Download lean/OAI/MathematicalPhysics/AlternatingFlow/JetPrograms.lean from roseking/openAI-math-dataset: direct link, hf CLI and curl.
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7.21 kB
| import OAI.MathematicalPhysics.AlternatingFlow.CertifiedBounds | |
| import OAI.MathematicalPhysics.AlternatingFlow.TypedPrograms | |
| import OAI.MathematicalPhysics.AlternatingFlow.JetNames | |
| namespace OAI | |
| section JetProgramsDevelopment | |
| open scoped BigOperators Topology ContDiff | |
| namespace AlternatingNS.Effective | |
| attribute [local instance] Arithmetic.rationalCoding | |
| variable {A : Type*} | |
| def jetApprox (b : (A × RationalPoint) × ℕ → ℚ) (B : A × ℕ → ℕ) | |
| (a : A) : List (Fin 4) → RationalPoint → ℕ → ℚ | |
| | [], q, k => b ((a,q),k) | |
| | i::w, q, k => | |
| let n := k+1+B (a,w.length+2) | |
| let m := k+2+n | |
| (jetApprox b B a w (shift i (tolerance n) q) m - jetApprox b B a w q m) / tolerance n | |
| attribute [local irreducible] jetApprox | |
| lemma jetApprox_computable [Primcodable A] (b : (A × RationalPoint) × ℕ → ℚ) (B : A × ℕ → ℕ) | |
| (hb : Computable b) (hB : Computable B) : | |
| Computable (fun z : A × List (Fin 4) × RationalPoint × ℕ => jetApprox b B z.1 z.2.1 z.2.2.1 z.2.2.2) := by | |
| let Q := A × List (Fin 4) × RationalPoint × ℕ | |
| let n (z : Q) := z.2.2.2+1+B (z.1,z.2.1.tail.length+2) | |
| let m (z : Q) := z.2.2.2+2+n z | |
| let left (z : Q) : Q := (z.1,z.2.1.tail,shift (z.2.1.head?.getD 0) (tolerance (n z)) z.2.2.1,m z) | |
| let right (z : Q) : Q := (z.1,z.2.1.tail,z.2.2.1,m z) | |
| have ha : Computable (fun z : Q => z.1) := Computable.fst | |
| have hw : Computable (fun z : Q => z.2.1) := Computable.fst.comp Computable.snd | |
| have hq : Computable (fun z : Q => z.2.2.1) := Computable.fst.comp (Computable.snd.comp Computable.snd) | |
| have hk : Computable (fun z : Q => z.2.2.2) := Computable.snd.comp (Computable.snd.comp Computable.snd) | |
| have ht : Computable (fun z : Q => z.2.1.tail) := Primrec.list_tail.to_comp.comp hw | |
| have hn : Computable n := Primrec.nat_add.to_comp.comp (Computable.succ.comp hk) | |
| (hB.comp (ha.pair (Primrec.nat_add.to_comp.comp (Computable.list_length.comp ht) (Computable.const 2)))) | |
| have hm : Computable m := Primrec.nat_add.to_comp.comp | |
| (Primrec.nat_add.to_comp.comp hk (Computable.const 2)) hn | |
| have he : Computable (fun z : Q => tolerance (n z)) := tolerance_primrec.to_comp.comp hn | |
| have hl : Computable left := ha.pair (ht.pair ((shift_computable.comp | |
| ((Computable.option_getD (Primrec.list_head?.to_comp.comp hw) (Computable.const 0)).pair | |
| (he.pair hq))).pair hm)) | |
| have hr : Computable right := ha.pair (ht.pair (hq.pair hm)) | |
| have hbase : Computable (fun z : Q => b ((z.1,z.2.2.1),z.2.2.2)) := | |
| hb.comp ((ha.pair hq).pair hk) | |
| have hop : Computable (fun z : Q × ℚ × ℚ => (z.2.1-z.2.2)/tolerance (n z.1)) := | |
| Arithmetic.rat_div.to_comp.comp (Arithmetic.rat_sub.to_comp.comp | |
| (Computable.fst.comp Computable.snd) (Computable.snd.comp Computable.snd)) | |
| (he.comp Computable.fst) | |
| obtain ⟨c,hc⟩ := binary_recursive_program (fun z : Q => z.2.1 = []) | |
| (Primrec.eq.decide.to_comp.comp hw (Computable.const [])) | |
| (fun z => b ((z.1,z.2.2.1),z.2.2.2)) hbase left right hl hr | |
| (fun z : Q × ℚ × ℚ => (z.2.1-z.2.2)/tolerance (n z.1)) hop | |
| apply computable_of_execute c | |
| rintro ⟨a,w,q,k⟩ | |
| induction w generalizing q k with | |
| | nil => simp [hc, jetApprox] | |
| | cons i w ih => | |
| rw [hc] | |
| simp only [List.cons_ne_nil, ite_false] | |
| apply Part.mem_bind_iff.mpr | |
| refine ⟨_, ih (shift i (tolerance (n (a,i::w,q,k))) q) (m (a,i::w,q,k)), ?_⟩ | |
| apply (Part.mem_map_iff _).mpr | |
| refine ⟨_, ih q (m (a,i::w,q,k)), ?_⟩ | |
| rw [jetApprox] | |
| rfl | |
| lemma jetApprox_error (f : A → ℝ × Space → ℝ) (sf : ∀ a, ContDiff ℝ ∞ (f a)) | |
| (b : (A × RationalPoint) × ℕ → ℚ) (B : A × ℕ → ℕ) | |
| (hb : ∀ a q k, |f a (rationalPoint q) - (b ((a,q),k) : ℝ)| ≤ tolerance k) | |
| (hB : ∀ a r z, ‖iteratedFDeriv ℝ r (f a) z‖ ≤ B (a,r)) : | |
| ∀ a w q k, |wordJet (f a) w (rationalPoint q) - (jetApprox b B a w q k : ℝ)| ≤ tolerance k := by | |
| intro a w | |
| induction w with | |
| | nil => simpa only [wordJet, jetApprox] using hb a | |
| | cons i w ih => | |
| intro q k | |
| let C := B (a,w.length+2) | |
| let n := k+1+C | |
| let m := k+2+n | |
| have hd := difference_error (wordJet_smooth (sf a) w) (Nat.cast_nonneg C) | |
| (fun z => (wordJet_bound (sf a) w 2 z).trans (by rw [Nat.add_comm 2 w.length]; exact hB a (w.length+2) z)) | |
| (rationalPoint q) (direction i) (direction_norm i) (tolerance_pos n) | |
| have he : |(wordJet (f a) w (rationalPoint (shift i (tolerance n) q)) - wordJet (f a) w (rationalPoint q)) / | |
| (tolerance n : ℝ) - | |
| ((jetApprox b B a w (shift i (tolerance n) q) m - jetApprox b B a w q m) / tolerance n : ℚ)| ≤ | |
| 2 * (tolerance m : ℝ) / tolerance n := by | |
| push_cast | |
| rw [← sub_div, abs_div, abs_of_pos (tolerance_pos n)] | |
| apply div_le_div_of_nonneg_right _ (tolerance_pos n).le | |
| calc | |
| _ = |(wordJet (f a) w (rationalPoint (shift i (tolerance n) q)) - (jetApprox b B a w (shift i (tolerance n) q) m : ℝ)) - | |
| (wordJet (f a) w (rationalPoint q) - (jetApprox b B a w q m : ℝ))| := by congr 1; ring | |
| _ ≤ _ := (abs_sub _ _).trans (by linarith [ih (shift i (tolerance n) q) m, ih q m]) | |
| have hp : 2 * (tolerance m : ℝ) / tolerance n = tolerance (k+1) := by | |
| dsimp [m] | |
| rw [tolerance_add, mul_div_assoc, mul_div_cancel_right₀ _ (tolerance_pos n).ne'] | |
| simp [tolerance, pow_add]; ring | |
| have hh := abs_sub_le (fderiv ℝ (wordJet (f a) w) (rationalPoint q) (direction i)) | |
| ((wordJet (f a) w (rationalPoint (shift i (tolerance n) q)) - wordJet (f a) w (rationalPoint q))/(tolerance n : ℝ)) | |
| (((jetApprox b B a w (shift i (tolerance n) q) m - jetApprox b B a w q m)/tolerance n : ℚ) : ℝ) | |
| rw [shift_cast] at he hh | |
| have hsum := hh.trans (add_le_add hd he) | |
| rw [hp] at hsum | |
| have hp' := difference_precision C k | |
| have ht : (tolerance (k+1) : ℝ)+(tolerance (k+1) : ℝ) = tolerance k := by simp [tolerance, pow_succ]; ring | |
| change |fderiv ℝ (wordJet (f a) w) (rationalPoint q) (direction i) - _| ≤ _ | |
| unfold jetApprox | |
| exact hsum.trans (by linarith) | |
| lemma named_wordJet [Primcodable A] {f : A → ℝ × Space → ℝ} | |
| (sf : ∀ a, ContDiff ℝ ∞ (f a)) | |
| (hf : Named (fun z : A × RationalPoint => f z.1 (rationalPoint z.2))) | |
| (B : A × ℕ → ℕ) (hB : Computable B) | |
| (hbound : ∀ a r z, ‖iteratedFDeriv ℝ r (f a) z‖ ≤ B (a,r)) : | |
| Named (fun z : (A × List (Fin 4)) × RationalPoint => wordJet (f z.1.1) z.1.2 (rationalPoint z.2)) := by | |
| obtain ⟨b,hb,h⟩ := hf | |
| refine ⟨fun z => jetApprox b B z.1.1.1 z.1.1.2 z.1.2 z.2, ?_, ?_⟩ | |
| · have hp : Computable (fun z : (((A × List (Fin 4)) × RationalPoint) × ℕ) => | |
| (z.1.1.1,z.1.1.2,z.1.2,z.2)) := | |
| (Computable.fst.comp (Computable.fst.comp Computable.fst)).pair | |
| ((Computable.snd.comp (Computable.fst.comp Computable.fst)).pair | |
| ((Computable.snd.comp Computable.fst).pair Computable.snd)) | |
| have hg := jetApprox_computable (A := A) b B hb hB | |
| have hcomp := Computable.comp hg hp | |
| exact hcomp | |
| · rintro ⟨⟨a,w⟩,q⟩ k | |
| exact jetApprox_error f sf b B (fun a q k => h (a,q) k) hbound a w q k | |
| end AlternatingNS.Effective | |
| end JetProgramsDevelopment | |
| end OAI | |