?_, ?_, ?_, ?_⟩
· unfold directedM
rw [abs_neg]
exact hlift hw hND
· have hh : |directedN b lambda epsilon I p| ≤ (2*D)*E := by
unfold directedN
rw [abs_mul]
convert mul_le_mul het hw (abs_nonneg _) (by norm_num : (0 : ℝ) ≤ 2) using 1
ring
exact hlift hh hN2D
· intro i
rw [directedM_partial b lambda i, abs_neg]
fin_cases i
· simpa only [Fin.mk_zero] using hlift hwt hNDM
· simpa only [Fin.mk_one] using hlift hws hNs
· intro i
rw [directedN_partial b lambda epsilon hId i]
fin_cases i
· simp only [Fin.mk_zero, Fin.isValue, ↓reduceIte, mul_one]
have hfirst : |epsilon*directedWeight b lambda I p| ≤ D*E := by
rw [abs_mul]
have hh := mul_le_mul heabs hw (abs_nonneg _) (by norm_num : (0 : ℝ) ≤ 1)
simpa only [one_mul] using hh
have hsecond : |epsilon*p 0*coordPartial 0 (directedWeight b lambda I) p| ≤ (2*D*M)*E := by
rw [abs_mul]
convert mul_le_mul het hwt (abs_nonneg _) (by norm_num : (0 : ℝ) ≤ 2) using 1
ring
have hh : |epsilon*directedWeight b lambda I p +
epsilon*p 0*coordPartial 0 (directedWeight b lambda I) p| ≤ (D+2*D*M)*E := by
exact (abs_add_le _ _).trans (by
convert add_le_add hfirst hsecond using 1
ring)
exact hlift hh hNt
· simp only [Fin.mk_one, Fin.isValue, show (0 : Fin 2) ≠ 1 by decide, ↓reduceIte,
mul_zero, zero_mul, zero_add]
have hh : |epsilon*p 0*coordPartial 1 (directedWeight b lambda I) p| ≤
(16+2*D*(M+lambda))*E := by
rw [abs_mul]
convert mul_le_mul het hws (abs_nonneg _) (by norm_num : (0 : ℝ) ≤ 2) using 1
ring
exact hlift hh hNss
end SmoothLocal.Weighted
end
end OAI