Initial standalone release of Relation W/C, under the MIT license.
Included
- Gemma 4 31B: mandatory resource rebalance, trust/delegation, forgiveness, and late-night pickup.
- The original audited 12 MB axis bundle: 60 layers, two extraction positions, and five directions.
- Caller-owned model/tokenizer support, exact prompt preview, calibrated name-token steering, matched zero-dose comparisons, and JSON receipts.
- An interactive notebook workbench, English documentation, tests, and provenance metadata.
- Wheel and source distribution; verify downloaded files with
SHA256SUMS.
Install
python -m pip install 'relation-wc[notebook] @ git+https://github.com/crabshellman/relation-wc.git@v0.1.0'Without Git:
python -m pip install 'relation-wc[notebook] @ https://github.com/crabshellman/relation-wc/releases/download/v0.1.0/relation_wc-0.1.0-py3-none-any.whl'Verification
101 tests passed, including 640 real-tokenizer prompt cases matched against the original implementation and elementwise FP32/BF16 intervention parity. The bundled axis file is byte-identical to the audited source. A tiny real Gemma 4 architecture passed cached-generation and zero-dose-identity tests on CPU.
The full 31B checkpoint and multi-GPU generation were not rerun for this packaging release. Model weights are not included and remain subject to their upstream terms. This release contains only the standalone library; no private research-repository history is included.