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Python wrapper for the public governance surface of AIKernel.Control.

The stable package is published to PyPI:

pip install aikernel-governance

The distribution name is aikernel-governance. Import the module as aikernel_governance.

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 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.

The wheel bundles 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.

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().

cd C:\Users\HP\source\repos\AIKernel-NET\AIKernel.Control
dotnet test AIKernel.Control.slnx -c Release --no-restore
dotnet pack AIKernel.Control.slnx -c Release --no-restore
cd python
py -m pytest
py -m build --wheel
py -m twine check dist\aikernel_governance-0.1.1-py3-none-any.whl

For source-based local validation, use a clean virtual environment:

pip install --force-reinstall \
  git+https://github.com/AIKernel-NET/AIKernel.Control.git#subdirectory=python