Download lean/OAI/NumberTheory/TwoPoint/Bounds/ActualPaddingIntegerBounds.lean from roseking/openAI-math-dataset: direct link, hf CLI and curl.
- Browser
- Download file 13 kB
-
https://huggingface.co/datasets/roseking/openAI-math-dataset/resolve/main/lean/OAI/NumberTheory/TwoPoint/Bounds/ActualPaddingIntegerBounds.lean
- Command line
-
hf download hf://datasets/roseking/openAI-math-dataset/lean/OAI/NumberTheory/TwoPoint/Bounds/ActualPaddingIntegerBounds.lean
-
curl -L -o ActualPaddingIntegerBounds.lean https://huggingface.co/datasets/roseking/openAI-math-dataset/resolve/main/lean/OAI/NumberTheory/TwoPoint/Bounds/ActualPaddingIntegerBounds.lean
13 kB
| import OAI.NumberTheory.TwoPoint.Bounds.PaddingActiveState | |
| import OAI.NumberTheory.TwoPoint.Bounds.ActiveStateComparison | |
| import OAI.NumberTheory.TwoPoint.Bounds.ResidueLawUniform | |
| namespace OAI | |
| /-! Truncated padding weights on actual integer intervals. The finite | |
| active-state comparison is used only after the degree restriction. -/ | |
| namespace TwoPointCorrelations | |
| open Finset Filter | |
| open scoped Classical | |
| lemma uniformAverage_pi_product {ι : Type*} [Fintype ι] [DecidableEq ι] | |
| {β : ι → Type*} [∀ i, Fintype (β i)] (f : (i : ι) → β i → ℝ) : | |
| uniformAverage (fun x : ∀ i, β i => ∏ i, f i (x i)) = | |
| ∏ i, uniformAverage (f i) := by | |
| simp only [uniformAverage, Fintype.card_pi, Nat.cast_prod] | |
| rw [← Fintype.prod_sum, prod_div_distrib] | |
| lemma uniformAverage_padding_factor (p : ℕ) [NeZero p] (site : ℤ) : | |
| uniformAverage (fun z : ZMod p => if z + (site : ZMod p) = 0 then (5 : ℝ) else 1) = | |
| 1 + 4 / (p : ℝ) := by | |
| have he (z : ZMod p) : z + (site : ZMod p) = 0 ↔ z = -(site : ZMod p) := by | |
| constructor <;> intro h <;> linear_combination h | |
| have hf (z : ZMod p) : | |
| (if z = -(site : ZMod p) then (5 : ℝ) else 1) = | |
| 1 + if z = -(site : ZMod p) then (4 : ℝ) else 0 := by | |
| split_ifs <;> norm_num | |
| simp only [he, hf, uniformAverage, sum_add_distrib, sum_const, | |
| card_univ, nsmul_eq_mul, mul_one, sum_ite_eq', mem_univ, ite_true, ZMod.card] | |
| have hp : (p : ℝ) ≠ 0 := by exact_mod_cast NeZero.ne p | |
| field_simp | |
| noncomputable def primeStateTruncatedWeight {m : ℕ} (s : Fin m → ℕ) [∀ i, NeZero (s i)] | |
| (M : ℕ) (site : ℤ) (z : ∀ i, ZMod (s i)) : ℝ := | |
| let S := activeState (fun i => decide (z i + (site : ZMod (s i)) = 0)) | |
| if S.card ≤ M then (5 : ℝ) ^ S.card else 0 | |
| lemma activeState_five_pow {m : ℕ} (x : BooleanCube m) : | |
| (5 : ℝ) ^ (activeState x).card = ∏ i, if x i then (5 : ℝ) else 1 := by | |
| rw [← prod_const] | |
| simp only [activeState, prod_filter] | |
| lemma primeStateTruncatedWeight_average_le {m : ℕ} (s : Fin m → ℕ) | |
| [∀ i, NeZero (s i)] (M : ℕ) (site : ℤ) : | |
| uniformAverage (primeStateTruncatedWeight s M site) ≤ | |
| ∏ i, (1 + 4 / (s i : ℝ)) := by | |
| calc | |
| _ ≤ uniformAverage (fun z : ∀ i, ZMod (s i) => | |
| (5 : ℝ) ^ (activeState (fun i => decide (z i + (site : ZMod (s i)) = 0))).card) := by | |
| unfold uniformAverage | |
| apply div_le_div_of_nonneg_right _ (Nat.cast_nonneg _) | |
| apply sum_le_sum | |
| intro z _ | |
| dsimp only [primeStateTruncatedWeight] | |
| split_ifs | |
| · exact le_rfl | |
| · positivity | |
| _ = uniformAverage (fun z : ∀ i, ZMod (s i) => | |
| ∏ i, if z i + (site : ZMod (s i)) = 0 then (5 : ℝ) else 1) := by | |
| simp only [activeState_five_pow, decide_eq_true_eq] | |
| _ = _ := by | |
| rw [uniformAverage_pi_product | |
| (fun i (z : ZMod (s i)) => if z + (site : ZMod (s i)) = 0 then (5 : ℝ) else 1)] | |
| simp only [uniformAverage_padding_factor] | |
| lemma padding_state_coefficient_bound (L : ℝ) (r : ℕ) | |
| (hL : 4800 ≤ L) (hr : (r : ℝ) ≤ 400 * Real.log L) : | |
| (5 : ℝ) ^ r ≤ Real.exp (L ^ 4) := by | |
| have hL0 : 0 ≤ L := by linarith | |
| have hlog : Real.log L ≤ L := | |
| (Real.log_le_sub_one_of_pos (by linarith)).trans (by linarith) | |
| have hpow : 2000 * L ≤ L ^ 4 := by | |
| have h1 := mul_nonneg hL0 (show 0 ≤ L - 2000 by linarith) | |
| have h2 := mul_nonneg (sq_nonneg L) (show 0 ≤ L ^ 2 - 1 by nlinarith) | |
| nlinarith | |
| calc | |
| _ ≤ (Real.exp 5) ^ r := pow_le_pow_left₀ (by norm_num) | |
| (by linarith [Real.add_one_le_exp (5 : ℝ)]) r | |
| _ = Real.exp (r * 5) := by rw [Real.exp_nat_mul] | |
| _ ≤ _ := Real.exp_le_exp.mpr (by nlinarith) | |
| theorem BravermanDepth22Input.eventually_prime_state_weight (hBr : BravermanDepth22Input) : | |
| ∃ A : ℕ, 1000 ≤ A ∧ ∀ᶠ L : ℝ in atTop, | |
| ∀ (m : ℕ) (s : Fin m → ℕ) [∀ i, NeZero (s i)], | |
| 0 < m → (m : ℝ) ≤ Real.exp L → | |
| Pairwise (fun i j => (s i).Coprime (s j)) → | |
| (∀ i, (s i : ℝ) ≤ Real.exp L) → | |
| ∀ (site : ℤ) (a N : ℕ), Real.exp (L ^ A / 2) ≤ (N : ℝ) → | |
| uniformAverage (fun x : Fin N => primeStateTruncatedWeight s | |
| ⌊400 * Real.log L⌋₊ site (fun i => (a + x.val : ZMod (s i)))) ≤ | |
| (∏ i, (1 + 4 / (s i : ℝ))) + Real.exp (-(L ^ 9)) := by | |
| obtain ⟨A, hA, hcompare⟩ := hBr.eventually_active_state_comparison | |
| refine ⟨A, hA, ?_⟩ | |
| filter_upwards [hcompare, eventually_ge_atTop (4800 : ℝ)] with L hcompare hL | |
| intro m s _ hm hmL hcop hs site a N hN | |
| let M : ℕ := ⌊400 * Real.log L⌋₊ | |
| have hlog : 0 ≤ 400 * Real.log L := | |
| mul_nonneg (by norm_num) (Real.log_nonneg (by linarith)) | |
| have hM : (M : ℝ) ≤ 400 * Real.log L := Nat.floor_le hlog | |
| let f : (Fin 1 → Finset (Fin m)) → ℝ := fun S => (5 : ℝ) ^ (S 0).card | |
| have hf : ∀ b : Fin 1 → boundedActiveStates m M, | |
| |f (fun r => (b r).val)| ≤ Real.exp (L ^ 4) := by | |
| intro b | |
| dsimp [f] | |
| rw [abs_of_nonneg (pow_nonneg (by norm_num) _)] | |
| apply padding_state_coefficient_bound L _ hL | |
| exact (Nat.cast_le.mpr (mem_boundedActiveStates.mp (b 0).property)).trans hM | |
| have hc := hcompare m s hm (by linarith) hcop hs 1 m m M hmL hM | |
| (by norm_num; linarith) | |
| (fun i => i) (fun i z => decide (z + (site : ZMod (s i)) = 0)) | |
| (fun _ i => i) f hf a N hN | |
| have he (z : ∀ i, ZMod (s i)) : | |
| (if ∀ r : Fin 1, | |
| (activeState (fun i => residueCircuitInputs s (fun i => i) | |
| (fun i z => decide (z + (site : ZMod (s i)) = 0)) z i)).card ≤ M | |
| then f (fun _ => activeState (fun i => residueCircuitInputs s (fun i => i) | |
| (fun i z => decide (z + (site : ZMod (s i)) = 0)) z i)) else 0) = | |
| primeStateTruncatedWeight s M site z := by | |
| simp only [residueCircuitInputs, f, primeStateTruncatedWeight, forall_const] | |
| dsimp only at hc | |
| simp only [he] at hc | |
| have hb := primeStateTruncatedWeight_average_le s M site | |
| linarith [(le_abs_self | |
| (uniformAverage (fun x : Fin N => primeStateTruncatedWeight s M site | |
| (fun i => (a + x.val : ZMod (s i)))) - | |
| uniformAverage (primeStateTruncatedWeight s M site))).trans hc] | |
| lemma primeStateTruncatedWeight_actual {m : ℕ} (Q : Finset ℕ) (e : Fin m ≃ Q) | |
| [∀ i, NeZero (e i).val] (M : ℕ) (site n : ℤ) : | |
| primeStateTruncatedWeight (fun i => (e i).val) M site | |
| (fun i => (n : ZMod (e i).val)) = | |
| if actualPaddingDegree Q (n + site) ≤ M then actualPaddingWeight Q (n + site) else 0 := by | |
| have hs : activeState (fun i => decide ((n : ZMod (e i).val) + | |
| (site : ZMod (e i).val) = 0)) = paddingActiveState Q e (n + site) := by | |
| apply (paddingActiveState_residue Q e _ (n + site) _).symm | |
| intro i | |
| exact Int.cast_add n site | |
| simp only [primeStateTruncatedWeight, hs, paddingActiveState_card, actualPaddingWeight] | |
| lemma primeSet_card_le_exp (Q : Finset ℕ) (hQ : ∀ p ∈ Q, p.Prime) | |
| (L : ℝ) (hupper : ∀ p ∈ Q, (p : ℝ) ≤ Real.exp L) : | |
| (Q.card : ℝ) ≤ Real.exp L := by | |
| have hs : Q ⊆ Icc 1 ⌊Real.exp L⌋₊ := by | |
| intro p hp | |
| exact mem_Icc.mpr ⟨(hQ p hp).one_lt.le, | |
| (Nat.le_floor_iff (Real.exp_pos L).le).mpr (hupper p hp)⟩ | |
| have hc : Q.card ≤ ⌊Real.exp L⌋₊ := by | |
| simpa only [Nat.card_Icc, Nat.add_sub_cancel] using card_le_card hs | |
| exact (Nat.cast_le.mpr hc).trans (Nat.floor_le (Real.exp_pos L).le) | |
| lemma paddingTiltNormalizer_one_le (Q : Finset ℕ) : 1 ≤ paddingTiltNormalizer Q := by | |
| calc | |
| 1 = ∏ _p : Q, (1 : ℝ) := by simp | |
| _ ≤ paddingTiltNormalizer Q := by | |
| apply prod_le_prod₀ | |
| · intro p _ | |
| exact zero_le_one | |
| · intro p _ | |
| exact le_add_of_nonneg_right (by positivity) | |
| /-- The manuscript's truncated-weight estimate, for literal integer | |
| sites and every permitted interval and offset. -/ | |
| theorem BravermanDepth22Input.eventually_actual_padding_weight (hBr : BravermanDepth22Input) : | |
| ∃ A : ℕ, 1000 ≤ A ∧ ∀ᶠ L : ℝ in atTop, | |
| ∀ (Q : Finset ℕ), (∀ p ∈ Q, p.Prime) → | |
| (∀ p ∈ Q, (p : ℝ) ≤ Real.exp L) → | |
| ∀ (site : ℤ) (a N : ℕ), Real.exp (L ^ A / 2) ≤ (N : ℝ) → | |
| let T := uniformAverage (fun x : Fin N => | |
| (actualPaddingVertex Q (((a + x.val : ℕ) : ℤ) + site)) ^ 2 * | |
| if actualPaddingDegreeCut Q L (((a + x.val : ℕ) : ℤ) + site) then 1 else 0) | |
| T ≤ paddingTiltNormalizer Q + Real.exp (-(L ^ 9)) ∧ | |
| T ≤ 2 * paddingTiltNormalizer Q := by | |
| obtain ⟨A, hA, hb⟩ := hBr.eventually_prime_state_weight | |
| refine ⟨A, hA, ?_⟩ | |
| filter_upwards [hb, eventually_ge_atTop (4800 : ℝ)] with L hb hL | |
| intro Q hQ hupper site a N hN | |
| have hL0 : 0 ≤ L := by linarith | |
| have hlog : 0 ≤ 400 * Real.log L := | |
| mul_nonneg (by norm_num) (Real.log_nonneg (by linarith)) | |
| have hmain : uniformAverage (fun x : Fin N => | |
| (actualPaddingVertex Q (((a + x.val : ℕ) : ℤ) + site)) ^ 2 * | |
| if actualPaddingDegreeCut Q L (((a + x.val : ℕ) : ℤ) + site) then 1 else 0) ≤ | |
| paddingTiltNormalizer Q + Real.exp (-(L ^ 9)) := by | |
| by_cases hne : Q.Nonempty | |
| · let m := Fintype.card Q | |
| let e : Fin m ≃ Q := (Fintype.equivFin Q).symm | |
| let s := fun i : Fin m => (e i).val | |
| let (i : Fin m) : NeZero (s i) := ⟨(hQ _ (e i).property).ne_zero⟩ | |
| have hm : 0 < m := Fintype.card_pos_iff.mpr ⟨⟨hne.choose, hne.choose_spec⟩⟩ | |
| have hmL : (m : ℝ) ≤ Real.exp L := by | |
| simpa only [m, Fintype.card_coe] using primeSet_card_le_exp Q hQ L hupper | |
| have hcop : Pairwise (fun i j => (s i).Coprime (s j)) := by | |
| intro i j hij | |
| apply (Nat.coprime_primes (hQ _ (e i).property) (hQ _ (e j).property)).mpr | |
| intro he | |
| exact hij (e.injective (Subtype.ext he)) | |
| have hs (i : Fin m) : (s i : ℝ) ≤ Real.exp L := hupper _ (e i).property | |
| have hh := hb m s hm hmL hcop hs site a N hN | |
| have heval (x : Fin N) : primeStateTruncatedWeight s ⌊400 * Real.log L⌋₊ site | |
| (fun i => (a + x.val : ZMod (s i))) = | |
| (actualPaddingVertex Q (((a + x.val : ℕ) : ℤ) + site)) ^ 2 * | |
| if actualPaddingDegreeCut Q L (((a + x.val : ℕ) : ℤ) + site) then 1 else 0 := by | |
| have hx := primeStateTruncatedWeight_actual Q e ⌊400 * Real.log L⌋₊ site | |
| ((a + x.val : ℕ) : ℤ) | |
| simp only [Nat.cast_add, Int.cast_add, Int.cast_natCast] at hx | |
| rw [hx] | |
| simp only [Nat.le_floor_iff hlog, actualPaddingVertex_sq, | |
| actualPaddingDegreeCut, Nat.cast_add] | |
| split_ifs <;> simp | |
| have hnorm : (∏ i, (1 + 4 / (s i : ℝ))) = paddingTiltNormalizer Q := | |
| e.prod_comp (fun p : Q => 1 + 4 / (p.val : ℝ)) | |
| simpa only [heval, hnorm] using hh | |
| · have hQempty : Q = ∅ := not_nonempty_iff_eq_empty.mp hne | |
| subst Q | |
| have hNpos : 0 < N := by exact_mod_cast (Real.exp_pos _).trans_le hN | |
| let : NeZero N := ⟨by omega⟩ | |
| have hf (x : Fin N) : | |
| (actualPaddingVertex ∅ (((a + x.val : ℕ) : ℤ) + site)) ^ 2 * | |
| (if actualPaddingDegreeCut ∅ L (((a + x.val : ℕ) : ℤ) + site) | |
| then (1 : ℝ) else 0) = 1 := by | |
| simp only [actualPaddingVertex_sq, actualPaddingWeight, actualPaddingDegree, | |
| filter_empty, card_empty, pow_zero, actualPaddingDegreeCut, Nat.cast_zero, | |
| hlog, ite_true, mul_one] | |
| simp only [hf, uniformAverage_const] | |
| have hnorm : paddingTiltNormalizer ∅ = 1 := by simp [paddingTiltNormalizer] | |
| rw [hnorm] | |
| linarith [Real.exp_pos (-(L ^ 9))] | |
| dsimp only | |
| refine ⟨hmain, ?_⟩ | |
| have he : Real.exp (-(L ^ 9)) ≤ 1 := | |
| Real.exp_le_one_iff.mpr (neg_nonpos.mpr (pow_nonneg hL0 _)) | |
| have hS := paddingTiltNormalizer_one_le Q | |
| linarith | |
| /-- Summing over any fixed finite collection of offsets costs its cardinality. -/ | |
| theorem BravermanDepth22Input.eventually_actual_padding_weight_sum | |
| (hBr : BravermanDepth22Input) : | |
| ∃ A : ℕ, 1000 ≤ A ∧ ∀ᶠ L : ℝ in atTop, | |
| ∀ (Q : Finset ℕ), (∀ p ∈ Q, p.Prime) → | |
| (∀ p ∈ Q, (p : ℝ) ≤ Real.exp L) → | |
| ∀ {ι : Type*} [DecidableEq ι] (offsets : Finset ι) (site : ι → ℤ) | |
| (a N : ℕ), Real.exp (L ^ A / 2) ≤ (N : ℝ) → | |
| (∑ i ∈ offsets, uniformAverage (fun x : Fin N => | |
| (actualPaddingVertex Q (((a + x.val : ℕ) : ℤ) + site i)) ^ 2 * | |
| if actualPaddingDegreeCut Q L (((a + x.val : ℕ) : ℤ) + site i) | |
| then 1 else 0)) ≤ | |
| 2 * (offsets.card : ℝ) * paddingTiltNormalizer Q := by | |
| obtain ⟨A, hA, hb⟩ := hBr.eventually_actual_padding_weight | |
| refine ⟨A, hA, ?_⟩ | |
| filter_upwards [hb] with L hb | |
| intro Q hQ hupper ι _ offsets site a N hN | |
| calc | |
| _ ≤ ∑ _i ∈ offsets, 2 * paddingTiltNormalizer Q := by | |
| apply sum_le_sum | |
| intro i _ | |
| exact (hb Q hQ hupper (site i) a N hN).2 | |
| _ = _ := by rw [sum_const, nsmul_eq_mul]; ring | |
| end TwoPointCorrelations | |
| end OAI | |