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Task 3.6. A round is kept only when the family it targets does not go backwards on either the train or the held-out pairs, at least one of them moves forward, and no other family flips more pairs than that family showed against itself in round zero. A tie is a rejection: accepting one would let the loop wander on noise and call it progress. The rule lives in one place so no caller can soften it. A family with no measured floor gets no budget, because unmeasured is not the same as unlimited and the alternative is a family that never ran in round zero quietly absorbing every regression. A family marked as never gating cannot reject a round however much it moves. Undoing is a directory restored byte for byte: files the round added are removed, files it deleted are put back, and a digest per family shows that every directory other than the target is identical before and after, whatever the outcome. That is what makes the freeze structural rather than promised. Co-Authored-By: Claude Opus 5 (1M context) <[email protected]> Claude-Session: https://claude.ai/code/session_01T7XD7x5KonMdmGRkp63EQG
118 lines
4.6 KiB
Python
118 lines
4.6 KiB
Python
"""When a round is kept, and how it is undone (learning-harness, Req 6.2, 9.5).
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A round is accepted only when the family it targets does not go backwards on either the train or the
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held-out pairs, at least one of them moves forward, and no other family flips more pairs than that
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family showed against itself in round zero. A tie is a rejection: accepting one would let the loop
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wander on noise and call it progress.
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A family with no measured floor gets no budget. Unmeasured is not the same as unlimited, and the
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alternative is a family that never ran in round zero quietly absorbing every regression.
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Undoing is a directory restored byte for byte, files the round added removed, files it deleted put back.
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A revert that only rewrites what it can see is not a revert.
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"""
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from __future__ import annotations
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import hashlib
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from collections.abc import Mapping
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from dataclasses import dataclass
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from pathlib import Path
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from .rounds import NoiseFloor
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@dataclass(frozen=True)
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class Verdict:
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accepted: bool
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reason: str
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offenders: tuple[str, ...] = ()
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def to_dict(self) -> dict[str, object]:
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return {"accepted": self.accepted, "reason": self.reason, "offenders": list(self.offenders)}
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def decide(
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*,
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target: str,
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train_delta: float,
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holdout_delta: float,
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sweep: Mapping[str, int],
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floors: Mapping[str, NoiseFloor],
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) -> Verdict:
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"""The acceptance rule, in one place, so no caller can soften it."""
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if train_delta < 0:
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return Verdict(accepted=False, reason="train_regressed")
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if holdout_delta < 0:
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return Verdict(accepted=False, reason="holdout_regressed")
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if train_delta == 0 and holdout_delta == 0:
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return Verdict(accepted=False, reason="tie")
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offenders = tuple(
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family for family, flips in sorted(sweep.items()) if family != target and _gates(family, floors) and flips > _budget(family, floors)
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)
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if offenders:
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return Verdict(accepted=False, reason="collateral_regression", offenders=offenders)
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return Verdict(accepted=True, reason="improved")
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def _gates(family: str, floors: Mapping[str, NoiseFloor]) -> bool:
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floor = floors.get(family)
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return floor.gates if floor is not None else True
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def _budget(family: str, floors: Mapping[str, NoiseFloor]) -> int:
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floor = floors.get(family)
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return floor.budget_flips if floor is not None else 0
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def within_budget(spent_usd: float, cap_usd: float) -> bool:
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"""A round may spend up to its cap; crossing it reverts the round rather than finishing it."""
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return spent_usd <= cap_usd
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@dataclass(frozen=True)
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class DirectorySnapshot:
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"""Every file of one directory as it was, so a rejected round leaves nothing behind."""
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directory: Path
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files: tuple[tuple[str, bytes], ...]
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@staticmethod
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def of(directory: Path) -> DirectorySnapshot:
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entries = [(path.relative_to(directory).as_posix(), path.read_bytes()) for path in sorted(directory.rglob("*")) if path.is_file()]
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return DirectorySnapshot(directory=directory, files=tuple(entries))
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def restore(self) -> None:
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kept = {name for name, _ in self.files}
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for path in sorted(self.directory.rglob("*"), reverse=True):
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if path.is_file() and path.relative_to(self.directory).as_posix() not in kept:
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path.unlink()
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for name, content in self.files:
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target = self.directory / name
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target.parent.mkdir(parents=True, exist_ok=True)
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target.write_bytes(content)
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def digest_configs(configs_dir: Path) -> dict[str, str]:
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"""One digest per family directory, so an untouched family can be shown to be untouched."""
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digests: dict[str, str] = {}
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for directory in sorted(path for path in configs_dir.iterdir() if path.is_dir()) if configs_dir.is_dir() else []:
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digest = hashlib.sha256()
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for path in sorted(directory.rglob("*")):
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if path.is_file():
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digest.update(path.relative_to(directory).as_posix().encode())
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digest.update(path.read_bytes())
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digests[directory.name] = digest.hexdigest()
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return digests
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def bump_version(directory: Path, version: str) -> None:
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"""Write the accepted version into this family's settings, and only this family's."""
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settings = directory / "family.toml"
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lines = settings.read_text(encoding="utf-8").splitlines()
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rewritten = [f'version = "{version}"' if line.strip().startswith("version") else line for line in lines]
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settings.write_text("\n".join(rewritten) + "\n", encoding="utf-8")
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__all__ = ["DirectorySnapshot", "Verdict", "bump_version", "decide", "digest_configs", "within_budget"]
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