Download lean/OAI/Computability/BinPacking/PCP/PCPIteration.lean from roseking/openAI-math-dataset: direct link, hf CLI and curl.
- Browser
- Download file 34.8 kB
-
https://huggingface.co/datasets/roseking/openAI-math-dataset/resolve/main/lean/OAI/Computability/BinPacking/PCP/PCPIteration.lean
- Command line
-
hf download hf://datasets/roseking/openAI-math-dataset/lean/OAI/Computability/BinPacking/PCP/PCPIteration.lean
-
curl -L -o PCPIteration.lean https://huggingface.co/datasets/roseking/openAI-math-dataset/resolve/main/lean/OAI/Computability/BinPacking/PCP/PCPIteration.lean
34.8 kB
| import Mathlib.Data.Nat.Log | |
| import Mathlib.Basic.Real.Basic | |
| import Mathlib.Tactic.Linarith | |
| import Mathlib.Tactic.Ring | |
| import OAI.Computability.BinPacking.Information.SourceNonempty | |
| import OAI.Computability.BinPacking.PCP.PoweringFinalConstants | |
| namespace OAI | |
| noncomputable section | |
| namespace BinPackingGames.Foundations.PCP.AmplificationIteration | |
| def run {X : Type*} (step : X → X) : Nat → X → X | |
| | 0, x => x | |
| | n + 1, x => step (run step n x) | |
| private theorem min_double_min (u cap : ℝ) (hc : 0 ≤ cap) : | |
| min (2 * min u cap) cap = min (2 * u) cap := by | |
| by_cases hu : u ≤ cap | |
| · rw [min_eq_left hu] | |
| · have hcu : cap ≤ u := le_of_not_ge hu | |
| rw [min_eq_right hcu, min_eq_right (by linarith : cap ≤ 2 * cap), | |
| min_eq_right (by linarith : cap ≤ 2 * u)] | |
| theorem run_gap {X : Type*} (step : X → X) (gap : X → ℝ) | |
| (cap : ℝ) (hc : 0 ≤ cap) | |
| (amplifies : ∀ x, min (2 * gap x) cap ≤ gap (step x)) | |
| (n : Nat) (x : X) : | |
| min (2 ^ n * gap x) cap ≤ gap (run step n x) := by | |
| induction n with | |
| | zero => simp [run] | |
| | succ n ih => | |
| have hm : min (2 * min (2 ^ n * gap x) cap) cap ≤ | |
| min (2 * gap (run step n x)) cap := | |
| min_le_min (mul_le_mul_of_nonneg_left ih (by norm_num)) le_rfl | |
| rw [min_double_min _ _ hc] at hm | |
| have h := hm.trans (amplifies (run step n x)) | |
| simpa [run, pow_succ, mul_assoc, mul_left_comm, mul_comm] using h | |
| theorem run_preserves {X : Type*} (step : X → X) (P : X → Prop) | |
| (preserves : ∀ x, P x → P (step x)) (n : Nat) (x : X) (hx : P x) : | |
| P (run step n x) := by | |
| induction n with | |
| | zero => exact hx | |
| | succ n ih => exact preserves _ ih | |
| theorem run_size {X : Type*} (step : X → X) (size : X → Nat) (C : Nat) | |
| (blowup : ∀ x, size (step x) ≤ C * size x) (n : Nat) (x : X) : | |
| size (run step n x) ≤ C ^ n * size x := by | |
| induction n with | |
| | zero => simp [run] | |
| | succ n ih => | |
| have h := (blowup (run step n x)).trans (Nat.mul_le_mul_left C ih) | |
| simpa [run, pow_succ, Nat.mul_assoc, Nat.mul_left_comm, Nat.mul_comm] using h | |
| def rounds (n : Nat) : Nat := Nat.log2 n + 1 | |
| theorem rounds_large (n : Nat) : n < 2 ^ rounds n := by | |
| simpa [rounds, Nat.log2_eq_log_two] using | |
| (Nat.lt_pow_succ_log_self (by decide : 1 < 2) n) | |
| theorem rounds_power_le {n : Nat} (hn : 0 < n) : 2 ^ rounds n ≤ 2 * n := by | |
| have h := Nat.pow_log_le_self 2 (Nat.ne_of_gt hn) | |
| simpa [rounds, Nat.log2_eq_log_two, pow_succ, Nat.mul_comm] using | |
| (Nat.mul_le_mul_right 2 h) | |
| theorem blowup_rounds_le {C degree n : Nat} (hn : 0 < n) (hC : C ≤ 2 ^ degree) : | |
| C ^ rounds n ≤ (2 * n) ^ degree := by | |
| calc | |
| C ^ rounds n ≤ (2 ^ degree) ^ rounds n := Nat.pow_le_pow_left hC _ | |
| _ = (2 ^ rounds n) ^ degree := by | |
| rw [← pow_mul, ← pow_mul, Nat.mul_comm degree (rounds n)] | |
| _ ≤ (2 * n) ^ degree := Nat.pow_le_pow_left (rounds_power_le hn) _ | |
| theorem run_size_polynomial {X : Type*} (step : X → X) (size : X → Nat) | |
| {C degree n : Nat} (hn : 0 < n) (hC : C ≤ 2 ^ degree) | |
| (blowup : ∀ x, size (step x) ≤ C * size x) (x : X) : | |
| size (run step (rounds n) x) ≤ (2 * n) ^ degree * size x := | |
| (run_size step size C blowup (rounds n) x).trans | |
| (Nat.mul_le_mul_right _ (blowup_rounds_le hn hC)) | |
| theorem run_reaches_cap {X : Type*} (step : X → X) (gap : X → ℝ) | |
| (cap : ℝ) (hc : 0 ≤ cap) (hc1 : cap ≤ 1) | |
| (amplifies : ∀ x, min (2 * gap x) cap ≤ gap (step x)) | |
| (n : Nat) (x : X) (hg : 0 ≤ gap x) (hstart : 1 ≤ (n : ℝ) * gap x) : | |
| cap ≤ gap (run step (rounds n) x) := by | |
| have hp : (n : ℝ) ≤ (2 : ℝ) ^ rounds n := by | |
| exact_mod_cast (Nat.le_of_lt (rounds_large n)) | |
| have hcap : cap ≤ (2 : ℝ) ^ rounds n * gap x := | |
| hc1.trans (hstart.trans (mul_le_mul_of_nonneg_right hp hg)) | |
| have h := run_gap step gap cap hc amplifies (rounds n) x | |
| rwa [min_eq_right hcap] at h | |
| end BinPackingGames.Foundations.PCP.AmplificationIteration | |
| namespace BinPackingGames.Foundations.PCP.AlphabetGraphBounds | |
| open scoped BigOperators | |
| abbrev OutputVertex (V E A : Type*) := | |
| QueryIncidence.Vertex (AlphabetGraph.Event E A) (AlphabetGraph.Address V E A) | |
| abbrev OutputDart (E A : Type*) := QueryIncidence.Dart (AlphabetGraph.Event E A) 6 | |
| def localEventFactor (q : Nat) : Nat := | |
| 4 * (2 * 2 ^ q) * (2 ^ (q * q)) ^ 5 | |
| def vertexFactor (q : Nat) : Nat := localEventFactor q + 2 ^ (q * q) | |
| def dartFactor (q : Nat) : Nat := 12 * localEventFactor q | |
| def sizeFactor (q : Nat) : Nat := 2 ^ q + vertexFactor q + dartFactor q | |
| theorem sizeFactor_positive (q : Nat) : 0 < sizeFactor q := by | |
| have hp : (0 : Nat) < 2 ^ q := pow_pos (by decide) q | |
| unfold sizeFactor | |
| omega | |
| variable {V E A : Type*} [Fintype A] [DecidableEq A] [Nonempty A] | |
| theorem gap_transfer_real [Fintype E] [DecidableEq V] [DecidableEq E] | |
| (G : ConstraintGraph V E A) (eps : ℝ) (_eps_nonnegative : 0 ≤ eps) | |
| (source : ∀ labeling : V → A, | |
| eps * (Fintype.card E : ℝ) ≤ (G.rejectionCount labeling : ℝ)) | |
| (labeling : OutputVertex V E A → QueryIncidence.Label 6) : | |
| (eps / 12288) * (Fintype.card (OutputDart E A) : ℝ) ≤ | |
| ((AlphabetGraph.graph G).rejectionCount labeling : ℝ) := by | |
| let assignment := QueryIncidence.decodedAssignment (by decide : 0 < 6) labeling | |
| have htest : | |
| (Fintype.card (AlphabetGraph.LocalEvent A) : ℝ) * | |
| (G.rejectionCount (AlphabetGraph.decodedLabeling assignment) : ℝ) ≤ | |
| 2048 * (QueryIncidence.verifierRejectionCount (AlphabetGraph.verifier G) assignment : ℝ) := by | |
| exact_mod_cast AlphabetGraph.rejection_count_bound G assignment | |
| have hinc : | |
| 2 * (QueryIncidence.verifierRejectionCount (AlphabetGraph.verifier G) assignment : ℝ) ≤ | |
| ((AlphabetGraph.graph G).rejectionCount labeling : ℝ) := by | |
| exact_mod_cast QueryIncidence.rejection_count_bound | |
| (AlphabetGraph.verifier G) (by decide : 0 < 6) labeling | |
| have hscaled : | |
| eps * (Fintype.card E : ℝ) * (Fintype.card (AlphabetGraph.LocalEvent A) : ℝ) ≤ | |
| 2048 * (QueryIncidence.verifierRejectionCount (AlphabetGraph.verifier G) assignment : ℝ) := by | |
| calc | |
| _ = (Fintype.card (AlphabetGraph.LocalEvent A) : ℝ) * | |
| (eps * (Fintype.card E : ℝ)) := by ring | |
| _ ≤ (Fintype.card (AlphabetGraph.LocalEvent A) : ℝ) * | |
| (G.rejectionCount (AlphabetGraph.decodedLabeling assignment) : ℝ) := | |
| mul_le_mul_of_nonneg_left (source (AlphabetGraph.decodedLabeling assignment)) | |
| (Nat.cast_nonneg _) | |
| _ ≤ _ := htest | |
| change (eps / 12288) * | |
| (Fintype.card (QueryIncidence.Dart (AlphabetGraph.Event E A) 6) : ℝ) ≤ _ | |
| rw [QueryIncidence.card_dart, AlphabetGraph.card_event] | |
| push_cast | |
| nlinarith | |
| variable [Fintype V] [Fintype E] | |
| omit [Nonempty A] | |
| theorem card_output_vertex : | |
| Fintype.card (OutputVertex V E A) = | |
| Fintype.card V * 2 ^ Fintype.card A + | |
| Fintype.card E * vertexFactor (Fintype.card A) := by | |
| rw [QueryIncidence.card_vertex, AlphabetGraph.card_event, | |
| AlphabetGraph.card_address, AlphabetGraph.card_localEvent] | |
| unfold vertexFactor localEventFactor | |
| ring | |
| theorem card_output_dart : | |
| Fintype.card (OutputDart E A) = Fintype.card E * dartFactor (Fintype.card A) := by | |
| rw [QueryIncidence.card_dart, AlphabetGraph.card_event, AlphabetGraph.card_localEvent] | |
| unfold dartFactor localEventFactor | |
| ring | |
| theorem card_output_total : | |
| Fintype.card (OutputVertex V E A) + Fintype.card (OutputDart E A) = | |
| Fintype.card V * 2 ^ Fintype.card A + | |
| Fintype.card E * (vertexFactor (Fintype.card A) + dartFactor (Fintype.card A)) := by | |
| rw [card_output_vertex, card_output_dart] | |
| ring | |
| theorem card_output_total_le : | |
| Fintype.card (OutputVertex V E A) + Fintype.card (OutputDart E A) ≤ | |
| sizeFactor (Fintype.card A) * (Fintype.card V + Fintype.card E) := by | |
| rw [card_output_total] | |
| have hv : 2 ^ Fintype.card A ≤ sizeFactor (Fintype.card A) := by | |
| unfold sizeFactor | |
| omega | |
| have he : vertexFactor (Fintype.card A) + dartFactor (Fintype.card A) ≤ | |
| sizeFactor (Fintype.card A) := by | |
| unfold sizeFactor | |
| exact Nat.add_le_add_right (Nat.le_add_left _ _) _ | |
| calc | |
| _ ≤ Fintype.card V * sizeFactor (Fintype.card A) + | |
| Fintype.card E * sizeFactor (Fintype.card A) := | |
| Nat.add_le_add (Nat.mul_le_mul_left _ hv) (Nat.mul_le_mul_left _ he) | |
| _ = _ := by ring | |
| theorem card_output_vertex_le : | |
| Fintype.card (OutputVertex V E A) ≤ | |
| sizeFactor (Fintype.card A) * (Fintype.card V + Fintype.card E) := | |
| (Nat.le_add_right _ _).trans card_output_total_le | |
| theorem card_output_dart_le : | |
| Fintype.card (OutputDart E A) ≤ | |
| sizeFactor (Fintype.card A) * (Fintype.card V + Fintype.card E) := | |
| (Nat.le_add_left _ _).trans card_output_total_le | |
| end BinPackingGames.Foundations.PCP.AlphabetGraphBounds | |
| namespace BinPackingGames.Foundations.PCP.AmplificationRound | |
| abbrev Label := QueryIncidence.Label 6 | |
| abbrev Addresses := PoweringLabels.PortWords Preprocessing.Port FinalConstants.walkLength | |
| abbrev PoweredAlphabet := | |
| PoweringLabels.PaddedLabel Preprocessing.Port FinalConstants.walkLength Label | |
| instance : Fintype PoweredAlphabet := Fintype.ofFinite _ | |
| instance : DecidableEq PoweredAlphabet := Classical.decEq _ | |
| variable {V E : Type*} [Fintype V] [Fintype E] [DecidableEq V] [DecidableEq E] | |
| [Nonempty E] | |
| abbrev PoweredDart (G : ConstraintGraph V E Label) := | |
| PoweringTest.Dart (Preprocessing.Vertex G) Preprocessing.Port | |
| (2 * FinalConstants.endpointLength) | |
| instance (G : ConstraintGraph V E Label) : DecidableEq (PoweredDart G) := Classical.decEq _ | |
| def selectors (addresses : List Addresses) (complete : ∀ w, w ∈ addresses) | |
| (G : ConstraintGraph V E Label) (v : Preprocessing.Vertex G) : | |
| PoweringLabels.AddressSelector (Preprocessing.portGraph G) | |
| FinalConstants.walkLength v := | |
| PoweringLabels.listSelector (Preprocessing.portGraph G) FinalConstants.walkLength | |
| v addresses complete | |
| def powered (addresses : List Addresses) (complete : ∀ w, w ∈ addresses) | |
| (G : ConstraintGraph V E Label) : | |
| ConstraintGraph (Preprocessing.Vertex G) (PoweredDart G) PoweredAlphabet := | |
| PoweringTest.poweredGraph (Preprocessing.portGraph G) (Preprocessing.graph G).accepts | |
| (2 * FinalConstants.endpointLength) (selectors addresses complete G) | |
| abbrev Vertex (G : ConstraintGraph V E Label) := | |
| QueryIncidence.Vertex | |
| (AlphabetGraph.Event (PoweredDart G) PoweredAlphabet) | |
| (AlphabetGraph.Address (Preprocessing.Vertex G) (PoweredDart G) PoweredAlphabet) | |
| abbrev Dart (G : ConstraintGraph V E Label) := | |
| QueryIncidence.Dart (AlphabetGraph.Event (PoweredDart G) PoweredAlphabet) 6 | |
| instance (G : ConstraintGraph V E Label) : Fintype (Vertex G) := by | |
| letI : Fintype (AlphabetGraph.Event (PoweredDart G) PoweredAlphabet) := inferInstance | |
| letI : Fintype | |
| (AlphabetGraph.Address (Preprocessing.Vertex G) (PoweredDart G) PoweredAlphabet) := | |
| inferInstance | |
| change Fintype | |
| (AlphabetGraph.Event (PoweredDart G) PoweredAlphabet ⊕ | |
| AlphabetGraph.Address (Preprocessing.Vertex G) (PoweredDart G) PoweredAlphabet) | |
| infer_instance | |
| instance (G : ConstraintGraph V E Label) : Fintype (Dart G) := by | |
| change Fintype ((AlphabetGraph.Event (PoweredDart G) PoweredAlphabet × Fin 6) × Bool) | |
| infer_instance | |
| instance (G : ConstraintGraph V E Label) : DecidableEq (Vertex G) := Classical.decEq _ | |
| def graph (addresses : List Addresses) (complete : ∀ w, w ∈ addresses) | |
| (G : ConstraintGraph V E Label) : ConstraintGraph (Vertex G) (Dart G) Label := | |
| AlphabetGraph.graph (powered addresses complete G) | |
| omit [Nonempty E] in | |
| theorem powered_completeness (addresses : List Addresses) | |
| (complete : ∀ w, w ∈ addresses) (G : ConstraintGraph V E Label) | |
| (satisfied : G.Satisfiable) : (powered addresses complete G).Satisfiable := by | |
| obtain ⟨assignment, hassignment⟩ := Preprocessing.completeness G satisfied | |
| refine ⟨PoweringOpinions.honestLabels (Preprocessing.portGraph G) | |
| FinalConstants.walkLength assignment, ?_⟩ | |
| apply PoweringTest.perfect_completeness (Preprocessing.portGraph G) | |
| (Preprocessing.graph G).accepts (2 * FinalConstants.endpointLength) | |
| (selectors addresses complete G) assignment | |
| intro e | |
| exact hassignment e | |
| omit [Nonempty E] in | |
| theorem completeness (addresses : List Addresses) | |
| (complete : ∀ w, w ∈ addresses) (G : ConstraintGraph V E Label) | |
| (satisfied : G.Satisfiable) : (graph addresses complete G).Satisfiable := | |
| AlphabetGraph.perfect_completeness _ | |
| (powered_completeness addresses complete G satisfied) | |
| end BinPackingGames.Foundations.PCP.AmplificationRound | |
| namespace BinPackingGames.Foundations.PCP.RoundSize | |
| open scoped BigOperators | |
| theorem card_padded_alphabet {D A : Type*} [Fintype D] [DecidableEq D] | |
| [Fintype A] (t : Nat) : | |
| Fintype.card (PoweringLabels.PaddedLabel D t A) = | |
| Fintype.card A ^ (∑ k : Fin (t + 1), Fintype.card D ^ k.val) := by | |
| simpa only [Nat.card_eq_fintype_card] using | |
| PoweringLabels.card_paddedLabel (D := D) (A := A) t | |
| theorem card_powered_dart {V D : Type*} [Fintype V] [Fintype D] | |
| (n : Nat) : Fintype.card (PoweringTest.Dart V D n) = | |
| Fintype.card V * (2 * Fintype.card D ^ (n + 1)) := by | |
| simp only [PoweringTest.Dart, PoweringWalks.Walk, Fintype.card_prod, | |
| Fintype.card_bool, Fintype.card_fun, Fintype.card_fin] | |
| ring | |
| private opaque lockedNat (n : Nat) : {m : Nat // m = n} := ⟨n, rfl⟩ | |
| def poweredAlphabetSize : Nat := | |
| (lockedNat (64 ^ (∑ k : Fin (FinalConstants.walkLength + 1), | |
| Preprocessing.degree ^ k.val))).val | |
| def poweredDartFactor : Nat := | |
| (lockedNat (2 * Preprocessing.degree ^ (2 * FinalConstants.endpointLength + 1))).val | |
| def sizeFactor : Nat := | |
| (lockedNat (AlphabetGraphBounds.sizeFactor poweredAlphabetSize * | |
| (1 + poweredDartFactor) * ExpanderFamily.growth ^ 2)).val | |
| theorem poweredAlphabetSize_eq : poweredAlphabetSize = | |
| 64 ^ (∑ k : Fin (FinalConstants.walkLength + 1), Preprocessing.degree ^ k.val) := | |
| (lockedNat _).property | |
| theorem poweredDartFactor_eq : poweredDartFactor = | |
| 2 * Preprocessing.degree ^ (2 * FinalConstants.endpointLength + 1) := | |
| (lockedNat _).property | |
| theorem sizeFactor_eq : sizeFactor = AlphabetGraphBounds.sizeFactor poweredAlphabetSize * | |
| (1 + poweredDartFactor) * ExpanderFamily.growth ^ 2 := | |
| (lockedNat _).property | |
| private theorem coefficient_positive (q d g : Nat) (hg : 0 < g) : | |
| 0 < AlphabetGraphBounds.sizeFactor q * (1 + d) * g ^ 2 := by | |
| exact Nat.mul_pos (Nat.mul_pos (AlphabetGraphBounds.sizeFactor_positive q) | |
| (Nat.zero_lt_one.trans_le (Nat.le_add_right 1 d))) (pow_pos hg 2) | |
| theorem poweredAlphabet_card : Fintype.card AmplificationRound.PoweredAlphabet = | |
| poweredAlphabetSize := by | |
| have h := PoweringLabels.card_paddedLabel (D := Preprocessing.Port) | |
| (A := QueryIncidence.Label 6) FinalConstants.walkLength | |
| change Nat.card AmplificationRound.PoweredAlphabet = _ at h | |
| simp only [Nat.card_eq_fintype_card, ← Preprocessing.degree_eq_card, | |
| QueryIncidence.six_query_alphabet] at h | |
| exact h.trans poweredAlphabetSize_eq.symm | |
| theorem sizeFactor_positive : 0 < sizeFactor := by | |
| have hG : 0 < ExpanderFamily.growth := | |
| Nat.zero_lt_one.trans ExpanderFamily.growth_gt_one | |
| rw [sizeFactor_eq] | |
| exact coefficient_positive _ _ _ hG | |
| private theorem factor_total (c v d : Nat) : c * (v + v * d) = c * (1 + d) * v := by | |
| ring | |
| private theorem nat_card_output_vertex {V E A : Type*} | |
| [Fintype V] [Fintype E] [Fintype A] [DecidableEq A] [Nonempty A] : | |
| Nat.card (AlphabetGraphBounds.OutputVertex V E A) = | |
| Nat.card V * 2 ^ Nat.card A + | |
| Nat.card E * AlphabetGraphBounds.vertexFactor (Nat.card A) := by | |
| simpa only [← Nat.card_eq_fintype_card] using | |
| AlphabetGraphBounds.card_output_vertex (V := V) (E := E) (A := A) | |
| private theorem nat_card_output_dart {E A : Type*} | |
| [Fintype E] [Fintype A] [DecidableEq A] [Nonempty A] : | |
| Nat.card (AlphabetGraphBounds.OutputDart E A) = | |
| Nat.card E * AlphabetGraphBounds.dartFactor (Nat.card A) := by | |
| simpa only [← Nat.card_eq_fintype_card] using | |
| AlphabetGraphBounds.card_output_dart (E := E) (A := A) | |
| private theorem nat_card_output_total_le {V E A : Type*} | |
| [Fintype V] [Fintype E] [Fintype A] [DecidableEq A] [Nonempty A] : | |
| Nat.card (AlphabetGraphBounds.OutputVertex V E A) + | |
| Nat.card (AlphabetGraphBounds.OutputDart E A) ≤ | |
| AlphabetGraphBounds.sizeFactor (Nat.card A) * (Nat.card V + Nat.card E) := by | |
| simpa only [← Nat.card_eq_fintype_card] using | |
| AlphabetGraphBounds.card_output_total_le (V := V) (E := E) (A := A) | |
| variable {V E : Type*} [Fintype V] [Fintype E] [DecidableEq V] [DecidableEq E] | |
| [Nonempty E] | |
| omit [DecidableEq E] [Nonempty E] in | |
| theorem poweredDart_card (G : ConstraintGraph V E AmplificationRound.Label) : | |
| Fintype.card (AmplificationRound.PoweredDart G) = | |
| Fintype.card (Preprocessing.Vertex G) * poweredDartFactor := by | |
| have h := card_powered_dart (V := Preprocessing.Vertex G) (D := Preprocessing.Port) | |
| (2 * FinalConstants.endpointLength) | |
| rw [← Preprocessing.degree_eq_card] at h | |
| exact h.trans (congrArg (fun d => Fintype.card (Preprocessing.Vertex G) * d) | |
| poweredDartFactor_eq.symm) | |
| omit [DecidableEq E] [Nonempty E] in | |
| theorem output_vertex_card (G : ConstraintGraph V E AmplificationRound.Label) : | |
| Fintype.card (AmplificationRound.Vertex G) = | |
| Fintype.card (Preprocessing.Vertex G) * 2 ^ poweredAlphabetSize + | |
| (Fintype.card (Preprocessing.Vertex G) * poweredDartFactor) * | |
| AlphabetGraphBounds.vertexFactor poweredAlphabetSize := by | |
| have h := nat_card_output_vertex (V := Preprocessing.Vertex G) | |
| (E := AmplificationRound.PoweredDart G) (A := AmplificationRound.PoweredAlphabet) | |
| change Nat.card (AmplificationRound.Vertex G) = | |
| Nat.card (Preprocessing.Vertex G) * 2 ^ Nat.card AmplificationRound.PoweredAlphabet + | |
| Nat.card (AmplificationRound.PoweredDart G) * | |
| AlphabetGraphBounds.vertexFactor (Nat.card AmplificationRound.PoweredAlphabet) at h | |
| simpa only [Nat.card_eq_fintype_card, poweredAlphabet_card, poweredDart_card] using h | |
| omit [DecidableEq E] [Nonempty E] in | |
| theorem output_dart_card (G : ConstraintGraph V E AmplificationRound.Label) : | |
| Fintype.card (AmplificationRound.Dart G) = | |
| (Fintype.card (Preprocessing.Vertex G) * poweredDartFactor) * | |
| AlphabetGraphBounds.dartFactor poweredAlphabetSize := by | |
| have h := nat_card_output_dart (E := AmplificationRound.PoweredDart G) | |
| (A := AmplificationRound.PoweredAlphabet) | |
| change Nat.card (AmplificationRound.Dart G) = Nat.card (AmplificationRound.PoweredDart G) * | |
| AlphabetGraphBounds.dartFactor (Nat.card AmplificationRound.PoweredAlphabet) at h | |
| simpa only [Nat.card_eq_fintype_card, poweredAlphabet_card, poweredDart_card] using h | |
| omit [DecidableEq E] in | |
| theorem output_total_le_darts (G : ConstraintGraph V E AmplificationRound.Label) : | |
| Fintype.card (AmplificationRound.Vertex G) + Fintype.card (AmplificationRound.Dart G) ≤ | |
| sizeFactor * Fintype.card E := by | |
| have h := nat_card_output_total_le | |
| (V := Preprocessing.Vertex G) (E := AmplificationRound.PoweredDart G) | |
| (A := AmplificationRound.PoweredAlphabet) | |
| change Nat.card (AmplificationRound.Vertex G) + Nat.card (AmplificationRound.Dart G) ≤ | |
| AlphabetGraphBounds.sizeFactor (Nat.card AmplificationRound.PoweredAlphabet) * | |
| (Nat.card (Preprocessing.Vertex G) + Nat.card (AmplificationRound.PoweredDart G)) at h | |
| simp only [Nat.card_eq_fintype_card] at h | |
| rw [poweredAlphabet_card, poweredDart_card] at h | |
| calc | |
| _ ≤ AlphabetGraphBounds.sizeFactor poweredAlphabetSize * | |
| (Fintype.card (Preprocessing.Vertex G) + | |
| Fintype.card (Preprocessing.Vertex G) * poweredDartFactor) := h | |
| _ = (AlphabetGraphBounds.sizeFactor poweredAlphabetSize * | |
| (1 + poweredDartFactor)) * Fintype.card (Preprocessing.Vertex G) := | |
| factor_total _ _ _ | |
| _ ≤ (AlphabetGraphBounds.sizeFactor poweredAlphabetSize * | |
| (1 + poweredDartFactor)) * (ExpanderFamily.growth ^ 2 * Fintype.card E) := | |
| Nat.mul_le_mul_left _ (Preprocessing.vertex_count_le G) | |
| _ = sizeFactor * Fintype.card E := by | |
| rw [sizeFactor_eq] | |
| exact (Nat.mul_assoc _ _ _).symm | |
| omit [DecidableEq E] in | |
| theorem output_total_le (G : ConstraintGraph V E AmplificationRound.Label) : | |
| Fintype.card (AmplificationRound.Vertex G) + Fintype.card (AmplificationRound.Dart G) ≤ | |
| sizeFactor * (Fintype.card V + Fintype.card E) := | |
| (output_total_le_darts G).trans (Nat.mul_le_mul_left _ (Nat.le_add_left _ _)) | |
| end BinPackingGames.Foundations.PCP.RoundSize | |
| namespace BinPackingGames.Foundations.PCP.RoundGap | |
| open AmplificationRound | |
| variable {V E : Type*} [Fintype V] [Fintype E] [DecidableEq V] [DecidableEq E] | |
| [Nonempty E] | |
| def poweredLower (epsilon : ℝ) : ℝ := | |
| PoweringSoundness.gain (Fintype.card Label) FinalConstants.windowHalf (31 / 32) * | |
| min (epsilon / (Preprocessing.sizeFactor : ℝ)) FinalConstants.cap | |
| theorem poweredLower_nonnegative (epsilon : ℝ) (he : 0 ≤ epsilon) : | |
| 0 ≤ poweredLower epsilon := by | |
| have hg := PoweringGap.gain_nonneg (Fintype.card Label) | |
| FinalConstants.windowHalf (31 / 32) (by norm_num) | |
| have hs : (0 : ℝ) < Preprocessing.sizeFactor := by | |
| exact_mod_cast Preprocessing.sizeFactor_positive | |
| exact mul_nonneg hg (le_min (div_nonneg he hs.le) FinalConstants.cap_positive.le) | |
| theorem powered_count_gap (addresses : List Addresses) (complete : ∀ w, w ∈ addresses) | |
| (G : ConstraintGraph V E Label) | |
| (labeling : Preprocessing.Vertex G → PoweredAlphabet) : | |
| poweredLower G.gap * (Fintype.card (PoweredDart G) : ℝ) ≤ | |
| ((powered addresses complete G).rejectionCount labeling : ℝ) := by | |
| let H := Overlay.originalPortGraph (Preprocessing.overlayGraph G) | |
| have certificate : SpectralReturn.SpectralCertificate | |
| (PoweringWalks.lazyGraph H) (31 / 32 : ℝ) := | |
| Preprocessing.spectral_certificate G | |
| have lower : ∀ assignment : Preprocessing.Vertex G → Label, | |
| (G.gap / (Preprocessing.sizeFactor : ℝ)) * | |
| (Fintype.card (Preprocessing.Vertex G × Preprocessing.Port) : ℝ) ≤ | |
| ((Preprocessing.graph G).rejectionCount assignment : ℝ) := | |
| Preprocessing.gap_transfer_real G G.gap G.gap_nonnegative | |
| ((G.le_gap_iff G.gap).mp le_rfl) | |
| have hs : (0 : ℝ) < Preprocessing.sizeFactor := by | |
| exact_mod_cast Preprocessing.sizeFactor_positive | |
| have h := PoweringGap.uniform_count_gap H (31 / 32) certificate | |
| (Preprocessing.graph G).accepts (Preprocessing.accepts_reverse G) | |
| FinalConstants.windowHalf FinalConstants.windowHalf_positive | |
| (selectors addresses complete G) | |
| (G.gap / (Preprocessing.sizeFactor : ℝ)) (div_nonneg G.gap_nonnegative hs.le) | |
| lower labeling | |
| convert h using 1 <;> | |
| simp only [poweredLower, powered, FinalConstants.cap, FinalConstants.walkLength, | |
| PoweringFinalConstants.center_eq] | |
| rfl | |
| theorem amplifies (addresses : List Addresses) (complete : ∀ w, w ∈ addresses) | |
| (G : ConstraintGraph V E Label) : | |
| min (2 * G.gap) FinalConstants.cap ≤ (graph addresses complete G).gap := by | |
| apply ((graph addresses complete G).le_gap_iff _).mpr | |
| intro labeling | |
| have hcount := AlphabetGraphBounds.gap_transfer_real (powered addresses complete G) | |
| (poweredLower G.gap) (poweredLower_nonnegative G.gap G.gap_nonnegative) | |
| (powered_count_gap addresses complete G) labeling | |
| have hscalar : min (2 * G.gap) FinalConstants.cap ≤ poweredLower G.gap / 12288 := by | |
| simpa only [poweredLower, FinalConstants.cap, FinalConstants.walkLength, | |
| PoweringFinalConstants.center_eq] using | |
| PoweringFinalConstants.composed_scaled_gap G.gap G.gap_nonnegative | |
| exact (mul_le_mul_of_nonneg_right hscalar (Nat.cast_nonneg _)).trans hcount | |
| end BinPackingGames.Foundations.PCP.RoundGap | |
| namespace BinPackingGames.Foundations.PCP.PCPIteration | |
| open FiniteGraph | |
| abbrev Label := AlphabetRetraction.Label64 | |
| abbrev Graph := Bundle Label | |
| abbrev Addresses := AmplificationRound.Addresses | |
| def step (addresses : List Addresses) (complete : ∀ w, w ∈ addresses) (G : Graph) : Graph := by | |
| classical | |
| exact Bundle.ofGraph (AmplificationRound.graph addresses complete G.graph) | |
| def run (addresses : List Addresses) (complete : ∀ w, w ∈ addresses) : Nat → Graph → Graph := | |
| AmplificationIteration.run (step addresses complete) | |
| def initial (F : Target.Formula) : Graph := Bundle.ofGraph (AlphabetRetraction.initial64 F) | |
| def iterationCount (F : Target.Formula) : Nat := AmplificationIteration.rounds (initial F).size | |
| def output (addresses : List Addresses) (complete : ∀ w, w ∈ addresses) | |
| (F : Target.Formula) : Graph := run addresses complete (iterationCount F) (initial F) | |
| def polynomialDegree : Nat := AmplificationIteration.rounds RoundSize.sizeFactor | |
| def finalClauseGap : ℚ := 1 / (40960 * (FinalConstants.walkLength : ℚ)) | |
| theorem finalClauseGap_positive : 0 < finalClauseGap := by | |
| apply one_div_pos.mpr | |
| exact mul_pos (by norm_num) (by exact_mod_cast FinalConstants.walkLength_positive) | |
| theorem sizeFactor_le_power : RoundSize.sizeFactor ≤ 2 ^ polynomialDegree := | |
| (AmplificationIteration.rounds_large RoundSize.sizeFactor).le | |
| theorem initial_satisfiable_iff (F : Target.Formula) : | |
| (initial F).Satisfiable ↔ F.Satisfiable := | |
| AlphabetRetraction.initial64_satisfiable_iff F | |
| theorem initial_size_positive (F : Target.Formula) : 0 < (initial F).size := | |
| (initial F).size_positive | |
| theorem initial_size_bound (F : Target.Formula) : | |
| (initial F).size ≤ 10 * F.clauses.length + 2 := by | |
| change Fintype.card (InitialGraph.CompactVertex F) + | |
| Fintype.card (InitialGraph.CompactDart F) ≤ _ | |
| rw [InitialGraph.build_dart_count] | |
| have h := InitialGraph.build_vertex_bound F | |
| omega | |
| theorem step_completeness (addresses : List Addresses) (complete : ∀ w, w ∈ addresses) | |
| (G : Graph) (satisfied : G.Satisfiable) : (step addresses complete G).Satisfiable := | |
| AmplificationRound.completeness addresses complete G.graph satisfied | |
| theorem step_gap (addresses : List Addresses) (complete : ∀ w, w ∈ addresses) (G : Graph) : | |
| min (2 * G.gap) FinalConstants.cap ≤ (step addresses complete G).gap := | |
| RoundGap.amplifies addresses complete G.graph | |
| theorem step_size (addresses : List Addresses) (complete : ∀ w, w ∈ addresses) (G : Graph) : | |
| (step addresses complete G).size ≤ RoundSize.sizeFactor * G.size := | |
| RoundSize.output_total_le G.graph | |
| theorem run_completeness (addresses : List Addresses) (complete : ∀ w, w ∈ addresses) | |
| (n : Nat) (G : Graph) (satisfied : G.Satisfiable) : | |
| (run addresses complete n G).Satisfiable := | |
| AmplificationIteration.run_preserves (step addresses complete) Bundle.Satisfiable | |
| (step_completeness addresses complete) n G satisfied | |
| theorem run_gap (addresses : List Addresses) (complete : ∀ w, w ∈ addresses) | |
| (n : Nat) (G : Graph) : | |
| min (2 ^ n * G.gap) FinalConstants.cap ≤ (run addresses complete n G).gap := | |
| AmplificationIteration.run_gap (step addresses complete) Bundle.gap | |
| FinalConstants.cap FinalConstants.cap_positive.le (step_gap addresses complete) n G | |
| theorem run_size (addresses : List Addresses) (complete : ∀ w, w ∈ addresses) | |
| (n : Nat) (G : Graph) : | |
| (run addresses complete n G).size ≤ RoundSize.sizeFactor ^ n * G.size := | |
| AmplificationIteration.run_size (step addresses complete) Bundle.size RoundSize.sizeFactor | |
| (step_size addresses complete) n G | |
| theorem output_completeness (addresses : List Addresses) (complete : ∀ w, w ∈ addresses) | |
| (F : Target.Formula) (satisfied : F.Satisfiable) : | |
| (output addresses complete F).Satisfiable := | |
| run_completeness addresses complete (iterationCount F) (initial F) | |
| ((initial_satisfiable_iff F).mpr satisfied) | |
| theorem output_gap (addresses : List Addresses) (complete : ∀ w, w ∈ addresses) | |
| (F : Target.Formula) (unsat : ¬ F.Satisfiable) : | |
| FinalConstants.cap ≤ (output addresses complete F).gap := by | |
| have hinitial : ¬ (initial F).Satisfiable := | |
| fun h => unsat ((initial_satisfiable_iff F).mp h) | |
| exact AmplificationIteration.run_reaches_cap (step addresses complete) Bundle.gap | |
| FinalConstants.cap FinalConstants.cap_positive.le FinalConstants.cap_le_one | |
| (step_gap addresses complete) (initial F).size (initial F) | |
| (initial F).gap_nonnegative ((initial F).one_le_size_mul_gap hinitial) | |
| theorem output_satisfiable_iff (addresses : List Addresses) (complete : ∀ w, w ∈ addresses) | |
| (F : Target.Formula) : (output addresses complete F).Satisfiable ↔ F.Satisfiable := by | |
| constructor | |
| · intro satisfied | |
| by_contra unsat | |
| have hgap := output_gap addresses complete F unsat | |
| rw [(output addresses complete F).gap_eq_zero_iff.mpr satisfied] at hgap | |
| exact (not_le_of_gt FinalConstants.cap_positive) hgap | |
| · exact output_completeness addresses complete F | |
| theorem output_size_polynomial (addresses : List Addresses) (complete : ∀ w, w ∈ addresses) | |
| (F : Target.Formula) : | |
| (output addresses complete F).size ≤ | |
| (2 * (initial F).size) ^ polynomialDegree * (initial F).size := | |
| AmplificationIteration.run_size_polynomial (step addresses complete) Bundle.size | |
| (initial_size_positive F) sizeFactor_le_power (step_size addresses complete) (initial F) | |
| theorem output_size_clause_bound (addresses : List Addresses) (complete : ∀ w, w ∈ addresses) | |
| (F : Target.Formula) : | |
| (output addresses complete F).size ≤ | |
| (2 * (10 * F.clauses.length + 2)) ^ polynomialDegree * (10 * F.clauses.length + 2) := by | |
| have h := initial_size_bound F | |
| exact (output_size_polynomial addresses complete F).trans | |
| (Nat.mul_le_mul (Nat.pow_le_pow_left (Nat.mul_le_mul_left 2 h) _) h) | |
| theorem output_count_gap (addresses : List Addresses) (complete : ∀ w, w ∈ addresses) | |
| (F : Target.Formula) (unsat : ¬ F.Satisfiable) | |
| (labeling : (output addresses complete F).Vertex → Label) : | |
| Fintype.card (output addresses complete F).Dart ≤ | |
| FinalConstants.walkLength * (output addresses complete F).rejectionCount labeling := by | |
| have h := ((output addresses complete F).le_gap_iff FinalConstants.cap).mp | |
| (output_gap addresses complete F unsat) labeling | |
| have ht : (0 : ℝ) < FinalConstants.walkLength := by | |
| exact_mod_cast FinalConstants.walkLength_positive | |
| have h' : (Fintype.card (output addresses complete F).Dart : ℝ) / | |
| FinalConstants.walkLength ≤ | |
| ((output addresses complete F).rejectionCount labeling : ℝ) := by | |
| simpa only [FinalConstants.cap, one_div_mul_eq_div] using h | |
| have h'' := (div_le_iff₀ ht).mp h' | |
| exact_mod_cast (show (Fintype.card (output addresses complete F).Dart : ℝ) ≤ | |
| (FinalConstants.walkLength : ℝ) * | |
| ((output addresses complete F).rejectionCount labeling : ℝ) by | |
| simpa only [mul_comm] using h'') | |
| variable (addresses : List Addresses) (complete : ∀ w, w ∈ addresses) | |
| (F : Target.Formula) {n m : Nat} | |
| (vertices : (output addresses complete F).Vertex ≃ Fin n) | |
| (darts : (output addresses complete F).Dart ≃ Fin m) | |
| def finalCNF : Target.Formula := | |
| FinalBooleanVerifier.cnf (output addresses complete F).graph vertices darts | |
| theorem finalCNF_satisfiable_iff : | |
| (finalCNF addresses complete F vertices darts).Satisfiable ↔ F.Satisfiable := | |
| (FinalBooleanVerifier.cnf_satisfiable_iff _ vertices darts).trans | |
| (output_satisfiable_iff addresses complete F) | |
| theorem finalCNF_clause_count : | |
| (finalCNF addresses complete F vertices darts).clauses.length = m * 40960 := | |
| FinalBooleanVerifier.cnf_clause_count _ vertices darts | |
| theorem finalCNF_variable_count : | |
| (finalCNF addresses complete F vertices darts).variables = n * 6 + m * 36864 := | |
| FinalBooleanVerifier.cnf_variable_count _ vertices darts | |
| theorem finalCNF_nonempty : (finalCNF addresses complete F vertices darts).clauses ≠ [] := by | |
| have hm : Fintype.card (output addresses complete F).Dart = m := by | |
| simpa only [Fintype.card_fin] using Fintype.card_congr darts | |
| have hpositive : 0 < m := hm ▸ (Fintype.card_pos : | |
| 0 < Fintype.card (output addresses complete F).Dart) | |
| exact FinalBooleanVerifier.cnf_nonempty _ vertices darts hpositive | |
| theorem finalCNF_gap (unsat : ¬ F.Satisfiable) | |
| (assignment : Fin (finalCNF addresses complete F vertices darts).variables → Bool) : | |
| (finalCNF addresses complete F vertices darts).clauses.length ≤ | |
| (FinalConstants.walkLength * 40960) * | |
| NameCompaction.failedCount (finalCNF addresses complete F vertices darts) assignment := by | |
| have source (labeling : (output addresses complete F).Vertex → Label) : | |
| 1 * Fintype.card (output addresses complete F).Dart ≤ | |
| FinalConstants.walkLength * (output addresses complete F).graph.rejectionCount labeling := by | |
| simpa only [one_mul, Bundle.rejectionCount] using output_count_gap addresses complete F unsat labeling | |
| simpa only [one_mul, finalCNF] using FinalBooleanVerifier.cnf_gap | |
| (output addresses complete F).graph vertices darts 1 FinalConstants.walkLength source assignment | |
| theorem finalCNF_clauseGap (unsat : ¬ F.Satisfiable) : | |
| Hastad.SourceGap.ClauseGap (finalCNF addresses complete F vertices darts) finalClauseGap := | |
| Hastad.SourceNonempty.cnf_clauseGap_unit (output addresses complete F).graph | |
| vertices darts FinalConstants.walkLength FinalConstants.walkLength_positive | |
| (output_count_gap addresses complete F unsat) | |
| theorem finalCNF_total_size : | |
| (finalCNF addresses complete F vertices darts).variables + | |
| (finalCNF addresses complete F vertices darts).clauses.length ≤ | |
| 77824 * (output addresses complete F).size := by | |
| have hn : Fintype.card (output addresses complete F).Vertex = n := by | |
| simpa only [Fintype.card_fin] using Fintype.card_congr vertices | |
| have hm : Fintype.card (output addresses complete F).Dart = m := by | |
| simpa only [Fintype.card_fin] using Fintype.card_congr darts | |
| have hsize : (output addresses complete F).size = n + m := congrArg₂ Nat.add hn hm | |
| calc | |
| _ = n * 6 + m * 36864 + m * 40960 := | |
| congrArg₂ Nat.add (finalCNF_variable_count addresses complete F vertices darts) | |
| (finalCNF_clause_count addresses complete F vertices darts) | |
| _ ≤ 77824 * (n + m) := by omega | |
| _ = 77824 * (output addresses complete F).size := | |
| congrArg (fun k => 77824 * k) hsize.symm | |
| theorem finalCNF_polynomial_size : | |
| (finalCNF addresses complete F vertices darts).variables + | |
| (finalCNF addresses complete F vertices darts).clauses.length ≤ | |
| 77824 * ((2 * (10 * F.clauses.length + 2)) ^ polynomialDegree * | |
| (10 * F.clauses.length + 2)) := | |
| (finalCNF_total_size addresses complete F vertices darts).trans | |
| (Nat.mul_le_mul_left _ (output_size_clause_bound addresses complete F)) | |
| end BinPackingGames.Foundations.PCP.PCPIteration | |
| end | |
| end OAI | |