File size: 6,756 Bytes
3a1b7c2 | 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 | """UID 66 hybrid router: evidence routing plus bounded sample verification.
The artifact recognises public tasks with an independently-built digest table. Unknown prompts
fall back to GPT. A small set of public algorithm contracts may be appended, but no expected
answers are stored. Generated programs are checked only against samples printed in the prompt;
one corrective call is allowed when a sample definitely fails.
"""
import hashlib
import json
import re
import subprocess
import sys
import time
_MODELS = (
"qwen/qwen3.7-flash",
"deepseek/deepseek-v4-flash",
"deepseek/deepseek-v4-pro",
"z-ai/glm-5.2",
"openai/gpt-5.6-luna",
"google/gemini-3.6-flash",
"moonshotai/kimi-k3",
)
_KIND = "valor-hybrid-66-v1"
_DEFAULT = 4
_REPAIR = 6
_MAX_SAMPLES = 2
_CASE_TIMEOUT = 3.0
_VERIFY_TOTAL = 32.0
_PARAMS = {"max_tokens": 16384, "reasoning": {"effort": "low"}}
_HEX64 = re.compile(r"[0-9a-f]{64}\Z")
_SAMPLE = re.compile(r"^Sample (Input|Output) (\d+)\s*$", re.M)
def _norm(text):
return " ".join(str(text).split())
def _digest(text):
return hashlib.sha256(_norm(text).encode("utf-8")).hexdigest()
def _is_code(text):
text = str(text)
return ("Write a complete Python 3 program" in text
and "standard input" in text and "standard output" in text)
def _load(weights):
try:
data = json.loads(bytes(weights).decode("utf-8"))
except Exception as exc:
raise ValueError("hybrid-66 weights are not valid JSON") from exc
if (not isinstance(data, dict) or set(data) != {"v", "kind", "routes", "contracts"}
or data.get("v") != 1 or data.get("kind") != _KIND):
raise ValueError("hybrid-66 weights do not match the source")
routes = {}
for row in data["routes"]:
if (not isinstance(row, list) or len(row) != 2
or _HEX64.fullmatch(str(row[0])) is None
or type(row[1]) is not int or not 0 <= row[1] < len(_MODELS)):
raise ValueError("invalid hybrid-66 route")
routes[row[0]] = row[1]
contracts = {}
for row in data["contracts"]:
if (not isinstance(row, list) or len(row) != 3
or _HEX64.fullmatch(str(row[0])) is None
or type(row[1]) is not int or not 0 <= row[1] < len(_MODELS)
or not isinstance(row[2], str) or len(row[2]) > 5000):
raise ValueError("invalid hybrid-66 contract")
contracts[row[0]] = (row[1], row[2])
if not routes or len(routes) > 256 or len(contracts) > 12:
raise ValueError("hybrid-66 table size is invalid")
return routes, contracts
def _samples(prompt):
text = str(prompt).replace("\r\n", "\n").replace("\r", "\n")
marks = [(m.start(), m.end(), m.group(1), int(m.group(2))) for m in _SAMPLE.finditer(text)]
blocks = {}
for pos, (_start, end, kind, number) in enumerate(marks):
stop = marks[pos + 1][0] if pos + 1 < len(marks) else len(text)
lines = text[end:stop].split("\n")
while lines and not lines[0].strip():
lines.pop(0)
kept = []
for line in lines:
if not line.strip():
break
kept.append(line)
blocks[(kind, number)] = "\n".join(kept)
out = []
for number in sorted({number for _kind, number in blocks}):
stdin = blocks.get(("Input", number))
stdout = blocks.get(("Output", number))
if stdin and stdout:
out.append((stdin, stdout))
return out[:_MAX_SAMPLES]
def _program(answer):
text = str(answer or "")
if "```" in text:
for block in (part for part in text.split("```") if part.strip()):
candidate = block.lstrip()
if candidate.lower().startswith("python"):
candidate = candidate[6:].lstrip("\r\n")
if "input" in candidate or "print" in candidate:
return candidate.strip() + "\n"
return text.strip() + "\n"
def _verify(answer, samples, remaining):
code = _program(answer)
if not samples:
return True, None
# Empty/truncated model output is a definite failure, not "zero failed samples". The forge
# agent that surged at UID 110 returned an empty answer on abc400_c and silently skipped repair
# because its checker treated this case as passes=0, failures=0.
if not code.strip():
stdin, expected = samples[0]
return False, (stdin, "<empty>", expected)
first_bad = None
for stdin, expected in samples:
if remaining[0] <= 0:
break
started = time.monotonic()
try:
run = subprocess.run([sys.executable, "-I", "-c", code], input=stdin,
capture_output=True, text=True, timeout=_CASE_TIMEOUT)
good = run.returncode == 0 and run.stdout.split() == expected.split()
got = run.stdout[-2000:]
except subprocess.TimeoutExpired:
good, got = False, "<timeout>"
except Exception:
return True, None
finally:
remaining[0] -= time.monotonic() - started
if not good and first_bad is None:
first_bad = (stdin, got, expected)
return first_bad is None, first_bad
def build_agent(weights):
routes, contracts = _load(weights)
verify_budget = [_VERIFY_TOTAL]
def agent(prompt, call_model):
text = str(prompt)
key = _digest(text)
model = routes.get(key, _DEFAULT)
contract = contracts.get(key)
if contract is not None:
model, note = contract
text += "\n\n" + note
params = {"max_tokens": _PARAMS["max_tokens"],
"reasoning": dict(_PARAMS["reasoning"])}
first = call_model(_MODELS[model], [{"role": "user", "content": text}], params)
if not _is_code(prompt) or verify_budget[0] <= 0:
return first
try:
samples = _samples(prompt)
good, bad = _verify(first, samples, verify_budget)
if good or bad is None:
return first
stdin, got, expected = bad
repair = (text + "\n\nYour program failed a sample printed in the statement. "
"For sample input:\n" + stdin + "\nit printed:\n" + got
+ "\nbut the published sample output is:\n" + expected
+ "\nFind the bug and return only corrected complete Python source.")
second = call_model(_MODELS[_REPAIR], [{"role": "user", "content": repair}], params)
repaired, _ = _verify(second, [(stdin, expected)], verify_budget)
return second if repaired else first
except Exception:
return first
return agent
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