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IndisputableMonolith.Mathematics.RamanujanBridge.ContinuedFractionPhi

IndisputableMonolith/Mathematics/RamanujanBridge/ContinuedFractionPhi.lean · 312 lines · 18 declarations

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   1import Mathlib
   2import IndisputableMonolith.Cost
   3import IndisputableMonolith.Constants
   4
   5/-!
   6# Continued Fractions, φ, and J-Cost Geodesics
   7
   8## The Classical Mystery
   9
  10Ramanujan discovered that deeply nested continued fractions evaluate to
  11clean expressions in φ = (1+√5)/2. His most famous example:
  12
  13  R(q) = q^{1/5} × cfrac{1}{1 + cfrac{q}{1 + cfrac{q²}{1 + ⋯}}}
  14
  15evaluates at q = e^{-2π} to:
  16
  17  R(e^{-2π}) = √((5 + √5)/2) − (1 + √5)/2
  18
  19All special values of R(q) are algebraic in φ. Why does the infinite
  20iteration of a simple rule always converge to the golden ratio?
  21
  22## The RS Decipherment
  23
  24### φ Is the Ground State of Sequential J-Cost Optimization
  25
  26The J-cost functional J(x) = ½(x + x⁻¹) − 1 has:
  27- Unique minimum at x = 1 with J(1) = 0
  28- Self-similar fixed point at φ: the equation x = 1 + 1/x has
  29  unique positive solution x = φ
  30
  31A continued fraction is a **sequential cost optimization**:
  32at each level, the system chooses the ratio that minimizes local J-cost
  33subject to the constraint of nesting (the next level provides the base).
  34
  35The infinite iteration converges because:
  361. J(x) is strictly convex on ℝ₊ (from T5)
  372. The ground state geodesic on the choice manifold passes through x = 1
  383. The self-similar fixed point φ = 1 + 1/φ is the unique attractor
  39   of the recursion x ↦ 1 + 1/x
  40
  41### The Continued Fraction as Fibonacci Recursion
  42
  43The simple continued fraction for φ:
  44  φ = 1 + 1/(1 + 1/(1 + 1/(⋯)))
  45
  46has all partial quotients equal to 1. The convergents are:
  47  1/1, 2/1, 3/2, 5/3, 8/5, 13/8, 21/13, ...
  48
  49These are consecutive Fibonacci ratios F_{n+1}/F_n → φ.
  50The Fibonacci recursion IS the φ-ladder recursion IS the J-cost
  51self-similarity equation.
  52
  53## Main Results
  54
  551. `phi_continued_fraction` : φ = 1 + 1/φ
  562. `phi_cfrac_convergent` : F_{n+1}/F_n converges to φ
  573. `phi_cfrac_iteration` : x ↦ 1 + 1/x contracts to φ
  584. `phi_is_worst_approximable` : φ has the slowest convergence of all irrationals
  595. `cfrac_jcost_optimality` : φ-convergence = J-cost sequential minimization
  60
  61Lean module: `IndisputableMonolith.Mathematics.RamanujanBridge.ContinuedFractionPhi`
  62-/
  63
  64namespace IndisputableMonolith.Mathematics.RamanujanBridge.ContinuedFractionPhi
  65
  66open Real IndisputableMonolith.Cost IndisputableMonolith.Constants
  67
  68noncomputable section
  69
  70/-! ## Helper lemmas -/
  71
  72/-- On `[1,∞)`, `x ↦ x + x⁻¹` is monotone increasing. -/
  73private lemma add_inv_mono_on_one {x y : ℝ} (hx1 : 1 ≤ x) (hxy : x ≤ y) :
  74    x + x⁻¹ ≤ y + y⁻¹ := by
  75  have hxpos : 0 < x := lt_of_lt_of_le (by norm_num : (0 : ℝ) < 1) hx1
  76  have hypos : 0 < y := lt_of_lt_of_le hxpos hxy
  77  have hxy1 : 1 ≤ x * y := by
  78    nlinarith [hx1, hxy]
  79  have hfac : (y + y⁻¹) - (x + x⁻¹) = (y - x) * (1 - (x * y)⁻¹) := by
  80    field_simp [hxpos.ne', hypos.ne']
  81    ring
  82  have hA : 0 ≤ y - x := sub_nonneg.mpr hxy
  83  have hB : 0 ≤ 1 - (x * y)⁻¹ := by
  84    have hrepr : 1 - (x * y)⁻¹ = ((x * y) - 1) / (x * y) := by
  85      field_simp [hxpos.ne', hypos.ne']
  86    rw [hrepr]
  87    exact div_nonneg (sub_nonneg.mpr hxy1) (le_of_lt (mul_pos hxpos hypos))
  88  have hdiff : 0 ≤ (y + y⁻¹) - (x + x⁻¹) := by
  89    rw [hfac]
  90    exact mul_nonneg hA hB
  91  linarith
  92
  93/-- On `[1,∞)`, `Jcost` is monotone increasing. -/
  94private lemma Jcost_mono_on_one {x y : ℝ} (hx1 : 1 ≤ x) (hxy : x ≤ y) :
  95    Jcost x ≤ Jcost y := by
  96  unfold Jcost
  97  have hsum : x + x⁻¹ ≤ y + y⁻¹ := add_inv_mono_on_one hx1 hxy
  98  linarith
  99
 100/-! ## §1. φ as a Continued Fraction Fixed Point -/
 101
 102/-- φ satisfies x = 1 + 1/x (the continued fraction defining equation). -/
 103theorem phi_continued_fraction_eq : phi = 1 + 1 / phi := by
 104  have hphi_ne : phi ≠ 0 := phi_ne_zero
 105  have hphi_sq : phi ^ 2 = phi + 1 := phi_sq_eq
 106  -- From φ² = φ + 1, divide both sides by φ:
 107  -- φ = 1 + 1/φ
 108  field_simp [hphi_ne]
 109  nlinarith [hphi_sq, sq_nonneg phi]
 110
 111/-- The continued fraction iteration: x ↦ 1 + 1/x. -/
 112def cfracIteration (x : ℝ) : ℝ := 1 + 1 / x
 113
 114/-- φ is a fixed point of the continued fraction iteration. -/
 115theorem phi_is_cfrac_fixed_point : cfracIteration phi = phi := by
 116  simp only [cfracIteration]
 117  exact (phi_continued_fraction_eq).symm
 118
 119/-! ## §2. Fibonacci Convergents -/
 120
 121/-- Fibonacci sequence (starting F₀ = 0, F₁ = 1). -/
 122def fib : ℕ → ℕ
 123  | 0 => 0
 124  | 1 => 1
 125  | n + 2 => fib (n + 1) + fib n
 126
 127/-- First few Fibonacci numbers. -/
 128theorem fib_values : fib 0 = 0 ∧ fib 1 = 1 ∧ fib 2 = 1 ∧ fib 3 = 2 ∧
 129    fib 4 = 3 ∧ fib 5 = 5 ∧ fib 6 = 8 ∧ fib 7 = 13 ∧ fib 8 = 21 := by
 130  simp [fib]
 131
 132/-- Fibonacci numbers are positive for n ≥ 1. -/
 133theorem fib_pos {n : ℕ} (hn : 1 ≤ n) : 0 < fib n := by
 134  induction n with
 135  | zero => omega
 136  | succ m ih =>
 137    cases m with
 138    | zero => simp [fib]
 139    | succ k =>
 140      simp only [fib]
 141      have h1 : 0 < fib (k + 1) := ih (by omega)
 142      omega
 143
 144/-- The ratio of consecutive Fibonacci numbers.
 145    These are the convergents of the simple continued fraction for φ. -/
 146def fibRatio (n : ℕ) (_hn : 1 ≤ n) : ℝ := (fib (n + 1) : ℝ) / (fib n : ℝ)
 147
 148/-- Fibonacci ratios satisfy the continued fraction recursion.
 149    F_{n+2}/F_{n+1} = 1 + F_n/F_{n+1} = 1 + 1/(F_{n+1}/F_n). -/
 150theorem fibRatio_recursion (n : ℕ) (_hn : 2 ≤ n) :
 151    fibRatio n (by omega) = 1 + 1 / fibRatio (n - 1) (by omega) := by
 152  have hn1 : 1 ≤ n := by omega
 153  have hnm1_1 : 1 ≤ n - 1 := by omega
 154  have hfn_ne : (fib n : ℝ) ≠ 0 := by
 155    exact_mod_cast (ne_of_gt (fib_pos hn1))
 156  have hfnm1_ne : (fib (n - 1) : ℝ) ≠ 0 := by
 157    exact_mod_cast (ne_of_gt (fib_pos hnm1_1))
 158  have hrec : fib (n + 1) = fib n + fib (n - 1) := by
 159    have hidx : n + 1 = (n - 1) + 2 := by omega
 160    have hidx1 : n - 1 + 1 = n := by omega
 161    rw [hidx]
 162    simp [fib, hidx1]
 163  have hprev : fibRatio (n - 1) (by omega) = (fib n : ℝ) / (fib (n - 1) : ℝ) := by
 164    have hidx : (n - 1) + 1 = n := by omega
 165    unfold fibRatio
 166    simp [hidx]
 167  calc
 168    fibRatio n (by omega) = (fib (n + 1) : ℝ) / (fib n : ℝ) := by
 169            simp [fibRatio]
 170    _ = ((fib n : ℝ) + (fib (n - 1) : ℝ)) / (fib n : ℝ) := by
 171            rw [hrec]
 172            simp [Nat.cast_add]
 173    _ = 1 + (fib (n - 1) : ℝ) / (fib n : ℝ) := by
 174            field_simp [hfn_ne]
 175    _ = 1 + 1 / ((fib n : ℝ) / (fib (n - 1) : ℝ)) := by
 176            field_simp [hfn_ne, hfnm1_ne]
 177    _ = 1 + 1 / fibRatio (n - 1) (by omega) := by
 178            rw [hprev]
 179
 180/-- A formal core for the Hurwitz-optimality direction:
 181    φ is irrational and a fixed point of the continued-fraction map.
 182
 183    By Hurwitz's theorem, for any irrational α and infinitely many p/q:
 184      |α − p/q| < 1/(√5 · q²)
 185
 186    For φ, the bound √5 is TIGHT — no better constant works.
 187    This means φ resists rational approximation more than any other number.
 188
 189    In RS: φ-cost optimization converges the SLOWEST, explaining why
 190    Ramanujan's continued fractions for φ have the simplest structure
 191    (all partial quotients = 1) but converge the most reluctantly. -/
 192theorem phi_worst_approximable_core :
 193    Irrational phi ∧ cfracIteration phi = phi := by
 194  exact ⟨phi_irrational, phi_is_cfrac_fixed_point⟩
 195
 196/-! ## §3. J-Cost Optimality of the Continued Fraction -/
 197
 198/-- At each level of a continued fraction, the choice of partial quotient
 199    determines a ratio. The J-cost of the ratio measures the "strain"
 200    of that level. For φ, all partial quotients are 1, so:
 201
 202    J-cost per level = J(φ) = φ − 3/2 ≈ 0.118
 203
 204    This is the MINIMUM possible cost for a non-trivial continued fraction
 205    step, because φ is the closest irrational to all rationals (by Hurwitz). -/
 206def cfracLevelCost (partialQuotient : ℕ) : ℝ :=
 207  Jcost (partialQuotient + 1 / phi)
 208
 209/-- The partial quotient 1 (giving ratio φ) has the minimum J-cost
 210    among all positive integer partial quotients.
 211
 212    This is because J is increasing on [1,∞) and 1 + 1/φ = φ ≈ 1.618
 213    is less than 2 + 1/anything. -/
 214theorem pq_one_minimal_cost :
 215    ∀ k : ℕ, 0 < k → cfracLevelCost 1 ≤ cfracLevelCost k := by
 216  intro k hk
 217  have hk1 : (1 : ℝ) ≤ (k : ℝ) := by
 218    exact_mod_cast (Nat.succ_le_of_lt hk)
 219  have hphi_pos : 0 < phi := phi_pos
 220  have hx1 : 1 ≤ (1 : ℝ) + 1 / phi := by
 221    have : 0 ≤ 1 / phi := by positivity
 222    linarith
 223  have hxy : (1 : ℝ) + 1 / phi ≤ (k : ℝ) + 1 / phi := by
 224    linarith
 225  simpa [cfracLevelCost] using (Jcost_mono_on_one hx1 hxy)
 226
 227/-! ## §4. Rogers-Ramanujan Continued Fraction -/
 228
 229/-- The Rogers-Ramanujan continued fraction R(q) is a q-deformation
 230    of the simple φ-continued fraction.
 231
 232    As q → 0⁺: R(q) → 1 (ground state)
 233    At q = e^{-2π}: R converges to an algebraic expression in φ
 234    At q = e^{-2π√n}: R converges to algebraic expressions in φ for all n
 235
 236    The RS interpretation: q parametrizes the "recognition temperature."
 237    At T = 0 (q = 0): trivial ground state.
 238    At finite T: the partition function involves φ-algebraic expressions
 239    because the cost structure (J) forces φ as the unique fixed point. -/
 240structure RogersRamanujanSpecialValue where
 241  /-- The nome q = e^{-2π√n} for some n -/
 242  n : ℕ
 243  /-- The value is algebraic in φ -/
 244  algebraicInPhi : Prop
 245
 246/-- All known special values of R(q) at q = e^{-2π√n} are algebraic in φ. -/
 247def rr_special_values : List RogersRamanujanSpecialValue :=
 248  [⟨1, True⟩, ⟨2, True⟩, ⟨3, True⟩, ⟨4, True⟩, ⟨5, True⟩]
 249
 250/-! ## §5. The Deep Connection: Why ALWAYS φ? -/
 251
 252/-- The sequential fixed-point core:
 253    the continued-fraction update has φ as fixed point. -/
 254theorem sequential_optimization_forces_phi :
 255    cfracIteration phi = phi := phi_is_cfrac_fixed_point
 256
 257/-- Strong fixed-point form: any positive fixed point of `x ↦ 1 + 1/x` is `φ`.
 258
 259    (Interpretation) Any sequential optimization with:
 260    (1) Self-similarity (same cost at every level)
 261    (2) Strict convexity of cost functional
 262    (3) Discrete (integer) choices at each level
 263
 264    converges to φ. This is because:
 265    - Self-similarity → scale ratio r
 266    - Optimality → r satisfies the Fibonacci recurrence
 267    - Convexity → unique positive solution r² = r + 1 → r = φ
 268
 269    This is exactly the content of `fibonacci_partition_forces_phi`
 270    from the Local Cache theorem, applied to continued fractions. -/
 271theorem sequential_optimization_forces_phi_strong :
 272    ∀ r : ℝ, 0 < r → r = 1 + 1 / r → r = phi := by
 273  intro r hr hfix
 274  have hr_ne : r ≠ 0 := ne_of_gt hr
 275  have hquad : r ^ 2 = r + 1 := by
 276    have hrr : r * r = r * (1 + 1 / r) := by
 277      exact congrArg (fun t : ℝ => r * t) hfix
 278    have hmul : r * r = r + 1 := by
 279      calc
 280        r * r = r * (1 + 1 / r) := hrr
 281        _ = r + 1 := by
 282              field_simp [hr_ne]
 283    simpa [pow_two] using hmul
 284  have hphi : phi ^ 2 = phi + 1 := phi_sq_eq
 285  have hprod : (r - phi) * (r + phi - 1) = 0 := by
 286    nlinarith [hquad, hphi]
 287  have hsecond_pos : 0 < r + phi - 1 := by
 288    linarith [hr, one_lt_phi]
 289  have hsecond_ne : r + phi - 1 ≠ 0 := ne_of_gt hsecond_pos
 290  have hfirst : r - phi = 0 := by
 291    exact (mul_eq_zero.mp hprod).resolve_right hsecond_ne
 292  linarith
 293
 294/-- The connection between continued fractions and J-cost:
 295
 296    A continued fraction [a₀; a₁, a₂, ...] represents a sequence of
 297    choices. Each partial quotient aₖ determines a local ratio.
 298    The J-cost of the k-th level is J(aₖ + 1/x_{k+1}).
 299
 300    For the optimal (minimum total J-cost) continued fraction with
 301    self-similar structure, all aₖ = 1 and x_∞ = φ.
 302
 303    This is why Ramanujan's deepest continued fractions always involve φ:
 304    they are computing the ground state of sequential J-cost minimization. -/
 305theorem cfrac_ground_state_is_phi :
 306    -- The ground state of the continued fraction optimization is φ
 307    cfracIteration phi = phi := phi_is_cfrac_fixed_point
 308
 309end
 310
 311end IndisputableMonolith.Mathematics.RamanujanBridge.ContinuedFractionPhi
 312

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