Download lean/OAI/NumberTheory/PiExponent/LocalAlgebra/Dimension.lean from roseking/openAI-math-dataset: direct link, hf CLI and curl.
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| import Mathlib.Algebra.Order.Floor.Semiring | |
| import Mathlib.Tactic.FieldSimp | |
| import Mathlib.Tactic.Linarith | |
| import Mathlib.Tactic.Positivity | |
| import Mathlib.Tactic.Ring | |
| import OAI.NumberTheory.PiExponent.Analysis.DimensionLimits | |
| namespace OAI | |
| noncomputable section | |
| open Filter | |
| open scoped Topology | |
| namespace PiExponent | |
| def dimensionK (C : ℝ) (m : ℕ) : ℕ := ⌊C ^ m⌋₊ | |
| def dimensionW (B : ℝ) (m : ℕ) : ℝ := (B ^ m)⁻¹ | |
| def dimensionV (theta B C : ℝ) (m : ℕ) : ℝ := | |
| 2 * (dimensionK C m : ℝ) * theta ^ m * dimensionW B m | |
| theorem dimensionK_le (C : ℝ) (hC : 0 ≤ C) (m : ℕ) : | |
| (dimensionK C m : ℝ) ≤ C ^ m := | |
| Nat.floor_le (pow_nonneg hC m) | |
| theorem dimensionK_one_le (C : ℝ) (hC : 1 ≤ C) (m : ℕ) : | |
| 1 ≤ dimensionK C m := by | |
| exact (Nat.one_le_floor_iff _).2 (one_le_pow₀ hC) | |
| theorem dimensionW_pos (B : ℝ) (hB : 0 < B) (m : ℕ) : | |
| 0 < dimensionW B m := by | |
| exact inv_pos.mpr (pow_pos hB m) | |
| theorem dimensionV_pos (theta B C : ℝ) (htheta : 0 < theta) | |
| (hB : 0 < B) (hC : 1 ≤ C) (m : ℕ) : | |
| 0 < dimensionV theta B C m := by | |
| have hK : 0 < (dimensionK C m : ℝ) := by | |
| exact_mod_cast (lt_of_lt_of_le Nat.zero_lt_one (dimensionK_one_le C hC m)) | |
| exact mul_pos (mul_pos (mul_pos (by norm_num) hK) (pow_pos htheta m)) | |
| (dimensionW_pos B hB m) | |
| theorem dimension_volume (theta B C : ℝ) (htheta : 0 < theta) | |
| (hB : 0 < B) (hC : 1 ≤ C) (m : ℕ) : | |
| (dimensionK C m : ℝ) * (dimensionW B m / dimensionV theta B C m) * | |
| theta ^ m = 1 / 2 := by | |
| have hK : (dimensionK C m : ℝ) ≠ 0 := by | |
| exact ne_of_gt (by exact_mod_cast | |
| (lt_of_lt_of_le Nat.zero_lt_one (dimensionK_one_le C hC m))) | |
| have ht : theta ^ m ≠ 0 := ne_of_gt (pow_pos htheta m) | |
| have hw : dimensionW B m ≠ 0 := ne_of_gt (dimensionW_pos B hB m) | |
| unfold dimensionV | |
| field_simp | |
| theorem dimensionK_div_W_le (B C : ℝ) (hB : 0 < B) (hC : 0 ≤ C) (m : ℕ) : | |
| (dimensionK C m : ℝ) / dimensionW B m ≤ (C * B) ^ m := by | |
| rw [dimensionW, div_inv_eq_mul, mul_pow] | |
| exact mul_le_mul_of_nonneg_right (dimensionK_le C hC m) (pow_pos hB m).le | |
| theorem dimensionV_geometric_lower (theta B C : ℝ) (htheta : 0 < theta) | |
| (hB : 0 < B) (m : ℕ) (hlarge : 2 ≤ C ^ m) : | |
| (C * theta / B) ^ m ≤ dimensionV theta B C m := by | |
| have hfloor : C ^ m < (dimensionK C m : ℝ) + 1 := Nat.lt_floor_add_one _ | |
| have hK : C ^ m ≤ 2 * (dimensionK C m : ℝ) := by linarith | |
| rw [div_pow, mul_pow, div_eq_mul_inv] | |
| unfold dimensionV dimensionW | |
| exact mul_le_mul_of_nonneg_right | |
| (mul_le_mul_of_nonneg_right hK (pow_pos htheta m).le) | |
| (inv_pos.mpr (pow_pos hB m)).le | |
| theorem dimension_volume_lt_one (theta C : ℝ) (htheta : 0 < theta) | |
| (hC : 0 ≤ C) (hsmall : C * theta < 1) (m : ℕ) (hm : 1 ≤ m) : | |
| (dimensionK C m : ℝ) * theta ^ m < 1 := by | |
| calc | |
| (dimensionK C m : ℝ) * theta ^ m ≤ C ^ m * theta ^ m := | |
| mul_le_mul_of_nonneg_right (dimensionK_le C hC m) (pow_pos htheta m).le | |
| _ = (C * theta) ^ m := (mul_pow _ _ _).symm | |
| _ < 1 := pow_lt_one₀ (mul_nonneg hC htheta.le) hsmall (by omega) | |
| theorem dimension_error_le (theta B C a b : ℝ) (htheta : 0 < theta) | |
| (hB : 0 < B) (hC : 0 ≤ C) (ha : 0 ≤ a) (hb : 0 ≤ b) | |
| (m : ℕ) (hlarge : 2 ≤ C ^ m) : | |
| (a * (m : ℝ) + b) / dimensionV theta B C m + | |
| 100 * (dimensionK C m : ℝ) / dimensionW B m ≤ | |
| (a * (m : ℝ) + b) / (C * theta / B) ^ m + 100 * (C * B) ^ m := by | |
| have hr : 0 < (C * theta / B) ^ m := by | |
| have hCp : 0 < C := by | |
| by_contra hn | |
| have hz : C = 0 := le_antisymm (le_of_not_gt hn) hC | |
| subst C | |
| rcases m with _ | m <;> norm_num at hlarge | |
| positivity | |
| apply add_le_add | |
| · exact div_le_div_of_nonneg_left (by positivity) hr | |
| (dimensionV_geometric_lower theta B C htheta hB m hlarge) | |
| · rw [mul_div_assoc] | |
| exact mul_le_mul_of_nonneg_left (dimensionK_div_W_le B C hB hC m) (by norm_num) | |
| theorem dimension_collision_identity (theta A B C eta : ℝ) | |
| (htheta : 0 < theta) (hA : 0 < A) (hB : 0 < B) (hC : 1 ≤ C) (m : ℕ) : | |
| eta ^ 2 * (dimensionK C m : ℝ) * theta ^ m / | |
| (((m : ℝ) + 1) * dimensionV theta B C m * A ^ m) = | |
| eta ^ 2 * (B / A) ^ m / (2 * ((m : ℝ) + 1)) := by | |
| have hK : (dimensionK C m : ℝ) ≠ 0 := by | |
| exact ne_of_gt (by exact_mod_cast | |
| (lt_of_lt_of_le Nat.zero_lt_one (dimensionK_one_le C hC m))) | |
| have ht : theta ^ m ≠ 0 := ne_of_gt (pow_pos htheta m) | |
| have hA' : A ^ m ≠ 0 := ne_of_gt (pow_pos hA m) | |
| have hB' : B ^ m ≠ 0 := ne_of_gt (pow_pos hB m) | |
| have hm : (m : ℝ) + 1 ≠ 0 := by positivity | |
| unfold dimensionV dimensionW | |
| rw [div_pow] | |
| field_simp | |
| theorem tendsto_dimension_error_majorant (theta B C a b : ℝ) | |
| (hB : 0 < B) (hC : 0 < C) (hsmall : C * B < 1) | |
| (hlarge : 1 < C * theta / B) : | |
| Tendsto (fun m : ℕ => (a * (m : ℝ) + b) / (C * theta / B) ^ m + | |
| 100 * (C * B) ^ m) atTop (𝓝 0) := by | |
| have h₁ := tendsto_pow_const_div_const_pow_of_one_lt 1 hlarge | |
| have h₀ := tendsto_pow_const_div_const_pow_of_one_lt 0 hlarge | |
| have hlin : Tendsto (fun m : ℕ => (a * (m : ℝ) + b) / | |
| (C * theta / B) ^ m) atTop (𝓝 0) := by | |
| convert (h₁.const_mul a).add (h₀.const_mul b) using 1 | |
| · ext m | |
| simp only [pow_one, pow_zero] | |
| ring | |
| · simp | |
| have hgeom := tendsto_pow_atTop_nhds_zero_of_lt_one (mul_pos hC hB).le hsmall | |
| simpa only [mul_zero, add_zero] using hlin.add (hgeom.const_mul 100) | |
| theorem tendsto_dimension_collision (A B eta : ℝ) | |
| (hratio : 1 < B / A) (heta : 0 < eta) : | |
| Tendsto (fun m : ℕ => eta ^ 2 * (B / A) ^ m / | |
| (2 * ((m : ℝ) + 1))) atTop atTop := by | |
| have h := (tendsto_pow_div_nat_add_one hratio).const_mul_atTop | |
| (show 0 < eta ^ 2 / 2 by positivity) | |
| convert h using 1 | |
| ext m | |
| rw [mul_div_mul_comm] | |
| theorem exists_dimension_margin (theta A B C eta a b epsilon target : ℝ) | |
| (htheta : 0 < theta) (hB : 0 < B) (hC : 1 < C) | |
| (hsmall : C * B < 1) (hlarge : 1 < C * theta / B) | |
| (hratio : 1 < B / A) (heta : 0 < eta) | |
| (ha : 0 ≤ a) (hb : 0 ≤ b) (hepsilon : 0 < epsilon) : | |
| ∃ m : ℕ, 1 ≤ m ∧ | |
| (a * (m : ℝ) + b) / dimensionV theta B C m + | |
| 100 * (dimensionK C m : ℝ) / dimensionW B m < epsilon ∧ | |
| target < eta ^ 2 * (B / A) ^ m / (2 * ((m : ℝ) + 1)) := by | |
| have herrors := (tendsto_dimension_error_majorant theta B C a b hB | |
| (zero_lt_one.trans hC) hsmall hlarge).eventually (gt_mem_nhds hepsilon) | |
| have hcollision := (tendsto_dimension_collision A B eta hratio heta).eventually | |
| (eventually_gt_atTop target) | |
| have hfloor := (tendsto_pow_atTop_atTop_of_one_lt hC).eventually | |
| (eventually_ge_atTop (2 : ℝ)) | |
| have hgood : ∀ᶠ m : ℕ in atTop, 1 ≤ m ∧ | |
| (a * (m : ℝ) + b) / dimensionV theta B C m + | |
| 100 * (dimensionK C m : ℝ) / dimensionW B m < epsilon ∧ | |
| target < eta ^ 2 * (B / A) ^ m / (2 * ((m : ℝ) + 1)) := by | |
| filter_upwards [herrors, hcollision, hfloor, eventually_ge_atTop 1] | |
| with m herror hcollision hfloor hm | |
| exact ⟨hm, (dimension_error_le theta B C a b htheta hB | |
| (zero_lt_one.trans hC).le ha hb m hfloor).trans_lt herror, hcollision⟩ | |
| exact hgood.exists | |
| end PiExponent | |
| end | |
| end OAI | |