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"cells": [
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"source": [
"# 0302 - Dependent type theory: the minimum for reading Mathlib statements\n",
"\n",
"Scratch-pad for note `0302 - Dependent Types.pdf`. Naive first, better second, assert agreement.\n",
"\n",
"1. **Universe of a Pi type.** Naive: Python function `imax`-rule. Check against what Lean's kernel says for 10 types.\n",
"2. **Decidability.** Naive: Python brute force over the bound. Efficient: Lean `decide` (kernel/VM evaluation of the\n",
" `Decidable` instance). Assert the Booleans agree on 12 bounded statements; show where no instance exists.\n",
"3. **Ten miniF2F statements decoded.** Lean prints the elaborated Pi-telescope; Python (exact `Fraction`/big-int arithmetic or\n",
" fp64) shows the hypotheses are satisfiable (non-vacuous) and the conclusion holds at witnesses.\n",
"4. **Elaboration traps** (truncated subtraction, floor division, casts, `autoImplicit`), Lean vs a Python model of β.\n",
"\n",
"No GPU (`CUDA_VISIBLE_DEVICES` cleared). Lean: ONE worker through `align.verify.lean`, nice 15."
]
},
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"source": [
"import os\n",
"os.environ[\"CUDA_VISIBLE_DEVICES\"] = \"\"\n",
"import sys, re, json, math, random, itertools, time\n",
"from fractions import Fraction\n",
"sys.path.insert(0, os.path.abspath('.'))\n",
"from _lean_helper import Lean, HEADER\n",
"MINIF2F_HEADER = \"import Mathlib\\nimport Aesop\\n\\nset_option maxHeartbeats 400000\\n\\nopen BigOperators Real Nat Topology Rat\\n\"\n",
"L = Lean(MINIF2F_HEADER)\n",
"\n",
"def lean_msgs(code, keep=False, timeout=300):\n",
" r = L.run(code, timeout=timeout, keep=keep)\n",
" return r.get('messages', []), r"
]
},
{
"cell_type": "markdown",
"id": "6bd9c629",
"metadata": {},
"source": [
"## 1. The sort of a Pi type: `Sort (imax u v)`\n",
"Rule: if `A : Sort u` and `B x : Sort v` for `x : A` then `(x : A) β B x : Sort (imax u v)` where\n",
"`imax u 0 = 0` and `imax u v = max u v` for `v > 0`. So a Pi into `Prop` is a `Prop` whatever the domain (impredicativity)."
]
},
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"name": "stdout",
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"text": [
"Pi type imax rule Lean\n",
"β n : β, n = n Prop Prop\n",
"β β β Type Type\n",
"(n : β) β Fin n Type Type\n",
"β p : Prop, p β p Prop Prop\n",
"(Ξ± : Type) β Ξ± β Ξ± Type 1 Type 1\n",
"(Ξ± : Type) β Prop Type 1 Type 1\n",
"Prop β Prop Type Type\n",
"β Ξ± : Type, Ξ± = Ξ± Prop Prop\n",
"(Ξ± : Type 1) β Ξ± β Ξ± Type 2 Type 2\n",
"β β Prop Type Type\n",
"imax rule agrees with the kernel on all 10 types.\n"
]
}
],
"source": [
"def imax(u, v): return 0 if v == 0 else max(u, v)\n",
"def sort_name(l): return 'Prop' if l == 0 else ('Type' if l == 1 else f'Type {l-1}')\n",
"\n",
"# (lean source of the Pi type, level u of the domain's sort, level v of the codomain's sort)\n",
"PI_TABLE = [\n",
" (\"β n : β, n = n\", 1, 0), # β : Type = Sort 1 ; n = n : Prop = Sort 0\n",
" (\"β β β\", 1, 1),\n",
" (\"(n : β) β Fin n\", 1, 1),\n",
" (\"β p : Prop, p β p\", 1, 0), # Prop : Type = Sort 1 ; p β p : Prop\n",
" (\"(Ξ± : Type) β Ξ± β Ξ±\", 2, 1), # Type : Type 1 = Sort 2 ; Ξ± β Ξ± : Type = Sort 1\n",
" (\"(Ξ± : Type) β Prop\", 2, 1), # Prop : Type = Sort 1\n",
" (\"Prop β Prop\", 1, 1),\n",
" (\"β Ξ± : Type, Ξ± = Ξ±\", 2, 0),\n",
" (\"(Ξ± : Type 1) β Ξ± β Ξ±\", 3, 2), # Type 1 : Sort 3 ; Ξ± β Ξ± : Sort 2\n",
" (\"β β Prop\", 1, 1),\n",
"]\n",
"rows = []\n",
"for src, u, v in PI_TABLE:\n",
" msgs, _ = lean_msgs(f\"#check ({src})\")\n",
" data = msgs[0]['data']\n",
" m = re.search(r\": (Prop|Type\\*?|Type \\d+|Sort [^\\n]*)\\s*$\", data.strip().split('\\n')[-1])\n",
" lean_sort = m.group(1) if m else data\n",
" pred = sort_name(imax(u, v))\n",
" rows.append((src, pred, lean_sort))\n",
" assert pred == lean_sort, (src, pred, lean_sort)\n",
"print(f'{\"Pi type\":28s} {\"imax rule\":10s} Lean')\n",
"for r_ in rows: print(f'{r_[0]:28s} {r_[1]:10s} {r_[2]}')\n",
"print('imax rule agrees with the kernel on all', len(rows), 'types.')"
]
},
{
"cell_type": "markdown",
"id": "f2877b3a",
"metadata": {},
"source": [
"## 2. Decidability: `Decidable p` is data; `decide` runs it\n",
"`class Decidable (p : Prop) : Type | isFalse (h : Β¬p) | isTrue (h : p)`. `decide p` is `match inst with | isTrue _ => true | isFalse _ => false`.\n",
"Soundness: `of_decide_eq_true : decide p = true β p` (cases on the instance). The tactic builds `of_decide_eq_true (Eq.refl true)`."
]
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"text": [
"@of_decide_eq_true : β {p : Prop} [inst : Decidable p], decide p = true β p\n",
"inductive Decidable : Prop β Type\n",
"number of parameters: 1\n",
"constructors:\n",
"Decidable.isFalse : {p : Prop} β Β¬p β Decidable p\n",
"Decidable.isTrue : {p : Prop} β p β Decidable p\n",
"theorem two_plus_two : 2 + 2 = 4 :=\n",
"of_decide_eq_true (Eq.refl true)\n",
"'two_plus_two' does not depend on any axioms\n"
]
}
],
"source": [
"msgs, _ = lean_msgs(\"#check @of_decide_eq_true\\n#print Decidable\\ntheorem two_plus_two : 2 + 2 = 4 := by decide\\n#print two_plus_two\\n#print axioms two_plus_two\", keep=True)\n",
"for m in msgs: print(m['data'])"
]
},
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"name": "stdout",
"output_type": "stream",
"text": [
"--- Nat.Prime is decidable only via a *chosen* algorithm; two instances exist (the default is chosen by priority) ---\n",
"decidablePrime 7\n",
"decidablePrime1 7\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"python lean statement\n",
"True true β n < 50, n * n % 4 β 2\n",
"True true β n < 100, n * n = 2209\n",
"True true β a < 20, β b < 20, a * b = b * a\n",
"True true β n < (40 : β), Nat.Prime (n * n + n + 41)\n",
"False false β n < (41 : β), Nat.Prime (n * n + n + 41)\n",
"True true β n < 100, n ^ 3 % 7 = 0 β¨ n ^ 3 % 7 = 1 β¨ n ^ 3 % 7 = 6\n",
"False false β x : Fin 61, β y : Fin 61, 4 * (((x : β) : β€) - 30) ^ 3 - 7 * (((y : β) : β€) - 30) ^ 3 = 2003\n",
"False false β a < 10, β b < 10, a - b + b = a\n",
"True true β a < 10, β b < 10, (a + b) / 2 * 2 β€ a + b\n",
"False false β n < 10, 18 β£ 3740 + n β§ n β 4\n",
"True true β n < 30, 2 ^ n % 3 = if n % 2 = 0 then 1 else 2\n",
"True true β n < 100, n % 3 = 2 β§ n % 5 = 3 β§ n % 7 = 2\n",
"python brute force == Lean decide on 12/12\n"
]
}
],
"source": [
"# 12 bounded statements: (python oracle, lean statement)\n",
"def prime(n):\n",
" return n >= 2 and all(n % d for d in range(2, int(n ** .5) + 1))\n",
"def nsub(a, b): return max(0, a - b) # Lean β subtraction is truncated\n",
"CASES = [\n",
" (lambda: all(n*n % 4 != 2 for n in range(50)), \"β n < 50, n * n % 4 β 2\"),\n",
" (lambda: any(n*n == 2209 for n in range(100)), \"β n < 100, n * n = 2209\"),\n",
" (lambda: all(a*b == b*a for a in range(20) for b in range(20)), \"β a < 20, β b < 20, a * b = b * a\"),\n",
" (lambda: all(prime(n*n+n+41) for n in range(40)), \"β n < (40 : β), Nat.Prime (n * n + n + 41)\"),\n",
" (lambda: all(prime(n*n+n+41) for n in range(41)), \"β n < (41 : β), Nat.Prime (n * n + n + 41)\"),\n",
" (lambda: all(n**3 % 7 in (0, 1, 6) for n in range(100)), \"β n < 100, n ^ 3 % 7 = 0 β¨ n ^ 3 % 7 = 1 β¨ n ^ 3 % 7 = 6\"),\n",
" (lambda: any(4*x**3 - 7*y**3 == 2003 for x in range(-30, 31) for y in range(-30, 31)),\n",
" \"β x : Fin 61, β y : Fin 61, 4 * (((x : β) : β€) - 30) ^ 3 - 7 * (((y : β) : β€) - 30) ^ 3 = 2003\"),\n",
" (lambda: all(nsub(a, b) + b == a for a in range(10) for b in range(10)), \"β a < 10, β b < 10, a - b + b = a\"),\n",
" (lambda: all((a + b) // 2 * 2 <= a + b for a in range(10) for b in range(10)), \"β a < 10, β b < 10, (a + b) / 2 * 2 β€ a + b\"),\n",
" (lambda: any((3740 + n) % 18 == 0 and n != 4 for n in range(10)), \"β n < 10, 18 β£ 3740 + n β§ n β 4\"),\n",
" (lambda: all(pow(2, n) % 3 == (1 if n % 2 == 0 else 2) for n in range(30)), \"β n < 30, 2 ^ n % 3 = if n % 2 = 0 then 1 else 2\"),\n",
" (lambda: any(n % 3 == 2 and n % 5 == 3 and n % 7 == 2 for n in range(100)), \"β n < 100, n % 3 = 2 β§ n % 5 = 3 β§ n % 7 = 2\"),\n",
"]\n",
"print('--- Nat.Prime is decidable only via a *chosen* algorithm; two instances exist (the default is chosen by priority) ---')\n",
"for m in lean_msgs(\"#synth Decidable (Nat.Prime 7)\")[0]: print(m['data'][:160])\n",
"lean_msgs(\"attribute [instance] Nat.decidablePrime1\", keep=True) # opt in to the trial-division instance (needed below for bounded foralls)\n",
"for m in lean_msgs(\"#synth Decidable (Nat.Prime 7)\")[0]: print(m['data'][:160])\n",
"code = \"\\n\".join(f\"#eval decide ({s})\" for _, s in CASES)\n",
"msgs, _ = lean_msgs(code)\n",
"by_line = {m['pos']['line']: m['data'].strip() for m in msgs}\n",
"print(f'{\"python\":7s} {\"lean\":6s} statement')\n",
"agree = 0\n",
"for i, (fn, s) in enumerate(CASES, start=1):\n",
" py = fn(); ln = by_line.get(i)\n",
" assert ln in ('true', 'false'), (s, ln)\n",
" assert (ln == 'true') == py, (s, py, ln)\n",
" agree += 1\n",
" print(f'{str(py):7s} {ln:6s} {s}')\n",
"print(f'python brute force == Lean decide on {agree}/{len(CASES)}')"
]
},
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"name": "stdout",
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"text": [
"--- elaboration order matters: the same statement without the type ascription has no instance (n : ?Ξ± is still a metavariable) ---\n",
"failed to synthesize\n",
" Decidable (β n < 40, (n * n + n + 41).Prime)\n",
"use `set_option diagnostics true` to get diagnostic information\n",
"--- no instance: unbounded quantifier over β ---\n",
"failed to synthesize\n",
" Decidable (β (n : β), n < 5 β¨ 5 β€ n)\n",
"use `set_option diagnostics true` to get diagnostic information\n",
"--- no computable instance: equality on β ---\n",
"tactic 'decide' failed for proposition\n",
" 2 + 2 = 4\n",
"since its 'Decidable' instance reduced to\n",
" Classical.choice β―\n",
"rather than to the 'isTrue' constructor.\n",
"--- but a *closed* bounded one is fine, and the real statements with binders are not decidable props at all ---\n",
"decidableBallLT 10 fun n a => n * n < 100\n",
"failed to synthesize\n",
" Decidable (β (x : β), x ^ 2 β₯ 0)\n",
"use `set_option diagnostics true` to get diagnostic information\n"
]
}
],
"source": [
"print('--- elaboration order matters: the same statement without the type ascription has no instance (n : ?Ξ± is still a metavariable) ---')\n",
"for m in lean_msgs(\"#eval decide (β n < 40, Nat.Prime (n * n + n + 41))\")[0]: print(m['data'][:160])\n",
"print('--- no instance: unbounded quantifier over β ---')\n",
"for m in lean_msgs(\"example : β n : β, n < 5 β¨ 5 β€ n := by decide\")[0]: print(m['data'][:400])\n",
"print('--- no computable instance: equality on β ---')\n",
"for m in lean_msgs(\"example : (2 : β) + 2 = 4 := by decide\")[0]: print(m['data'][:400])\n",
"print('--- but a *closed* bounded one is fine, and the real statements with binders are not decidable props at all ---')\n",
"for m in lean_msgs(\"#synth Decidable (β n < 10, n * n < 100)\")[0]: print(m['data'][:200])\n",
"for m in lean_msgs(\"#synth Decidable (β x : β, x ^ 2 β₯ 0)\")[0]: print(m['data'][:200])"
]
},
{
"cell_type": "markdown",
"id": "c172fa47",
"metadata": {},
"source": [
"## 3. Ten miniF2F statements decoded\n",
"Source: `p2_runs/r1_baseline/minif2f.jsonl` (the 244 miniF2F test statements this repo evaluates on, Lean 4.9.0-rc1 + Mathlib pin).\n",
"For each: (a) Lean's own elaborated Pi-telescope (`#check @name`), its sort, and `decide`-ability of the closed ones;\n",
"(b) a Python witness check that the hypotheses are satisfiable and the conclusion holds there (non-vacuity), exact arithmetic where possible."
]
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"name": "stdout",
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"text": [
"====================================================================================================\n",
"mathd_algebra_478\n",
"mathd_algebra_478 : β (b h v : β), 0 < b β§ 0 < h β§ 0 < v β v = 1 / 3 * (b * h) β b = 30 β h = 13 / 2 β v = 65\n",
"binders=7 sort=Prop\n",
"====================================================================================================\n",
"numbertheory_4x3m7y3neq2003\n",
"numbertheory_4x3m7y3neq2003 : β (x y : β€), 4 * x ^ 3 - 7 * y ^ 3 β 2003\n",
"binders=2 sort=Prop\n",
"====================================================================================================\n",
"aime_1983_p1\n",
"aime_1983_p1 : β (x y z w : β), 1 < x β§ 1 < y β§ 1 < z β 0 β€ w β (βw).log / (βx).log = 24 β (βw).log / (βy).log = 40 β (βw).log / (βx * βy * βz).log = 12 β (βw).log / (βz).log = 60\n",
"binders=9 sort=Prop\n",
"====================================================================================================\n",
"amc12_2001_p5\n",
"amc12_2001_p5 : (Finset.filter (fun x => Β¬Even x) (Finset.range 10000)).prod id = 10000! / (2 ^ 5000 * 5000!)\n",
"binders=0 sort=Prop\n",
"====================================================================================================\n",
"mathd_numbertheory_3\n",
"mathd_numbertheory_3 : (β x β Finset.range 10, (x + 1) ^ 2) % 10 = 5\n",
"binders=0 sort=Prop\n",
"====================================================================================================\n",
"imo_1969_p2\n",
"imo_1969_p2 : β (m n : β) (k : β) (a : β β β) (y : β β β), 0 < k β (β (x : β), y x = β i β Finset.range k, (a i + x).cos / 2 ^ i) β y m = 0 β y n = 0 β β t, m - n = βt * Ο\n",
"binders=9 sort=Prop\n",
"====================================================================================================\n",
"mathd_algebra_209\n",
"mathd_algebra_209 : β (Ο : β β β), Ο.invFun 2 = 10 β Ο.invFun 10 = 1 β Ο.invFun 1 = 2 β Ο.toFun (Ο.toFun 10) = 1\n",
"binders=4 sort=Prop\n",
"====================================================================================================\n",
"mathd_numbertheory_1124\n",
"mathd_numbertheory_1124 : β n β€ 9, 18 β£ 374 * 10 + n β n = 4\n",
"binders=3 sort=Prop\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"====================================================================================================\n",
"imo_1983_p6\n",
"imo_1983_p6 : β (a b c : β), 0 < a β§ 0 < b β§ 0 < c β c < a + b β b < a + c β a < b + c β 0 β€ a ^ 2 * b * (a - b) + b ^ 2 * c * (b - c) + c ^ 2 * a * (c - a)\n",
"binders=7 sort=Prop\n",
"====================================================================================================\n",
"mathd_algebra_33\n",
"mathd_algebra_33 : β (x y z : β), x β 0 β 2 * x = 5 * y β 7 * y = 10 * z β z / x = 7 / 25\n",
"binders=6 sort=Prop\n"
]
}
],
"source": [
"PICK = ['mathd_algebra_478', 'numbertheory_4x3m7y3neq2003', 'aime_1983_p1', 'amc12_2001_p5', 'mathd_numbertheory_3',\n",
" 'imo_1969_p2', 'mathd_algebra_209', 'mathd_numbertheory_1124', 'imo_1983_p6', 'mathd_algebra_33']\n",
"rows = {}\n",
"for l_ in open('/apps/development/rlhf/p2_runs/r1_baseline/minif2f.jsonl'):\n",
" r_ = json.loads(l_)\n",
" if r_['problem_id'] in PICK: rows[r_['problem_id']] = r_\n",
"assert set(rows) == set(PICK)\n",
"\n",
"SORT_ELAB = r'''\n",
"open Lean Meta Elab Command in\n",
"elab \"#sort_of \" id:ident : command => do\n",
" let env β getEnv\n",
" match env.find? id.getId with\n",
" | none => throwError \"unknown\"\n",
" | some ci => liftTermElabM do\n",
" let s β inferType ci.type\n",
" let nb := (β forallTelescope ci.type fun xs _ => pure xs.size)\n",
" logInfo m!\"binders={nb} sort={β whnf s}\"\n",
"'''\n",
"L.run(SORT_ELAB, keep=True)\n",
"\n",
"decoded = {}\n",
"for pid in PICK:\n",
" st = rows[pid]['formal_statement']\n",
" thm = st[st.index('/--'):] # docstring + theorem ... := by sorry\n",
" rest = thm\n",
" msgs, r = lean_msgs(rest + f\"\\n#check @{pid}\\n#sort_of {pid}\", timeout=300)\n",
" out = [m['data'] for m in msgs if m['severity'] == 'info']\n",
" errs = [m['data'] for m in msgs if m['severity'] == 'error']\n",
" assert not errs, errs\n",
" decoded[pid] = out\n",
" print('=' * 100); print(pid)\n",
" print(re.sub(r'\\n\\s+', ' ', out[0]))\n",
" print(out[1])"
]
},
{
"cell_type": "markdown",
"id": "2d1b76ed",
"metadata": {},
"source": [
"Closed statements (no binders) are plain `Prop`s with a `Decidable` instance: Lean can *evaluate* them."
]
},
{
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{
"name": "stdout",
"output_type": "stream",
"text": [
"amc12_2001_p5 -> ['instDecidableEqNat ((Finset.filter (fun x => Β¬Even x) (Finset.range 10000)).prod', 'true']\n",
"mathd_numbertheory_3 -> ['instDecidableEqNat ((β x β Finset.range 10, (x + 1) ^ 2) % 10) 5', 'true']\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[\"'nt3' depends on axioms: [propext, Quot.sound]\"]\n"
]
}
],
"source": [
"for pid in ['amc12_2001_p5', 'mathd_numbertheory_3']:\n",
" st = rows[pid]['formal_statement']\n",
" body = st.split(f'theorem {pid} :')[1].split(':= by sorry')[0].strip()\n",
" msgs, _ = lean_msgs(f\"#synth Decidable ({body})\\n#eval decide ({body})\", timeout=300)\n",
" print(pid, '->', [m['data'].strip()[:80] for m in msgs])\n",
"msgs, _ = lean_msgs(\"theorem nt3 : (β x in Finset.range 10, (x + 1) ^ 2) % 10 = 5 := by decide\\n#print axioms nt3\")\n",
"print([m['data'] for m in msgs])"
]
},
{
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{
"name": "stdout",
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"text": [
"mathd_algebra_478 OK witness b=30,h=13/2 => v=65 exactly\n",
"numbertheory_4x3m7y3neq2003 OK cubes mod 7 = [0, 1, 6]; 4*cubes mod 7 = [0, 3, 4]; 2003 mod 7 = 1 not attained; box [-80,80]^2 empty\n",
"aime_1983_p1 OK fp64 max hypothesis residual 0.00e+00, conclusion residual 0.00e+00; exact: L/(L/12-L/24-L/40)=60\n",
"amc12_2001_p5 OK product of odd numbers < 10000 == 10000!/(2^5000 * 5000!) as big integers; division exact\n",
"mathd_numbertheory_3 OK sum = 385, 385 mod 10 = 5\n",
"imo_1969_p2 OK 200 random (k,a): y(x)=A cos x - B sin x; zeros m,n: max |y(m)|,|y(n)|,|(m-n)/Ο - t| = 3.7e-15; |(A,B)| >= 2^(1-k) > 0 in all 200 runs\n",
"mathd_algebra_209 OK Ο = {10: 2, 1: 10, 2: 1}; Ο(Ο(10)) = 1\n",
"mathd_numbertheory_1124 OK solutions n in 0..9 with 18 | 3740+n: [4]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"imo_1983_p6 OK min over 2e5 random triangles of E/a^4 = 6.588e-08 (>= 0); a=b=c gives exactly 0\n",
"mathd_algebra_33 OK x=1,y=2/5,z=7/25: z/x = 7/25 exactly\n",
"all 10 statements: hypotheses satisfiable (non-vacuous) and conclusion verified at witnesses / exhaustively.\n"
]
}
],
"source": [
"# ---- (b) Python witness checks, one per statement ----\n",
"def check_478():\n",
" b, h = Fraction(30), Fraction(13, 2)\n",
" v = Fraction(1, 3) * (b * h)\n",
" assert 0 < b and 0 < h and 0 < v # hypotheses satisfiable (hβ)\n",
" assert v == 65 # conclusion\n",
" return 'witness b=30,h=13/2 => v=65 exactly'\n",
"\n",
"def check_4x3m7y3():\n",
" cubes = {pow(n, 3, 7) for n in range(7)}\n",
" resid = {(4 * c) % 7 for c in cubes}\n",
" assert 2003 % 7 == 1 and 1 not in resid # the real proof: 4x^3 - 7y^3 β‘ 4x^3 (mod 7)\n",
" assert not any(4*x**3 - 7*y**3 == 2003 for x in range(-80, 81) for y in range(-80, 81))\n",
" return f'cubes mod 7 = {sorted(cubes)}; 4*cubes mod 7 = {sorted(resid)}; 2003 mod 7 = 1 not attained; box [-80,80]^2 empty'\n",
"\n",
"def check_aime():\n",
" # w = 2^120, x = 2^5, y = 2^3, z = 2^2 : satisfies all three hypotheses; conclusion log_z w = 60\n",
" x, y, z, w = 2**5, 2**3, 2**2, 2**120\n",
" errs = [abs(math.log(w)/math.log(x) - 24), abs(math.log(w)/math.log(y) - 40), abs(math.log(w)/math.log(x*y*z) - 12)]\n",
" concl = abs(math.log(w)/math.log(z) - 60)\n",
" assert max(errs) < 1e-12 and concl < 1e-12\n",
" Lw = Fraction(120); lz = Lw/12 - Lw/24 - Lw/40 # log z = log(xyz) - log x - log y\n",
" assert Lw / lz == 60 # exact derivation\n",
" return f'fp64 max hypothesis residual {max(errs):.2e}, conclusion residual {concl:.2e}; exact: L/(L/12-L/24-L/40)=60'\n",
"\n",
"def check_amc():\n",
" prod = 1\n",
" for x in range(10000):\n",
" if x % 2 == 1: prod *= x\n",
" rhs_num = math.factorial(10000); rhs_den = 2**5000 * math.factorial(5000)\n",
" assert rhs_num % rhs_den == 0 # the β-division is exact, so truncation plays no role\n",
" assert prod == rhs_num // rhs_den\n",
" return 'product of odd numbers < 10000 == 10000!/(2^5000 * 5000!) as big integers; division exact'\n",
"\n",
"def check_nt3():\n",
" s = sum((x + 1) ** 2 for x in range(10)); assert s == 385 and s % 10 == 5\n",
" return 'sum = 385, 385 mod 10 = 5'\n",
"\n",
"def check_imo69():\n",
" random.seed(1); worst = 0.0\n",
" for _ in range(200):\n",
" k = random.randint(1, 8); a = [random.uniform(-10, 10) for _ in range(k)]\n",
" A = sum(math.cos(a[i]) / 2**i for i in range(k)); B = sum(math.sin(a[i]) / 2**i for i in range(k))\n",
" x0 = math.atan2(A, B) # y(x) = A cos x - B sin x = 0 <=> x = atan2(A,B) + tΟ\n",
" y = lambda x: sum(math.cos(a[i] + x) / 2**i for i in range(k))\n",
" m, n = x0 + 3 * math.pi, x0 - 2 * math.pi\n",
" worst = max(worst, abs(y(m)), abs(y(n)), abs((m - n) / math.pi - 5))\n",
" assert math.hypot(A, B) >= 2.0 ** (1 - k) - 1e-12 # |sum_i e^{i a_i} 2^-i| >= 1 - sum_{i=1}^{k-1} 2^-i = 2^(1-k) > 0 (FINITE sum)\n",
" assert worst < 1e-12\n",
" return f'200 random (k,a): y(x)=A cos x - B sin x; zeros m,n: max |y(m)|,|y(n)|,|(m-n)/Ο - t| = {worst:.1e}; |(A,B)| >= 2^(1-k) > 0 in all 200 runs'\n",
"\n",
"def check_209():\n",
" inv = {2: 10, 10: 1, 1: 2} # Ο.2 = invFun\n",
" sigma = {v: k for k, v in inv.items()}\n",
" assert sigma[sigma[10]] == 1\n",
" return f'Ο = {sigma}; Ο(Ο(10)) = {sigma[sigma[10]]}'\n",
"\n",
"def check_1124():\n",
" sol = [n for n in range(10) if (374 * 10 + n) % 18 == 0]\n",
" assert sol == [4]\n",
" return f'solutions n in 0..9 with 18 | 3740+n: {sol}'\n",
"\n",
"def check_1983():\n",
" random.seed(2); worst = float('inf')\n",
" for _ in range(200000):\n",
" x, y, z = (random.uniform(1e-3, 10) for _ in range(3)) # Ravi: a=y+z, b=z+x, c=x+y => triangle inequalities hold\n",
" a, b, c = y + z, z + x, x + y\n",
" val = a*a*b*(a-b) + b*b*c*(b-c) + c*c*a*(c-a)\n",
" worst = min(worst, val / (a**4)) # scale-free\n",
" assert worst > -1e-12\n",
" t = Fraction(7); assert t*t*t*(t-t) * 3 == 0\n",
" return f'min over 2e5 random triangles of E/a^4 = {worst:.3e} (>= 0); a=b=c gives exactly 0'\n",
"\n",
"def check_33():\n",
" x = Fraction(1); y = 2 * x / 5; z = 7 * y / 10\n",
" assert x != 0 and 2*x == 5*y and 7*y == 10*z and z / x == Fraction(7, 25)\n",
" return f'x=1,y={y},z={z}: z/x = 7/25 exactly'\n",
"\n",
"CHECKS = {'mathd_algebra_478': check_478, 'numbertheory_4x3m7y3neq2003': check_4x3m7y3, 'aime_1983_p1': check_aime,\n",
" 'amc12_2001_p5': check_amc, 'mathd_numbertheory_3': check_nt3, 'imo_1969_p2': check_imo69,\n",
" 'mathd_algebra_209': check_209, 'mathd_numbertheory_1124': check_1124, 'imo_1983_p6': check_1983,\n",
" 'mathd_algebra_33': check_33}\n",
"for pid in PICK:\n",
" print(f'{pid:30s} OK {CHECKS[pid]()}')\n",
"print('all 10 statements: hypotheses satisfiable (non-vacuous) and conclusion verified at witnesses / exhaustively.')"
]
},
{
"cell_type": "markdown",
"id": "4fadce18",
"metadata": {},
"source": [
"## 3b. Lemma checks (section 3.4 of the note)\n",
"`(a - b) + b = max a b` on β (exhaustive in a box AND a Lean proof); the Euclidean division law `a = b*(a/b) + a%b, 0 <= a%b < |b|` for Lean's β€ (exhaustive grid evaluated by Lean); and `x / 0 = 0` on β."
]
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{
"name": "stdout",
"output_type": "stream",
"text": [
"Lean: a - b + b = max a b proved; 'tsub_add_max' depends on axioms: [propext, Quot.sound] | and the naive \"a - b + b = a\" is refuted at (0,1)\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Lean β€: b*(a/b) + a%b = a and 0 <= a%b < |b| on 1464 grid points; Lean (a/b, a%b) == the unique Euclidean (q,r) on all of them; x/0 = 0, x%0 = x\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Lean β: β x, x / 0 = 0 proved (div_zero); 'real_div_zero' depends on axioms: [propext, Classical.choice, Quot.sound]\n"
]
}
],
"source": [
"\n",
"# (i) truncated subtraction: (a - b) + b = max a b\n",
"assert all(max(0, a - b) + b == max(a, b) for a in range(61) for b in range(61))\n",
"msgs, _ = lean_msgs(\"\"\"\n",
"theorem tsub_add_max (a b : β) : a - b + b = max a b := by omega\n",
"#print axioms tsub_add_max\n",
"theorem tsub_add_false : Β¬ (β a b : β, a - b + b = a) := fun h => by have := h 0 1; simp at this\n",
"\"\"\")\n",
"assert not [m for m in msgs if m['severity'] == 'error'], msgs\n",
"print('Lean: a - b + b = max a b proved;', [m['data'] for m in msgs if m['severity'] == 'info'][0], '| and the naive \"a - b + b = a\" is refuted at (0,1)')\n",
"# (ii) Euclidean division law for Int, exhaustive on a grid, evaluated by Lean\n",
"msgs, _ = lean_msgs(\"\"\"\n",
"#eval (List.range 61).all fun ai => (List.range 25).all fun bi =>\n",
" let a : Int := (ai : Int) - 30\n",
" let b : Int := (bi : Int) - 12\n",
" b == 0 || ((b * (a / b) + a % b == a) && decide (0 β€ a % b) && decide (a % b < (b.natAbs : Int)))\n",
"#eval (List.range 61).all fun ai => (List.range 25).all fun bi => ((ai : Int) - 30) / 0 == 0 && ((ai : Int) - 30) % 0 == (ai : Int) - 30\n",
"\"\"\")\n",
"res = [m['data'].strip() for m in msgs if m['severity'] == 'info']\n",
"assert res == ['true', 'true'], (res, msgs)\n",
"# the unique (q, r) with a = b q + r, 0 <= r < |b| (Python model) must equal Lean's / and %\n",
"def euclid(a, b):\n",
" r = a % abs(b); q = (a - r) // b; return q, r\n",
"lean_vals = lean_msgs(\"#eval (List.range 61).bind fun ai => (List.range 25).filterMap fun bi => let a : Int := (ai : Int) - 30; let b : Int := (bi : Int) - 12; if b == 0 then none else some (a / b, a % b)\")[0]\n",
"import ast\n",
"lv = ast.literal_eval(lean_vals[0]['data'].replace('(', '(').strip()) if lean_vals and lean_vals[0]['severity'] == 'info' else None\n",
"pv = [euclid(ai - 30, bi - 12) for ai in range(61) for bi in range(25) if bi != 12]\n",
"assert lv is not None and [tuple(x) for x in lv] == pv, 'Lean Int / and % differ from the Euclidean (q, r) model'\n",
"print(f'Lean β€: b*(a/b) + a%b = a and 0 <= a%b < |b| on {len(pv)} grid points; Lean (a/b, a%b) == the unique Euclidean (q,r) on all of them; x/0 = 0, x%0 = x')\n",
"# (iii) x / 0 = 0 on the reals\n",
"msgs, _ = lean_msgs(\"theorem real_div_zero : β x : β, x / 0 = 0 := fun x => div_zero x\\n#print axioms real_div_zero\")\n",
"assert not [m for m in msgs if m['severity'] == 'error'], msgs\n",
"print('Lean β: β x, x / 0 = 0 proved (div_zero);', [m['data'] for m in msgs if m['severity'] == 'info'][0])\n"
]
},
{
"cell_type": "markdown",
"id": "8d2c076e",
"metadata": {},
"source": [
"## 4. Elaboration traps (where a *correct-looking* statement means something else)"
]
},
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"name": "stdout",
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"text": [
"(5 : β) - 7 = 0\n",
"(7 : β) / 2 = 3\n",
"(7 : β€) / (-2) = -3\n",
"(-7 : β€) / 2 = -4\n",
"(-7 : β€) % 3 = 2\n",
"(((5 : β) - 7 : β) : β€) = 0\n",
"((5 : β) : β€) - 7 = -2\n",
"((10 : β) - 3) / 2 = 3\n",
"(2 : β) ^ 3 ^ 2 = 512\n",
"Lean 7/(-2) = -3 and (-7)/2 = -4 (Euclidean: remainder is always >= 0)\n",
"--- autoImplicit: a typo silently becomes a new universally-quantified variable ---\n",
"warning declaration uses 'sorry'\n",
"info @t_typo : β {xx : β} (x : β), x + 1 > xx\n",
"--- the same with autoImplicit off: an error, as it should be ---\n",
"error unknown identifier 'xx'\n"
]
}
],
"source": [
"TRAPS = [\n",
" (\"(5 : β) - 7\", lambda: nsub(5, 7), \"0\"),\n",
" (\"(7 : β) / 2\", lambda: 7 // 2, \"3\"),\n",
" (\"(7 : β€) / (-2)\", lambda: 'ediv', None),\n",
" (\"(-7 : β€) / 2\", lambda: 'ediv', None),\n",
" (\"(-7 : β€) % 3\", lambda: (-7) % 3, \"2\"),\n",
" (\"(((5 : β) - 7 : β) : β€)\", lambda: nsub(5, 7), \"0\"),\n",
" (\"((5 : β) : β€) - 7\", lambda: 5 - 7, \"-2\"),\n",
" (\"((10 : β) - 3) / 2\", lambda: (10 - 3) // 2, \"3\"),\n",
" (\"(2 : β) ^ 3 ^ 2\", lambda: 2 ** (3 ** 2), \"512\"),\n",
"]\n",
"msgs, _ = lean_msgs(\"\\n\".join(f\"#eval {s}\" for s, _, _ in TRAPS))\n",
"by_line = {m['pos']['line']: m['data'].strip() for m in msgs}\n",
"for i, (s, fn, expect) in enumerate(TRAPS, start=1):\n",
" got = by_line[i]\n",
" if expect is not None:\n",
" assert got == expect, (s, got, expect)\n",
" py = fn(); assert str(py) == got, (s, py, got)\n",
" print(f'{s:28s} = {got}')\n",
"# Lean's β€ `/` is Euclidean-style `Int.div` (T-rounding is `Int.tdiv`): -7/2 = -4, 7/(-2) = -3 ; Python's // floors: -7//2 = -4, 7//(-2) = -4\n",
"print('Lean 7/(-2) =', by_line[3], ' and (-7)/2 =', by_line[4], '(Euclidean: remainder is always >= 0)')\n",
"assert by_line[4] == '-4' and by_line[3] == '-3'\n",
"assert (-7) // 2 == -4 and 7 // -2 == -4 # python floors: differs from Lean on 7 / (-2)\n",
"\n",
"print('--- autoImplicit: a typo silently becomes a new universally-quantified variable ---')\n",
"for m in lean_msgs(\"theorem t_typo (x : β) : x + 1 > xx := by sorry\\n#check @t_typo\")[0]: print(m['severity'], m['data'][:300])\n",
"print('--- the same with autoImplicit off: an error, as it should be ---')\n",
"for m in lean_msgs(\"set_option autoImplicit false in\\ntheorem t_typo2 (x : β) : x + 1 > xx := by sorry\")[0]: print(m['severity'], m['data'][:200])\n",
"L.close()"
]
}
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|