Download lean/OAI/Probability/MatroidProphet/Constants.lean from roseking/openAI-math-dataset: direct link, hf CLI and curl.
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2.54 kB
| import Mathlib.Basic.Real.Basic | |
| import Mathlib.Tactic.NormNum | |
| import Mathlib.Tactic.Linarith | |
| namespace OAI | |
| namespace MatroidProphet | |
| noncomputable section | |
| def weightBase : ℝ := 2 ^ 32 | |
| def densityThreshold : ℝ := 2 ^ 100 | |
| def thinningRate : ℝ := ((2 : ℝ) ^ 140)⁻¹ | |
| def exitThreshold : ℝ := ((2 : ℝ) ^ 12)⁻¹ | |
| def retainedFraction : ℝ := ((2 : ℝ) ^ 16)⁻¹ | |
| theorem constants_positive : 0 < weightBase ∧ 0 < densityThreshold ∧ | |
| 0 < thinningRate ∧ 0 < exitThreshold ∧ 0 < retainedFraction := by | |
| norm_num [weightBase, densityThreshold, thinningRate, exitThreshold, retainedFraction] | |
| theorem error_constant : | |
| ((2 : ℝ) ^ 23)⁻¹ + thinningRate * densityThreshold + | |
| (1 + thinningRate * densityThreshold) / (weightBase - 1) < ((2 : ℝ) ^ 21)⁻¹ := by | |
| norm_num [thinningRate, densityThreshold, weightBase] | |
| theorem retained_fraction_slack : | |
| retainedFraction / 8 ≤ retainedFraction / 4 - ((2 : ℝ) ^ 21)⁻¹ := by | |
| norm_num [retainedFraction] | |
| theorem hidden_fraction_exact : | |
| thinningRate * retainedFraction / (32 * densityThreshold * weightBase) = | |
| ((2 : ℝ) ^ 293)⁻¹ := by | |
| rw [show 293 = 140 + 153 from rfl, pow_add] | |
| norm_num [thinningRate, retainedFraction, densityThreshold, weightBase] | |
| theorem public_fraction_slack : ((2 : ℝ) ^ 310)⁻¹ ≤ ((2 : ℝ) ^ 293)⁻¹ := by | |
| rw [show 310 = 155 + 155 from rfl, show 293 = 140 + 153 from rfl, pow_add, pow_add] | |
| norm_num | |
| theorem branch_mixture_lower (W maximumWeight mainPayoff maximumPayoff : ℝ) | |
| (hW : 0 ≤ W) (hmw : 0 ≤ maximumWeight) (hmain : 0 ≤ mainPayoff) | |
| (hmax : maximumWeight / 4 ≤ maximumPayoff) | |
| (hsmall : maximumWeight ≤ W / (8 * densityThreshold) → | |
| thinningRate * retainedFraction / (16 * densityThreshold) * W ≤ mainPayoff) : | |
| thinningRate * retainedFraction / (32 * densityThreshold) * W ≤ | |
| (mainPayoff + maximumPayoff) / 2 := by | |
| by_cases hm : maximumWeight ≤ W / (8 * densityThreshold) | |
| · have hs := hsmall hm | |
| have hz : 0 ≤ maximumPayoff := by linarith | |
| norm_num [thinningRate, retainedFraction, densityThreshold] at hs ⊢ | |
| linarith | |
| · have hm' : W / (8 * densityThreshold) < maximumWeight := lt_of_not_ge hm | |
| have hc : thinningRate * retainedFraction / (32 * densityThreshold) ≤ | |
| 1 / (64 * densityThreshold) := by | |
| norm_num [thinningRate, retainedFraction, densityThreshold] | |
| have hcW := mul_le_mul_of_nonneg_right hc hW | |
| norm_num [densityThreshold] at hm' hcW ⊢ | |
| linarith | |
| end | |
| end MatroidProphet | |
| end OAI | |