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| import OAI.Computability.FourierTransform.FourierIdentities | |
| namespace OAI | |
| /-! Newton-factorization input to the Fourier compiler. -/ | |
| namespace PowerSaving.Spectral | |
| open Matrix Polynomial Finset Complex | |
| noncomputable section | |
| /-- Toeplitz entries with lower triangular convention. -/ | |
| def rise (h : Line) (i j : ℕ) : ℂ := if j ≤ i then h (i-j) else 0 | |
| def stairs (n : ℕ) (h : Line) : Matrix (Fin n) (Fin n) ℂ := | |
| fun i j => rise h i.val j.val | |
| def gap (u : ℂ) : Line := fun i => ∏ j ∈ range i, (1-u^(j+1)) | |
| def roof (u : ℂ) : Line := fun i => ∏ j ∈ range i, (-(u^j)) | |
| def floorH (u : ℂ) : Line := fun i => (gap u i)⁻¹ | |
| def cog (u : ℂ) : Line := fun i => gap u i * roof u i | |
| abbrev RootMat (n : ℕ) := Matrix (Fin n) (Fin n) ℂ | |
| def fade (n : ℕ) (d : Line) : RootMat n := Matrix.diagonal (front n d) | |
| /-- Matrix of Newton polynomial values, by its product formula. -/ | |
| def steps (n : ℕ) (u : ℂ) : RootMat n := | |
| fade n (gap u) * stairs n (floorH u) * fade n (roof u) | |
| lemma steps_apply (n : ℕ) (u : ℂ) (i j : Fin n) : | |
| steps n u i j = gap u i.val * rise (floorH u) i.val j.val * roof u j.val := by | |
| unfold steps fade | |
| rw [Matrix.mul_diagonal, Matrix.diagonal_mul] | |
| rfl | |
| lemma steps_diag (n : ℕ) (u : ℂ) (i : Fin n) : | |
| steps n u i i = cog u i.val := by simp [steps_apply,cog,rise,floorH,gap] | |
| lemma steps_zero (n : ℕ) (u : ℂ) (i j : Fin n) (h : i<j) : | |
| steps n u i j=0 := by | |
| have hx : ¬ (j.val ≤ i.val) := by omega | |
| simp [steps_apply,rise,hx] | |
| lemma roof_ne_zero {n : ℕ} (u : ℂ) (h : IsPrimitiveRoot u n) (j : ℕ) (hj : j<n) : | |
| roof u j ≠ 0 := by | |
| have hz := h.ne_zero (by omega) | |
| unfold roof | |
| exact prod_ne_zero_iff.mpr fun i _ => by simp [hz] | |
| lemma gap_ne_zero {n : ℕ} (u : ℂ) (h : IsPrimitiveRoot u n) (j : ℕ) (hj : j<n) : | |
| gap u j ≠ 0 := by | |
| apply prod_ne_zero_iff.mpr | |
| intro i hi | |
| exact sub_ne_zero.mpr (Ne.symm (h.pow_ne_one_of_pos_of_lt (by omega) | |
| (Nat.lt_of_le_of_lt (mem_range.mp hi) hj))) | |
| lemma cog_ne_zero {n : ℕ} (u : ℂ) (h : IsPrimitiveRoot u n) (j : ℕ) (hj : j<n) : | |
| cog u j ≠ 0 := mul_ne_zero (gap_ne_zero _ h j hj) (roof_ne_zero _ h j hj) | |
| -- P upper from monic Newton basis | |
| def newton (u : ℂ) : ℕ → Polynomial ℂ | |
| | 0 => 1 | |
| | i+1 => newton u i * (X-C (u^i)) | |
| def bridge (n : ℕ) (u : ℂ) : RootMat n := | |
| fun i j => (newton u j.val).coeff i.val | |
| lemma newton_monic (u : ℂ) (i : ℕ) : (newton u i).Monic := by | |
| induction i with | |
| | zero => exact monic_one | |
| | succ i ih => exact ih.mul (monic_X_sub_C _) | |
| lemma newton_natDegree (u : ℂ) (i : ℕ) : (newton u i).natDegree = i := by | |
| induction i with | |
| | zero => simp [newton] | |
| | succ i ih => | |
| rw [newton,(newton_monic u i).natDegree_mul (monic_X_sub_C _), | |
| ih, natDegree_X_sub_C] | |
| lemma bridge_zero (n : ℕ) (u : ℂ) (i j : Fin n) (h : j < i) : | |
| bridge n u i j=0 := by | |
| unfold bridge | |
| apply coeff_eq_zero_of_natDegree_lt | |
| rw [newton_natDegree]; exact h | |
| lemma bridge_diag (n : ℕ) (u : ℂ) (i : Fin n) : | |
| bridge n u i i=1 := by | |
| simpa only [bridge,newton_natDegree] using (newton_monic u i.val).coeff_natDegree | |
| lemma bridge_unit (n : ℕ) (u : ℂ) : IsUnit (bridge n u) := by | |
| rw [Matrix.isUnit_iff_isUnit_det] | |
| have hh : (bridge n u).BlockTriangular id := by | |
| intro i j hij | |
| exact bridge_zero _ _ _ _ hij | |
| rw [Matrix.det_of_isUpperTriangular hh] | |
| simp [bridge_diag] | |
| lemma newton_zero (u : ℂ) (k i : ℕ) (hi : i<k) : | |
| (newton u k).eval (u^i) = 0 := by | |
| induction k with | |
| | zero => omega | |
| | succ k ih => | |
| rw [newton,eval_mul,eval_sub,eval_X,eval_C] | |
| rcases eq_or_ne i k with rfl|h | |
| · ring | |
| · rw [ih (by omega), zero_mul] | |
| lemma newton_eval {n : ℕ} (u : ℂ) (h : IsPrimitiveRoot u n) (i j : ℕ) | |
| (hi : i<n) (hj : j ≤ i) : | |
| (newton u j).eval (u^i) = gap u i * (gap u (i-j))⁻¹ * roof u j := by | |
| induction j with | |
| | zero => | |
| rw [newton, eval_one, roof,prod_range_zero, Nat.sub_zero, | |
| mul_inv_cancel₀ (gap_ne_zero u h i hi),mul_one] | |
| | succ j ih => | |
| let s := i-(j+1) | |
| have hs : i-j=s+1 := by dsimp [s]; omega | |
| rw [newton, eval_mul, eval_sub, eval_X, eval_C, ih (by omega),hs] | |
| have gh (i : ℕ) : gap u (i+1)=gap u i*(1-u^(i+1)) := prod_range_succ .. | |
| have rh (i : ℕ) : roof u (i+1)=roof u i * (-u^i) := prod_range_succ .. | |
| have up : u^i-u^j=(1-u^(s+1))*(-u^j) := by | |
| conv_lhs => lhs; rw [show i=s+1+j by dsimp [s]; omega, pow_add] | |
| ring | |
| change gap u i * _ * _ * _ = gap u i * (gap u s)⁻¹ * _ | |
| have hh := gap_ne_zero u h (s+1) (by omega) | |
| rw [gh] at hh ⊢ | |
| have hx := left_ne_zero_of_mul hh | |
| have hz := right_ne_zero_of_mul hh | |
| rw [up,rh] | |
| field_simp | |
| lemma winds_bridge (n : ℕ) (u : ℂ) (h : IsPrimitiveRoot u n) : | |
| winds n u * bridge n u = steps n u := by | |
| ext i j | |
| rw [Matrix.mul_apply] | |
| have hf : (∑ k : Fin n, winds n u i k * bridge n u k j) = | |
| (newton u j.val).eval (u ^ i.val) := by | |
| rw [eval_eq_sum_range' (by rw [newton_natDegree]; exact j.isLt : (newton u j.val).natDegree < n), | |
| ← Fin.sum_univ_eq_sum_range] | |
| refine sum_congr rfl ?_ | |
| intro k _ | |
| simp [winds,bridge,pow_mul,mul_comm] | |
| rw [hf] | |
| rcases lt_or_ge i j with g|g | |
| · rw [newton_zero u _ _ g, steps_zero n u i j g] | |
| · have hh : j.val ≤ i.val := g | |
| rw [steps_apply, newton_eval u h _ _ i.isLt hh, rise, ite_eq_left hh, floorH] | |
| lemma winds_symm (n : ℕ) (u : ℂ) : | |
| (winds n u)ᵀ = winds n u := by ext i j; simp [winds,mul_comm] | |
| lemma cog_products (n : ℕ) (u : ℂ) (h : IsPrimitiveRoot u n) : | |
| (steps n u)ᵀ * bridge n u = fade n (cog u) := by | |
| let M := (bridge n u)ᵀ * steps n u | |
| have ht : (steps n u)ᵀ * bridge n u = M := by | |
| unfold M | |
| rw [← winds_bridge n u h, transpose_mul, winds_symm, Matrix.mul_assoc] | |
| have sym : Mᵀ=M := by | |
| change ((bridge n u)ᵀ * steps n u)ᵀ = _ | |
| rw [transpose_mul,transpose_transpose,ht] | |
| have hz (i j : Fin n) (hij : i<j) : M i j = 0 := by | |
| simp only [M,Matrix.mul_apply,transpose_apply] | |
| refine sum_eq_zero ?_ | |
| intro l hl | |
| rcases lt_or_ge i l with g|g | |
| · rw [bridge_zero n u l i g,zero_mul] | |
| · rw [steps_zero n u l j (by omega),mul_zero] | |
| have hd (i : Fin n) : M i i = cog u i.val := by | |
| simp only [M,Matrix.mul_apply,transpose_apply] | |
| rw [sum_eq_single i,bridge_diag,one_mul,steps_diag] | |
| · intro l _ hl | |
| rcases lt_or_ge i l with g|g | |
| · rw [bridge_zero n u l i g,zero_mul] | |
| · rw [steps_zero n u l i (by omega),mul_zero] | |
| · simp | |
| rw [ht] | |
| ext i j | |
| rcases lt_trichotomy i j with g|g|g | |
| · rw [hz i j g,fade,diagonal_apply,ite_eq_right (by omega)] | |
| · subst j; rw [hd,fade,diagonal_apply,ite_eq_left rfl]; rfl | |
| · rw [← sym,transpose_apply,hz j i g,fade,diagonal_apply,ite_eq_right (by omega)] | |
| /-- Newton reduction into diagonal and Toeplitz factors (and transpose). -/ | |
| theorem winds_reduction (n : ℕ) (u : ℂ) (h : IsPrimitiveRoot u n) : | |
| winds n u = | |
| steps n u * fade n (fun i => (cog u i)⁻¹) * (steps n u)ᵀ := by | |
| have hh : | |
| fade n (fun i => (cog u i)⁻¹) * fade n (cog u)=1 := by | |
| unfold fade | |
| rw [diagonal_mul_diagonal, show (1 : RootMat n) = diagonal (fun _ => 1) from rfl] | |
| congr 1 | |
| funext i | |
| exact inv_mul_cancel₀ (cog_ne_zero u h i.val i.isLt) | |
| apply (bridge_unit n u).mul_right_cancel | |
| rw [winds_bridge _ _ h, Matrix.mul_assoc, cog_products _ _ h, Matrix.mul_assoc, hh, mul_one] | |
| end | |
| end PowerSaving.Spectral | |
| end OAI | |