openAI-math-dataset / lean /OAI /Combinatorics /EditApproximation /Geometry /ActualBandBitEnvelope.lean
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| import OAI.Combinatorics.EditApproximation.Binary.BinaryActualBandOptimizer | |
| import OAI.Combinatorics.EditApproximation.Numerics.OptimizerBitEnvelope | |
| namespace OAI | |
| /-! A fixed polynomial bounds the complete envelope construction and band | |
| optimizer. In particular the child masses are computed from the initial | |
| table, rather than supplied as already constructed binary fractions. -/ | |
| namespace EditApproximation | |
| private theorem square_work_cap (S coefficient width : ℕ) (hc : coefficient ≤ S ^ 2) | |
| (hw : width ≤ S ^ 2) : coefficient * width ^ 2 ≤ S ^ 6 := by | |
| calc | |
| _ ≤ S ^ 2 * (S ^ 2) ^ 2 := Nat.mul_le_mul hc (Nat.pow_le_pow_left hw 2) | |
| _ = _ := by ring | |
| private theorem square_work_with_constant_cap (S coefficient width extra : ℕ) | |
| (hS : 64 ≤ S) (hc : coefficient ≤ S ^ 2) (hw : width ≤ S ^ 2) | |
| (he : extra ≤ S ^ 6) : coefficient * width ^ 2 + extra ≤ S ^ 7 := by | |
| have h := square_work_cap S coefficient width hc hw | |
| calc | |
| _ ≤ 2 * S ^ 6 := by omega | |
| _ ≤ S * S ^ 6 := Nat.mul_le_mul_right _ (by omega) | |
| _ = _ := by ring | |
| theorem bandEnvelopeBitBudget_le_power (b M vertices B S : ℕ) (hS : 64 ≤ S) | |
| (hb : Nat.size b ≤ S) (hM : Nat.size M ≤ S) (hv : vertices ≤ S) (hB : B ≤ S) : | |
| BinaryFraction.bandEnvelopeBitBudget b M vertices B ≤ S ^ 10 := by | |
| let W := BinaryFraction.bandEnvelopeWordBudget b M B | |
| have hW : W ≤ 3 * S + 8 := by | |
| dsimp only [W, BinaryFraction.bandEnvelopeWordBudget] | |
| omega | |
| have hW1 : W + 1 ≤ S ^ 2 := by nlinarith | |
| have hW3 : 3 * W + 2 ≤ S ^ 2 := by nlinarith | |
| have hW2 : 2 * W ≤ S ^ 2 := by nlinarith | |
| have htail : 3 * W + 6 ≤ S ^ 2 := by nlinarith | |
| have hfloor : Nat.size b + Nat.size M + 6 ≤ S ^ 2 := by nlinarith | |
| have h1000 : 1000 ≤ S ^ 2 := by nlinarith | |
| have h2100 : 2100 ≤ S ^ 2 := by nlinarith | |
| have hpos : 0 < S := by omega | |
| have hpow6 : 2 ≤ S ^ 6 := (by omega : 2 ≤ S).trans (Nat.le_pow (by omega)) | |
| have hfc := square_work_cap S 2100 (Nat.size b + Nat.size M + 6) h2100 hfloor | |
| have hcmp := square_work_with_constant_cap S 1000 (W + 1) 2 hS h1000 hW1 hpow6 | |
| have hbig := square_work_with_constant_cap S 1000 (3 * W + 2) 2 hS h1000 hW3 hpow6 | |
| have hmember : vertices * (1000 * (W + 1) ^ 2 + 2) ≤ S ^ 8 := by | |
| calc | |
| _ ≤ S * S ^ 7 := Nat.mul_le_mul hv hcmp | |
| _ = _ := by ring | |
| have hscan : 2 * W * (1000 * (3 * W + 2) ^ 2 + 2) ≤ S ^ 9 := by | |
| calc | |
| _ ≤ S ^ 2 * S ^ 7 := Nat.mul_le_mul hW2 hbig | |
| _ = _ := by ring | |
| have h6 : S ^ 6 ≤ S ^ 9 := Nat.pow_le_pow_right hpos (by omega) | |
| have h7 : S ^ 7 ≤ S ^ 9 := Nat.pow_le_pow_right hpos (by omega) | |
| have h8 : S ^ 8 ≤ S ^ 9 := Nat.pow_le_pow_right hpos (by omega) | |
| have h2 : S ^ 2 ≤ S ^ 9 := Nat.pow_le_pow_right hpos (by omega) | |
| have hsmall : vertices + 6 ≤ S ^ 9 := by | |
| have hsq : S + 6 ≤ S ^ 2 := by nlinarith | |
| omega | |
| change 2100 * (Nat.size b + Nat.size M + 6) ^ 2 + | |
| (1 + vertices * (1000 * (W + 1) ^ 2 + 2)) + (1000 * (W + 1) ^ 2 + 1) + | |
| (1 + 2 * W * (1000 * (3 * W + 2) ^ 2 + 2) + 3 * W + 5) + vertices + 4 ≤ _ | |
| have hten : S ^ 10 = S * S ^ 9 := by ring | |
| calc | |
| _ ≤ 6 * S ^ 9 := by | |
| nlinarith only [hfc, hcmp, hmember, hscan, htail, h6, h7, h8, h2, hsmall] | |
| _ ≤ S * S ^ 9 := Nat.mul_le_mul_right _ (by omega) | |
| _ = _ := hten.symm | |
| def actualBandOptimizerBitDegree : ℕ := max 12 (2 * preparedOptimizerBitPolynomialDegree) + 2 | |
| theorem actualBandOptimizerBitBudget_le_fixed_power | |
| (M d b vertices G K t Be Bk Bi Bt E S : ℕ) (hS : 64 ≤ S) | |
| (hM : M ≤ S) (hd : d ≤ S) (hb : Nat.size b ≤ S) (hv : vertices ≤ S) | |
| (hG : G ≤ S) (hK : K ≤ S) (ht : t ≤ S) | |
| (hBe : Be ≤ S) (hBk : Bk ≤ S) (hBi : Bi ≤ S) (hBt : Bt ≤ S) (hE : E ≤ S) : | |
| BinaryFraction.actualBandOptimizerBitBudget M d b vertices G K t Be Bk Bi Bt E ≤ | |
| S ^ actualBandOptimizerBitDegree := by | |
| have hpos : 0 < S := by omega | |
| have hSsq : S ≤ S ^ 2 := Nat.le_pow (by omega) | |
| have hMbits : Nat.size M ≤ S := (Nat.size_le.mpr Nat.lt_two_pow_self).trans hM | |
| have hmass : 3 * BinaryFraction.bandEnvelopeWordBudget b M Bi + 1 ≤ S ^ 2 := by | |
| unfold BinaryFraction.bandEnvelopeWordBudget | |
| nlinarith | |
| have hprepared := preparedBandOptimizerBitBudget_le_fixed_power | |
| M d vertices G K t Be Bk (3 * BinaryFraction.bandEnvelopeWordBudget b M Bi + 1) Bt E | |
| (S ^ 2) ((by omega : 2 ≤ S).trans hSsq) | |
| (hM.trans hSsq) (hd.trans hSsq) (hv.trans hSsq) (hG.trans hSsq) (hK.trans hSsq) | |
| (ht.trans hSsq) (hBe.trans hSsq) (hBk.trans hSsq) hmass (hBt.trans hSsq) (hE.trans hSsq) | |
| rw [← pow_mul] at hprepared | |
| have henv := bandEnvelopeBitBudget_le_power b M vertices Bi S hS hb hMbits hv hBi | |
| have h6 : 6 ≤ S ^ 10 := (by omega : 6 ≤ S).trans (Nat.le_pow (by omega)) | |
| have henvelope : M * (BinaryFraction.bandEnvelopeBitBudget b M vertices Bi + 6) ≤ S ^ 12 := by | |
| calc | |
| _ ≤ S * (S ^ 10 + 6) := Nat.mul_le_mul hM (by omega) | |
| _ ≤ S * (S * S ^ 10) := Nat.mul_le_mul_left S (by | |
| calc | |
| _ ≤ 2 * S ^ 10 := by omega | |
| _ ≤ S * S ^ 10 := Nat.mul_le_mul_right _ (by omega)) | |
| _ = _ := by ring | |
| let D := max 12 (2 * preparedOptimizerBitPolynomialDegree) | |
| have hleft : S ^ 12 ≤ S ^ D := Nat.pow_le_pow_right hpos (Nat.le_max_left _ _) | |
| have hright : S ^ (2 * preparedOptimizerBitPolynomialDegree) ≤ S ^ D := | |
| Nat.pow_le_pow_right hpos (Nat.le_max_right _ _) | |
| have hone : 1 ≤ S ^ D := Nat.one_le_pow _ _ hpos | |
| change M * (BinaryFraction.bandEnvelopeBitBudget b M vertices Bi + 6) + | |
| BinaryFraction.preparedBandOptimizerBitBudget M d vertices G K t Be Bk | |
| (3 * BinaryFraction.bandEnvelopeWordBudget b M Bi + 1) Bt E + 1 ≤ S ^ (D + 2) | |
| calc | |
| _ ≤ 3 * S ^ D := by omega | |
| _ ≤ S ^ D * S ^ 2 := by | |
| simpa only [Nat.mul_comm] using | |
| Nat.mul_le_mul_right (S ^ D) (show 3 ≤ S ^ 2 by nlinarith) | |
| _ = _ := (pow_add S D 2).symm | |
| end EditApproximation | |
| end OAI | |