Kernels
kernel
inference
energy
nvml
governance
provenance
audit
receipts
tokens-per-joule
sovereign-ai
Instructions to use SZLHOLDINGS/governed-inference-meter with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Kernels
How to use SZLHOLDINGS/governed-inference-meter with Kernels:
# !pip install kernels from kernels import get_kernel kernel = get_kernel("SZLHOLDINGS/governed-inference-meter") - Notebooks
- Google Colab
- Kaggle
| # SPDX-License-Identifier: Apache-2.0 | |
| # © 2026 SZL Holdings · Stephen P. Lutar · ORCID 0009-0001-0110-4173 | |
| """Tiny self-test for governed_inference_meter. | |
| Runs WITHOUT a GPU. On a GPU-less build/CI box, energy is honestly | |
| ``unmeasured`` and joules/tokens-per-joule are ``None`` — the tests assert | |
| exactly this honest-degrade behavior, plus chain integrity and tamper | |
| detection. No fabricated energy numbers anywhere. | |
| Run directly (no pytest needed): python tests/test_meter.py | |
| Or with pytest: pytest tests/ | |
| """ | |
| import os | |
| import sys | |
| # Make the universal-kernel package importable from a source checkout. | |
| sys.path.insert( | |
| 0, | |
| os.path.join(os.path.dirname(__file__), "..", "build", "torch-universal"), | |
| ) | |
| import governed_inference_meter as gim # noqa: E402 | |
| def test_selfcheck_passes(): | |
| r = gim.selfcheck() | |
| assert r["passed"] is True, r | |
| assert r["chain_ok"] is True | |
| assert r["tamper_detected"] is True | |
| assert r["allow_call_ran"] is True | |
| assert r["deny_call_blocked"] is True | |
| def test_honest_degrade_without_gpu(): | |
| # When NVML is unavailable, energy must be unmeasured and NOT fabricated. | |
| if not gim.nvml_available(): | |
| rec, out = gim.meter( | |
| lambda p: p.upper(), args=("hi",), | |
| model="t", tokens_in=1, tokens_out=2, | |
| chain=gim.ReceiptChain(), | |
| ) | |
| assert rec["mode"] == gim.MODE_UNMEASURED | |
| assert rec["joules"] is None | |
| assert rec["tokens_per_joule"] is None | |
| assert out == "HI" | |
| def test_deny_does_not_execute(): | |
| ran = {"v": False} | |
| def fn(_): | |
| ran["v"] = True | |
| return "x" | |
| rec, out = gim.meter( | |
| fn, args=("p",), model="t", tokens_in=1, tokens_out=1, | |
| policy=gim.deny_all, chain=gim.ReceiptChain(), | |
| ) | |
| assert ran["v"] is False # fail-safe: denied call never executes | |
| assert out is None | |
| assert rec["policy_decision"] == gim.DENY | |
| def test_chain_tamper_evident(): | |
| ch = gim.ReceiptChain() | |
| for i in range(5): | |
| gim.meter(lambda p: p, args=(f"x{i}",), model="t", | |
| tokens_in=1, tokens_out=3, chain=ch) | |
| ok, depth, brk = ch.verify() | |
| assert ok and depth == 5 and brk == -1 | |
| # Tamper with a middle record; verify() must flag the exact seq. | |
| ch._records[2]["tokens_out"] = 999 | |
| ok2, _, brk2 = ch.verify() | |
| assert (not ok2) and brk2 == 2 | |
| def test_tokens_per_joule_only_when_measured(): | |
| # In unmeasured mode tokens_per_joule must be None (never guessed). | |
| rec, _ = gim.meter(lambda p: p, args=("p",), model="t", | |
| tokens_in=1, tokens_out=10, chain=gim.ReceiptChain()) | |
| if rec["mode"] == gim.MODE_UNMEASURED: | |
| assert rec["tokens_per_joule"] is None | |
| if __name__ == "__main__": | |
| import json | |
| print("capability_report:") | |
| print(json.dumps(gim.capability_report(), indent=2)) | |
| print("\nselfcheck:") | |
| print(json.dumps(gim.selfcheck(), indent=2)) | |
| # Run each test function. | |
| failures = 0 | |
| for name, obj in sorted(globals().items()): | |
| if name.startswith("test_") and callable(obj): | |
| try: | |
| obj() | |
| print(f"PASS {name}") | |
| except AssertionError as e: # noqa: PERF203 | |
| failures += 1 | |
| print(f"FAIL {name}: {e}") | |
| print(f"\n{'ALL PASS' if failures == 0 else str(failures) + ' FAILED'}") | |
| sys.exit(1 if failures else 0) | |