The three corpus tools now share scripts/qwen38_common.py: tokenizer load with the
venv guidance, one n_tokens (so a KLD count cannot drift from the corpus it scores),
JSONL read/write, an atomic writer, and refuse(). make-calib-corpus.py's 170-line
main() with three nested closures became classify / split_pools / fragment_text /
build_frags / pack_class / emit_calib / emit_kld / manifest; its magic numbers are
named constants. rechunk-kld-corpus.py's main became validate / cut / rechunk around
a Window record, so the round-trip proof sits in one function that can be tested
without a tokenizer. calib-push.py grew parse_args / load_prompts / push_round, and
a malformed corpus now refuses with a line number instead of raising KeyError.
Parity, measured on dankserver against the pre-refactor scripts at the same seed:
calib.jsonl and kld.jsonl carry identical records in identical order, the manifest
is identical, and the re-chunked corpus is byte-identical (md5 e824e67d...). The one
byte-level change is JSON escaping — write_jsonl emits literal UTF-8, which is what
the re-chunker already wrote; the parsed records do not move.
Adversarial review of the campaign pipeline. Correctness: rechunk-kld-corpus.py wrote
each window as text and asserted only lengths, so a KLD reference could score a
different token sequence than the corpus holds — every window is now re-encoded and
the tool refuses on mismatch; make-calib-corpus.py no longer crashes on a .json that
is not a content-keyed JSONL, and its KLD cursor advanced by 2 per fragment (half the
pool unused). Silent waste: calib-push.py now aborts when the tap sealed nothing or
no prompt was accepted, instead of re-pushing 10M tokens per round; div-by-zero gone,
served model id parameterised. Races: run-qwen38-bf16.sh restore() removes the rig
container before starting production (today's orphan held the GPUs while the service
reported active), the calib tap dir is proven writable, the score ro-guard resolves
paths; convert-qwen38-w5nl64.sh refuses a missing --arm value, an existing
qwen38-convert-<arm> container, and a zero-exit convert that wrote no artifact.
stack-qwen38-official-fp8.py: bare asserts in verify() (skipped under -O) and a
non-128-lane PLE HD that only warned are hard failures. Speed: fragment token counts
computed once, KLD scored positions accumulated instead of a second full re-encode.
Tests: 576 ok / 0 fail.
The reference rig declared a 32,768-token window while the boot ledger hands it
7,436, so 197 of the 198 inherited documents were too long to score. The engine
warns about the real pool; the flag was the only cited source.
Add scripts/rechunk-kld-corpus.py, which moves document boundaries without
moving tokens: each record is re-cut into windows of at most --max-doc-tokens
(7,168 = 7x1024, the largest whole kilopage under 7,436), and each window gets
its own score_from = len - --score-tail. The reference scores the same token
series at more positions and at a shorter context; the calibration corpus is
untouched, so no quant moves. Writes go through a temp file and the token
counts must match before the output is published.
The rig header now says what the pool actually is, and scripts/test-changed.sh
routes the new script to its own seam instead of the generic syntax fallback.
Frank