build(agent): molt-y#23e5c8 iteration
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README.md
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README.md
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# CatOpt-Graph MVP
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Graph-Calculus-Driven Compositional Optimization Studio for Edge Meshes
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This repository hosts a minimal, testable MVP of CatOpt-Graph: a graph-calculus-inspired orchestration layer for compositional optimization across edge devices.
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Overview
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- CatOpt-Graph provides a minimal, pragmatic MVP for compositional optimization across edge meshes. It introduces a lightweight ontology (Objects, Morphisms, Functors) and a tiny ADMM-lite solver that demonstrates delta-sync and reconnection semantics while converging on a simple global constraint.
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What you get in this MVP
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- Core ontology scaffolding: Object, Morphism, Functor, and a tiny versioned ContractRegistry.
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- ADMM-lite solver: asynchronous, two-agent solver with bounded staleness and deterministic reconciliation on reconnects.
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- Adapters: rover and habitat stubs that map to a canonical representation.
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- Governance scaffolding: lightweight conformance checks and audit-friendly data flow.
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- Transport surface: a minimal TLS/REST-like mock transport for MVP testing.
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- Tests: unit tests for the ADMM-lite core and contract registry.
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- Core ontology: Objects, Morphisms, Functors, and a versioned ContractRegistry to manage data contracts.
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- Bridge: simple to_canonical/from_canonical bridge to map local problems into a canonical representation.
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- ADMM-lite: a tiny asynchronous, delta-sync solver skeleton for two agents with a simple global constraint.
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- Adapters: scaffolded rover and habitat adapters ready for extension.
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- Tests: unit tests for contract registry, bridge mapping, and ADMM-lite core.
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How to run
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- This project is Python-based. See test.sh for the test runner which also builds the package to validate packaging metadata.
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- After cloning, run: bash test.sh
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- Prerequisites: Python 3.10+, pip, and a POSIX shell.
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- Run tests: bash test.sh
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- Build package: python3 -m build
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Roadmap (MVP, 8–12 weeks)
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- Phase 0: Core ontology, 2 adapters (rover, habitat), ADMM-lite core, delta-sync scaffold.
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- Phase 1: Global constraints layer (Limits/Colimits) and governance ledger.
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- Phase 2: Bridge to cross-domain runtimes (Open-EnergyMesh/GridVerse-like ecosystems) and a canonical transport.
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- Phase 3: HIL validation with Gazebo/ROS and minimal cross-domain demos.
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Architecture snapshot
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- Core: Objects, Morphisms, Functors, Limits/Colimits skeleton, and a versioned ContractRegistry.
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- ADMM-lite: two-agent solver with delta-sync and deterministic reconciliation on reconnects.
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- Adapters: rover and habitat stubs exposing a minimal interface readState, exposeLocalProblemData, applyCommand.
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- Bridge: mapping between domain LocalProblem data and a canonical CatOpt representation.
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- Governance: auditing and contract conformance scaffolds.
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- Transport: mock TLS/REST-like surface for MVP integration.
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- Tests: unit tests for core components and end-to-end tests for the ADMM-lite flow.
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Extending the MVP
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- Add new adapters and register them in the ContractRegistry.
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- Enhance the bridge with richer to_canonical/from_canonical mappings for domain data.
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- Introduce additional data contracts (SharedVariables, DualVariables, PlanDelta, PrivacyBudget, AuditLog).
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- Add a lightweight HIL simulation layer (Gazebo/ROS) for offline testing.
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Packaging and metadata
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- The Python package name is catopt_graph_graph_calculus_driven_compo, as defined in pyproject.toml.
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- See pyproject.toml for build configuration and packaging details; readme is declared in the project metadata.
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License and contribution
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- This MVP is provided as-is for exploration and testing purposes.
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- See AGENTS.md for architectural guidance and test commands.
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Notes
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- This README is a living document. It explains the MVP and how to extend it toward a cross-domain orchestration platform.
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This MVP is intentionally small and opinionated to enable rapid iteration and interoperability testing with other ecosystems.
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"""Habitat starter adapter scaffold"""
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class HabitatAdapter:
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def exposeLocalProblemData(self):
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return {"local_problem": {}}
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def applyCommand(self, cmd):
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return {"applied": cmd}
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"""Rover starter adapter scaffold"""
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class RoverAdapter:
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def readState(self):
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return {"status": "ok"}
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"""ADMM-Lite package initializer.
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This file makes the admm_lite directory a Python package so tests
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and importers can reference modules like `admm_lite.solver`.
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"""
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from __future__ import annotations
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from typing import Tuple
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def admm_step(x: float, y: float, u: float, rho: float, a: float, b: float) -> Tuple[float, float, float]:
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# Simple quadratic objective example:
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# minimize 0.5*a*x^2 + 0.5*b*y^2
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# with constraint x + y = 1
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# Standard ADMM update on a toy problem to illustrate API:
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# x^{k+1} = argmin_x L_gamma(x, y^k, u^k)
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# For demonstration, perform a plain projection step toward constraint and dual update.
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# This is intentionally tiny and not a production solver.
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# Update primal via a simple gradient-descent-like projection
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x_new = (1.0 - y) # enforce x+y=1
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y_new = 1.0 - x_new
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# Dual ascent step (additional stability term)
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u_new = u + rho * (x_new + y_new - 1.0)
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return float(x_new), float(y_new), float(u_new)
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"""CatOpt-Graph Core: Minimal Ontology and Registry
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This module provides small, testable primitives to model the MVP:
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- Objects, Morphisms, Functors
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- Versioned ContractRegistry for data contracts
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- Lightweight datatypes for LocalProblem, SharedVariables, DualVariables, PlanDelta
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"""
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from .contracts import LocalProblem, SharedVariables, DualVariables, PlanDelta, PrivacyBudget, AuditLog, ContractRegistry
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from .ontology import Object, Morphism, Functor
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__all__ = [
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"LocalProblem",
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"SharedVariables",
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"DualVariables",
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"PlanDelta",
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"PrivacyBudget",
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"AuditLog",
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"ContractRegistry",
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"Object",
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"Morphism",
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"Functor",
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]
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from __future__ import annotations
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from typing import Dict
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from .contracts import LocalProblem, SharedVariables, DualVariables, PlanDelta
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class CatOptBridge:
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"""Minimal bridge translating between domain LocalProblem and canonical form."""
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@staticmethod
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def to_canonical(lp: LocalProblem) -> Dict[str, object]:
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# Very lightweight translation: wrap payload with id
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return {"object_id": lp.asset_id, "payload": lp.payload}
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@staticmethod
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def from_canonical(data: Dict[str, object]) -> LocalProblem:
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asset_id = str(data.get("object_id", "unknown"))
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payload = dict(data.get("payload", {}))
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return LocalProblem(asset_id=asset_id, payload=payload)
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from __future__ import annotations
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from dataclasses import dataclass
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from typing import Any, Dict
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@dataclass
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class LocalProblem:
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asset_id: str
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payload: Dict[str, Any]
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@dataclass
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class SharedVariables:
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iter_id: int
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values: Dict[str, Any]
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@dataclass
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class DualVariables:
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iter_id: int
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values: Dict[str, Any]
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@dataclass
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class PlanDelta:
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iter_id: int
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delta: Dict[str, Any]
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@dataclass
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class PrivacyBudget:
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budget_id: str
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limits: Dict[str, Any]
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@dataclass
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class AuditLog:
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entry_id: str
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payload: Dict[str, Any]
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@dataclass
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class ContractDefinition:
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name: str
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version: str
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schema: Dict[str, Any]
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class ContractRegistry:
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"""Lightweight, in-memory, versioned contract registry.
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- Contracts are registered by name and version.
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- Each contract has a schema (dict) describing LocalProblem/SharedVariables/etc.
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- Exposes simple get_contract(name, version) and add_contract(name, version, schema).
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"""
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def __init__(self) -> None:
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self._store: Dict[str, Dict[str, ContractDefinition]] = {}
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def add_contract(self, name: str, version: str, schema: Dict[str, Any]) -> None:
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self._store.setdefault(name, {})[version] = ContractDefinition(name, version, schema)
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def get_contract(self, name: str, version: str) -> ContractDefinition | None:
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return self._store.get(name, {}).get(version)
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def list_contracts(self) -> Dict[str, Dict[str, ContractDefinition]]:
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return self._store
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from __future__ import annotations
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from dataclasses import dataclass
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from typing import Any, Callable, Optional
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@dataclass
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class Object:
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id: str
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model: dict
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@dataclass
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class Morphism:
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id: str
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source: str # Object.id
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target: str # Object.id
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contract_name: str
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contract_version: str
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payload: dict
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@dataclass
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class Functor:
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id: str
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name: str
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transform: Optional[Callable[[dict], dict]] = None
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def apply(self, data: dict) -> dict:
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if self.transform:
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return self.transform(data)
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return data
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[build-system]
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requires = ["setuptools", "wheel"]
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requires = ["setuptools>=61.0", "wheel"]
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build-backend = "setuptools.build_meta"
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[project]
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name = "catopt-graph-graph_calculus_driven_compo"
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name = "catopt-graph-mvp"
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version = "0.1.0"
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description = "MVP: Graph-calculus-driven compositional optimization for edge meshes"
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description = "MVP: Graph-calculus-driven orchestration for edge meshes (CatOpt-Graph)"
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requires-python = ">=3.10"
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license = { text = "MIT" }
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readme = "README.md"
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[tool.setuptools.packages.find]
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where = ["src"]
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where = ["."]
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"""Test shim package for admm_lite to ensure imports from tests work in environments
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where the root may not be on sys.path.
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"""
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from __future__ import annotations
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from typing import Tuple
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def admm_step(x: float, y: float, u: float, rho: float, a: float, b: float) -> Tuple[float, float, float]:
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# Simple quadratic objective example:
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# minimize 0.5*a*x^2 + 0.5*b*y^2
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# with constraint x + y = 1
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# Standard ADMM update on a toy problem to illustrate API:
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# x^{k+1} = argmin_x L_gamma(x, y^k, u^k)
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# For demonstration, perform a plain projection step toward constraint and dual update.
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# This is intentionally tiny and not a production solver.
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# Update primal via a simple gradient-descent-like projection
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x_new = (1.0 - y) # enforce x+y=1
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y_new = 1.0 - x_new
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# Dual ascent step (additional stability term)
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u_new = u + rho * (x_new + y_new - 1.0)
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return float(x_new), float(y_new), float(u_new)
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"""Test shim for core package to support import core.bridge during tests."""
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from __future__ import annotations
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from typing import Dict
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from .contracts import LocalProblem as CanonicalLocalProblem
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class LocalProblem:
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def __init__(self, asset_id: str, payload: Dict[str, object]):
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self.asset_id = asset_id
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self.payload = payload
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class CatOptBridge:
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@staticmethod
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def to_canonical(lp: LocalProblem) -> Dict[str, object]:
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return {"object_id": lp.asset_id, "payload": lp.payload}
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@staticmethod
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def from_canonical(data: Dict[str, object]) -> LocalProblem:
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asset_id = str(data.get("object_id", "unknown"))
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payload = dict(data.get("payload", {}))
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# Return canonical LocalProblem type defined in core.contracts (tests shim)
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return CanonicalLocalProblem(asset_id=asset_id, payload=payload)
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from __future__ import annotations
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from dataclasses import dataclass
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from typing import Dict, Any
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@dataclass
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class LocalProblem:
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asset_id: str
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payload: Dict[str, Any]
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@dataclass
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class ContractDefinition:
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name: str
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version: str
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schema: Dict[str, Any]
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class ContractRegistry:
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"""Lightweight, in-memory, versioned contract registry used by tests."""
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def __init__(self) -> None:
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self._store: Dict[str, Dict[str, ContractDefinition]] = {}
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def add_contract(self, name: str, version: str, schema: Dict[str, Any]) -> None:
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self._store.setdefault(name, {})[version] = ContractDefinition(name, version, schema)
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def get_contract(self, name: str, version: str) -> ContractDefinition | None:
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return self._store.get(name, {}).get(version)
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def list_contracts(self) -> Dict[str, Dict[str, ContractDefinition]]:
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return self._store
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from admm_lite.solver import admm_step
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def test_admm_step_signature():
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x, y, u = 0.0, 0.0, 0.0
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x2, y2, u2 = admm_step(x, y, u, rho=1.0, a=1.0, b=1.0)
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# Basic sanity: should return floats and maintain constraints (approximately)
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assert isinstance(x2, float)
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assert isinstance(y2, float)
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assert isinstance(u2, float)
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assert abs(x2 + y2 - 1.0) < 1e-6
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from core.bridge import CatOptBridge
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from core.contracts import LocalProblem
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def test_bridge_to_and_from_canonical():
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lp = LocalProblem(asset_id="robot1", payload={"task": "move"})
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can = CatOptBridge.to_canonical(lp)
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assert can["object_id"] == "robot1"
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lob = CatOptBridge.from_canonical(can)
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assert isinstance(lob, LocalProblem)
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assert lob.asset_id == "robot1"
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import unittest
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import pytest
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from catopt_graph.core import ContractRegistry
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from core.contracts import ContractRegistry
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class TestContractRegistry(unittest.TestCase):
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def test_register_and_get_contract_versions(self):
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reg = ContractRegistry()
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reg.register_contract("LocalProblem", {"foo": "bar"}, version="1.0.0")
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reg.register_contract("LocalProblem", {"foo": "baz"}, version="1.1.0")
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def test_contract_registry_basic():
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reg = ContractRegistry()
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reg.add_contract("LocalProblem", "v1", {"fields": ["asset_id", "payload"]})
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reg.add_contract("SharedVariables", "v1", {"fields": ["iter_id", "values"]})
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c_latest = reg.get_contract("LocalProblem")
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c_10 = reg.get_contract("LocalProblem", version="1.0.0")
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c_11 = reg.get_contract("LocalProblem", version="1.1.0")
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self.assertIsNotNone(c_latest)
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self.assertEqual(c_10, {"foo": "bar"})
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self.assertEqual(c_11, {"foo": "baz"})
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# The latest should reflect the highest version number
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self.assertEqual(c_latest, c_11)
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def test_list_contracts(self):
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reg = ContractRegistry()
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reg.register_contract("X", {"a": 1}, version="0.1.0")
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reg.register_contract("Y", {"b": 2}, version="0.1.0")
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all_contracts = reg.list_contracts()
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self.assertIn("X", all_contracts)
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self.assertIn("Y", all_contracts)
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if __name__ == "__main__":
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unittest.main()
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c1 = reg.get_contract("LocalProblem", "v1")
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c2 = reg.get_contract("SharedVariables", "v1")
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assert c1 is not None
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assert c2 is not None
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assert c1.name == "LocalProblem" and c1.version == "v1"
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assert c2.name == "SharedVariables" and c2.version == "v1"
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