Download lean/OAI/Computability/FourierTransform/ConvolutionProgram.lean from roseking/openAI-math-dataset: direct link, hf CLI and curl.
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4.29 kB
| import OAI.Computability.FourierTransform.TransformProgram | |
| namespace OAI | |
| /- All-length bilinear convolution. -/ | |
| namespace PowerSaving | |
| open RAM Ty Selection Spectral Finset | |
| noncomputable section | |
| -- correspondence lemma for polynomials in dense coefficient representation | |
| def polyOf (n : ℕ) (x : Vec n) : Polynomial ℂ := | |
| ∑ i : Fin n, Polynomial.monomial i.val (x i) | |
| lemma polyOf_mul (n : ℕ) (x y : Vec n) : | |
| polyOf (2*n-1) (conv n x y)=polyOf n x * polyOf n y := by | |
| open Polynomial in | |
| simp only [polyOf,conv,map_sum,sum_mul,mul_sum,monomial_mul_monomial] | |
| let q (k : Fin (2*n-1)) (r s : Fin n) := | |
| Polynomial.monomial k.val (if r.val+s.val=k.val then x r*y s else 0) | |
| change ∑ k,∑ r,∑ s,q k r s=_ | |
| rw [sum_comm] | |
| conv_rhs => rw [sum_comm] | |
| refine sum_congr rfl ?_ | |
| intro i _ | |
| rw [sum_comm] | |
| refine sum_congr rfl ?_ | |
| intro j _ | |
| let k : Fin (2*n-1) := ⟨i.val+j.val,by have := i.isLt; have := j.isLt; omega⟩ | |
| rw [sum_eq_single k] | |
| · simp [q,k] | |
| · intro b _ hb | |
| have H : i.val+j.val≠b.val := fun hg => hb (Fin.ext hg.symm) | |
| simp [q,H] | |
| · simp | |
| lemma polyOf_coeff_exact (n : ℕ) (x : Polynomial ℂ) (hx : x.natDegree<n) : | |
| polyOf n (fun i => x.coeff i.val)=x := by | |
| rw [polyOf,Fin.sum_univ_eq_sum_range (fun j => Polynomial.monomial j (x.coeff j)) n] | |
| exact (Polynomial.as_sum_range' x n hx).symm | |
| namespace RAM.Bench | |
| universe U V | |
| variable {ι : Type U} {κ : Type V} {b : Bench true ι} {n N : ι→ℕ} | |
| lemma crossT (h : b.Nick N) {x y : ι→Line} | |
| (hx : b.Moves (fun _ => 0) (a (c Paint.left)) fun i => Tape.tab (N i) (x i)) | |
| (hy : b.Moves (fun _ => 0) (a (c Paint.right)) fun i => Tape.tab (N i) (y i)) : | |
| b.Moves N convOutKind fun i => Tape.tab (N i) fun j => x i j*y i j := by | |
| have F := Instant.scan b N | |
| refine arrayNow h _ (Can.cross | |
| (Moves.pick (t:=c Paint.left) (n:=fun i : During N => N i.i) | |
| (k:=During.j) (fun i j => x i.i j) (hx.transfer F) (chop h).close During.hj) | |
| (Moves.pick (t:=c Paint.right) (n:=fun i : During N => N i.i) (k:=During.j) (fun i j => y i.i j) | |
| (hy.transfer F) (chop h).close During.hj)) | |
| def stretch (n : ℕ) := 2*n-1 | |
| lemma stretch_pos {n : ℕ} (h : 0<n) : 0<stretch n := by unfold stretch; omega | |
| lemma fusing (h : b.Nick n) (g : ∀ i, 0<n i) {x y : ι→Line} | |
| (hx : b.Moves (fun _ => 0) (a (c Paint.left)) fun i => Tape.tab (n i) (x i)) | |
| (hy : b.Moves (fun _ => 0) (a (c Paint.right)) fun i => Tape.tab (n i) (y i)) | |
| (hz : b.Moves (fun _ => 0) sc fun i => root (receipt (stretch (n i)))) : | |
| b.Breezy (fun i => stretch (n i)) convOutKind fun i => Tape.tab (stretch (n i)) | |
| (cyclic (stretch (n i)) (padline (n i) (y i)) (padline (n i) (x i))) := by | |
| let N i := stretch (n i) | |
| let U i := padline (n i) (x i) | |
| let V i := padline (n i) (y i) | |
| let X i := freq (N i) (pr false (N i)) (U i) | |
| let Y i := freq (N i) (pr false (N i)) (V i) | |
| have H : b.Nick N := ((Nick.wc 2).mul h).sub (Nick.wc 1) | |
| have he : ∀ i,0<N i := fun i => stretch_pos (g i) | |
| have Hp := H.land' he hz false (Breezy.of_moves (padM h H hx) (Dom.self N)) | |
| have Hq := H.land' he hz false (Breezy.of_moves (padM h H hy) (Dom.self N)) | |
| let f (i : ι) : T (p (a (c Paint.left)) (a (c Paint.right))) := | |
| (Tape.tab (N i) (X i),Tape.tab (N i) (Y i)) | |
| have F := Instant.extend b f | |
| have Hb := cherry b f (W:=fun _ => 0) | |
| let A i := pointC (N i) (pr false (N i)) (U i) (V i) | |
| let B i := freq (N i) (pr true (N i)) (A i) | |
| have ha := H.land' he hz true (x:=A) | |
| ((Hp.pair Hq).bind (Breezy.of_moves (crossT (H.transfer F) (x:=X) (y:=Y) Hb.fst Hb.snd) | |
| (Dom.self N))) | |
| have hb := ha.pair (Breezy.of_moves H.numeralM (Dom.self N)) | |
| let gg (i : ι) : T (p convOutKind sc) := (Tape.tab (N i) (B i),(N i:ℂ)) | |
| have G := Instant.extend b gg | |
| have HH := H.transfer G | |
| have J := Instant.scan (b.extend _ gg) N | |
| have hj := Moves.transfer (cherry b gg (W:=fun _ => 0)) J | |
| have h1 := Moves.pick (t:=c Paint.both) (n:=fun i : During N => N i.i) | |
| (k:=During.j) (fun i => B i.i) hj.fst (chop HH).close During.hj | |
| have h2 := hj.snd.inv fun i => Nat.cast_ne_zero.mpr (Nat.ne_of_gt (he i.i)) | |
| exact hb.bind (Breezy.of_moves (arrayNow HH _ ((h2.mul h1).congr (fun i => | |
| freq_pad_row (n i.i) _ _ _ i.hj))) (Dom.self N)) | |
| end RAM.Bench | |
| end | |
| end PowerSaving | |
| end OAI | |