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| import Mathlib | |
| import OAI.Computability.DirectedFeedback.Games.PoweringFinalConstants | |
| namespace OAI | |
| namespace DFVSGames.Foundations.PCP.TableIteration | |
| open RoundTables | |
| open Target Complexity | |
| def run (H : BaseTable) : Nat → Input → Input := AmplificationIteration.run (step H) | |
| def runTables (H : BaseTable) : Nat → GraphTables.Table → GraphTables.Table := | |
| AmplificationIteration.run (build H) | |
| theorem run_val (H : BaseTable) (n : Nat) (input : Input) : | |
| (run H n input).val = runTables H n input.val := by | |
| induction n with | |
| | zero => rfl | |
| | succ n ih => | |
| change build H (run H n input).val = build H (runTables H n input.val) | |
| rw [ih] | |
| def iterationCount (F : Formula) : Nat := AmplificationIteration.rounds (size (initial F)) | |
| def output (H : BaseTable) (F : Formula) : Input := run H (iterationCount F) (initial F) | |
| def outputTable (H : BaseTable) (F : Formula) : GraphTables.Table := | |
| runTables H (iterationCount F) (RawInitialTables.table F) | |
| theorem output_val (H : BaseTable) (F : Formula) : (output H F).val = outputTable H F := | |
| run_val H (iterationCount F) (initial F) | |
| def gapMap (H : BaseTable) (F : Formula) : Formula := FinalTableFormula.output (outputTable H F) | |
| opaque degreeData : {n : Nat // sizeFactor ≤ 2 ^ n} := | |
| ⟨AmplificationIteration.rounds sizeFactor, (AmplificationIteration.rounds_large sizeFactor).le⟩ | |
| def polynomialDegree : Nat := degreeData.val | |
| theorem sizeFactor_le_power : sizeFactor ≤ 2 ^ polynomialDegree := | |
| degreeData.property | |
| theorem run_completeness (H : BaseTable) (n : Nat) (input : Input) | |
| (sat : Satisfiable input) : Satisfiable (run H n input) := | |
| AmplificationIteration.run_preserves (step H) Satisfiable (step_completeness H) n input sat | |
| theorem output_completeness (H : BaseTable) (F : Formula) (sat : F.Satisfiable) : | |
| Satisfiable (output H F) := | |
| run_completeness H _ _ ((initial_satisfiable_iff F).mpr sat) | |
| theorem gapMap_completeness (H : BaseTable) (F : Formula) (sat : F.Satisfiable) : | |
| (gapMap H F).Satisfiable := by | |
| apply (FinalTableFormula.satisfiable_iff (outputTable H F)).mpr | |
| rw [← output_val] | |
| exact output_completeness H F sat | |
| theorem output_darts_positive (H : BaseTable) (F : Formula) : 0 < (outputTable H F).darts := by | |
| rw [← output_val] | |
| exact (output H F).property | |
| theorem gapMap_nonempty (H : BaseTable) (F : Formula) : (gapMap H F).clauses ≠ [] := | |
| FinalTableFormula.nonempty (outputTable H F) (output_darts_positive H F) | |
| theorem run_size (H : BaseTable) (n : Nat) (input : Input) : | |
| size (run H n input) ≤ sizeFactor ^ n * size input := | |
| AmplificationIteration.run_size (step H) size sizeFactor (step_size H) n input | |
| theorem output_size (H : BaseTable) (F : Formula) : | |
| size (output H F) ≤ (2 * size (initial F)) ^ polynomialDegree * size (initial F) := | |
| AmplificationIteration.run_size_polynomial (step H) size (size_positive (initial F)) | |
| sizeFactor_le_power (step_size H) (initial F) | |
| theorem initial_size_le (F : Formula) : size (initial F) ≤ 7 * (formulaBits F).length := | |
| RawInitialMachineBudget.graph_size_bound F | |
| theorem output_size_le_input (H : BaseTable) (F : Formula) : | |
| (outputTable H F).vertices + (outputTable H F).darts ≤ | |
| (14 * (formulaBits F).length) ^ polynomialDegree * (7 * (formulaBits F).length) := by | |
| rw [← output_val] | |
| have h := initial_size_le F | |
| exact (output_size H F).trans | |
| (Nat.mul_le_mul (Nat.pow_le_pow_left (by omega) _) h) | |
| noncomputable def tableSizePolynomial : Polynomial Nat := | |
| (Polynomial.C 14 * Polynomial.X) ^ polynomialDegree * (Polynomial.C 7 * Polynomial.X) | |
| theorem tableSizePolynomial_eval (N : Nat) : | |
| tableSizePolynomial.eval N = (14 * N) ^ polynomialDegree * (7 * N) := by | |
| simp only [tableSizePolynomial, Polynomial.eval_mul, Polynomial.eval_pow, | |
| Polynomial.eval_C, Polynomial.eval_X] | |
| noncomputable def tableBitsPolynomial : Polynomial Nat := | |
| (GraphTableComplexity.encodingPolynomial 64).comp tableSizePolynomial | |
| theorem output_bits_le (H : BaseTable) (F : Formula) : | |
| (GraphTables.tableBits (outputTable H F)).length ≤ tableBitsPolynomial.eval (formulaBits F).length := by | |
| rw [tableBitsPolynomial, Polynomial.eval_comp, tableSizePolynomial_eval] | |
| exact GraphTableComplexity.bits_le_of_size_le _ (output_size_le_input H F) | |
| noncomputable def formulaBitsPolynomial : Polynomial Nat := | |
| FinalTableFormula.sizePolynomial.comp tableBitsPolynomial | |
| theorem gapMap_bits_le (H : BaseTable) (F : Formula) : | |
| (formulaBits (gapMap H F)).length ≤ formulaBitsPolynomial.eval (formulaBits F).length := by | |
| rw [formulaBitsPolynomial, Polynomial.eval_comp] | |
| exact (FinalTableFormula.formulaBits_length_le_polynomial (outputTable H F)).trans | |
| (MachineComposition.natPolynomial_eval_mono _ (output_bits_le H F)) | |
| end DFVSGames.Foundations.PCP.TableIteration | |
| noncomputable section | |
| namespace DFVSGames.Foundations.PCP.PoweringPortReindex | |
| open PoweringWalks PoweringLabels PoweringReach PoweringTest | |
| open SpectralReturn PoweringSoundness | |
| variable {V D E A : Type*} | |
| def wordEquiv (ports : D ≃ E) (n : Nat) : (Fin n → D) ≃ (Fin n → E) where | |
| toFun p := fun i => ports (p i) | |
| invFun p := fun i => ports.symm (p i) | |
| left_inv p := by funext i; exact ports.symm_apply_apply (p i) | |
| right_inv p := by funext i; exact ports.apply_symm_apply (p i) | |
| def walkEquiv (ports : D ≃ E) (n : Nat) : Walk V D n ≃ Walk V E n := | |
| Equiv.prodCongr (Equiv.refl V) (wordEquiv ports n) | |
| def addressEquiv (ports : D ≃ E) (t : Nat) : PortWords D t ≃ PortWords E t where | |
| toFun w := ⟨w.1, wordEquiv ports w.1.val w.2⟩ | |
| invFun w := ⟨w.1, (wordEquiv ports w.1.val).symm w.2⟩ | |
| left_inv w := by rcases w with ⟨n,p⟩; simp | |
| right_inv w := by rcases w with ⟨n,p⟩; simp | |
| def labelEquiv (ports : D ≃ E) (t : Nat) : PaddedLabel E t A ≃ PaddedLabel D t A where | |
| toFun a := fun w => a (addressEquiv ports t w) | |
| invFun a := fun w => a ((addressEquiv ports t).symm w) | |
| left_inv a := by funext w; simp | |
| right_inv a := by funext w; simp | |
| variable (G : PortGraph V D) (H : PortGraph V E) (ports : D ≃ E) | |
| variable (rotation : ∀ v d, H.rot (v, ports d) = | |
| ((G.rot (v,d)).1, ports (G.rot (v,d)).2)) | |
| include rotation | |
| theorem wordEnd_map (n : Nat) (v : V) (p : Fin n → D) : | |
| wordEnd H n v (wordEquiv ports n p) = wordEnd G n v p := by | |
| induction n generalizing v with | |
| | zero => rfl | |
| | succ n ih => | |
| simp only [wordEnd, next, wordEquiv, Equiv.coe_fn_mk, rotation] | |
| exact ih _ _ | |
| theorem endpoint_map (n : Nat) (w : Walk V D n) : | |
| endpoint H (walkEquiv ports n w) = endpoint G w := | |
| wordEnd_map G H ports rotation n w.1 w.2 | |
| theorem reach_iff (t : Nat) (v u : V) : | |
| (∃ n, n ≤ t ∧ ∃ p : Fin n → D, wordEnd G n v p = u) ↔ | |
| (∃ n, n ≤ t ∧ ∃ p : Fin n → E, wordEnd H n v p = u) := by | |
| constructor | |
| · rintro ⟨n,hn,p,hp⟩ | |
| exact ⟨n,hn,wordEquiv ports n p,(wordEnd_map G H ports rotation n v p).trans hp⟩ | |
| · rintro ⟨n,hn,p,hp⟩ | |
| refine ⟨n,hn,(wordEquiv ports n).symm p,?_⟩ | |
| rw [← wordEnd_map G H ports rotation, Equiv.apply_symm_apply] | |
| exact hp | |
| def ballEquiv (t : Nat) (v : V) : Ball G t v ≃ Ball H t v where | |
| toFun u := ⟨u.val,(reach_iff G H ports rotation t v u.val).mp u.property⟩ | |
| invFun u := ⟨u.val,(reach_iff G H ports rotation t v u.val).mpr u.property⟩ | |
| left_inv _u := rfl | |
| right_inv _u := rfl | |
| theorem wordToBall_map (t : Nat) (v : V) (w : PortWords D t) : | |
| wordToBall H t v (addressEquiv ports t w) = | |
| ballEquiv G H ports rotation t v (wordToBall G t v w) := by | |
| apply Subtype.ext | |
| exact wordEnd_map G H ports rotation w.1.val v w.2 | |
| def pullSelector {t : Nat} {v : V} (S : AddressSelector H t v) : | |
| AddressSelector G t v where | |
| address u := (addressEquiv ports t).symm | |
| (S.address (ballEquiv G H ports rotation t v u)) | |
| correct u := by | |
| apply (ballEquiv G H ports rotation t v).injective | |
| rw [← wordToBall_map, Equiv.apply_symm_apply, S.correct] | |
| theorem decode_pullSelector {t : Nat} {v : V} (S : AddressSelector H t v) | |
| (a : PaddedLabel E t A) (u : Ball G t v) : | |
| decode (pullSelector G H ports rotation S) (labelEquiv ports t a) u = | |
| decode S a (ballEquiv G H ports rotation t v u) := by | |
| simp [decode, pullSelector, labelEquiv] | |
| theorem decode_transport {t : Nat} (selectors : ∀v, AddressSelector H t v) | |
| (a : PaddedLabel E t A) {v w : V} (hvw : v = w) | |
| (u : Ball G t v) (u' : Ball H t w) (hu : u.val = u'.val) : | |
| decode (pullSelector G H ports rotation (selectors v)) (labelEquiv ports t a) u = | |
| decode (selectors w) a u' := by | |
| subst w | |
| rw [decode_pullSelector] | |
| congr 1 | |
| exact Subtype.ext hu | |
| theorem opinionAt_pullSelector (t : Nat) (selectors : ∀v, AddressSelector H t v) | |
| (labels : V → PaddedLabel E t A) (fallback : A) (u v : V) : | |
| PoweringOpinions.opinionAt G t (fun v => pullSelector G H ports rotation (selectors v)) | |
| (fun v => labelEquiv ports t (labels v)) fallback u v = | |
| PoweringOpinions.opinionAt H t selectors labels fallback u v := by | |
| classical | |
| unfold PoweringOpinions.opinionAt | |
| split_ifs with hG hH hH | |
| · exact decode_pullSelector G H ports rotation (selectors v) (labels v) ⟨u,hG⟩ | |
| · exact False.elim (hH ((reach_iff G H ports rotation t v u).mp hG)) | |
| · exact False.elim (hG ((reach_iff G H ports rotation t v u).mpr hH)) | |
| · rfl | |
| theorem advanceTail_map (n : Nat) (w : Walk V D (n+1)) : | |
| advanceTail H (walkEquiv ports (n+1) w) = | |
| walkEquiv ports n (advanceTail G w) := by | |
| apply Prod.ext | |
| · change (H.rot (w.1, ports (w.2 0))).1 = (G.rot (w.1,w.2 0)).1 | |
| rw [rotation] | |
| · rfl | |
| theorem edgeAt_map (n : Nat) (w : Walk V D (n+1)) (k : Fin (n+1)) : | |
| edgeAt H n (walkEquiv ports (n+1) w) k = | |
| ((edgeAt G n w k).1, ports (edgeAt G n w k).2) := by | |
| induction n with | |
| | zero => rfl | |
| | succ n ih => | |
| induction k using Fin.cases with | |
| | zero => rfl | |
| | succ k => | |
| simp only [edgeAt, Fin.cases_succ] | |
| rw [advanceTail_map G H ports rotation] | |
| exact ih _ _ | |
| variable (accepts : Edge V E → A → A → Bool) | |
| def pullAccepts : Edge V D → A → A → Bool := | |
| fun e => accepts (e.1, ports e.2) | |
| theorem pathAccepts_map (n : Nat) (selectors : ∀v, AddressSelector H (n+1) v) | |
| (w : Walk V D (n+1)) (a b : PaddedLabel E (n+1) A) : | |
| pathAccepts G (pullAccepts ports accepts) n | |
| (fun v => pullSelector G H ports rotation (selectors v)) w | |
| (labelEquiv ports (n+1) a) (labelEquiv ports (n+1) b) = | |
| pathAccepts H accepts n selectors (walkEquiv ports (n+1) w) a b := by | |
| classical | |
| unfold pathAccepts | |
| congr 1 | |
| apply propext | |
| apply forall_congr' | |
| intro k | |
| have ht := decode_transport G H ports rotation selectors a rfl | |
| (tailFromStart G n w k) (tailFromStart H n (walkEquiv ports (n+1) w) k) | |
| (congrArg Prod.fst (edgeAt_map G H ports rotation n w k)).symm | |
| have hh := decode_transport G H ports rotation selectors b | |
| (endpoint_map G H ports rotation (n+1) w).symm | |
| (headFromEnd G n w k) (headFromEnd H n (walkEquiv ports (n+1) w) k) | |
| (by | |
| change (G.rot (edgeAt G n w k)).1 = | |
| (H.rot (edgeAt H n (walkEquiv ports (n+1) w) k)).1 | |
| rw [edgeAt_map G H ports rotation, rotation]) | |
| rw [ht, hh] | |
| simp only [pullAccepts, edgeAt_map G H ports rotation] | |
| rfl | |
| def dartEquiv (n : Nat) : Dart V D n ≃ Dart V E n := | |
| Equiv.prodCongr (Equiv.refl Bool) (walkEquiv ports (n+1)) | |
| theorem edgeSatisfied_map (n : Nat) (selectors : ∀v, AddressSelector H (n+1) v) | |
| (labels : V → PaddedLabel E (n+1) A) (e : Dart V D n) : | |
| (poweredGraph G (pullAccepts ports accepts) n | |
| (fun v => pullSelector G H ports rotation (selectors v))).edgeSatisfied | |
| (fun v => labelEquiv ports (n+1) (labels v)) e = | |
| (poweredGraph H accepts n selectors).edgeSatisfied labels (dartEquiv ports n e) := by | |
| rcases e with ⟨direction,w⟩ | |
| rw [poweredGraph_edgeSatisfied] | |
| change _ = (poweredGraph H accepts n selectors).edgeSatisfied labels | |
| (direction, walkEquiv ports (n+1) w) | |
| rw [poweredGraph_edgeSatisfied, endpoint_map G H ports rotation] | |
| exact pathAccepts_map G H ports rotation accepts n selectors w _ _ | |
| theorem rejectionCount_map [Fintype V] [Fintype D] [Fintype E] | |
| (n : Nat) (selectors : ∀v, AddressSelector H (n+1) v) | |
| (labels : V → PaddedLabel E (n+1) A) : | |
| (poweredGraph G (pullAccepts ports accepts) n | |
| (fun v => pullSelector G H ports rotation (selectors v))).rejectionCount | |
| (fun v => labelEquiv ports (n+1) (labels v)) = | |
| (poweredGraph H accepts n selectors).rejectionCount labels := by | |
| classical | |
| unfold ConstraintGraph.rejectionCount | |
| apply Finset.card_bij (fun e _ => dartEquiv ports n e) | |
| · intro e he | |
| rw [ConstraintGraph.mem_rejectedDarts, ← edgeSatisfied_map G H ports rotation] | |
| exact (ConstraintGraph.mem_rejectedDarts _ _ _).mp he | |
| · intro e _ f _ h | |
| exact (dartEquiv ports n).injective h | |
| · intro e he | |
| refine ⟨(dartEquiv ports n).symm e, ?_, (dartEquiv ports n).apply_symm_apply e⟩ | |
| rw [ConstraintGraph.mem_rejectedDarts, edgeSatisfied_map G H ports rotation, | |
| Equiv.apply_symm_apply] | |
| exact (ConstraintGraph.mem_rejectedDarts _ _ _).mp he | |
| theorem satisfiable_iff (n : Nat) (selectors : ∀v, AddressSelector H (n+1) v) : | |
| (poweredGraph G (pullAccepts ports accepts) n | |
| (fun v => pullSelector G H ports rotation (selectors v))).Satisfiable ↔ | |
| (poweredGraph H accepts n selectors).Satisfiable := by | |
| constructor | |
| · rintro ⟨labels,hlabels⟩ | |
| refine ⟨fun v => (labelEquiv ports (n+1)).symm (labels v), ?_⟩ | |
| intro e | |
| obtain ⟨e,rfl⟩ := (dartEquiv ports n).surjective e | |
| rw [← edgeSatisfied_map G H ports rotation] | |
| simpa only [Equiv.apply_symm_apply] using hlabels e | |
| · rintro ⟨labels,hlabels⟩ | |
| refine ⟨fun v => labelEquiv ports (n+1) (labels v), ?_⟩ | |
| intro e | |
| rw [edgeSatisfied_map G H ports rotation] | |
| exact hlabels _ | |
| theorem pullReverse | |
| (reverse_accepts : ∀ e a b, accepts (H.rot e) b a = accepts e a b) | |
| (e : Edge V D) (a b : A) : | |
| pullAccepts ports accepts (G.rot e) b a = pullAccepts ports accepts e a b := by | |
| simpa only [pullAccepts, rotation] using reverse_accepts (e.1,ports e.2) a b | |
| theorem base_edgeSatisfied_map | |
| (reverse_accepts : ∀ e a b, accepts (H.rot e) b a = accepts e a b) | |
| (assignment : V → A) (e : Edge V D) : | |
| (baseGraph G (pullAccepts ports accepts) | |
| (pullReverse G H ports rotation accepts reverse_accepts)).edgeSatisfied assignment e = | |
| (baseGraph H accepts reverse_accepts).edgeSatisfied assignment (e.1,ports e.2) := by | |
| change accepts (e.1,ports e.2) (assignment e.1) (assignment (G.rot e).1) = | |
| accepts (e.1,ports e.2) (assignment e.1) (assignment (H.rot (e.1,ports e.2)).1) | |
| rw [rotation] | |
| theorem base_rejectionCount_map [Fintype V] [Fintype D] [Fintype E] | |
| (reverse_accepts : ∀ e a b, accepts (H.rot e) b a = accepts e a b) | |
| (assignment : V → A) : | |
| (baseGraph G (pullAccepts ports accepts) | |
| (pullReverse G H ports rotation accepts reverse_accepts)).rejectionCount assignment = | |
| (baseGraph H accepts reverse_accepts).rejectionCount assignment := by | |
| classical | |
| let e : Edge V D ≃ Edge V E := Equiv.prodCongr (Equiv.refl V) ports | |
| have edgeEq (x : Edge V D) := | |
| base_edgeSatisfied_map G H ports rotation accepts reverse_accepts assignment x | |
| unfold ConstraintGraph.rejectionCount | |
| apply Finset.card_bij (fun x _ => e x) | |
| · intro x hx | |
| rw [ConstraintGraph.mem_rejectedDarts] | |
| change (baseGraph H accepts reverse_accepts).edgeSatisfied assignment (x.1,ports x.2) = false | |
| rw [← edgeEq] | |
| exact (ConstraintGraph.mem_rejectedDarts _ _ _).mp hx | |
| · intro x _ y _ h | |
| exact e.injective h | |
| · intro y hy | |
| refine ⟨e.symm y, ?_, e.apply_symm_apply y⟩ | |
| rw [ConstraintGraph.mem_rejectedDarts, edgeEq] | |
| change (baseGraph H accepts reverse_accepts).edgeSatisfied assignment (e (e.symm y)) = false | |
| rw [e.apply_symm_apply] | |
| exact (ConstraintGraph.mem_rejectedDarts _ _ _).mp hy | |
| omit rotation in | |
| theorem uniform_count_gap | |
| [Fintype V] [Fintype D] [Fintype E] [Nonempty V] [Nonempty D] | |
| [Fintype A] [Nonempty A] | |
| (G : PortGraph V D) (H : PortGraph V E) (ports : (Bool × D) ≃ E) | |
| (rotation : ∀ v d, H.rot (v, ports d) = | |
| (((lazyGraph G).rot (v,d)).1, ports ((lazyGraph G).rot (v,d)).2)) | |
| (lambda : ℝ) (certificate : SpectralCertificate (lazyGraph G) lambda) | |
| (accepts : Edge V E → A → A → Bool) | |
| (reverse_accepts : ∀ e a b, accepts (H.rot e) b a = accepts e a b) | |
| (M : Nat) (hM : 1 ≤ M) | |
| (selectors : ∀v, AddressSelector H (2*center (Fintype.card A) M+1) v) | |
| (epsilon : ℝ) (hepsilon : 0 ≤ epsilon) | |
| (hgap : ∀ assignment : V → A, | |
| epsilon * (Fintype.card (Edge V E) : ℝ) ≤ | |
| ((baseGraph H accepts reverse_accepts).rejectionCount assignment : ℝ)) | |
| (labels : V → PaddedLabel E (2*center (Fintype.card A) M+1) A) : | |
| (gain (Fintype.card A) M lambda * | |
| min epsilon (1 / ((2*center (Fintype.card A) M+1 : Nat) : ℝ))) * | |
| (Fintype.card (Dart V E (2*center (Fintype.card A) M)) : ℝ) ≤ | |
| ((poweredGraph H accepts (2*center (Fintype.card A) M) selectors).rejectionCount labels : ℝ) := by | |
| have hbase : ∀ assignment : V → A, | |
| epsilon * (Fintype.card (Edge V (Bool × D)) : ℝ) ≤ | |
| ((baseGraph (lazyGraph G) (pullAccepts ports accepts) | |
| (pullReverse (lazyGraph G) H ports rotation accepts reverse_accepts)).rejectionCount assignment : ℝ) := by | |
| intro assignment | |
| rw [base_rejectionCount_map (lazyGraph G) H ports rotation, | |
| Fintype.card_congr (Equiv.prodCongr (Equiv.refl V) ports)] | |
| exact hgap assignment | |
| have bound := PoweringGap.uniform_count_gap G lambda certificate | |
| (pullAccepts ports accepts) | |
| (pullReverse (lazyGraph G) H ports rotation accepts reverse_accepts) M hM | |
| (fun v => pullSelector (lazyGraph G) H ports rotation (selectors v)) | |
| epsilon hepsilon hbase (fun v => labelEquiv ports _ (labels v)) | |
| rw [rejectionCount_map (lazyGraph G) H ports rotation, | |
| Fintype.card_congr (dartEquiv (V := V) ports (2*center (Fintype.card A) M))] at bound | |
| exact bound | |
| omit rotation in | |
| theorem lazy_table_uniform_count_gap {vertices d : Nat} | |
| (input : PortTables.Table vertices d) (hv : 0 < vertices) (hd : 0 < d) | |
| (lambda : ℝ) | |
| (certificate : SpectralCertificate (lazyGraph (PortTables.portGraph input)) lambda) | |
| (M : Nat) (hM : 1 ≤ M) (epsilon : ℝ) (hepsilon : 0 ≤ epsilon) | |
| (hgap : ∀ assignment : Fin vertices → Fin 64, | |
| epsilon * (Fintype.card (Fin vertices × Fin (2*d)) : ℝ) ≤ | |
| ((PortTables.baseGraph (PreprocessingOverlayTables.lazy input)).rejectionCount assignment : ℝ)) : | |
| ∀ labels : PoweringTableSemantics.EncodedLabeling vertices (2*d) (2*center 64 M), | |
| (gain 64 M lambda * min epsilon (1 / ((2*center 64 M+1 : Nat) : ℝ))) * | |
| ((PoweringTables.table (PreprocessingOverlayTables.lazy input) (2*center 64 M)).darts : ℝ) ≤ | |
| ((GenericGraphTables.semantics | |
| (PoweringTables.table (PreprocessingOverlayTables.lazy input) (2*center 64 M))).rejectionCount labels : ℝ) := by | |
| let : Nonempty (Fin vertices) := ⟨⟨0,hv⟩⟩ | |
| let : Nonempty (Fin d) := ⟨⟨0,hd⟩⟩ | |
| apply PoweringTableSemantics.uniform_count_gap | |
| intro labels | |
| have hrot : ∀ v p, | |
| (PortTables.portGraph (PreprocessingOverlayTables.lazy input)).rot | |
| (v, PreprocessingOverlayTables.lazyPorts d p) = | |
| (((lazyGraph (PortTables.portGraph input)).rot (v,p)).1, | |
| PreprocessingOverlayTables.lazyPorts d | |
| ((lazyGraph (PortTables.portGraph input)).rot (v,p)).2) := by | |
| intro v p | |
| rw [PreprocessingTableSpectral.lazy_portGraph] | |
| exact GraphTransport.reindex_rot _ (Equiv.refl _) _ v p | |
| have bound := uniform_count_gap (PortTables.portGraph input) | |
| (PortTables.portGraph (PreprocessingOverlayTables.lazy input)) | |
| (PreprocessingOverlayTables.lazyPorts d) hrot lambda certificate | |
| (PortTables.accepts (PreprocessingOverlayTables.lazy input)) | |
| (PortTables.accepts_rotation (PreprocessingOverlayTables.lazy input)) M hM | |
| (PoweringAddresses.finitePortSelector | |
| (PortTables.portGraph (PreprocessingOverlayTables.lazy input)) _) epsilon hepsilon | |
| hgap | |
| simp only [PortTables.Label, GraphTables.Label, Fintype.card_fin] at bound | |
| exact bound labels | |
| omit rotation in | |
| theorem lazy_table_uniform_count_gap_at {vertices d : Nat} | |
| (input : PortTables.Table vertices d) (hv : 0 < vertices) (hd : 0 < d) | |
| (lambda : ℝ) | |
| (certificate : SpectralCertificate (lazyGraph (PortTables.portGraph input)) lambda) | |
| (M : Nat) (hM : 1 ≤ M) (n : Nat) (hn : n = 2*center 64 M) | |
| (epsilon : ℝ) (hepsilon : 0 ≤ epsilon) | |
| (hgap : ∀ assignment : Fin vertices → Fin 64, | |
| epsilon * (Fintype.card (Fin vertices × Fin (2*d)) : ℝ) ≤ | |
| ((PortTables.baseGraph (PreprocessingOverlayTables.lazy input)).rejectionCount | |
| assignment : ℝ)) : | |
| ∀ labels : PoweringTableSemantics.EncodedLabeling vertices (2*d) n, | |
| (gain 64 M lambda * min epsilon (1 / ((n+1 : Nat) : ℝ))) * | |
| ((PoweringTables.table (PreprocessingOverlayTables.lazy input) n).darts : ℝ) ≤ | |
| ((GenericGraphTables.semantics | |
| (PoweringTables.table (PreprocessingOverlayTables.lazy input) n)).rejectionCount | |
| labels : ℝ) := by | |
| subst n | |
| exact lazy_table_uniform_count_gap input hv hd lambda certificate M hM | |
| epsilon hepsilon hgap | |
| end DFVSGames.Foundations.PCP.PoweringPortReindex | |
| end | |
| namespace DFVSGames.Foundations.PCP.RoundTableGap | |
| open RoundTables | |
| open PoweringWalks SpectralReturn | |
| variable (H : BaseTable) | |
| (certificate : SpectralCertificate (ExpanderTables.graph H) (1 / 100 : ℝ)) | |
| include certificate | |
| theorem powered_count_gap (input : Input) | |
| (labeling : Fin (powered H input.val).vertices → Fin alphabet) : | |
| RoundGap.poweredLower (gap input) * ((powered H input.val).darts : ℝ) ≤ | |
| ((GenericGraphTables.semantics (powered H input.val)).rejectionCount labeling : ℝ) := by | |
| let old := PreprocessingOverlayTables.overlay | |
| (PreprocessingTables.padded H input.val) (PreprocessingTables.overlayFamily H input.val) | |
| have hd : 0 < (PreprocessingRegularTables.internalDegree + 1) + | |
| PreprocessingRegularTables.internalDegree := by omega | |
| let : Nonempty (Fin ((PreprocessingRegularTables.internalDegree + 1) + | |
| PreprocessingRegularTables.internalDegree)) := ⟨⟨0, hd⟩⟩ | |
| have spectral : SpectralCertificate (lazyGraph (PortTables.portGraph old)) (31 / 32 : ℝ) := | |
| LazySpectral.lazy_certificate_31_32 (PortTables.portGraph old) | |
| (PreprocessingGuarantees.overlay_certificate H certificate input.val) | |
| have lower := PreprocessingGuarantees.gap_transfer_real H certificate input.val input.property | |
| (gap input) (gap_nonnegative input) | |
| (by simpa only [Fintype.card_fin] using | |
| ((GraphTables.semantics input.val).le_gap_iff (gap input)).mp le_rfl) | |
| have hs : (0 : ℝ) < Preprocessing.sizeFactor := Nat.cast_pos.mpr Preprocessing.sizeFactor_positive | |
| have hn : walkParameter = 2 * PoweringSoundness.center 64 FinalConstants.windowHalf := | |
| walkParameter_eq | |
| have bound := PoweringPortReindex.lazy_table_uniform_count_gap_at old | |
| (PreprocessingTables.vertices_positive input.val) hd (31 / 32) spectral | |
| FinalConstants.windowHalf FinalConstants.windowHalf_positive walkParameter hn | |
| (gap input / Preprocessing.sizeFactor) (div_nonneg (gap_nonnegative input) hs.le) | |
| lower labeling | |
| have hw : walkParameter + 1 = FinalConstants.walkLength := by | |
| rw [walkParameter_eq] | |
| rfl | |
| rw [RoundGap.poweredLower, PoweringFinalConstants.card_alphabet] | |
| rw [hw] at bound | |
| exact bound | |
| theorem build_count_gap (input : Input) | |
| (labeling : Fin (build H input.val).vertices → GraphTables.Label) : | |
| min (2 * gap input) FinalConstants.cap * ((build H input.val).darts : ℝ) ≤ | |
| ((GraphTables.semantics (build H input.val)).rejectionCount labeling : ℝ) := by | |
| have h := AlphabetTableBounds.gap_transfer_real alphabet_positive (powered H input.val) | |
| (RoundGap.poweredLower (gap input)) | |
| (RoundGap.poweredLower_nonnegative (gap input) (gap_nonnegative input)) | |
| (powered_count_gap H certificate input) labeling | |
| have scalar : min (2 * gap input) FinalConstants.cap ≤ | |
| RoundGap.poweredLower (gap input) / 12288 := by | |
| simpa only [RoundGap.poweredLower, FinalConstants.cap, FinalConstants.walkLength, | |
| PoweringFinalConstants.center_eq] using | |
| PoweringFinalConstants.composed_scaled_gap (gap input) (gap_nonnegative input) | |
| exact (mul_le_mul_of_nonneg_right scalar (Nat.cast_nonneg _)).trans h | |
| theorem step_gap (input : Input) : | |
| min (2 * gap input) FinalConstants.cap ≤ gap (step H input) := by | |
| apply ((GraphTables.semantics (step H input).val).le_gap_iff _).mpr | |
| intro labeling | |
| rw [Fintype.card_fin] | |
| exact build_count_gap H certificate input labeling | |
| end DFVSGames.Foundations.PCP.RoundTableGap | |
| namespace DFVSGames.Foundations.PCP.TableGapReduction | |
| open RoundTables TableIteration SpectralReturn Target | |
| variable (H : BaseTable) | |
| (certificate : SpectralCertificate (ExpanderTables.graph H) (1 / 100 : ℝ)) | |
| include certificate | |
| theorem run_gap (n : Nat) (input : Input) : | |
| min (2 ^ n * gap input) FinalConstants.cap ≤ gap (TableIteration.run H n input) := | |
| AmplificationIteration.run_gap (step H) gap FinalConstants.cap FinalConstants.cap_positive.le | |
| (RoundTableGap.step_gap H certificate) n input | |
| theorem output_gap (F : Formula) (unsat : ¬ F.Satisfiable) : | |
| FinalConstants.cap ≤ gap (TableIteration.output H F) := by | |
| have hu : ¬ Satisfiable (initial F) := fun sat => unsat ((initial_satisfiable_iff F).mp sat) | |
| exact AmplificationIteration.run_reaches_cap (step H) gap FinalConstants.cap | |
| FinalConstants.cap_positive.le FinalConstants.cap_le_one (RoundTableGap.step_gap H certificate) | |
| (size (initial F)) (initial F) (gap_nonnegative (initial F)) | |
| (one_le_size_mul_gap (initial F) hu) | |
| theorem output_satisfiable_iff (F : Formula) : | |
| Satisfiable (TableIteration.output H F) ↔ F.Satisfiable := by | |
| constructor | |
| · intro sat | |
| by_contra unsat | |
| have bound := output_gap H certificate F unsat | |
| rw [(gap_eq_zero_iff (TableIteration.output H F)).mpr sat] at bound | |
| exact (not_le_of_gt FinalConstants.cap_positive) bound | |
| · exact TableIteration.output_completeness H F | |
| theorem gapMap_satisfiable_iff (F : Formula) : (gapMap H F).Satisfiable ↔ F.Satisfiable := by | |
| rw [gapMap, FinalTableFormula.satisfiable_iff, ← output_val] | |
| exact output_satisfiable_iff H certificate F | |
| theorem output_count_gap (F : Formula) (unsat : ¬ F.Satisfiable) | |
| (labeling : Fin (outputTable H F).vertices → GraphTables.Label) : | |
| (outputTable H F).darts ≤ FinalConstants.walkLength * | |
| (GraphTables.semantics (outputTable H F)).rejectionCount labeling := by | |
| have hp := output_darts_positive H F | |
| let : Nonempty (Fin (outputTable H F).darts) := ⟨⟨0, hp⟩⟩ | |
| have bound := output_gap H certificate F unsat | |
| change FinalConstants.cap ≤ (GraphTables.semantics (TableIteration.output H F).val).gap at bound | |
| rw [output_val] at bound | |
| have count := ((GraphTables.semantics (outputTable H F)).le_gap_iff FinalConstants.cap).mp bound labeling | |
| simp only [Fintype.card_fin] at count | |
| have ht : (0 : ℝ) < FinalConstants.walkLength := Nat.cast_pos.mpr FinalConstants.walkLength_positive | |
| have divided : ((outputTable H F).darts : ℝ) / FinalConstants.walkLength ≤ | |
| ((GraphTables.semantics (outputTable H F)).rejectionCount labeling : ℝ) := by | |
| simpa only [FinalConstants.cap, one_div_mul_eq_div] using count | |
| have multiplied := (div_le_iff₀ ht).mp divided | |
| exact_mod_cast (show ((outputTable H F).darts : ℝ) ≤ (FinalConstants.walkLength : ℝ) * | |
| ((GraphTables.semantics (outputTable H F)).rejectionCount labeling : ℝ) by | |
| simpa only [mul_comm] using multiplied) | |
| theorem gapMap_clauseGap (F : Formula) (unsat : ¬ F.Satisfiable) : | |
| Hastad.SourceGap.ClauseGap (gapMap H F) PCPIteration.finalClauseGap := | |
| FinalTableFormula.clauseGap (outputTable H F) (output_darts_positive H F) | |
| (output_count_gap H certificate F unsat) | |
| omit certificate in | |
| theorem finalClauseGap_le_one : PCPIteration.finalClauseGap ≤ 1 := by | |
| have hw : (1 : ℚ) ≤ (FinalConstants.walkLength : ℚ) := by | |
| exact_mod_cast FinalConstants.walkLength_positive | |
| have hd : (0 : ℚ) < 40960 * (FinalConstants.walkLength : ℚ) := by positivity | |
| rw [PCPIteration.finalClauseGap, div_le_one hd] | |
| linarith | |
| end DFVSGames.Foundations.PCP.TableGapReduction | |
| namespace DFVSGames.Foundations.PCP.AlphabetTable.Input | |
| open DFVSGames.Foundations.Complexity | |
| export GenericGraphTables (Label RelationTable DartRow Rows Valid Table | |
| relationIndex relationIndex_val relationAt relationOf relationAt_relationOf | |
| reverseAt acceptsAt rowList rowList_length semantics semantics_reverse | |
| semantics_tail semantics_accepts ofGraph semantics_ofGraph ofEnumeratedGraph | |
| bitWord relationWords relationWords_length rowWords rowWords_length | |
| rowsWords_length tableWords tableWords_length tableBits encoding | |
| parseRelation parseRow parseRows decodeTableWords decodeTableBits | |
| parseRelation_encoded parseRow_encoded parseRows_encoded | |
| decodeTableWords_encoded decodeTableBits_encoded tableBits_injective | |
| relationBits_length_le rowBits_length_le rowsBits_length_le tableWords_length_le_bits | |
| tableBits_length_le vertices_le_tableBits_length darts_le_tableBits_length) | |
| variable {q n m : Nat} | |
| abbrev rowWidth (q : Nat) : Nat := q * q + 2 | |
| def rowOffset (q e : Nat) : Nat := 2 + rowWidth q * e | |
| theorem rowsWords_split (rows : List (DartRow q n m)) (e : Nat) | |
| (he : e < rows.length) : | |
| rows.flatMap rowWords = (rows.take e).flatMap rowWords ++ | |
| (rowWords rows[e] ++ (rows.drop (e + 1)).flatMap rowWords) := by | |
| have hs : rows.take e ++ rows[e] :: rows.drop (e + 1) = rows := by | |
| rw [List.getElem_cons_drop he, List.take_append_drop] | |
| have hw := congrArg (fun rs : List (DartRow q n m) => rs.flatMap rowWords) hs | |
| simpa only [List.flatMap_append, List.flatMap_cons, List.append_assoc] using hw.symm | |
| theorem rowsBits_split (rows : List (DartRow q n m)) (e : Nat) | |
| (he : e < rows.length) : | |
| encodeWords (rows.flatMap rowWords) = | |
| encodeWords ((rows.take e).flatMap rowWords) ++ | |
| (encodeWords (rowWords rows[e]) ++ | |
| encodeWords ((rows.drop (e + 1)).flatMap rowWords)) := by | |
| rw [rowsWords_split rows e he] | |
| simp only [encodeWords_append] | |
| theorem rowsBits_append_split (rows : List (DartRow q n m)) (e : Nat) | |
| (he : e < rows.length) (suffix : List Bool) : | |
| encodeWords (rows.flatMap rowWords) ++ suffix = | |
| encodeWords ((rows.take e).flatMap rowWords) ++ | |
| (encodeWords (rowWords rows[e]) ++ | |
| (encodeWords ((rows.drop (e + 1)).flatMap rowWords) ++ suffix)) := by | |
| rw [rowsBits_split rows e he] | |
| simp only [List.append_assoc] | |
| def prefixWords (table : Table q) (e : Fin table.darts) : List Nat := | |
| [table.vertices, table.darts] ++ ((rowList table).take e.val).flatMap rowWords | |
| def suffixWords (table : Table q) (e : Fin table.darts) : List Nat := | |
| ((rowList table).drop (e.val + 1)).flatMap rowWords | |
| theorem prefixWords_length (table : Table q) (e : Fin table.darts) : | |
| (prefixWords table e).length = rowOffset q e.val := by | |
| simp [prefixWords, rowOffset, rowWidth, Nat.mul_comm, Nat.add_comm] | |
| omega | |
| theorem tableWords_at_row (table : Table q) (e : Fin table.darts) : | |
| tableWords table = prefixWords table e ++ | |
| (rowWords table.rows[e] ++ suffixWords table e) := by | |
| have hs := rowsWords_split (rowList table) e.val (by simpa only [rowList_length] using e.isLt) | |
| simp only [rowList, Vector.getElem_toList] at hs | |
| unfold tableWords prefixWords suffixWords rowList | |
| rw [hs] | |
| simp only [List.append_assoc, Fin.getElem_fin] | |
| theorem tableBits_at_row (table : Table q) (e : Fin table.darts) : | |
| tableBits table = encodeWords (prefixWords table e) ++ | |
| (encodeWords (rowWords table.rows[e]) ++ encodeWords (suffixWords table e)) := by | |
| rw [tableBits, tableWords_at_row table e] | |
| simp only [encodeWords_append] | |
| theorem tableBits_header (table : Table q) : | |
| tableBits table = encodeWord table.vertices ++ | |
| (encodeWord table.darts ++ encodeWords ((rowList table).flatMap rowWords)) := by | |
| simp [tableBits, tableWords, encodeWords] | |
| theorem tableWords_drop_row (table : Table q) (e : Fin table.darts) : | |
| (tableWords table).drop (rowOffset q e.val) = | |
| rowWords table.rows[e] ++ suffixWords table e := by | |
| rw [tableWords_at_row table e] | |
| exact List.drop_left' (l₂ := rowWords table.rows[e] ++ suffixWords table e) | |
| (prefixWords_length table e) | |
| theorem tableWords_take_row (table : Table q) (e : Fin table.darts) : | |
| ((tableWords table).drop (rowOffset q e.val)).take (rowWidth q) = | |
| rowWords table.rows[e] := by | |
| rw [tableWords_drop_row] | |
| exact List.take_left' (l₂ := suffixWords table e) (rowWords_length table.rows[e]) | |
| theorem tableWords_get_tail (table : Table q) (e : Fin table.darts) : | |
| (tableWords table)[rowOffset q e.val]? = some table.rows[e].tail.val := by | |
| have h := congrArg (fun words : List Nat => words[0]?) (tableWords_drop_row table e) | |
| simpa [List.getElem?_drop, rowWords] using h | |
| theorem tableWords_get_reverse (table : Table q) (e : Fin table.darts) : | |
| (tableWords table)[rowOffset q e.val + 1]? = some table.rows[e].reverseIndex.val := by | |
| have h := congrArg (fun words : List Nat => words[1]?) (tableWords_drop_row table e) | |
| simpa [List.getElem?_drop, rowWords] using h | |
| theorem tableWords_drop_relation (table : Table q) (e : Fin table.darts) : | |
| (tableWords table).drop (rowOffset q e.val + 2) = | |
| relationWords table.rows[e].relation ++ suffixWords table e := by | |
| rw [← List.drop_drop, tableWords_drop_row] | |
| simp [rowWords] | |
| theorem relationWords_get (relation : RelationTable q) (j : Fin (q * q)) : | |
| (relationWords relation)[j.val]? = some (bitWord relation[j]) := by | |
| rw [List.getElem?_eq_getElem (by simpa only [relationWords_length] using j.isLt)] | |
| simp [relationWords] | |
| theorem tableWords_get_relation (table : Table q) (e : Fin table.darts) | |
| (j : Fin (q * q)) : | |
| (tableWords table)[rowOffset q e.val + 2 + j.val]? = | |
| some (bitWord table.rows[e].relation[j]) := by | |
| have h := congrArg (fun words : List Nat => words[j.val]?) | |
| (tableWords_drop_relation table e) | |
| rw [List.getElem?_drop, | |
| List.getElem?_append_left (by simpa only [relationWords_length] using j.isLt), relationWords_get] at h | |
| exact h | |
| theorem tableWords_get_predicate (table : Table q) (e : Fin table.darts) | |
| (a b : Label q) : | |
| (tableWords table)[rowOffset q e.val + 2 + (b.val + q * a.val)]? = | |
| some (bitWord ((semantics table).accepts e a b)) := by | |
| simpa only [relationIndex_val, semantics_accepts, relationAt] using | |
| tableWords_get_relation table e ((relationIndex q) (a, b)) | |
| theorem rowOffset_lt_length (table : Table q) (e : Fin table.darts) : | |
| rowOffset q e.val < (tableWords table).length := by | |
| rw [tableWords_length] | |
| have h := Nat.mul_le_mul_left (rowWidth q) (Nat.succ_le_of_lt e.isLt) | |
| rw [Nat.mul_succ] at h | |
| unfold rowOffset rowWidth at * | |
| omega | |
| theorem relationOffset_lt_length (table : Table q) (e : Fin table.darts) | |
| (j : Fin (q * q)) : | |
| rowOffset q e.val + 2 + j.val < (tableWords table).length := by | |
| rw [tableWords_length] | |
| have h := Nat.mul_le_mul_left (rowWidth q) (Nat.succ_le_of_lt e.isLt) | |
| rw [Nat.mul_succ] at h | |
| have hj := j.isLt | |
| unfold rowOffset rowWidth at * | |
| omega | |
| end DFVSGames.Foundations.PCP.AlphabetTable.Input | |
| end OAI | |