import Mathlib import OAI.Analysis.BoxTransport.Definitions namespace OAI /-! Computable rational arithmetic and exponential/flat-function approximation. -/ noncomputable section open scoped Topology open scoped BigOperators ContDiff open scoped BigOperators ContDiff namespace BoxTransport.Routing.Computation abbrev QCode := ℕ × ℕ × ℕ def Qval (q : QCode) : ℚ := ((q.1 : ℚ) - q.2.1) / (q.2.2 + 1) def qZero : QCode := (0, 0, 0) def qOne : QCode := (1, 0, 0) def qNat (n : ℕ) : QCode := (n, 0, 0) def qNeg (q : QCode) : QCode := (q.2.1, q.1, q.2.2) def qAdd (q r : QCode) : QCode := (q.1 * (r.2.2 + 1) + r.1 * (q.2.2 + 1), q.2.1 * (r.2.2 + 1) + r.2.1 * (q.2.2 + 1), (q.2.2 + 1) * (r.2.2 + 1) - 1) def qMul (q r : QCode) : QCode := (q.1 * r.1 + q.2.1 * r.2.1, q.1 * r.2.1 + q.2.1 * r.1, (q.2.2 + 1) * (r.2.2 + 1) - 1) def qInv (q : QCode) : QCode := if q.2.1 < q.1 then (q.2.2 + 1, 0, q.1 - q.2.1 - 1) else if q.1 < q.2.1 then (0, q.2.2 + 1, q.2.1 - q.1 - 1) else qZero def qSub (q r : QCode) : QCode := qAdd q (qNeg r) def qDiv (q r : QCode) : QCode := qMul q (qInv r) def qPow (q : QCode) (n : ℕ) : QCode := (qMul q)^[n] qOne def qLe (q r : QCode) : Prop := q.1 * (r.2.2 + 1) + r.2.1 * (q.2.2 + 1) ≤ r.1 * (q.2.2 + 1) + q.2.1 * (r.2.2 + 1) instance : DecidableRel qLe := fun _ _ => Nat.decLe _ _ @[simp] theorem Qval_zero : Qval qZero = 0 := by norm_num [Qval, qZero] @[simp] theorem Qval_one : Qval qOne = 1 := by norm_num [Qval, qOne] @[simp] theorem Qval_nat (n : ℕ) : Qval (qNat n) = n := by simp [Qval, qNat] @[simp] theorem Qval_neg (q : QCode) : Qval (qNeg q) = -Qval q := by dsimp [Qval, qNeg] ring theorem denominator_product (d e : ℕ) : (((d + 1) * (e + 1) - 1 : ℕ) : ℚ) + 1 = (d + 1) * (e + 1) := by have h : 1 ≤ (d + 1) * (e + 1) := by nlinarith rw [Nat.cast_sub h] push_cast ring @[simp] theorem Qval_add (q r : QCode) : Qval (qAdd q r) = Qval q + Qval r := by simp only [Qval, qAdd, Nat.cast_add, Nat.cast_mul, Nat.cast_one, denominator_product] field_simp ring @[simp] theorem Qval_mul (q r : QCode) : Qval (qMul q r) = Qval q * Qval r := by simp only [Qval, qMul, Nat.cast_add, Nat.cast_mul, denominator_product] rw [div_mul_div_comm] congr 1 ring @[simp] theorem Qval_inv (q : QCode) : Qval (qInv q) = (Qval q)⁻¹ := by unfold qInv split_ifs with h h' · have hd : 1 ≤ q.1 - q.2.1 := by omega have he : ((((q.1 - q.2.1) - 1 : ℕ) : ℚ) + 1) = (q.1 : ℚ) - q.2.1 := by rw [Nat.cast_sub hd, Nat.cast_sub (by omega : q.2.1 ≤ q.1)] norm_num simp only [Qval, Nat.cast_add, Nat.cast_one, Nat.cast_zero, sub_zero, he, inv_div] · have hd : 1 ≤ q.2.1 - q.1 := by omega have he : ((((q.2.1 - q.1) - 1 : ℕ) : ℚ) + 1) = (q.2.1 : ℚ) - q.1 := by rw [Nat.cast_sub hd, Nat.cast_sub (by omega : q.1 ≤ q.2.1)] norm_num simp only [Qval, Nat.cast_add, Nat.cast_one, Nat.cast_zero, zero_sub, he, inv_div] rw [← neg_sub (q.1 : ℚ) q.2.1, div_neg, neg_div, neg_neg] · have he : q.1 = q.2.1 := by omega simp [Qval, qZero, he] @[simp] theorem Qval_sub (q r : QCode) : Qval (qSub q r) = Qval q - Qval r := by simp [qSub, sub_eq_add_neg] @[simp] theorem Qval_div (q r : QCode) : Qval (qDiv q r) = Qval q / Qval r := by simp [qDiv, div_eq_mul_inv] @[simp] theorem Qval_pow (q : QCode) (n : ℕ) : Qval (qPow q n) = Qval q ^ n := by induction n with | zero => simp [qPow] | succ n ih => simp only [qPow, Function.iterate_succ_apply', Qval_mul] rw [← qPow, ih, pow_succ'] theorem qLe_iff (q r : QCode) : qLe q r ↔ Qval q ≤ Qval r := by rw [Qval, Qval, div_le_div_iff₀ (by positivity) (by positivity)] rw [qLe] have : q.1 * (r.2.2 + 1) + r.2.1 * (q.2.2 + 1) ≤ r.1 * (q.2.2 + 1) + q.2.1 * (r.2.2 + 1) ↔ (q.1 : ℚ) * (r.2.2 + 1) + r.2.1 * (q.2.2 + 1) ≤ r.1 * (q.2.2 + 1) + q.2.1 * (r.2.2 + 1) := by norm_cast rw [this] constructor <;> intro h <;> nlinarith theorem Qval_surjective : Function.Surjective Qval := by intro q let p := q.num.toNat let n := (-q.num).toNat have hpn : q.num = (p : ℤ) - n := (Int.toNat_sub_toNat_neg q.num).symm refine ⟨(p, n, q.den - 1), ?_⟩ have hd : 1 ≤ q.den := q.pos have he : ((q.den - 1 : ℕ) : ℚ) + 1 = q.den := by rw [Nat.cast_sub hd] norm_num rw [Qval, he, ← Int.cast_natCast p, ← Int.cast_natCast n, ← Int.cast_sub, ← hpn] exact Rat.num_div_den q private theorem pr_plus {α} [Primcodable α] {f g : α → ℕ} (hf : Primrec f) (hg : Primrec g) : Primrec fun a => f a + g a := Primrec.nat_add.comp hf hg private theorem pr_times {α} [Primcodable α] {f g : α → ℕ} (hf : Primrec f) (hg : Primrec g) : Primrec fun a => f a * g a := Primrec.nat_mul.comp hf hg theorem primrec_qNat : Primrec qNat := (Primrec.id.pair ((Primrec.const 0).pair (.const 0))) theorem primrec_qNeg : Primrec qNeg := (Primrec.fst.comp Primrec.snd).pair (Primrec.fst.pair (Primrec.snd.comp Primrec.snd)) theorem primrec_qAdd : Primrec₂ qAdd := by unfold qAdd apply Primrec.pair · exact pr_plus (pr_times (Primrec.fst.comp Primrec.fst) (Primrec.succ.comp (Primrec.snd.comp (Primrec.snd.comp Primrec.snd)))) (pr_times (Primrec.fst.comp Primrec.snd) (Primrec.succ.comp (Primrec.snd.comp (Primrec.snd.comp Primrec.fst)))) apply Primrec.pair · exact pr_plus (pr_times (Primrec.fst.comp (Primrec.snd.comp Primrec.fst)) (Primrec.succ.comp (Primrec.snd.comp (Primrec.snd.comp Primrec.snd)))) (pr_times (Primrec.fst.comp (Primrec.snd.comp Primrec.snd)) (Primrec.succ.comp (Primrec.snd.comp (Primrec.snd.comp Primrec.fst)))) exact Primrec.nat_sub.comp (pr_times (Primrec.succ.comp (Primrec.snd.comp (Primrec.snd.comp Primrec.fst))) (Primrec.succ.comp (Primrec.snd.comp (Primrec.snd.comp Primrec.snd)))) (Primrec.const 1) theorem primrec_qMul : Primrec₂ qMul := by unfold qMul apply Primrec.pair · exact pr_plus (pr_times (Primrec.fst.comp Primrec.fst) (Primrec.fst.comp Primrec.snd)) (pr_times (Primrec.fst.comp (Primrec.snd.comp Primrec.fst)) (Primrec.fst.comp (Primrec.snd.comp Primrec.snd))) apply Primrec.pair · exact pr_plus (pr_times (Primrec.fst.comp Primrec.fst) (Primrec.fst.comp (Primrec.snd.comp Primrec.snd))) (pr_times (Primrec.fst.comp (Primrec.snd.comp Primrec.fst)) (Primrec.fst.comp Primrec.snd)) exact Primrec.nat_sub.comp (pr_times (Primrec.succ.comp (Primrec.snd.comp (Primrec.snd.comp Primrec.fst))) (Primrec.succ.comp (Primrec.snd.comp (Primrec.snd.comp Primrec.snd)))) (Primrec.const 1) theorem primrec_qInv : Primrec qInv := by unfold qInv apply Primrec.ite (Primrec.nat_lt.comp (Primrec.fst.comp Primrec.snd) Primrec.fst) · apply Primrec.pair · exact Primrec.succ.comp (Primrec.snd.comp Primrec.snd) apply Primrec.pair (Primrec.const 0) exact Primrec.nat_sub.comp (Primrec.nat_sub.comp Primrec.fst (Primrec.fst.comp Primrec.snd)) (Primrec.const 1) apply Primrec.ite (Primrec.nat_lt.comp Primrec.fst (Primrec.fst.comp Primrec.snd)) · apply Primrec.pair (Primrec.const 0) apply Primrec.pair (Primrec.succ.comp (Primrec.snd.comp Primrec.snd)) exact Primrec.nat_sub.comp (Primrec.nat_sub.comp (Primrec.fst.comp Primrec.snd) Primrec.fst) (Primrec.const 1) exact Primrec.const qZero theorem primrec_qSub : Primrec₂ qSub := primrec_qAdd.comp Primrec.fst (primrec_qNeg.comp Primrec.snd) theorem primrec_qDiv : Primrec₂ qDiv := primrec_qMul.comp Primrec.fst (primrec_qInv.comp Primrec.snd) theorem primrec_qPow : Primrec₂ qPow := by exact Primrec.nat_iterate Primrec.snd (Primrec.const qOne) (primrec_qMul.comp (Primrec.fst.comp Primrec.fst) Primrec.snd) theorem primrec_qLe : PrimrecRel qLe := by exact Primrec.nat_le.comp (pr_plus (pr_times (Primrec.fst.comp Primrec.fst) (Primrec.succ.comp (Primrec.snd.comp (Primrec.snd.comp Primrec.snd)))) (pr_times (Primrec.fst.comp (Primrec.snd.comp Primrec.snd)) (Primrec.succ.comp (Primrec.snd.comp (Primrec.snd.comp Primrec.fst))))) (pr_plus (pr_times (Primrec.fst.comp Primrec.snd) (Primrec.succ.comp (Primrec.snd.comp (Primrec.snd.comp Primrec.fst)))) (pr_times (Primrec.fst.comp (Primrec.snd.comp Primrec.fst)) (Primrec.succ.comp (Primrec.snd.comp (Primrec.snd.comp Primrec.snd))))) def qAbs (q : QCode) : QCode := if qLe qZero q then q else qNeg q @[simp] theorem Qval_abs (q : QCode) : Qval (qAbs q) = |Qval q| := by unfold qAbs split_ifs with h · rw [abs_of_nonneg (by simpa only [qLe_iff, Qval_zero] using h)] · rw [Qval_neg, abs_of_neg (lt_of_not_ge (by simpa only [qLe_iff, Qval_zero] using h))] theorem primrec_qAbs : Primrec qAbs := Primrec.ite (primrec_qLe.comp (.const qZero) .id) .id primrec_qNeg theorem primrec_factorial : Primrec Nat.factorial := by have hp : Primrec (Nat.rec 1 (fun n s => (n + 1) * s)) := Primrec.nat_rec₁ 1 (Primrec.nat_mul.comp (Primrec.succ.comp Primrec.fst) Primrec.snd) apply hp.of_eq intro n induction n with | zero => rfl | succ n ih => dsimp; rw [ih, Nat.factorial_succ] def qTaylor (q : QCode) (n : ℕ) : QCode := ((List.range n).map fun m => qDiv (qPow q m) (qNat m.factorial)).foldr qAdd qZero @[simp] theorem Qval_taylor (q : QCode) (n : ℕ) : Qval (qTaylor q n) = ∑ m ∈ Finset.range n, Qval q ^ m / m.factorial := by have hsum (l : List QCode) : Qval (l.foldr qAdd qZero) = (l.map Qval).sum := by induction l with | nil => simp | cons q l ih => simp [ih] rw [qTaylor, hsum, List.map_map] simp only [Function.comp_def, Qval_div, Qval_pow, Qval_nat] simpa only [List.toFinset_range] using (List.sum_toFinset (fun m => Qval q ^ m / m.factorial) (List.nodup_range (n := n))).symm theorem primrec_qTaylor : Primrec₂ qTaylor := by unfold Primrec₂ qTaylor apply Primrec.list_foldr (h := fun _ p => qAdd p.1 p.2) · exact Primrec.list_map (Primrec.list_range.comp Primrec.snd) (primrec_qDiv.comp (primrec_qPow.comp (Primrec.fst.comp Primrec.fst) Primrec.snd) (primrec_qNat.comp (primrec_factorial.comp Primrec.snd))) · exact Primrec.const qZero exact primrec_qAdd.comp (Primrec.fst.comp Primrec.snd) (Primrec.snd.comp Primrec.snd) def expStop (r : QCode × ℕ) (m : ℕ) : Prop := qLe (qDiv (qAbs r.1) (qNat (m + 1))) (qInv (qNat 2)) ∧ qLe (qMul (qDiv (qPow (qAbs r.1) m) (qNat m.factorial)) (qNat 2)) (qInv (qNat (r.2 + 1))) instance : DecidableRel expStop := fun _ _ => inferInstanceAs (Decidable (_ ∧ _)) theorem primrec_expStop : PrimrecRel expStop := by apply PrimrecPred.and · exact primrec_qLe.comp (primrec_qDiv.comp (primrec_qAbs.comp (Primrec.fst.comp Primrec.fst)) (primrec_qNat.comp (Primrec.succ.comp Primrec.snd))) (Primrec.const _) exact primrec_qLe.comp (primrec_qMul.comp (primrec_qDiv.comp (primrec_qPow.comp (primrec_qAbs.comp (Primrec.fst.comp Primrec.fst)) Primrec.snd) (primrec_qNat.comp (primrec_factorial.comp Primrec.snd))) (Primrec.const _)) (primrec_qInv.comp (primrec_qNat.comp (Primrec.succ.comp (Primrec.snd.comp Primrec.fst)))) theorem expStop_iff (q : QCode) (N m : ℕ) : expStop (q, N) m ↔ |(Qval q : ℝ)| / (m + 1) ≤ 1 / 2 ∧ |(Qval q : ℝ)| ^ m / m.factorial * 2 ≤ ((N : ℝ) + 1)⁻¹ := by simp only [expStop, qLe_iff, Qval_div, Qval_abs, Qval_nat, Qval_inv, Qval_mul, Qval_pow] rw [← Rat.cast_le (K := ℝ), ← Rat.cast_le (K := ℝ)] push_cast norm_num theorem exists_expStop (r : QCode × ℕ) : ∃ m, expStop r m := by let x : ℝ := Qval r.1 have htail : Filter.Tendsto (fun m : ℕ => |x| ^ m / m.factorial * 2) Filter.atTop (nhds 0) := by simpa using (Real.summable_pow_div_factorial |x|).tendsto_atTop_zero.mul_const 2 have hp : (0 : ℝ) < ((r.2 : ℝ) + 1)⁻¹ := by positivity obtain ⟨K, hK⟩ := Filter.eventually_atTop.1 (htail.eventually_lt_const hp) obtain ⟨M : ℕ, hM⟩ := exists_nat_gt (2 * |x|) refine ⟨max K M, (expStop_iff r.1 r.2 _).2 ⟨?_, (hK _ (le_max_left ..)).le⟩⟩ rw [div_le_iff₀ (by positivity)] have hm : (M : ℝ) ≤ (max K M : ℕ) := by exact_mod_cast le_max_right K M dsimp [x] at hM linarith noncomputable def qExp (r : QCode × ℕ) : QCode := qTaylor r.1 (Nat.find (exists_expStop r)) theorem computable_qExp : Computable qExp := primrec_qTaylor.to_comp.comp Computable.fst (Computable.find primrec_expStop.computablePred exists_expStop) theorem real_exp_taylor_bound (x : ℝ) (n : ℕ) (h : |x| / (n + 1) ≤ 1 / 2) : |Real.exp x - ∑ m ∈ Finset.range n, x ^ m / m.factorial| ≤ |x| ^ n / n.factorial * 2 := by have hc := Complex.exp_bound' (x := (x : ℂ)) (n := n) (by simpa [Real.norm_eq_abs] using h) rw [← Complex.ofReal_exp] at hc have he : (∑ m ∈ Finset.range n, (x : ℂ) ^ m / (m.factorial : ℂ)) = ((∑ m ∈ Finset.range n, x ^ m / m.factorial : ℝ) : ℂ) := by push_cast; rfl rw [he, ← Complex.ofReal_sub, Complex.norm_real] at hc simpa [Real.norm_eq_abs] using hc theorem qExp_error (q : QCode) (N : ℕ) : |Real.exp (Qval q) - (Qval (qExp (q, N)) : ℝ)| ≤ ((N : ℝ) + 1)⁻¹ := by have h := (expStop_iff q N (Nat.find (exists_expStop (q, N)))).1 (Nat.find_spec (exists_expStop (q, N))) rw [qExp, Qval_taylor] push_cast exact (real_exp_taylor_bound _ _ h.1).trans h.2 end BoxTransport.Routing.Computation open scoped BigOperators ContDiff namespace BoxTransport.Routing.Computation noncomputable def flatTerm (m : ℕ) (x : ℝ) : ℝ := x⁻¹ ^ m * expNegInvGlue x @[simp] theorem flatTerm_zero_index : flatTerm 0 = expNegInvGlue := by funext x simp [flatTerm] theorem flatTerm_zero {m : ℕ} {x : ℝ} (hx : x ≤ 0) : flatTerm m x = 0 := by simp [flatTerm, expNegInvGlue.zero_of_nonpos hx] theorem contDiff_flatTerm (m : ℕ) : ContDiff ℝ ∞ (flatTerm m) := by convert! (expNegInvGlue.contDiff_polynomial_eval_inv_mul (n := ⊤) (Polynomial.X ^ m)) using 1 ext x simp only [flatTerm, Polynomial.eval_pow, Polynomial.eval_X] theorem hasDerivAt_flatTerm (m : ℕ) (x : ℝ) : HasDerivAt (flatTerm m) (flatTerm (m + 2) x - m * flatTerm (m + 1) x) x := by convert expNegInvGlue.hasDerivAt_polynomial_eval_inv_mul (Polynomial.X ^ m) x using 1 · ext y simp [flatTerm] · cases m with | zero => simp [flatTerm] | succ m => rw [Polynomial.derivative_X_pow] simp only [flatTerm, Polynomial.eval_mul, Polynomial.eval_pow, Polynomial.eval_X, Polynomial.eval_sub, Polynomial.eval_C, Nat.succ_sub_one, Nat.cast_succ] simp only [pow_succ] ring theorem flatTerm_nonneg (m : ℕ) (x : ℝ) : 0 ≤ flatTerm m x := by by_cases hx : x ≤ 0 · rw [flatTerm_zero hx] · unfold flatTerm have : 0 ≤ x⁻¹ := inv_nonneg.mpr (le_of_not_ge hx) exact mul_nonneg (pow_nonneg this _) (expNegInvGlue.nonneg x) theorem flatTerm_bound (m : ℕ) (x : ℝ) : |flatTerm m x| ≤ (m.factorial : ℝ) := by rw [abs_of_nonneg (flatTerm_nonneg m x)] by_cases hx : x ≤ 0 · rw [flatTerm_zero hx] positivity have hv : 0 ≤ x⁻¹ := le_of_lt (inv_pos.mpr (lt_of_not_ge hx)) have hterm : x⁻¹ ^ m / (m.factorial : ℝ) ≤ Real.exp x⁻¹ := by apply le_trans _ (Real.sum_le_exp_of_nonneg hv (m + 1)) exact Finset.single_le_sum (f := fun i : ℕ => x⁻¹ ^ i / (i.factorial : ℝ)) (fun i _ => by positivity) (Finset.mem_range.mpr (Nat.lt_succ_self m)) have hm : (0 : ℝ) < m.factorial := by exact_mod_cast Nat.factorial_pos m have hmul := mul_le_mul_of_nonneg_right ((div_le_iff₀ hm).mp hterm) (Real.exp_pos (-x⁻¹)).le have he : Real.exp x⁻¹ * Real.exp (-x⁻¹) = 1 := by rw [← Real.exp_add]; simp unfold flatTerm expNegInvGlue rw [ite_eq_right hx] nlinarith [he] def flatLipschitzBound (m : ℕ) : ℕ := (m + 2).factorial + m * (m + 1).factorial theorem flatTerm_lipschitz (m : ℕ) : LipschitzWith (flatLipschitzBound m) (flatTerm m) := by apply lipschitzWith_of_nnnorm_deriv_le ((contDiff_flatTerm m).differentiable (by simp)) intro x rw [(hasDerivAt_flatTerm m x).deriv] apply NNReal.coe_le_coe.mp simp only [coe_nnnorm, Real.norm_eq_abs, flatLipschitzBound, Nat.cast_add, Nat.cast_mul] calc |flatTerm (m + 2) x - (m : ℝ) * flatTerm (m + 1) x| ≤ |flatTerm (m + 2) x| + |(m : ℝ) * flatTerm (m + 1) x| := abs_sub _ _ _ ≤ (m + 2).factorial + (m : ℝ) * (m + 1).factorial := by simp only [abs_mul, Nat.abs_cast] gcongr <;> exact flatTerm_bound _ _ end BoxTransport.Routing.Computation open scoped BigOperators ContDiff namespace BoxTransport.Routing.Computation theorem computable_ite {α β} [Primcodable α] [Primcodable β] {p : α → Prop} [DecidablePred p] {f g : α → β} (hp : ComputablePred p) (hf : Computable f) (hg : Computable g) : Computable (fun a => if p a then f a else g a) := by simpa only [Bool.cond_decide] using Computable.cond hp.decide hf hg def qBound (q : QCode) : ℕ := q.1 + q.2.1 theorem Qval_bound (q : QCode) : |Qval q| ≤ qBound q := by rw [Qval, abs_div, abs_of_pos (by positivity : (0 : ℚ) < q.2.2 + 1)] have h : |(q.1 : ℚ) - q.2.1| ≤ (q.1 : ℚ) + q.2.1 := by simpa only [Nat.abs_cast] using abs_sub (q.1 : ℚ) q.2.1 apply le_trans (div_le_self (abs_nonneg _) (by norm_cast; omega)) simpa [qBound] using h theorem primrec_qBound : Primrec qBound := Primrec.nat_add.comp Primrec.fst (Primrec.fst.comp Primrec.snd) noncomputable def qFlat (r : ℕ × QCode × ℕ) : QCode := if qLe r.2.1 qZero then qZero else let w := qPow (qInv r.2.1) r.1 qMul w (qExp (qNeg (qInv r.2.1), (r.2.2 + 1) * (qBound w + 1))) theorem computable_qFlat : Computable qFlat := by unfold qFlat apply computable_ite (primrec_qLe.comp (Primrec.fst.comp Primrec.snd) (.const qZero)).computablePred · exact .const qZero have hw : Primrec fun r : ℕ × QCode × ℕ => qPow (qInv r.2.1) r.1 := primrec_qPow.comp (primrec_qInv.comp (Primrec.fst.comp Primrec.snd)) Primrec.fst exact primrec_qMul.to_comp.comp hw.to_comp (computable_qExp.comp ((primrec_qNeg.comp (primrec_qInv.comp (Primrec.fst.comp Primrec.snd))).pair (Primrec.nat_mul.comp (Primrec.succ.comp (Primrec.snd.comp Primrec.snd)) (Primrec.succ.comp (primrec_qBound.comp hw)))).to_comp) theorem qFlat_error (m : ℕ) (q : QCode) (N : ℕ) : |flatTerm m (Qval q) - (Qval (qFlat (m, q, N)) : ℝ)| ≤ ((N : ℝ) + 1)⁻¹ := by by_cases hq : qLe q qZero · rw [qFlat, ite_eq_left hq, Qval_zero, Rat.cast_zero, sub_zero, flatTerm_zero (by exact_mod_cast (show Qval q ≤ 0 from by simpa using (qLe_iff q qZero).1 hq)), abs_zero] positivity have hp : (0 : ℝ) < Qval q := by exact_mod_cast lt_of_not_ge (by simpa only [qLe_iff, Qval_zero] using hq) let w := qPow (qInv q) m let B := qBound w have hB : |(Qval w : ℝ)| ≤ (B : ℝ) := by exact_mod_cast Qval_bound w have hw : (Qval w : ℝ) = (Qval q : ℝ)⁻¹ ^ m := by simp [w] have hx : (Qval (qNeg (qInv q)) : ℝ) = -(Qval q : ℝ)⁻¹ := by simp have he := qExp_error (qNeg (qInv q)) ((N + 1) * (B + 1)) rw [hx] at he rw [qFlat, ite_eq_right hq] change |flatTerm m (Qval q) - (Qval (qMul w (qExp (qNeg (qInv q), (N + 1) * (B + 1)))) : ℝ)| ≤ _ rw [Qval_mul, Rat.cast_mul] have ht : flatTerm m (Qval q) = (Qval w : ℝ) * Real.exp (-(Qval q : ℝ)⁻¹) := by simp only [flatTerm, expNegInvGlue, not_le.mpr hp, ↓reduceIte, hw] rw [ht, ← mul_sub, abs_mul] apply le_trans (mul_le_mul hB he (abs_nonneg _) (Nat.cast_nonneg B)) push_cast rw [← div_eq_mul_inv, div_le_iff₀ (by positivity)] have hn : (0 : ℝ) < N + 1 := by positivity apply (mul_le_mul_iff_right₀ hn).mp field_simp nlinarith end BoxTransport.Routing.Computation end end OAI