aikernel-governance

日本語

Python wrapper surface for AIKernel.Control.

Starting with the 0.1.2 canon line, aikernel-governance is the PyPI package for the public AIKernel.Control governance boundary. The package remains a thin wrapper over managed C# assemblies and does not re-implement CTG Gate logic in Python.

Scope

aikernel-governance exposes the public AIKernel.Control contract boundary as a single Python API:

• execution request, result, and snapshot envelopes
• provider contract metadata
• Bonsai provider, tokenizer, model config, and model-state wrappers
• emulator graph, node, scheduler, policy, and engine wrappers
• CPU kernel wrapper
• diagnostics replay approval wrapper
• GPU delegate contract loader
• managed assembly discovery and pythonnet loading

The reference package does not provide a separate Python implementation of governance semantics. It does not expose internal engine helpers, transport-specific logic, OS-specific implementations, or private runtime state.

Managed Assemblies

Python packaging resolves the public Control and contract assemblies under aikernel_governance/native:

• AIKernel.Abstractions.dll
• AIKernel.Dtos.dll
• AIKernel.Enums.dll
• AIKernel.Control.Core.dll
• AIKernel.Control.CPU.dll
• AIKernel.Control.Diagnostics.dll
• AIKernel.Control.Emulator.dll
• AIKernel.Control.GPU.dll

governance_assemblies() resolves bundled assemblies first, then paths from AIKERNEL_GOVERNANCE_ASSEMBLY_PATH, then matching packages from the NuGet global-packages cache.

load_governance_runtime() loads the resolved assemblies through pythonnet.

Managed API Catalog

The v0.1.2 package exposes the generated managed API catalog through managed_api_catalog(), managed_api_summary(), managed_type_names(), and find_managed_type(full_name).

API

from aikernel_governance import (
    ExecutionRequest,
    ExecutionResult,
    Snapshot,
    ProviderContract,
    GovernanceClient,
)

Example:

from aikernel_governance import ExecutionRequest, GovernanceClient

request = ExecutionRequest(
    model="bonsai-1.7b",
    input="hello",
    parameters={"execution_id": "exec-001"},
)

client = GovernanceClient(backend)
result = client.submit(request)
snapshot = client.snapshot("exec-001")

backend must provide the governance operations used by the client:

• submit(request)
• snapshot(id)
• result(id)

When pythonnet is available, wrappers can be converted to public C# DTOs with to_managed().

Build and Validate

For local validation:

cd C:\Users\HP\source\repos\AIKernel-NET\AIKernel.Control
py -m pytest python\tests

Distribution

PyPI publishing is handled by the repository GitHub Actions workflow on release tags using Trusted Publishing. Keep Python experiments thin over the managed assemblies and do not add CTG Gate rules to Python code.