aspire-si-gates 1.7.6

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The data gates for Stage 1 role-training sets: one standard-library Python package that decides whether a row, a batch or a frozen set of training items is fit to train on. The trainer (aspire-si) and the dataset generator (role-set) both call it, so what a generator accepts is exactly what the trainer will accept.

Every gate raises or returns a reason you can act on. Nothing is fixed silently.

Install

pip install aspire-si-gates

Python 3.10 or newer. No dependencies.

Use

from aspire_si_gates import DataError, load, validate

rows = load("batch3-t05.jsonl")      # one JSON object per line
try:
    validate(rows)                    # every row check, then every whole-set check
except DataError as err:
    print(err.code, err.message, err.hint)

A generator that wants to hand refusals back to its writer one item at a time uses the incremental checks instead:

from aspire_si_gates import check_against, check_item

check_item(row)                       # raises DataError on the first refusal
problems = check_against(row, accepted_rows)   # [(code, message), ...] against rows already accepted

The gates

The verifier role's data (lessons, trait names, role words and the pre-amendment lessons) is in constants.py. A different role changes that module, not the checks. The sealed-set leakage leg is not here; it stays with the trainer.

Security and data

• Reads: the rows you pass in, and the file you give to load.
• Does not touch: the network, the file system beyond that one file, environment variables, or subprocesses. No telemetry.
• Permissions: none beyond reading that file.

Report a vulnerability privately; see SECURITY.md.

Status

Version 1.7.6, first published to PyPI. The source is byte-identical to the package that lived in aspire-si at 6a603baa, so gates_identity() reports the same hash as before the move. Coverage of this repository's own tests is 68% with the floor at 68 (target 90); more gate cases are exercised by aspire-si's Stage 1 tests.

Quality gate

The hard gates (security, errors, docs, shipping hygiene) pass; see SHIP_GATE.md and SCORECARD.md.

Tests

python -m pytest -q

Or run everything the release gate runs: bash scripts/verify.sh.

License

MIT, © mcp-tool-shop.

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