Download lean/OAI/Analysis/AncientFlat/Kernel/GreenConvolution.lean from roseking/openAI-math-dataset: direct link, hf CLI and curl.
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3.3 kB
| import Mathlib | |
| namespace OAI | |
| noncomputable section | |
| open scoped Topology BoundedContinuousFunction | |
| namespace FlatRecursion | |
| variable {E : Type*} [NormedAddCommGroup E] [NormedSpace ℂ E] | |
| def shift (n : ℤ) : C(ℤ,ℤ) := ⟨fun j => j-n, continuous_of_discreteTopology⟩ | |
| def greenTerm (G : E →L[ℂ] E) (n : ℤ) : (ℤ →ᵇ E) →L[ℂ] (ℤ →ᵇ E) := | |
| (G.compLeftContinuousBounded ℤ).comp (BoundedContinuousFunction.compContinuousCLM E ℂ (shift n)) | |
| @[simp] lemma greenTerm_apply (G : E →L[ℂ] E) (n : ℤ) (f : ℤ →ᵇ E) (j : ℤ) : | |
| greenTerm G n f j=G (f (j-n)) := rfl | |
| lemma greenTerm_norm (G : E →L[ℂ] E) (n : ℤ) : ‖greenTerm G n‖≤‖G‖ := by | |
| refine ContinuousLinearMap.opNorm_le_bound _ (norm_nonneg G) (fun f => ?_) | |
| refine (BoundedContinuousFunction.norm_le (mul_nonneg (norm_nonneg _) (norm_nonneg _))).mpr ?_ | |
| intro j | |
| exact G.le_opNorm_of_le (f.norm_coe_le_norm (j-n)) | |
| variable [CompleteSpace E] | |
| lemma greenTerm_summable (G : ℤ → E →L[ℂ] E) (hG : Summable (fun n => ‖G n‖)) : | |
| Summable (fun n => greenTerm (G n) n) := | |
| Summable.of_norm_bounded hG (fun index => greenTerm_norm (G index) index) | |
| def greenOperator (G : ℤ → E →L[ℂ] E) : (ℤ →ᵇ E) →L[ℂ] (ℤ →ᵇ E) := | |
| ∑' n : ℤ, greenTerm (G n) n | |
| lemma convolution_summable (G : ℤ → E →L[ℂ] E) (hG : Summable (fun n => ‖G n‖)) | |
| (f : ℤ →ᵇ E) (j : ℤ) : Summable (fun n => G n (f (j-n))) := by | |
| refine Summable.of_norm_bounded (hG.mul_right ‖f‖) (fun n => ?_) | |
| exact (G n).le_opNorm_of_le (f.norm_coe_le_norm _) | |
| lemma greenOperator_apply (G : ℤ → E →L[ℂ] E) (hG : Summable (fun n => ‖G n‖)) | |
| (f : ℤ →ᵇ E) (j : ℤ) : greenOperator G f j=∑' n : ℤ, G n (f (j-n)) := by | |
| exact ((BoundedContinuousFunction.evalCLM ℂ j).comp | |
| (ContinuousLinearMap.apply ℂ (ℤ →ᵇ E) f)).map_tsum (greenTerm_summable G hG) | |
| lemma greenOperator_solves (P : E →L[ℂ] E) (q : ℂ) (G : ℤ → E →L[ℂ] E) | |
| (hG : Summable (fun n => ‖G n‖)) | |
| (hrec : ∀ n : ℤ, q • G (n+1)-P*G n=if n=0 then 1 else 0) | |
| (f : ℤ →ᵇ E) (j : ℤ) : q • greenOperator G f (j+1)=P (greenOperator G f j)+f j := by | |
| have hs := convolution_summable G hG f j | |
| have hs' := convolution_summable G hG f (j+1) | |
| have hshift : (∑' n : ℤ, G n (f (j+1-n)))=∑' n : ℤ, G (n+1) (f (j-n)) := by | |
| rw [← (Equiv.addRight (1:ℤ)).tsum_eq] | |
| congr 1 | |
| funext n | |
| simp only [Equiv.coe_addRight] | |
| congr 2 | |
| omega | |
| have hs2 : Summable (fun n : ℤ => G (n+1) (f (j-n))) := by | |
| convert hs'.comp_injective (i := fun n : ℤ => n+1) (fun a b h => add_right_cancel h) using 1 | |
| funext n | |
| dsimp | |
| congr 2 | |
| omega | |
| rw [greenOperator_apply G hG, greenOperator_apply G hG, hshift] | |
| apply sub_eq_zero.mp | |
| rw [sub_add_eq_sub_sub, P.map_tsum hs, ← Summable.tsum_const_smul q hs2, ← Summable.tsum_sub (Summable.const_smul q hs2) (P.summable hs)] | |
| have he : (fun n : ℤ => q • G (n+1) (f (j-n))-P (G n (f (j-n))))= | |
| (fun n : ℤ => if n=0 then f j else 0) := by | |
| funext n | |
| have hn := congrArg (fun L : E →L[ℂ] E => L (f (j-n))) (hrec n) | |
| by_cases hn0 : n=0 | |
| · simpa [hn0] using hn | |
| · simpa [hn0] using hn | |
| rw [he, tsum_ite_eq, sub_self] | |
| end FlatRecursion | |
| end | |
| end OAI | |