feat(tools): corpus harness reporting K1 and K2 with denominators
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275
tools/okf_corpus_run.py
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275
tools/okf_corpus_run.py
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"""Run a corpus through the whole path and report numbers, never a claim.
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The instrument behind K1 and K2. It exists because the alternative -- a person
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running the door by hand and writing down what they saw -- has already produced
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a number that was right about a directory that no longer existed.
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Three rules it enforces rather than describes:
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**K1b is a command.** The conservation identity `merged + Sigma(coded
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rejections) == N` is CHECKED here, and a run where it does not hold EXITS
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NON-ZERO. Asserted in prose it would be something a reader has to trust; as an
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exit status it fails the run that produced it. When it fails, the unaccounted
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files are NAMED -- "some file went missing" is not actionable.
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**`N` is computed, never typed.** It is the file count of the corpus
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directory, read at run time. A literal would keep passing after the corpus
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changed and would then report a fact about a directory that no longer exists.
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**Three counts, never one.** The guard sits between extraction and persist, so
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a healthy persisted count can hide a pile of quarantines. Extracted, gated and
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persisted are separate numbers for that reason.
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**The degenerate-merge rule is a DEFINITION, not a threshold: a merge is
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degenerate when the extracted text is zero characters after stripping
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whitespace.** A concept with an empty body cannot carry one unit of knowledge,
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so counting it as a merge would report extraction failure as success.
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The resolved converter path and version are printed in the output, because the
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vendored binary is bypassed silently otherwise -- measured three times, wheel
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3.9 against host 3.10.2.
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"""
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from __future__ import annotations
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import argparse
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import sys
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import time
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from dataclasses import dataclass, replace
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from pathlib import Path
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sys.path.insert(0, str(Path(__file__).resolve().parents[1] / "src"))
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from llm_ingestion_okf.errors import IngestError # noqa: E402
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from llm_ingestion_okf.extract import extract_text # noqa: E402
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from llm_ingestion_okf.inbox import GateDecision, InboxResult, process_inbox # noqa: E402
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from llm_ingestion_okf.profiles import STRUCTURED_V1 # noqa: E402
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__all__ = [
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"CorpusReport",
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"converter_identity",
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"is_degenerate",
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"main",
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"measure",
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"replace",
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"unaccounted_names",
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]
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HARNESS_ID = "okf-corpus-run"
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def is_degenerate(text: str) -> bool:
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"""Zero characters after stripping whitespace. The whole rule, in one line.
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A definition rather than a threshold on purpose: a threshold invites a
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later argument about where it should sit, and every such argument has to be
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had again the next time the corpus changes.
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"""
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return not text.strip()
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def converter_identity() -> tuple[str, str]:
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"""The converter this run would use, resolved by path, and its version.
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Reported rather than assumed. `pypandoc` prefers the HIGHEST version it can
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find over the one this package vendored, so a run that did not say which
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binary produced its text would be unattributable.
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"""
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from llm_ingestion_okf._pandoc import PANDOC_VERSION, resolve_pandoc
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try:
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return (str(resolve_pandoc()), PANDOC_VERSION)
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except IngestError as exc:
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return (f"unresolved ({exc.code})", PANDOC_VERSION)
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def unaccounted_names(
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*, dropped: tuple[str, ...], merged: tuple[str, ...], coded: tuple[str, ...]
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) -> tuple[str, ...]:
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"""Every dropped file that is in neither column, in sorted order.
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The conservation check, isolated so it can be driven with an inventory the
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door could not produce. A harness whose failure path is unreachable is a
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harness that proves nothing when it passes.
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"""
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return tuple(sorted(set(dropped) - set(merged) - set(coded)))
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@dataclass(frozen=True)
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class CorpusReport:
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"""One corpus run's numbers, every one of them with its denominator."""
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corpus: str
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n: int
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extracted: int
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gated: int
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persisted: int
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substantive: int
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degenerate: int
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rejected: int
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seconds_total: float
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converter_path: str
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converter_version: str
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codes: tuple[tuple[str, int], ...]
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unaccounted: tuple[str, ...]
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@property
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def merged(self) -> int:
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return self.substantive + self.degenerate
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def render(self) -> str:
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per_file = self.seconds_total / self.n if self.n else 0.0
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lines = [
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f"# Corpus run: {self.corpus}",
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"",
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f"N (denominator, the directory's file count) = {self.n}",
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"",
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"## Three counts, never one",
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"",
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"The guard sits between extraction and persist, so a healthy persisted",
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"count can hide a pile of quarantines.",
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"",
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f"- extracted: {self.extracted}/{self.n}",
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f"- gated: {self.gated}/{self.n}",
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f"- persisted: {self.persisted}/{self.n}",
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"",
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"## The numerator, split",
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"",
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"A merge is degenerate when the extracted text is zero characters after",
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"stripping whitespace -- a definition, not a threshold.",
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"",
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f"- substantive: {self.substantive}/{self.n}",
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f"- degenerate: {self.degenerate}/{self.n}",
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f"- rejected (coded): {self.rejected}/{self.n}",
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"",
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f"merged + coded rejections = {self.merged + self.rejected}; N = {self.n}",
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"",
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"## Converter",
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"",
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f"- resolved converter path: {self.converter_path}",
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f"- pinned converter version: {self.converter_version}",
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"",
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"## Wall time",
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"",
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f"- total: {self.seconds_total:.2f} s",
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f"- per file: {per_file:.3f} s",
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"",
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"## Rejection codes",
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"",
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]
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lines.extend(
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f"- `{code}`: {count}/{self.n}" for code, count in self.codes or (("(none)", 0),)
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)
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if self.unaccounted:
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lines += ["", "## UNACCOUNTED", ""]
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lines.extend(f"- {name}" for name in self.unaccounted)
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return "\n".join(lines) + "\n"
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def _gate(text: str) -> GateDecision:
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return GateDecision(sanitized_text=text, disposition="warn")
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def _split_merges(corpus: Path, result: InboxResult) -> tuple[int, int]:
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"""Merged files split into substantive and degenerate, by the stated rule.
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Re-extracted here rather than read back off the bundle: the rule is about
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the EXTRACTED text, and a concept body has already been through the gate.
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"""
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substantive = 0
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degenerate = 0
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for item in result.persisted:
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source = corpus / item.source_file
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try:
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text = extract_text(source.name, source.read_bytes())
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except (IngestError, OSError):
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continue
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if is_degenerate(text):
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degenerate += 1
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else:
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substantive += 1
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return (substantive, degenerate)
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def measure(corpus: Path, bundle: Path, *, ingested_at: str) -> CorpusReport:
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"""Run the corpus through the door and count what happened."""
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dropped = tuple(sorted(path.name for path in corpus.iterdir() if path.is_file()))
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started = time.monotonic()
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result = process_inbox(
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corpus,
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bundle,
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ingested_at,
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okf_type="reference",
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gate=_gate,
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profile=STRUCTURED_V1,
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)
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elapsed = time.monotonic() - started
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merged_names = tuple(item.source_file for item in result.persisted)
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blocked = result.quarantined + result.rejected
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coded_names = tuple(item.source_file for item in result.failed) + tuple(
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item.source_file for item in blocked
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)
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counts: dict[str, int] = {}
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for failure in result.failed:
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counts[failure.error.code] = counts.get(failure.error.code, 0) + 1
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for item in blocked:
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counts[item.disposition] = counts.get(item.disposition, 0) + 1
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substantive, degenerate = _split_merges(corpus, result)
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path, version = converter_identity()
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return CorpusReport(
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corpus=str(corpus),
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n=len(dropped),
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# A file that reached the gate was extracted; the gate here persists
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# everything it sees, so the two differ only when a gate refuses.
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extracted=len(merged_names) + len(blocked),
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gated=len(merged_names) + len(blocked),
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persisted=len(merged_names),
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substantive=substantive,
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degenerate=degenerate,
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rejected=len(coded_names),
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seconds_total=elapsed,
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converter_path=path,
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converter_version=version,
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codes=tuple(sorted(counts.items())),
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unaccounted=unaccounted_names(dropped=dropped, merged=merged_names, coded=coded_names),
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)
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def parse_args(argv: list[str] | None) -> argparse.Namespace:
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parser = argparse.ArgumentParser(
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description=__doc__, formatter_class=argparse.RawDescriptionHelpFormatter
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)
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parser.add_argument("--corpus", type=Path, required=True, help="the directory to run")
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parser.add_argument("--report", type=Path, required=True, help="where to write the report")
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parser.add_argument("--bundle", type=Path, default=None, help="where to build the bundle")
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parser.add_argument(
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"--ingested-at", default="2026-09-02T00:00:00Z", help="stamped verbatim, as everywhere"
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)
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return parser.parse_args(argv)
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def main(argv: list[str] | None = None) -> int:
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args = parse_args(argv)
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if not args.corpus.is_dir():
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print(f"{HARNESS_ID}: FAILED - no corpus directory at {args.corpus}", file=sys.stderr)
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return 2
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bundle = args.bundle or args.report.parent / f"{args.corpus.name}-bundle"
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report = measure(args.corpus, bundle, ingested_at=args.ingested_at)
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args.report.parent.mkdir(parents=True, exist_ok=True)
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args.report.write_text(report.render(), encoding="utf-8", newline="")
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print(report.render())
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if report.unaccounted or report.merged + report.rejected != report.n:
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print(
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f"{HARNESS_ID}: K1b FAILED - merged ({report.merged}) + coded rejections "
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f"({report.rejected}) != N ({report.n}). Unaccounted: "
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f"{', '.join(report.unaccounted) or '(none named)'}",
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file=sys.stderr,
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)
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return 1
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return 0
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if __name__ == "__main__":
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raise SystemExit(main())
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