feat(tools): corpus harness reporting K1 and K2 with denominators

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Kjell Tore Guttormsen 2026-09-02 15:40:06 +02:00
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"""Run a corpus through the whole path and report numbers, never a claim.
The instrument behind K1 and K2. It exists because the alternative -- a person
running the door by hand and writing down what they saw -- has already produced
a number that was right about a directory that no longer existed.
Three rules it enforces rather than describes:
**K1b is a command.** The conservation identity `merged + Sigma(coded
rejections) == N` is CHECKED here, and a run where it does not hold EXITS
NON-ZERO. Asserted in prose it would be something a reader has to trust; as an
exit status it fails the run that produced it. When it fails, the unaccounted
files are NAMED -- "some file went missing" is not actionable.
**`N` is computed, never typed.** It is the file count of the corpus
directory, read at run time. A literal would keep passing after the corpus
changed and would then report a fact about a directory that no longer exists.
**Three counts, never one.** The guard sits between extraction and persist, so
a healthy persisted count can hide a pile of quarantines. Extracted, gated and
persisted are separate numbers for that reason.
**The degenerate-merge rule is a DEFINITION, not a threshold: a merge is
degenerate when the extracted text is zero characters after stripping
whitespace.** A concept with an empty body cannot carry one unit of knowledge,
so counting it as a merge would report extraction failure as success.
The resolved converter path and version are printed in the output, because the
vendored binary is bypassed silently otherwise -- measured three times, wheel
3.9 against host 3.10.2.
"""
from __future__ import annotations
import argparse
import sys
import time
from dataclasses import dataclass, replace
from pathlib import Path
sys.path.insert(0, str(Path(__file__).resolve().parents[1] / "src"))
from llm_ingestion_okf.errors import IngestError # noqa: E402
from llm_ingestion_okf.extract import extract_text # noqa: E402
from llm_ingestion_okf.inbox import GateDecision, InboxResult, process_inbox # noqa: E402
from llm_ingestion_okf.profiles import STRUCTURED_V1 # noqa: E402
__all__ = [
"CorpusReport",
"converter_identity",
"is_degenerate",
"main",
"measure",
"replace",
"unaccounted_names",
]
HARNESS_ID = "okf-corpus-run"
def is_degenerate(text: str) -> bool:
"""Zero characters after stripping whitespace. The whole rule, in one line.
A definition rather than a threshold on purpose: a threshold invites a
later argument about where it should sit, and every such argument has to be
had again the next time the corpus changes.
"""
return not text.strip()
def converter_identity() -> tuple[str, str]:
"""The converter this run would use, resolved by path, and its version.
Reported rather than assumed. `pypandoc` prefers the HIGHEST version it can
find over the one this package vendored, so a run that did not say which
binary produced its text would be unattributable.
"""
from llm_ingestion_okf._pandoc import PANDOC_VERSION, resolve_pandoc
try:
return (str(resolve_pandoc()), PANDOC_VERSION)
except IngestError as exc:
return (f"unresolved ({exc.code})", PANDOC_VERSION)
def unaccounted_names(
*, dropped: tuple[str, ...], merged: tuple[str, ...], coded: tuple[str, ...]
) -> tuple[str, ...]:
"""Every dropped file that is in neither column, in sorted order.
The conservation check, isolated so it can be driven with an inventory the
door could not produce. A harness whose failure path is unreachable is a
harness that proves nothing when it passes.
"""
return tuple(sorted(set(dropped) - set(merged) - set(coded)))
@dataclass(frozen=True)
class CorpusReport:
"""One corpus run's numbers, every one of them with its denominator."""
corpus: str
n: int
extracted: int
gated: int
persisted: int
substantive: int
degenerate: int
rejected: int
seconds_total: float
converter_path: str
converter_version: str
codes: tuple[tuple[str, int], ...]
unaccounted: tuple[str, ...]
@property
def merged(self) -> int:
return self.substantive + self.degenerate
def render(self) -> str:
per_file = self.seconds_total / self.n if self.n else 0.0
lines = [
f"# Corpus run: {self.corpus}",
"",
f"N (denominator, the directory's file count) = {self.n}",
"",
"## Three counts, never one",
"",
"The guard sits between extraction and persist, so a healthy persisted",
"count can hide a pile of quarantines.",
"",
f"- extracted: {self.extracted}/{self.n}",
f"- gated: {self.gated}/{self.n}",
f"- persisted: {self.persisted}/{self.n}",
"",
"## The numerator, split",
"",
"A merge is degenerate when the extracted text is zero characters after",
"stripping whitespace -- a definition, not a threshold.",
"",
f"- substantive: {self.substantive}/{self.n}",
f"- degenerate: {self.degenerate}/{self.n}",
f"- rejected (coded): {self.rejected}/{self.n}",
"",
f"merged + coded rejections = {self.merged + self.rejected}; N = {self.n}",
"",
"## Converter",
"",
f"- resolved converter path: {self.converter_path}",
f"- pinned converter version: {self.converter_version}",
"",
"## Wall time",
"",
f"- total: {self.seconds_total:.2f} s",
f"- per file: {per_file:.3f} s",
"",
"## Rejection codes",
"",
]
lines.extend(
f"- `{code}`: {count}/{self.n}" for code, count in self.codes or (("(none)", 0),)
)
if self.unaccounted:
lines += ["", "## UNACCOUNTED", ""]
lines.extend(f"- {name}" for name in self.unaccounted)
return "\n".join(lines) + "\n"
def _gate(text: str) -> GateDecision:
return GateDecision(sanitized_text=text, disposition="warn")
def _split_merges(corpus: Path, result: InboxResult) -> tuple[int, int]:
"""Merged files split into substantive and degenerate, by the stated rule.
Re-extracted here rather than read back off the bundle: the rule is about
the EXTRACTED text, and a concept body has already been through the gate.
"""
substantive = 0
degenerate = 0
for item in result.persisted:
source = corpus / item.source_file
try:
text = extract_text(source.name, source.read_bytes())
except (IngestError, OSError):
continue
if is_degenerate(text):
degenerate += 1
else:
substantive += 1
return (substantive, degenerate)
def measure(corpus: Path, bundle: Path, *, ingested_at: str) -> CorpusReport:
"""Run the corpus through the door and count what happened."""
dropped = tuple(sorted(path.name for path in corpus.iterdir() if path.is_file()))
started = time.monotonic()
result = process_inbox(
corpus,
bundle,
ingested_at,
okf_type="reference",
gate=_gate,
profile=STRUCTURED_V1,
)
elapsed = time.monotonic() - started
merged_names = tuple(item.source_file for item in result.persisted)
blocked = result.quarantined + result.rejected
coded_names = tuple(item.source_file for item in result.failed) + tuple(
item.source_file for item in blocked
)
counts: dict[str, int] = {}
for failure in result.failed:
counts[failure.error.code] = counts.get(failure.error.code, 0) + 1
for item in blocked:
counts[item.disposition] = counts.get(item.disposition, 0) + 1
substantive, degenerate = _split_merges(corpus, result)
path, version = converter_identity()
return CorpusReport(
corpus=str(corpus),
n=len(dropped),
# A file that reached the gate was extracted; the gate here persists
# everything it sees, so the two differ only when a gate refuses.
extracted=len(merged_names) + len(blocked),
gated=len(merged_names) + len(blocked),
persisted=len(merged_names),
substantive=substantive,
degenerate=degenerate,
rejected=len(coded_names),
seconds_total=elapsed,
converter_path=path,
converter_version=version,
codes=tuple(sorted(counts.items())),
unaccounted=unaccounted_names(dropped=dropped, merged=merged_names, coded=coded_names),
)
def parse_args(argv: list[str] | None) -> argparse.Namespace:
parser = argparse.ArgumentParser(
description=__doc__, formatter_class=argparse.RawDescriptionHelpFormatter
)
parser.add_argument("--corpus", type=Path, required=True, help="the directory to run")
parser.add_argument("--report", type=Path, required=True, help="where to write the report")
parser.add_argument("--bundle", type=Path, default=None, help="where to build the bundle")
parser.add_argument(
"--ingested-at", default="2026-09-02T00:00:00Z", help="stamped verbatim, as everywhere"
)
return parser.parse_args(argv)
def main(argv: list[str] | None = None) -> int:
args = parse_args(argv)
if not args.corpus.is_dir():
print(f"{HARNESS_ID}: FAILED - no corpus directory at {args.corpus}", file=sys.stderr)
return 2
bundle = args.bundle or args.report.parent / f"{args.corpus.name}-bundle"
report = measure(args.corpus, bundle, ingested_at=args.ingested_at)
args.report.parent.mkdir(parents=True, exist_ok=True)
args.report.write_text(report.render(), encoding="utf-8", newline="")
print(report.render())
if report.unaccounted or report.merged + report.rejected != report.n:
print(
f"{HARNESS_ID}: K1b FAILED - merged ({report.merged}) + coded rejections "
f"({report.rejected}) != N ({report.n}). Unaccounted: "
f"{', '.join(report.unaccounted) or '(none named)'}",
file=sys.stderr,
)
return 1
return 0
if __name__ == "__main__":
raise SystemExit(main())