Download lean/OAI/Combinatorics/LowSpaceSubsetSum/Storage/MixerCountCells.lean from roseking/openAI-math-dataset: direct link, hf CLI and curl.
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| import OAI.Combinatorics.LowSpaceSubsetSum.Storage.MixerWeightCells | |
| import OAI.Combinatorics.LowSpaceSubsetSum.Storage.SumReaderCells | |
| import OAI.Combinatorics.LowSpaceSubsetSum.Counting.MixerHalfLists | |
| namespace OAI | |
| /-! # Complete half-array and streamed mixer-count storage | |
| Both half arrays stay live throughout the tournament count. The input | |
| domain is split once. No Cartesian list is constructed at any stage. | |
| -/ | |
| namespace LowSpaceSubsetSum.MixerCountCells | |
| variable {n : ℕ} | |
| def run (a : Fin n → ℤ) (left right : List (Fin n)) : (ℕ × ℕ) × ℕ := | |
| let xs := MixerWeightCells.sortedWeights a left | |
| let ys := MixerWeightCells.sortedWeights a right | |
| let hsorted : ys.1.1.toList.Pairwise (· ≤ ·) := by | |
| rw [MixerWeightCells.sortedWeights_value] | |
| exact MeasuredMixerCount.sortedWeights_sorted a right | |
| let out := SumReaderCells.count xs.1.1 ys.1.1 hsorted | |
| ((out.1.1, xs.1.2+ys.1.2+out.1.2+3), | |
| xs.2+ys.2+out.2+2*(xs.1.1.size+ys.1.1.size+1)+left.length+right.length+16) | |
| theorem run_value (a : Fin n → ℤ) (left right : List (Fin n)) : | |
| (run a left right).1 = MeasuredMixerCount.run a left right := by | |
| simp only [run, MixerWeightCells.sortedWeights_value, SumReaderCells.count_value, | |
| MeasuredMixerCount.run] | |
| theorem run_cells (a : Fin n → ℤ) (left right : List (Fin n)) | |
| (hL : left.length ≤ n) (hR : right.length ≤ n) : | |
| (run a left right).2 ≤ | |
| 4096*(n+2)^2*(2^left.length+2^right.length+1) := by | |
| let xs := MixerWeightCells.sortedWeights a left | |
| let ys := MixerWeightCells.sortedWeights a right | |
| have hxs := MixerWeightCells.sortedWeights_cells a left hL | |
| have hys := MixerWeightCells.sortedWeights_cells a right hR | |
| have hl : xs.1.1.size = 2^left.length := by | |
| dsimp only [xs] | |
| rw [MixerWeightCells.sortedWeights_value, MeasuredMixerCount.sortedWeights_size] | |
| have hr : ys.1.1.size = 2^right.length := by | |
| dsimp only [ys] | |
| rw [MixerWeightCells.sortedWeights_value, MeasuredMixerCount.sortedWeights_size] | |
| have hsorted : ys.1.1.toList.Pairwise (· ≤ ·) := by | |
| dsimp only [ys] | |
| rw [MixerWeightCells.sortedWeights_value] | |
| exact MeasuredMixerCount.sortedWeights_sorted a right | |
| have hc := SumReaderCells.count_cells xs.1.1 ys.1.1 hsorted | |
| simp only [hl, hr, Nat.clog_pow 2 _ (by decide)] at hc | |
| have hdegree := Nat.pow_le_pow_left (show left.length+2 ≤ n+2 by omega) 2 | |
| have hc' := hc.trans (Nat.mul_le_mul_right _ (Nat.mul_le_mul_left 1024 hdegree)) | |
| have hp : n+2 ≤ (n+2)^2 := by nlinarith | |
| have ht₀ : 1 ≤ 2^left.length := Nat.one_le_two_pow | |
| have ht₁ : 1 ≤ 2^right.length := Nat.one_le_two_pow | |
| have hretained : 2*(2^left.length+2^right.length+1)+left.length+right.length+16 ≤ | |
| 32*(n+2)^2*(2^left.length+2^right.length+1) := by | |
| have h := Nat.mul_le_mul_right (2^left.length+2^right.length+1) hp | |
| nlinarith only [h, hL, hR, ht₀, ht₁] | |
| change xs.2+ys.2+(SumReaderCells.count xs.1.1 ys.1.1 hsorted).2+ | |
| 2*(xs.1.1.size+ys.1.1.size+1)+left.length+right.length+16 ≤ _ | |
| rw [hl, hr] | |
| change xs.2 ≤ _ at hxs | |
| change ys.2 ≤ _ at hys | |
| nlinarith only [hxs, hys, hc', hretained, ht₀, ht₁] | |
| def count (a : Fin n → ℤ) (xs : List (Fin n)) : (ℕ × ℕ) × ℕ := | |
| let halves := MixerHalfLists.split xs | |
| let out := run a halves.1.1 halves.1.2 | |
| ((out.1.1, halves.2+out.1.2+1), out.2+4*xs.length+16) | |
| theorem count_value (a : Fin n → ℤ) (xs : List (Fin n)) : | |
| (count a xs).1 = MixerHalfLists.count a xs := by | |
| simp only [count, run_value, MixerHalfLists.count] | |
| theorem count_cells (I : Instance n) (a : Fin n → ℤ) (xs : List (Fin n)) | |
| (hn : 10000 ≤ n) (hx : xs.length ≤ n) : | |
| (count a xs).2 ≤ inputScale I^5*2^((xs.length+1)/2) := by | |
| have h := run_cells a (xs.take (xs.length/2)) (xs.drop (xs.length/2)) | |
| (by simp only [List.length_take]; exact (Nat.min_le_right _ _).trans hx) | |
| (by simp only [List.length_drop]; omega) | |
| have hleft : (xs.take (xs.length/2)).length ≤ (xs.length+1)/2 := by | |
| simp only [List.length_take] | |
| omega | |
| have hright : (xs.drop (xs.length/2)).length ≤ (xs.length+1)/2 := by | |
| simp only [List.length_drop] | |
| omega | |
| have hp₀ := Nat.pow_le_pow_right (by decide : 1 ≤ 2) hleft | |
| have hp₁ := Nat.pow_le_pow_right (by decide : 1 ≤ 2) hright | |
| have hp : 1 ≤ 2^((xs.length+1)/2) := Nat.one_le_two_pow | |
| have hscaled := h.trans (Nat.mul_le_mul_left (4096*(n+2)^2) | |
| (show 2^(xs.take (xs.length/2)).length+2^(xs.drop (xs.length/2)).length+1 ≤ | |
| 3*2^((xs.length+1)/2) by omega)) | |
| have hu : n+2 ≤ inputScale I := by unfold inputScale; omega | |
| have hcoeff : 16384*(n+2)^2 ≤ inputScale I^5 := by | |
| have hlow : 16384 ≤ inputScale I^3 := by | |
| calc | |
| _ ≤ 10000^3 := by norm_num | |
| _ ≤ _ := Nat.pow_le_pow_left (by omega) 3 | |
| have hsq := Nat.pow_le_pow_left hu 2 | |
| exact (Nat.mul_le_mul hlow hsq).trans (by rw [← pow_add]) | |
| have hfinal := Nat.mul_le_mul_right (2^((xs.length+1)/2)) hcoeff | |
| have hminor : 4*xs.length+16 ≤ 4096*(n+2)^2*2^((xs.length+1)/2) := by | |
| have hq : n+2 ≤ (n+2)^2 := by nlinarith | |
| have hm := Nat.mul_le_mul_left ((n+2)^2) hp | |
| simp only [Nat.mul_one] at hm | |
| have hbase : 4*xs.length+16 ≤ 4096*(n+2)^2 := by omega | |
| exact hbase.trans (by simpa only [Nat.mul_assoc] using Nat.mul_le_mul_left 4096 hm) | |
| have hscaled' : (run a (xs.take (xs.length/2)) (xs.drop (xs.length/2))).2 ≤ | |
| 12288*((n+2)^2*2^((xs.length+1)/2)) := by | |
| calc | |
| _ ≤ 4096*(n+2)^2*(3*2^((xs.length+1)/2)) := hscaled | |
| _ = _ := by ring | |
| change (run a (xs.take (xs.length/2)) (xs.drop (xs.length/2))).2+4*xs.length+16 ≤ _ | |
| simp only [Nat.mul_assoc] at hfinal hminor | |
| omega | |
| end LowSpaceSubsetSum.MixerCountCells | |
| end OAI | |