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eab734a | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 | """LLM formalizer: natural language geometry → GeometryIR."""
from __future__ import annotations
import json
import os
from typing import Any
import httpx
from statement_to_tikz.ir import GeometryIR
SYSTEM_PROMPT = """You convert olympiad-style plane geometry statements into a JSON GeometryIR.
Rules:
- Output ONLY valid JSON matching the schema. No markdown.
- List every named point in "points".
- Put metric/incidence relations in "constraints" (not coordinates).
- Do NOT invent numeric coordinates; optional "hint" only if the statement clearly implies a position.
- Use segments for edges to draw; set draw=true on segments that should appear.
- Use circles with center+through or through (3 points) for circumcircles.
- Constraint types (field "type"): equal_length, length, equal_angle, angle_measure,
perpendicular, parallel, on_line, on_circle, midpoint, collinear, intersection.
- For equal_length: segments a1-a2 and b1-b2 have equal length.
- For midpoint: point is midpoint of a-b.
- For perpendicular: segment a1-a2 ⊥ b1-b2.
- For intersection: point lies on both lines ab and cd.
- Always include labels for all points (or leave labels empty to auto-fill).
- Keep the original statement in "statement".
"""
SCHEMA_HINT = {
"statement": "string",
"points": [{"name": "A", "hint": None}],
"segments": [{"a": "A", "b": "B", "draw": True}],
"lines": [{"a": "A", "b": "B", "draw": False}],
"circles": [
{
"id": "omega",
"center": "O",
"radius": None,
"through": ["A", "B", "C"],
"draw": True,
}
],
"angle_marks": [
{"vertex": "A", "a": "B", "b": "C", "right_angle": False, "label": None}
],
"labels": [{"point": "A", "text": "A", "position": "above right"}],
"constraints": [
{"type": "equal_length", "a1": "A", "a2": "B", "b1": "A", "b2": "C"},
{"type": "midpoint", "point": "D", "a": "B", "b": "C"},
{"type": "perpendicular", "a1": "A", "a2": "D", "b1": "B", "b2": "C"},
],
}
def _extract_json(text: str) -> dict[str, Any]:
text = text.strip()
if text.startswith("```"):
lines = text.split("\n")
lines = lines[1:]
if lines and lines[-1].strip().startswith("```"):
lines = lines[:-1]
text = "\n".join(lines).strip()
return json.loads(text)
def formalize_offline(statement: str) -> GeometryIR | None:
"""Tiny pattern-based formalizer for demos/tests without an API key.
Recognizes a few common phrasings; returns None if not matched.
"""
s = " ".join(statement.lower().split())
# Isosceles triangle with midpoint median
if (
"triangle abc" in s
and ("ab = ac" in s or "ab=ac" in s)
and "midpoint" in s
and ("d" in s)
):
return GeometryIR.model_validate(
{
"statement": statement,
"points": [
{"name": "A", "hint": [0, 1.2]},
{"name": "B", "hint": [-1, 0]},
{"name": "C", "hint": [1, 0]},
{"name": "D"},
],
"segments": [
{"a": "A", "b": "B"},
{"a": "B", "b": "C"},
{"a": "C", "b": "A"},
{"a": "A", "b": "D"},
],
"constraints": [
{"type": "equal_length", "a1": "A", "a2": "B", "b1": "A", "b2": "C"},
{"type": "midpoint", "point": "D", "a": "B", "b": "C"},
{"type": "length", "a": "B", "b": "C", "value": 2.0},
{"type": "length", "a": "A", "b": "B", "value": 1.5},
],
"labels": [],
}
)
if "equilateral" in s and "triangle abc" in s:
return GeometryIR.model_validate(
{
"statement": statement,
"points": [
{"name": "A", "hint": [0, 0]},
{"name": "B", "hint": [1, 0]},
{"name": "C", "hint": [0.5, 0.8]},
],
"segments": [
{"a": "A", "b": "B"},
{"a": "B", "b": "C"},
{"a": "C", "b": "A"},
],
"constraints": [
{"type": "equal_length", "a1": "A", "a2": "B", "b1": "B", "b2": "C"},
{"type": "equal_length", "a1": "B", "a2": "C", "b1": "C", "b2": "A"},
{"type": "length", "a": "A", "b": "B", "value": 1.0},
],
"labels": [],
}
)
if "draw triangle abc" in s or s.strip() == "triangle abc":
return GeometryIR.model_validate(
{
"statement": statement,
"points": [
{"name": "A", "hint": [0, 1]},
{"name": "B", "hint": [-1, 0]},
{"name": "C", "hint": [1, 0]},
],
"segments": [
{"a": "A", "b": "B"},
{"a": "B", "b": "C"},
{"a": "C", "b": "A"},
],
"constraints": [],
"labels": [],
}
)
return None
def formalize_with_llm(
statement: str,
*,
api_key: str | None = None,
base_url: str | None = None,
model: str | None = None,
timeout: float = 60.0,
) -> GeometryIR:
api_key = api_key or os.environ.get("OPENAI_API_KEY")
if not api_key:
raise RuntimeError(
"OPENAI_API_KEY not set; use --ir, offline patterns, or set the key"
)
base_url = (base_url or os.environ.get("OPENAI_BASE_URL") or "https://api.openai.com/v1").rstrip(
"/"
)
model = model or os.environ.get("STT_MODEL") or "gpt-4o-mini"
user = (
f"Statement:\n{statement}\n\n"
f"JSON shape example (illustrative):\n{json.dumps(SCHEMA_HINT, indent=2)}"
)
payload = {
"model": model,
"temperature": 0,
"messages": [
{"role": "system", "content": SYSTEM_PROMPT},
{"role": "user", "content": user},
],
"response_format": {"type": "json_object"},
}
url = f"{base_url}/chat/completions"
headers = {"Authorization": f"Bearer {api_key}", "Content-Type": "application/json"}
last_err: Exception | None = None
for _ in range(2):
try:
with httpx.Client(timeout=timeout) as client:
resp = client.post(url, headers=headers, json=payload)
resp.raise_for_status()
data = resp.json()
content = data["choices"][0]["message"]["content"]
obj = _extract_json(content)
if "statement" not in obj:
obj["statement"] = statement
ir = GeometryIR.model_validate(obj)
ir.ensure_labels()
return ir
except Exception as exc: # noqa: BLE001
last_err = exc
continue
raise RuntimeError(f"formalizer failed after retry: {last_err}")
def formalize(statement: str, *, allow_offline: bool = True, **kwargs: Any) -> GeometryIR:
"""Formalize statement via LLM, with optional offline pattern fallback."""
if allow_offline:
offline = formalize_offline(statement)
if offline is not None:
offline.ensure_labels()
return offline
return formalize_with_llm(statement, **kwargs)
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