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
| # DEPRECATED β this repo has been consolidated into `szl-energy-attest` | |
| **Status: DEPRECATED (Wave D consolidation). Canonical home:** | |
| [`szl-holdings/szl-energy-attest@4d8d105c`](https://github.com/szl-holdings/szl-energy-attest/tree/4d8d105c3d5ea67b5eb25826e8a2a35ca35f4043). | |
| `governed-inference-meter` was a duplicate SZL *energy* micro-repo. To keep ONE | |
| canonical energy package, its **unique** code has been **copied (folded) into | |
| the canonical `szl-energy-attest` repo** under the subpackage | |
| [`szl_energy_attest.inference_meter`](https://github.com/szl-holdings/szl-energy-attest/tree/4d8d105c3d5ea67b5eb25826e8a2a35ca35f4043/szl_energy_attest/inference_meter). | |
| Nothing here was deleted. This repository is **kept intact and reversible** β | |
| **archiving it is a later founder step**, not part of this consolidation. | |
| ## What moved (and where) | |
| The fold contains the **live inference metering** surface plus the legacy | |
| meter-specific compatibility adapters required to preserve public imports: | |
| | This repo (`governed_inference_meter`) | Canonical home (`szl_energy_attest.inference_meter`) | | |
| | --- | --- | | |
| | `EnergyMeter` + `capability_report` + `nvml_available` (`_energy.py`) β NVML **energy-counter** *and* **power-integral (trapezoidal)** estimators | `szl_energy_attest.inference_meter.EnergyMeter` / `capability_report` / `nvml_available` | | |
| | Advisory policy gate: `PolicyResult`, `allow_all`, `deny_all`, `evaluate`, `ALLOW`/`DENY` (`_policy.py`) | same names under `szl_energy_attest.inference_meter` | | |
| | `ReceiptChain` + `meter()` / `metered()` wrappers with tokens-per-joule (`_receipt.py`, `__init__.py`) | `szl_energy_attest.inference_meter.ReceiptChain` / `meter` / `metered` | | |
| | `selfcheck`, `receipt_head/count/tail/verify` | same names under `szl_energy_attest.inference_meter` | | |
| | Meter-specific in-toto/compliance adapter (`_attest.py`) | `attest`, `to_intoto_statement`, `compliance_evidence`, `verify_statement` | | |
| | Meter-specific PCGI spine/signing-facing adapter (`_spine.py`) | `emit_szl_receipt`, `from_meter_receipt`, `meter_szl_receipt`, receipt/statement verifiers | | |
| | `test_meter.py` plus migration invariants | [`test_inference_meter.py`](https://github.com/szl-holdings/szl-energy-attest/blob/4d8d105c3d5ea67b5eb25826e8a2a35ca35f4043/tests/test_inference_meter.py) and [`test_inference_meter_migration.py`](https://github.com/szl-holdings/szl-energy-attest/blob/4d8d105c3d5ea67b5eb25826e8a2a35ca35f4043/tests/test_inference_meter_migration.py) | | |
| ### Compatibility surfaces retained with provenance | |
| The canonical `szl-energy-attest` root package already has its own energy-receipt, | |
| attestation, PCGI, and signing surfaces. Those are a distinct receipt schema, not | |
| a drop-in replacement for every legacy meter import. For continuity: | |
| - the meter-specific `_attest.py` adapter is retained with only its package name | |
| and install guidance rewritten to the canonical successor; | |
| - the meter-specific `_spine.py` adapter is retained with only the package import | |
| and install guidance rewritten to the canonical successor name; | |
| - the hardened `_receipt.py` chain verifier is retained byte-for-byte; | |
| - signing and statement construction continue to delegate lazily to the shared | |
| `szl-receipt` library rather than forking cryptography. | |
| The successor's immutable | |
| [`MIGRATION_PROVENANCE.json`](https://github.com/szl-holdings/szl-energy-attest/blob/4d8d105c3d5ea67b5eb25826e8a2a35ca35f4043/MIGRATION_PROVENANCE.json) | |
| records both legacy and successor SHA-256 digests and the bounded `_attest.py` / | |
| `_spine.py` transformations. This preserves import and signing-facing continuity | |
| without claiming that the legacy and root successor receipt schemas are equal, | |
| that a key is configured, or that any receipt is signed. | |
| ## Deprecation boundary | |
| - New integrations use `szl_energy_attest.inference_meter` at the verified | |
| successor revision above. | |
| - This GitHub repository and its Hugging Face kernel remain readable as | |
| provenance and rollback surfaces; deprecation is not deletion. | |
| - No new capability, install, schema-parity, measured-energy, or signature claim | |
| is made by this pointer correction. | |
| - Archiving is **not authorized by this document**. It remains an explicit owner | |
| decision after the GitHub and Hugging Face pointers are live, active inbound | |
| references are repaired or classified, CI remains green, and rollback evidence | |
| is retained. | |
| ## Migration | |
| ```python | |
| # Before | |
| import governed_inference_meter as gim | |
| receipt, output = gim.meter(run, args=("hello",), model="m", tokens_in=2, tokens_out=7) | |
| # After (canonical) | |
| from szl_energy_attest import inference_meter as gim | |
| receipt, output = gim.meter(run, args=("hello",), model="m", tokens_in=2, tokens_out=7) | |
| ``` | |
| ## Honesty note (unchanged) | |
| The doctrine labels are preserved verbatim in the folded copy: energy is | |
| **MEASURED only** with NVML (else `mode="unmeasured"`, `joules=None` β never a | |
| fabricated joule), the policy gate is **advisory** (host-enforced, not a safety | |
| guarantee), the receipt digest is tamper-evidence (not a signature), and | |
| **Ξ = Conjecture 1 (advisory, uniqueness OPEN)** β never upgraded to proven. | |