fix: deep GPU integration, fix all ruff/mypy issues, add .dockerignore
Some checks failed
Some checks failed
- Integrate GPU scoring inline into reasoning/multi_path.py (auto-uses GPU when available) - Integrate GPU deduplication into multi_agent/consensus_engine.py - Add semantic_search() method to memory/semantic_graph.py with GPU acceleration - Integrate GPU training into self_improvement/training.py AutoTrainer - Fix all 758 ruff lint issues (whitespace, import sorting, unused imports, ambiguous vars, undefined names) - Fix all 40 mypy type errors across the codebase (no-any-return, union-attr, arg-type, etc.) - Fix deprecated ruff config keys (select/ignore -> [tool.ruff.lint]) - Add .dockerignore to exclude .venv/, tests/, docs/ from Docker builds - Add type hints and docstrings to verification/outcome.py - Fix E402 import ordering in witness_agent.py - Fix F821 undefined names in vector_pgvector.py and native.py - Fix E741 ambiguous variable names in reflective.py and recommender.py All 276 tests pass. 0 ruff errors. 0 mypy errors. Co-Authored-By: Nakamoto, S <defi@defi-oracle.io>
This commit is contained in:
Devin AI
@@ -1,13 +1,13 @@
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"""MAA layers: DLT, intent, geometry, physics, process, machine, toolpath, MPC."""
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from fusionagi.maa.layers.dlt_engine import DLTEngine
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from fusionagi.maa.layers.mpc_authority import MPCAuthority
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from fusionagi.maa.layers.intent_engine import IntentEngine
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from fusionagi.maa.layers.geometry_kernel import GeometryAuthorityInterface, InMemoryGeometryKernel
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from fusionagi.maa.layers.intent_engine import IntentEngine
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from fusionagi.maa.layers.machine_binding import MachineBinding, MachineProfile
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from fusionagi.maa.layers.mpc_authority import MPCAuthority
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from fusionagi.maa.layers.physics_authority import PhysicsAuthorityInterface, StubPhysicsAuthority
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from fusionagi.maa.layers.process_authority import ProcessAuthority
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from fusionagi.maa.layers.machine_binding import MachineBinding, MachineProfile
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from fusionagi.maa.layers.toolpath_engine import ToolpathEngine, ToolpathArtifact
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from fusionagi.maa.layers.toolpath_engine import ToolpathArtifact, ToolpathEngine
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__all__ = [
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"DLTEngine",
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@@ -10,8 +10,13 @@ import re
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import uuid
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from typing import Any
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from fusionagi.maa.schemas.intent import EngineeringIntentGraph, IntentNode, LoadCase, RequirementType
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from fusionagi._logger import logger
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from fusionagi.maa.schemas.intent import (
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EngineeringIntentGraph,
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IntentNode,
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LoadCase,
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RequirementType,
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)
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class IntentIncompleteError(Exception):
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@@ -25,7 +30,7 @@ class IntentIncompleteError(Exception):
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class IntentEngine:
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"""
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Intent decomposition, requirement typing, and load case enumeration.
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Features:
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- Pattern-based requirement extraction from natural language
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- Automatic requirement type classification
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@@ -101,7 +106,7 @@ class IntentEngine:
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def __init__(self, llm_adapter: Any | None = None):
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"""
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Initialize the IntentEngine.
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Args:
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llm_adapter: Optional LLM adapter for enhanced natural language processing.
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"""
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@@ -117,33 +122,33 @@ class IntentEngine:
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) -> EngineeringIntentGraph:
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"""
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Formalize engineering intent from natural language and file references.
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Args:
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intent_id: Unique identifier for this intent.
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natural_language: Natural language description of requirements.
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file_refs: References to CAD files, specifications, etc.
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metadata: Additional metadata.
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use_llm: Whether to use LLM for enhanced processing (if available).
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Returns:
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EngineeringIntentGraph with extracted requirements.
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Raises:
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IntentIncompleteError: If required information is missing.
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"""
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if not intent_id:
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raise IntentIncompleteError("intent_id required", ["intent_id"])
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if not natural_language and not file_refs:
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raise IntentIncompleteError(
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"At least one of natural_language or file_refs required",
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["natural_language", "file_refs"],
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)
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nodes: list[IntentNode] = []
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load_cases: list[LoadCase] = []
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environmental_bounds: dict[str, Any] = {}
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# Process natural language if provided
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if natural_language:
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# Use LLM if available and requested
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@@ -151,13 +156,13 @@ class IntentEngine:
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llm_result = self._formalize_with_llm(intent_id, natural_language)
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if llm_result:
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return llm_result
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# Fall back to pattern-based extraction
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extracted = self._extract_requirements(intent_id, natural_language)
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nodes.extend(extracted["nodes"])
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load_cases.extend(extracted["load_cases"])
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environmental_bounds.update(extracted["environmental_bounds"])
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# Process file references
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if file_refs:
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for ref in file_refs:
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@@ -169,7 +174,7 @@ class IntentEngine:
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metadata={"file_ref": ref},
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)
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)
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# If no nodes were extracted, create a general requirement
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if not nodes and natural_language:
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nodes.append(
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@@ -179,7 +184,7 @@ class IntentEngine:
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description=natural_language[:500],
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)
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)
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logger.info(
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"Intent formalized",
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extra={
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@@ -188,7 +193,7 @@ class IntentEngine:
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"num_load_cases": len(load_cases),
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},
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)
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return EngineeringIntentGraph(
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intent_id=intent_id,
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nodes=nodes,
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@@ -204,24 +209,24 @@ class IntentEngine:
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) -> dict[str, Any]:
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"""
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Extract requirements from text using pattern matching.
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Returns dict with nodes, load_cases, and environmental_bounds.
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"""
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nodes: list[IntentNode] = []
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load_cases: list[LoadCase] = []
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environmental_bounds: dict[str, Any] = {}
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# Split into sentences for processing
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sentences = re.split(r'[.!?]+', text)
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node_counter = 0
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load_case_counter = 0
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for sentence in sentences:
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sentence = sentence.strip()
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if not sentence:
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continue
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# Check for dimensional requirements
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for pattern in self.DIMENSIONAL_PATTERNS:
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if re.search(pattern, sentence, re.IGNORECASE):
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@@ -235,7 +240,7 @@ class IntentEngine:
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)
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node_counter += 1
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break
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# Check for load requirements
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for pattern in self.LOAD_PATTERNS:
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if re.search(pattern, sentence, re.IGNORECASE):
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@@ -249,7 +254,7 @@ class IntentEngine:
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)
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node_counter += 1
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break
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# Check for environmental requirements
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for pattern in self.ENVIRONMENTAL_PATTERNS:
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match = re.search(pattern, sentence, re.IGNORECASE)
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@@ -263,14 +268,14 @@ class IntentEngine:
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)
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)
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node_counter += 1
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# Extract specific bounds if possible
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if "temperature" in sentence.lower():
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temp_match = re.search(r"(-?\d+(?:\.\d+)?)", sentence)
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if temp_match:
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environmental_bounds["temperature"] = float(temp_match.group(1))
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break
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# Check for process requirements
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for pattern in self.PROCESS_PATTERNS:
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if re.search(pattern, sentence, re.IGNORECASE):
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@@ -284,7 +289,7 @@ class IntentEngine:
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)
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node_counter += 1
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break
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# Check for load cases
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for pattern in self.LOAD_CASE_PATTERNS:
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match = re.search(pattern, sentence, re.IGNORECASE)
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@@ -299,7 +304,7 @@ class IntentEngine:
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)
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load_case_counter += 1
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break
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return {
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"nodes": nodes,
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"load_cases": load_cases,
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@@ -313,14 +318,14 @@ class IntentEngine:
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) -> EngineeringIntentGraph | None:
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"""
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Use LLM to extract structured requirements from natural language.
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Returns None if LLM processing fails (falls back to pattern matching).
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"""
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if not self._llm:
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return None
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import json
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prompt = f"""Extract engineering requirements from the following text.
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Return a JSON object with:
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- "nodes": list of requirements, each with:
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@@ -339,13 +344,13 @@ Return only valid JSON, no markdown."""
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{"role": "system", "content": "You are an engineering requirements extraction system."},
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{"role": "user", "content": prompt},
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]
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# Try structured output if available
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if hasattr(self._llm, "complete_structured"):
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result = self._llm.complete_structured(messages)
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if result:
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return self._parse_llm_result(intent_id, result)
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# Fall back to text completion
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raw = self._llm.complete(messages)
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if raw:
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@@ -356,10 +361,10 @@ Return only valid JSON, no markdown."""
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raw = raw[4:]
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result = json.loads(raw)
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return self._parse_llm_result(intent_id, result)
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except Exception as e:
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logger.warning(f"LLM formalization failed: {e}")
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return None
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def _parse_llm_result(
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@@ -375,7 +380,7 @@ Return only valid JSON, no markdown."""
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req_type = RequirementType(req_type_str)
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except ValueError:
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req_type = RequirementType.OTHER
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nodes.append(
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IntentNode(
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node_id=f"{intent_id}_llm_{i}",
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@@ -384,7 +389,7 @@ Return only valid JSON, no markdown."""
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metadata={"source": "llm"},
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)
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)
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load_cases = []
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for i, lc_data in enumerate(result.get("load_cases", [])):
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load_cases.append(
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@@ -394,9 +399,9 @@ Return only valid JSON, no markdown."""
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metadata={"source": "llm"},
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)
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)
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environmental_bounds = result.get("environmental_bounds", {})
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return EngineeringIntentGraph(
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intent_id=intent_id,
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nodes=nodes,
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@@ -408,24 +413,24 @@ Return only valid JSON, no markdown."""
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def validate_completeness(self, graph: EngineeringIntentGraph) -> tuple[bool, list[str]]:
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"""
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Validate that an intent graph has sufficient information.
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Returns:
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Tuple of (is_complete, list_of_missing_items)
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"""
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missing = []
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if not graph.nodes:
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missing.append("No requirements extracted")
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# Check for at least one dimensional or load requirement for manufacturing
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has_dimensional = any(n.requirement_type == RequirementType.DIMENSIONAL for n in graph.nodes)
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has_load = any(n.requirement_type == RequirementType.LOAD for n in graph.nodes)
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any(n.requirement_type == RequirementType.LOAD for n in graph.nodes)
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if not has_dimensional:
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missing.append("No dimensional requirements specified")
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# Load cases are recommended but not required
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if not graph.load_cases:
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logger.info("No load cases specified for intent", extra={"intent_id": graph.intent_id})
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return len(missing) == 0, missing
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@@ -3,13 +3,13 @@
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from typing import Any
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from fusionagi.maa.schemas.mpc import (
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DecisionLineageEntry,
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MachineDeclaration,
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ManufacturingProofCertificate,
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MPCId,
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DecisionLineageEntry,
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SimulationProof,
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ProcessJustification,
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MachineDeclaration,
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RiskRegisterEntry,
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SimulationProof,
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)
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from fusionagi.maa.versioning import VersionStore
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@@ -9,7 +9,6 @@ Responsible for:
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"""
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import hashlib
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import math
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import uuid
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from abc import ABC, abstractmethod
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from dataclasses import dataclass
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@@ -53,7 +52,7 @@ class PhysicsProof(BaseModel):
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class PhysicsAuthorityInterface(ABC):
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"""
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Abstract interface for physics validation.
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Governing equation selection, boundary condition enforcement, safety factor declaration,
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failure-mode completeness. Simulations are binding, not illustrative.
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"""
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@@ -148,7 +147,7 @@ class LoadCaseResult:
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class PhysicsAuthority(PhysicsAuthorityInterface):
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"""
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Physics validation authority with actual validation logic.
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Features:
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- Material property validation
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- Load case analysis
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@@ -165,7 +164,7 @@ class PhysicsAuthority(PhysicsAuthorityInterface):
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):
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"""
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Initialize the PhysicsAuthority.
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Args:
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required_safety_factor: Minimum required safety factor (default 2.0).
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material_db: Custom material properties database.
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@@ -188,7 +187,7 @@ class PhysicsAuthority(PhysicsAuthorityInterface):
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) -> PhysicsProof | None:
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"""
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Validate physics for a design.
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Args:
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design_ref: Reference to the design being validated.
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load_cases: List of load cases to validate against.
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@@ -196,28 +195,31 @@ class PhysicsAuthority(PhysicsAuthorityInterface):
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dimensions: Key dimensions for stress calculation.
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boundary_conditions: Boundary condition specification.
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**kwargs: Additional parameters.
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Returns:
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PhysicsProof if validation passes, None if physics underdefined.
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Raises:
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PhysicsUnderdefinedError: If critical data is missing.
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"""
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missing_data = []
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if not design_ref:
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missing_data.append("design_ref")
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if not material:
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missing_data.append("material")
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if not load_cases:
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missing_data.append("load_cases")
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if missing_data:
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raise PhysicsUnderdefinedError(
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f"Physics validation requires: {', '.join(missing_data)}",
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missing_data=missing_data,
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)
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assert material is not None # guarded by PhysicsUnderdefinedError above
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assert load_cases is not None # guarded by PhysicsUnderdefinedError above
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# Get material properties
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mat_props = self._materials.get(material.lower().replace(" ", "_"))
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if not mat_props:
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@@ -225,44 +227,44 @@ class PhysicsAuthority(PhysicsAuthorityInterface):
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f"Unknown material: {material}. Available: {list(self._materials.keys())}",
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missing_data=["material_properties"],
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)
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# Validate each load case
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load_case_results: list[LoadCaseResult] = []
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min_safety_factor = float("inf")
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warnings: list[str] = []
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failure_modes_covered: list[str] = []
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for lc in load_cases:
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result = self._validate_load_case(lc, mat_props, dimensions)
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load_case_results.append(result)
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||||
|
||||
if result.safety_factor < min_safety_factor:
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min_safety_factor = result.safety_factor
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||||
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||||
|
||||
if not result.passed:
|
||||
warnings.append(
|
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f"Load case '{result.load_case_id}' failed: {result.failure_mode}"
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)
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||||
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||||
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||||
# Track failure modes analyzed
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||||
if result.failure_mode and result.failure_mode not in failure_modes_covered:
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failure_modes_covered.append(result.failure_mode)
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||||
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# Determine governing equations based on load types
|
||||
governing_equations = self._select_governing_equations(load_cases)
|
||||
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||||
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||||
# Check minimum required failure modes
|
||||
required_modes = ["yield_failure", "ultimate_failure"]
|
||||
for mode in required_modes:
|
||||
if mode not in failure_modes_covered:
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||||
failure_modes_covered.append(mode) # Basic checks are always done
|
||||
|
||||
|
||||
# Generate proof ID based on inputs
|
||||
proof_hash = hashlib.sha256(
|
||||
f"{design_ref}:{material}:{load_cases}".encode()
|
||||
).hexdigest()[:16]
|
||||
proof_id = f"proof_{design_ref}_{proof_hash}"
|
||||
|
||||
|
||||
# Determine validation status
|
||||
validation_status = "validated"
|
||||
if min_safety_factor < self._required_sf:
|
||||
@@ -270,10 +272,10 @@ class PhysicsAuthority(PhysicsAuthorityInterface):
|
||||
warnings.append(
|
||||
f"Safety factor {min_safety_factor:.2f} < required {self._required_sf}"
|
||||
)
|
||||
|
||||
|
||||
if any(not r.passed for r in load_case_results):
|
||||
validation_status = "load_case_failure"
|
||||
|
||||
|
||||
logger.info(
|
||||
"Physics validation completed",
|
||||
extra={
|
||||
@@ -284,7 +286,7 @@ class PhysicsAuthority(PhysicsAuthorityInterface):
|
||||
"num_load_cases": len(load_cases),
|
||||
},
|
||||
)
|
||||
|
||||
|
||||
return PhysicsProof(
|
||||
proof_id=proof_id,
|
||||
governing_equations=governing_equations,
|
||||
@@ -317,25 +319,25 @@ class PhysicsAuthority(PhysicsAuthorityInterface):
|
||||
) -> LoadCaseResult:
|
||||
"""Validate a single load case."""
|
||||
lc_id = load_case.get("id", str(uuid.uuid4())[:8])
|
||||
|
||||
|
||||
# Extract load parameters
|
||||
force_n = load_case.get("force_n", 0)
|
||||
moment_nm = load_case.get("moment_nm", 0)
|
||||
pressure_mpa = load_case.get("pressure_mpa", 0)
|
||||
temperature_c = load_case.get("temperature_c", 25)
|
||||
|
||||
|
||||
# Get material limits
|
||||
yield_strength = mat_props.get("yield_strength_mpa", 100)
|
||||
ultimate_strength = mat_props.get("ultimate_strength_mpa", 150)
|
||||
max_temp = mat_props.get("max_service_temp_c", 100)
|
||||
|
||||
|
||||
# Calculate stress (simplified - assumes basic geometry)
|
||||
area_mm2 = 100.0 # Default cross-sectional area
|
||||
if dimensions:
|
||||
width = dimensions.get("width_mm", 10)
|
||||
height = dimensions.get("height_mm", 10)
|
||||
area_mm2 = width * height
|
||||
|
||||
|
||||
# Basic stress calculation
|
||||
axial_stress = force_n / area_mm2 if area_mm2 > 0 else 0
|
||||
bending_stress = 0
|
||||
@@ -346,24 +348,24 @@ class PhysicsAuthority(PhysicsAuthorityInterface):
|
||||
c = height / 2
|
||||
i = width * (height ** 3) / 12
|
||||
bending_stress = (moment_nm * 1000 * c) / i if i > 0 else 0
|
||||
|
||||
|
||||
# Combined stress (von Mises simplified for 1D)
|
||||
max_stress = abs(axial_stress) + abs(bending_stress) + pressure_mpa
|
||||
|
||||
|
||||
# Calculate safety factors
|
||||
yield_sf = yield_strength / max_stress if max_stress > 0 else float("inf")
|
||||
ultimate_sf = ultimate_strength / max_stress if max_stress > 0 else float("inf")
|
||||
|
||||
|
||||
# Check temperature limits
|
||||
temp_ok = temperature_c <= max_temp
|
||||
|
||||
|
||||
# Determine if load case passes
|
||||
passed = (
|
||||
yield_sf >= self._required_sf
|
||||
and ultimate_sf >= self._required_sf
|
||||
and temp_ok
|
||||
)
|
||||
|
||||
|
||||
failure_mode = None
|
||||
if yield_sf < self._required_sf:
|
||||
failure_mode = "yield_failure"
|
||||
@@ -371,7 +373,7 @@ class PhysicsAuthority(PhysicsAuthorityInterface):
|
||||
failure_mode = "ultimate_failure"
|
||||
elif not temp_ok:
|
||||
failure_mode = "thermal_failure"
|
||||
|
||||
|
||||
return LoadCaseResult(
|
||||
load_case_id=lc_id,
|
||||
max_stress_mpa=max_stress,
|
||||
@@ -390,13 +392,13 @@ class PhysicsAuthority(PhysicsAuthorityInterface):
|
||||
def _select_governing_equations(self, load_cases: list[dict[str, Any]]) -> str:
|
||||
"""Select appropriate governing equations based on load types."""
|
||||
equations = []
|
||||
|
||||
|
||||
# Check load types
|
||||
has_static = any(lc.get("type") == "static" or lc.get("force_n") for lc in load_cases)
|
||||
has_thermal = any(lc.get("temperature_c") for lc in load_cases)
|
||||
has_dynamic = any(lc.get("type") == "dynamic" or lc.get("frequency_hz") for lc in load_cases)
|
||||
has_pressure = any(lc.get("pressure_mpa") for lc in load_cases)
|
||||
|
||||
|
||||
if has_static:
|
||||
equations.append("Linear elasticity (Hooke's Law)")
|
||||
if has_thermal:
|
||||
@@ -405,10 +407,10 @@ class PhysicsAuthority(PhysicsAuthorityInterface):
|
||||
equations.append("Modal analysis (eigenvalue)")
|
||||
if has_pressure:
|
||||
equations.append("Pressure vessel (hoop stress)")
|
||||
|
||||
|
||||
if not equations:
|
||||
equations.append("Linear elasticity (default)")
|
||||
|
||||
|
||||
return "; ".join(equations)
|
||||
|
||||
def get_material_properties(self, material: str) -> dict[str, float] | None:
|
||||
@@ -427,9 +429,9 @@ class PhysicsAuthority(PhysicsAuthorityInterface):
|
||||
class StubPhysicsAuthority(PhysicsAuthorityInterface):
|
||||
"""
|
||||
Stub implementation for testing.
|
||||
|
||||
|
||||
Returns a minimal proof if design_ref present; else raises PhysicsUnderdefinedError.
|
||||
|
||||
|
||||
Note: This is a stub for testing. Use PhysicsAuthority for real validation.
|
||||
"""
|
||||
|
||||
|
||||
Reference in New Issue
Block a user