import Mathlib.Data.Nat.Size import OAI.Algebra.FormulaHitting.BitModel import Lean.Elab.Tactic.Omega namespace OAI namespace NCHitting.BitModel private theorem bitSize_le_self (a : ℕ) : a.size ≤ a := by apply Nat.size_le.mpr exact Nat.lt_two_pow_self private theorem bitSize_mul_le (a b : ℕ) : (a * b).size ≤ a.size + b.size := by apply Nat.size_le.mpr rw [pow_add] exact Nat.mul_lt_mul_of_lt_of_lt (Nat.lt_size_self a) (Nat.lt_size_self b) private theorem bitSize_pow_le (a k : ℕ) : (a ^ k).size ≤ 1 + k * a.size := by induction k with | zero => simp | succ k ih => calc (a ^ (k + 1)).size = (a ^ k * a).size := by rw [pow_succ] _ ≤ (a ^ k).size + a.size := bitSize_mul_le _ _ _ ≤ 1 + (k + 1) * a.size := by rw [Nat.add_mul]; omega def powerStepBound (M : ℕ) : ℕ := 8 * (M * M + 2) * (M + 1) + 4 * (M + 3) + 1 theorem width_le_of_le {a M : ℕ} (ha : a ≤ M) : width a ≤ M + 1 := by exact Nat.add_le_add_right (Nat.le_trans (bitSize_le_self a) ha) 1 theorem powerRun_cost_le {base k M : ℕ} (hb : base ≤ M) (hk : k ≤ M) : (powerRun base k).cost ≤ 2 + k * powerStepBound M := by induction k with | zero => simp [powerRun, width] | succ k ih => have hk' : k ≤ M := by omega have hbase : base.size ≤ M := (bitSize_le_self base).trans hb have hpow : width (base ^ k) ≤ M * M + 2 := by have h := bitSize_pow_le base k have hm : k * base.size ≤ M * M := Nat.mul_le_mul hk' hbase unfold width omega have hwbase : width base ≤ M + 1 := width_le_of_le hb have hwk : width k ≤ M + 1 := width_le_of_le hk' have hmul : mulCost (base ^ k) base ≤ 8 * (M * M + 2) * (M + 1) := by unfold mulCost exact Nat.mul_le_mul (Nat.mul_le_mul_left 8 hpow) hwbase have hadd : addCost k 1 ≤ 4 * (M + 3) := by unfold addCost have : width 1 = 2 := rfl rw [this] exact Nat.mul_le_mul_left 4 (by omega) have hstep : mulCost (base ^ k) base + addCost k 1 + 1 ≤ powerStepBound M := by unfold powerStepBound omega simp only [powerRun, powerRun_value] calc (powerRun base k).cost + mulCost (base ^ k) base + addCost k 1 + 1 ≤ (2 + k * powerStepBound M) + powerStepBound M := by have hprevious := ih hk' omega _ = 2 + (k + 1) * powerStepBound M := by rw [Nat.add_mul]; omega theorem sum_map_le_length_mul {α : Type*} (xs : List α) (f : α → ℕ) (C : ℕ) (h : ∀ x ∈ xs, f x ≤ C) : (xs.map f).sum ≤ xs.length * C := by induction xs with | nil => simp | cons x xs ih => have hx := h x (by simp) have hxs : ∀ y ∈ xs, f y ≤ C := by intro y hy exact h y (by simp [hy]) have ht := ih hxs simp only [List.map_cons, List.sum_cons, List.length_cons, Nat.add_mul] omega theorem outputBits_append (xs ys : List RationalCode) : outputBits (xs ++ ys) = outputBits xs + outputBits ys := by simp [outputBits] theorem outputBits_flatMap {α : Type*} (xs : List α) (f : α → List RationalCode) : outputBits (xs.flatMap f) = (xs.map fun x => outputBits (f x)).sum := by induction xs with | nil => rfl | cons x xs ih => simp [outputBits_append, ih] def loopControlBound (M : ℕ) : ℕ := M + 1 + 4 * (M + 3) + 1 theorem loop_control_le {index M : ℕ} (hi : index ≤ M) : width index + addCost index 1 + 1 ≤ loopControlBound M := by have hw := width_le_of_le hi have h1 : width 1 = 2 := rfl unfold addCost loopControlBound rw [h1] omega theorem loop_cost_le (environment : List ℕ) (bound : Expr) (body : Program) (M B C O : ℕ) (hvalue : (bound.run environment).value ≤ M) (hbound : (bound.run environment).cost ≤ B) (hbody : ∀ index < (bound.run environment).value, (body.run (index :: environment)).cost ≤ C ∧ outputBits (body.run (index :: environment)).output ≤ O) : ((Program.loop bound body).run environment).cost ≤ B + 1 + (bound.run environment).value * (C + loopControlBound M + O) := by simp only [Program.run, List.map_map, Function.comp_def] have hsum := sum_map_le_length_mul (List.range (bound.run environment).value) (fun index => (body.run (index :: environment)).cost + (width index + addCost index 1 + 1) + outputBits (body.run (index :: environment)).output) (C + loopControlBound M + O) (by intro index hindex have hi : index < (bound.run environment).value := List.mem_range.mp hindex obtain ⟨hc, ho⟩ := hbody index hi have hcontrol := loop_control_le (M := M) (by omega : index ≤ M) omega) simp only [List.length_range] at hsum omega theorem loop_outputBits_le (environment : List ℕ) (bound : Expr) (body : Program) (O : ℕ) (hbody : ∀ index < (bound.run environment).value, outputBits (body.run (index :: environment)).output ≤ O) : outputBits ((Program.loop bound body).run environment).output ≤ (bound.run environment).value * O := by simp only [Program.run, List.flatMap_map] rw [outputBits_flatMap] have hsum := sum_map_le_length_mul (List.range (bound.run environment).value) (fun index => outputBits (body.run (index :: environment)).output) O (by intro index hindex exact hbody index (List.mem_range.mp hindex)) simpa only [List.length_range] using hsum def expressionBudget (M B R : ℕ) : ℕ := R + 8 * B * B + 8 * B + (2 + M * powerStepBound M) + 10 def Expr.nodes : Expr → ℕ | .literal _ | .read _ => 1 | .add a b | .sub a b | .mul a b | .power a b | .less a b | .equal a b => a.nodes + b.nodes + 1 | .odd a => a.nodes + 1 def Expr.Bounded (environment : List ℕ) (M B R : ℕ) : Expr → Prop | .literal n => width n ≤ B ∧ True | .read index => width ((Expr.read index).run environment).value ≤ B ∧ ((Expr.read index).run environment).cost ≤ R | .add a b => width ((Expr.add a b).run environment).value ≤ B ∧ a.Bounded environment M B R ∧ b.Bounded environment M B R | .sub a b => width ((Expr.sub a b).run environment).value ≤ B ∧ a.Bounded environment M B R ∧ b.Bounded environment M B R | .mul a b => width ((Expr.mul a b).run environment).value ≤ B ∧ a.Bounded environment M B R ∧ b.Bounded environment M B R | .less a b => width ((Expr.less a b).run environment).value ≤ B ∧ a.Bounded environment M B R ∧ b.Bounded environment M B R | .equal a b => width ((Expr.equal a b).run environment).value ≤ B ∧ a.Bounded environment M B R ∧ b.Bounded environment M B R | .power a b => width ((Expr.power a b).run environment).value ≤ B ∧ a.Bounded environment M B R ∧ b.Bounded environment M B R ∧ (a.run environment).value ≤ M ∧ (b.run environment).value ≤ M | .odd a => width ((Expr.odd a).run environment).value ≤ B ∧ a.Bounded environment M B R theorem Expr.bounded_width {environment : List ℕ} {M B R : ℕ} {e : Expr} (h : e.Bounded environment M B R) : width (e.run environment).value ≤ B := by cases e <;> exact h.1 private theorem addCost_le_budget {a b M B R : ℕ} (ha : width a ≤ B) (hb : width b ≤ B) : addCost a b + 1 ≤ expressionBudget M B R := by unfold addCost expressionBudget omega private theorem mulCost_le_budget {a b M B R : ℕ} (ha : width a ≤ B) (hb : width b ≤ B) : mulCost a b + 1 ≤ expressionBudget M B R := by have hm : 8 * width a * width b ≤ 8 * B * B := Nat.mul_le_mul (Nat.mul_le_mul_left 8 ha) hb unfold mulCost expressionBudget omega private theorem compareCost_le_budget {a b M B R : ℕ} (ha : width a ≤ B) (hb : width b ≤ B) : compareCost a b + 1 ≤ expressionBudget M B R := by unfold compareCost expressionBudget omega theorem Expr.cost_le_nodes_budget (environment : List ℕ) (M B R : ℕ) (e : Expr) : e.Bounded environment M B R → (e.run environment).cost ≤ e.nodes * expressionBudget M B R := by induction e with | literal n => intro h have hw := h.1 simp only [Expr.run, Expr.nodes, Nat.one_mul] unfold expressionBudget omega | read index => intro h have hr := h.2 simp only [Expr.nodes, Nat.one_mul] unfold expressionBudget omega | add a b iha ihb => intro h obtain ⟨ha, hb⟩ := h.2 have hca := iha ha have hcb := ihb hb have hc := addCost_le_budget (M := M) (R := R) (Expr.bounded_width ha) (Expr.bounded_width hb) simp only [Expr.run, Expr.nodes, Nat.add_mul, Nat.one_mul] omega | sub a b iha ihb => intro h obtain ⟨ha, hb⟩ := h.2 have hca := iha ha have hcb := ihb hb have hc := addCost_le_budget (M := M) (R := R) (Expr.bounded_width ha) (Expr.bounded_width hb) simp only [Expr.run, Expr.nodes, Nat.add_mul, Nat.one_mul] omega | mul a b iha ihb => intro h obtain ⟨ha, hb⟩ := h.2 have hca := iha ha have hcb := ihb hb have hc := mulCost_le_budget (M := M) (R := R) (Expr.bounded_width ha) (Expr.bounded_width hb) simp only [Expr.run, Expr.nodes, Nat.add_mul, Nat.one_mul] omega | power a b iha ihb => intro h obtain ⟨ha, hb, hav, hbv⟩ := h.2 have hca := iha ha have hcb := ihb hb have hp := powerRun_cost_le hav hbv have hm := Nat.mul_le_mul_right (powerStepBound M) hbv have hc : (powerRun (a.run environment).value (b.run environment).value).cost + 1 ≤ expressionBudget M B R := by unfold expressionBudget; omega simp only [Expr.run, Expr.nodes, Nat.add_mul, Nat.one_mul] omega | less a b iha ihb => intro h obtain ⟨ha, hb⟩ := h.2 have hca := iha ha have hcb := ihb hb have hc := compareCost_le_budget (M := M) (R := R) (Expr.bounded_width ha) (Expr.bounded_width hb) simp only [Expr.run, Expr.nodes, Nat.add_mul, Nat.one_mul] omega | equal a b iha ihb => intro h obtain ⟨ha, hb⟩ := h.2 have hca := iha ha have hcb := ihb hb have hc := compareCost_le_budget (M := M) (R := R) (Expr.bounded_width ha) (Expr.bounded_width hb) simp only [Expr.run, Expr.nodes, Nat.add_mul, Nat.one_mul] omega | odd a iha => intro h have hca := iha h.2 have hc : 2 ≤ expressionBudget M B R := by unfold expressionBudget; omega simp only [Expr.run, Expr.nodes, Nat.add_mul, Nat.one_mul] omega theorem width_mul_le (a b : ℕ) : width (a * b) ≤ width a + width b := by have h := bitSize_mul_le a b unfold width omega theorem width_pow_le (a k : ℕ) : width (a ^ k) ≤ 2 + k * a.size := by have h := bitSize_pow_le a k unfold width omega def registerReadBound (M : ℕ) : ℕ := 5 * (M + 1) + 6 def intermediateWidthBound (M : ℕ) : ℕ := M * M + 4 * M + 10 theorem small_width {a M : ℕ} (ha : a ≤ M) : width a ≤ intermediateWidthBound M := by have h := width_le_of_le ha unfold intermediateWidthBound omega theorem Expr.bounded_literal {environment : List ℕ} {a M : ℕ} (ha : a ≤ M) : (Expr.literal a).Bounded environment M (intermediateWidthBound M) (registerReadBound M) := by exact ⟨small_width ha, trivial⟩ theorem Expr.bounded_read {environment : List ℕ} {M index : ℕ} (hlen : environment.length ≤ 5) (hindex : index ≤ 4) (henv : ∀ a ∈ environment, a ≤ M) : (Expr.read index).Bounded environment M (intermediateWidthBound M) (registerReadBound M) := by have hvalue : environment[index]?.getD 0 ≤ M := by cases h : environment[index]? with | none => simp | some a => simpa [h] using henv a (List.mem_of_getElem? h) refine ⟨small_width hvalue, ?_⟩ have hiwidth := width_le_of_le hindex have hprefix : (environment.take (index + 1)).length ≤ 5 := by simp only [List.length_take] exact (Nat.min_le_right _ _).trans hlen have hsum := sum_map_le_length_mul (environment.take (index + 1)) width (M + 1) (by intro a ha exact width_le_of_le (henv a (List.mem_of_mem_take ha))) have hm := Nat.mul_le_mul_right (M + 1) hprefix change width index + listBits (environment.take (index + 1)) + 1 ≤ registerReadBound M unfold listBits registerReadBound omega theorem emit_cost_le (environment : List ℕ) (sign numerator denominator : Expr) (S N D A B : ℕ) (hs : (sign.run environment).cost ≤ S) (hn : (numerator.run environment).cost ≤ N) (hd : (denominator.run environment).cost ≤ D) (ha : width (numerator.run environment).value ≤ A) (hb : width (denominator.run environment).value ≤ B) : ((Program.emit sign numerator denominator).run environment).cost ≤ S + N + D + (1 + A + B) + 2 := by simp only [Program.run, RationalCode.bits] omega theorem emit_outputBits_le (environment : List ℕ) (sign numerator denominator : Expr) (A B : ℕ) (ha : width (numerator.run environment).value ≤ A) (hb : width (denominator.run environment).value ≤ B) : outputBits ((Program.emit sign numerator denominator).run environment).output ≤ 1 + A + B := by simp only [Program.run, outputBits, List.map_cons, List.map_nil, List.sum_cons, List.sum_nil, Nat.add_zero, RationalCode.bits] omega theorem branch_cost_le (environment : List ℕ) (test : Expr) (yes no : Program) (T C : ℕ) (ht : (test.run environment).cost ≤ T) (hy : (yes.run environment).cost ≤ C) (hn : (no.run environment).cost ≤ C) : ((Program.branch test yes no).run environment).cost ≤ T + C + 1 := by simp only [Program.run] split <;> omega theorem branch_outputBits_le (environment : List ℕ) (test : Expr) (yes no : Program) (O : ℕ) (hy : outputBits (yes.run environment).output ≤ O) (hn : outputBits (no.run environment).output ≤ O) : outputBits ((Program.branch test yes no).run environment).output ≤ O := by simp only [Program.run] split <;> assumption end NCHitting.BitModel end OAI