pllm.nonlinear Python API

Nonlinear components identify approximation or protected-evaluation methods separately from their scheduling strategy and executable coverage. Presence documents API availability, not complete model, security, or deployment coverage; check implementation status before relying on a path.

Research context

Relevant design inputs: Garbling Gadgets, Compact. PLLM's implementation and evidence claims remain independent.

Python SDK example

The example performs a bounded offline task and checks an observable result. It does not download a checkpoint or contact a provider.

import pllm.nonlinear as nonlinear

methods = [nonlinear.BinaryTableGatedMultiplyQ7(), nonlinear.R03CrtGatedMultiplyQ7()]
assert [method.component for method in methods] == ["pllm/binary-table/v1", "pllm/r03-crt/v1"]

API: pllm.nonlinear

Objects and signatures

ArithmeticGarblingSiluQ7

Selects component pllm/arithmetic-garbling-silu-q7/v1 during runtime; it provides protected-silu-q7 for roles client, inference.

• Canonical object: pllm.nonlinear.ArithmeticGarblingSiluQ7
• Kind: class
• Signature/type: __init__(self) -> None
• Public exports: pllm.nonlinear.ArithmeticGarblingSiluQ7
• Public members: descriptor: ComponentDescriptor; __init__(self) -> None; classmethod describe(cls) -> ComponentDescriptor

BinaryTableGatedMultiplyQ7

Selects component pllm/binary-table/v1 during compilation; it provides protected-gated-multiply-q7 for roles client, inference.

• Canonical object: pllm.nonlinear.BinaryTableGatedMultiplyQ7
• Kind: class
• Signature/type: __init__(self) -> None
• Public exports: pllm.nonlinear.BinaryTableGatedMultiplyQ7
• Public members: descriptor: ComponentDescriptor; __init__(self) -> None; classmethod describe(cls) -> ComponentDescriptor

NonlinearProtocol

Immutable NonlinearProtocol record carrying component, params for the workflow where nonlinear components identify approximation or protected-evaluation methods separately from their scheduling strategy and executable coverage.

• Canonical object: pllm.nonlinear.NonlinearProtocol
• Kind: class
• Signature/type: constructor not exposed
• Public exports: pllm.nonlinear.NonlinearProtocol

R03CrtGatedMultiplyQ7

Selects component pllm/r03-crt/v1 during compilation; it provides protected-gated-multiply-q7 for roles client, inference.

• Canonical object: pllm.nonlinear.R03CrtGatedMultiplyQ7
• Kind: class
• Signature/type: __init__(self) -> None
• Public exports: pllm.nonlinear.R03CrtGatedMultiplyQ7
• Public members: descriptor: ComponentDescriptor; __init__(self) -> None; classmethod describe(cls) -> ComponentDescriptor