Anto01
a26914bbe8
Dashboard: - Add Studio page with drag-drop model upload and Claude chat - Add intake system for study creation workflow - Improve session manager and context builder - Add intake API routes and frontend components Optimization Engine: - Add CLI module for command-line operations - Add intake module for study preprocessing - Add validation module with gate checks - Improve Zernike extractor documentation - Update spec models with better validation - Enhance solve_simulation robustness Documentation: - Add ATOMIZER_STUDIO.md planning doc - Add ATOMIZER_UX_SYSTEM.md for UX patterns - Update extractor library docs - Add study-readme-generator skill Tools: - Add test scripts for extraction validation - Add Zernike recentering test Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
930 lines
25 KiB
JSON
930 lines
25 KiB
JSON
{
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"$schema": "http://json-schema.org/draft-07/schema#",
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"$id": "https://atomizer.io/schemas/atomizer_spec_v2.json",
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"title": "AtomizerSpec v2.0",
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"description": "Unified configuration schema for Atomizer optimization studies. This is the single source of truth used by Canvas, Backend, Claude, and the Optimization Engine.",
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"type": "object",
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"required": ["meta", "model", "design_variables", "extractors", "objectives", "optimization"],
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"properties": {
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"meta": {
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"$ref": "#/definitions/meta"
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},
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"model": {
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"$ref": "#/definitions/model"
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},
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"design_variables": {
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"type": "array",
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"description": "Design variables (NX expressions) to optimize",
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"minItems": 1,
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"maxItems": 50,
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"items": {
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"$ref": "#/definitions/design_variable"
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}
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},
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"extractors": {
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"type": "array",
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"description": "Physics extractors that compute outputs from FEA results",
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"minItems": 1,
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"items": {
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"$ref": "#/definitions/extractor"
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}
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},
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"objectives": {
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"type": "array",
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"description": "Optimization objectives (minimize/maximize)",
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"minItems": 1,
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"maxItems": 5,
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"items": {
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"$ref": "#/definitions/objective"
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}
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},
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"constraints": {
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"type": "array",
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"description": "Hard and soft constraints",
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"items": {
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"$ref": "#/definitions/constraint"
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}
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},
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"optimization": {
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"$ref": "#/definitions/optimization"
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},
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"workflow": {
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"$ref": "#/definitions/workflow"
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},
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"reporting": {
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"$ref": "#/definitions/reporting"
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},
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"canvas": {
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"$ref": "#/definitions/canvas"
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}
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},
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"definitions": {
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"meta": {
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"type": "object",
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"description": "Metadata about the spec",
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"required": ["version", "study_name"],
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"properties": {
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"version": {
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"type": "string",
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"description": "Schema version",
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"pattern": "^2\\.\\d+$",
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"examples": ["2.0", "2.1"]
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},
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"created": {
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"type": "string",
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"format": "date-time",
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"description": "When the spec was created"
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},
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"modified": {
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"type": "string",
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"format": "date-time",
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"description": "When the spec was last modified"
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},
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"created_by": {
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"type": "string",
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"description": "Who/what created the spec",
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"enum": ["canvas", "claude", "api", "migration", "manual", "dashboard_intake"]
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},
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"modified_by": {
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"type": "string",
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"description": "Who/what last modified the spec"
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},
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"study_name": {
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"type": "string",
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"description": "Unique study identifier (snake_case)",
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"pattern": "^[a-z0-9_]+$",
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"minLength": 3,
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"maxLength": 100
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},
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"description": {
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"type": "string",
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"description": "Human-readable description of the study",
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"maxLength": 1000
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},
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"tags": {
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"type": "array",
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"description": "Tags for categorization",
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"items": {
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"type": "string",
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"maxLength": 50
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}
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},
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"engineering_context": {
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"type": "string",
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"description": "Real-world engineering scenario"
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},
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"status": {
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"type": "string",
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"description": "Study lifecycle status",
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"enum": ["draft", "introspected", "configured", "validated", "ready", "running", "completed", "failed"],
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"default": "draft"
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},
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"topic": {
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"type": "string",
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"description": "Topic folder for grouping related studies",
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"pattern": "^[A-Za-z0-9_]+$"
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}
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}
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},
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"model": {
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"type": "object",
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"description": "NX model files and configuration",
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"required": ["sim"],
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"properties": {
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"nx_part": {
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"type": "object",
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"description": "NX geometry part file",
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"properties": {
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"path": {
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"type": "string",
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"description": "Path to .prt file"
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},
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"hash": {
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"type": "string",
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"description": "File hash for change detection"
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},
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"idealized_part": {
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"type": "string",
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"description": "Idealized part filename (_i.prt)"
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}
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}
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},
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"fem": {
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"type": "object",
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"description": "FEM mesh file",
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"properties": {
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"path": {
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"type": "string",
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"description": "Path to .fem file"
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},
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"element_count": {
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"type": "integer",
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"description": "Number of elements"
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},
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"node_count": {
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"type": "integer",
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"description": "Number of nodes"
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}
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}
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},
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"sim": {
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"type": "object",
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"description": "Simulation file",
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"required": ["path", "solver"],
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"properties": {
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"path": {
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"type": "string",
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"description": "Path to .sim file"
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},
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"solver": {
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"type": "string",
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"description": "Solver type",
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"enum": ["nastran", "NX_Nastran", "abaqus"]
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},
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"solution_type": {
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"type": "string",
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"description": "Solution type (e.g., SOL101)",
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"pattern": "^SOL\\d+$"
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},
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"subcases": {
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"type": "array",
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"description": "Defined subcases",
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"items": {
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"type": "object",
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"properties": {
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"id": {
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"type": "integer"
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},
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"name": {
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"type": "string"
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},
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"type": {
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"type": "string",
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"enum": ["static", "modal", "thermal", "buckling"]
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}
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}
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}
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}
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}
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},
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"nx_settings": {
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"type": "object",
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"description": "NX runtime settings",
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"properties": {
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"nx_install_path": {
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"type": "string"
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},
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"simulation_timeout_s": {
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"type": "integer",
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"minimum": 60,
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"maximum": 7200
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},
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"auto_start_nx": {
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"type": "boolean"
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}
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}
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},
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"introspection": {
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"$ref": "#/definitions/introspection_data",
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"description": "Model introspection results from intake workflow"
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}
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}
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},
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"introspection_data": {
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"type": "object",
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"description": "Model introspection results stored in the spec",
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"properties": {
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"timestamp": {
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"type": "string",
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"format": "date-time",
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"description": "When introspection was run"
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},
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"solver_type": {
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"type": "string",
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"description": "Detected solver type"
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},
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"mass_kg": {
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"type": "number",
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"description": "Mass from expressions or mass properties"
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},
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"volume_mm3": {
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"type": "number",
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"description": "Volume from mass properties"
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},
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"expressions": {
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"type": "array",
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"description": "Discovered NX expressions",
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"items": {
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"$ref": "#/definitions/expression_info"
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}
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},
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"baseline": {
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"$ref": "#/definitions/baseline_data",
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"description": "Baseline FEA solve results"
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},
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"warnings": {
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"type": "array",
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"description": "Warnings from introspection",
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"items": {
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"type": "string"
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}
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}
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}
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},
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"expression_info": {
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"type": "object",
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"description": "Information about an NX expression from introspection",
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"required": ["name"],
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"properties": {
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"name": {
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"type": "string",
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"description": "Expression name in NX"
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},
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"value": {
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"type": "number",
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"description": "Current value"
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},
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"units": {
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"type": "string",
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"description": "Physical units"
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},
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"formula": {
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"type": "string",
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"description": "Expression formula if any"
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},
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"is_candidate": {
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"type": "boolean",
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"description": "Whether this is a design variable candidate",
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"default": false
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},
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"confidence": {
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"type": "number",
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"description": "Confidence that this is a design variable (0.0 to 1.0)",
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"minimum": 0,
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"maximum": 1
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}
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}
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},
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"baseline_data": {
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"type": "object",
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"description": "Results from baseline FEA solve",
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"properties": {
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"timestamp": {
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"type": "string",
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"format": "date-time",
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"description": "When baseline was run"
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},
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"solve_time_seconds": {
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"type": "number",
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"description": "How long the solve took"
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},
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"mass_kg": {
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"type": "number",
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"description": "Computed mass from BDF/FEM"
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},
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"max_displacement_mm": {
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"type": "number",
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"description": "Max displacement result"
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},
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"max_stress_mpa": {
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"type": "number",
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"description": "Max von Mises stress"
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},
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"success": {
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"type": "boolean",
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"description": "Whether baseline solve succeeded",
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"default": true
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},
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"error": {
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"type": "string",
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"description": "Error message if failed"
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}
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}
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},
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"design_variable": {
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"type": "object",
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"description": "A design variable to optimize",
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"required": ["id", "name", "expression_name", "type", "bounds"],
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"properties": {
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"id": {
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"type": "string",
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"description": "Unique identifier",
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"pattern": "^dv_\\d{3}$"
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},
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"name": {
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"type": "string",
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"description": "Human-readable name"
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},
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"expression_name": {
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"type": "string",
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"description": "NX expression name (must match model)",
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"pattern": "^[a-zA-Z_][a-zA-Z0-9_]*$"
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},
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"type": {
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"type": "string",
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"description": "Variable type",
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"enum": ["continuous", "integer", "categorical"]
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},
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"bounds": {
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"type": "object",
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"description": "Value bounds",
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"required": ["min", "max"],
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"properties": {
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"min": {
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"type": "number"
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},
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"max": {
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"type": "number"
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}
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}
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},
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"baseline": {
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"type": "number",
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"description": "Current/initial value"
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},
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"units": {
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"type": "string",
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"description": "Physical units (mm, deg, etc.)"
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},
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"step": {
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"type": "number",
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"description": "Step size for integer/discrete"
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},
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"enabled": {
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"type": "boolean",
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"description": "Whether to include in optimization",
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"default": true
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},
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"description": {
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"type": "string"
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},
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"canvas_position": {
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"$ref": "#/definitions/position"
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}
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}
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},
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"extractor": {
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"type": "object",
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"description": "Physics extractor that computes outputs from FEA",
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"required": ["id", "name", "type", "outputs"],
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"properties": {
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"id": {
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"type": "string",
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"description": "Unique identifier",
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"pattern": "^ext_\\d{3}$"
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},
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"name": {
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"type": "string",
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"description": "Human-readable name"
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},
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"type": {
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"type": "string",
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"description": "Extractor type",
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"enum": [
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"displacement",
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"frequency",
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"stress",
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"mass",
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"mass_expression",
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"zernike_opd",
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"zernike_csv",
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"temperature",
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"custom_function"
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]
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},
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"builtin": {
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"type": "boolean",
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"description": "Whether this is a built-in extractor",
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"default": true
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},
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"config": {
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"type": "object",
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"description": "Type-specific configuration",
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"properties": {
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"inner_radius_mm": {
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"type": "number"
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},
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"outer_radius_mm": {
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"type": "number"
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},
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"n_modes": {
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"type": "integer"
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},
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"filter_low_orders": {
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"type": "integer"
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},
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"displacement_unit": {
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"type": "string"
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},
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"reference_subcase": {
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"type": "integer"
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},
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"expression_name": {
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"type": "string"
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},
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"mode_number": {
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"type": "integer"
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},
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"element_type": {
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"type": "string"
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},
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"result_type": {
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"type": "string"
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},
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"metric": {
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"type": "string"
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}
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}
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},
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"function": {
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"type": "object",
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"description": "Custom function definition (for custom_function type)",
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"properties": {
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"name": {
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"type": "string",
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"description": "Function name"
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},
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"module": {
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"type": "string",
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"description": "Python module path"
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},
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"signature": {
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"type": "string",
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"description": "Function signature"
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},
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"source_code": {
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"type": "string",
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"description": "Python source code"
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}
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}
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},
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"outputs": {
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"type": "array",
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"description": "Output values this extractor produces",
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"minItems": 1,
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"items": {
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"type": "object",
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"required": ["name"],
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"properties": {
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"name": {
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"type": "string",
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"description": "Output name (used by objectives/constraints)"
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},
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"metric": {
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"type": "string",
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"description": "Specific metric (max, total, rms, etc.)"
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},
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"subcase": {
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"type": "integer",
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"description": "Subcase ID for this output"
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},
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"units": {
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"type": "string"
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}
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}
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}
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},
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"canvas_position": {
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"$ref": "#/definitions/position"
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}
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}
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},
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"objective": {
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"type": "object",
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"description": "Optimization objective",
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"required": ["id", "name", "direction", "source"],
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"properties": {
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"id": {
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"type": "string",
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"description": "Unique identifier",
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"pattern": "^obj_\\d{3}$"
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},
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"name": {
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"type": "string",
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"description": "Human-readable name"
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},
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"direction": {
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"type": "string",
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"description": "Optimization direction",
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"enum": ["minimize", "maximize"]
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},
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"weight": {
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"type": "number",
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"description": "Weight for weighted sum (multi-objective)",
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"minimum": 0,
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"default": 1.0
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},
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"source": {
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"type": "object",
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"description": "Where the value comes from",
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"required": ["extractor_id", "output_name"],
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"properties": {
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"extractor_id": {
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"type": "string",
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"description": "Reference to extractor"
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},
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"output_name": {
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"type": "string",
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"description": "Which output from the extractor"
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}
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}
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},
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"target": {
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"type": "number",
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"description": "Target value (for goal programming)"
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},
|
|
"units": {
|
|
"type": "string"
|
|
},
|
|
"description": {
|
|
"type": "string"
|
|
},
|
|
"canvas_position": {
|
|
"$ref": "#/definitions/position"
|
|
}
|
|
}
|
|
},
|
|
|
|
"constraint": {
|
|
"type": "object",
|
|
"description": "Hard or soft constraint",
|
|
"required": ["id", "name", "type", "operator", "threshold", "source"],
|
|
"properties": {
|
|
"id": {
|
|
"type": "string",
|
|
"description": "Unique identifier",
|
|
"pattern": "^con_\\d{3}$"
|
|
},
|
|
"name": {
|
|
"type": "string"
|
|
},
|
|
"type": {
|
|
"type": "string",
|
|
"description": "Constraint type",
|
|
"enum": ["hard", "soft"]
|
|
},
|
|
"operator": {
|
|
"type": "string",
|
|
"description": "Comparison operator",
|
|
"enum": ["<=", ">=", "<", ">", "=="]
|
|
},
|
|
"threshold": {
|
|
"type": "number",
|
|
"description": "Constraint threshold value"
|
|
},
|
|
"source": {
|
|
"type": "object",
|
|
"description": "Where the value comes from",
|
|
"required": ["extractor_id", "output_name"],
|
|
"properties": {
|
|
"extractor_id": {
|
|
"type": "string"
|
|
},
|
|
"output_name": {
|
|
"type": "string"
|
|
}
|
|
}
|
|
},
|
|
"penalty_config": {
|
|
"type": "object",
|
|
"description": "Penalty method configuration",
|
|
"properties": {
|
|
"method": {
|
|
"type": "string",
|
|
"enum": ["linear", "quadratic", "exponential"]
|
|
},
|
|
"weight": {
|
|
"type": "number"
|
|
},
|
|
"margin": {
|
|
"type": "number",
|
|
"description": "Soft margin before penalty kicks in"
|
|
}
|
|
}
|
|
},
|
|
"description": {
|
|
"type": "string"
|
|
},
|
|
"canvas_position": {
|
|
"$ref": "#/definitions/position"
|
|
}
|
|
}
|
|
},
|
|
|
|
"optimization": {
|
|
"type": "object",
|
|
"description": "Optimization algorithm configuration",
|
|
"required": ["algorithm", "budget"],
|
|
"properties": {
|
|
"algorithm": {
|
|
"type": "object",
|
|
"required": ["type"],
|
|
"properties": {
|
|
"type": {
|
|
"type": "string",
|
|
"description": "Algorithm type",
|
|
"enum": ["TPE", "CMA-ES", "NSGA-II", "RandomSearch", "SAT_v3", "GP-BO"]
|
|
},
|
|
"config": {
|
|
"type": "object",
|
|
"description": "Algorithm-specific settings",
|
|
"properties": {
|
|
"population_size": {
|
|
"type": "integer"
|
|
},
|
|
"n_generations": {
|
|
"type": "integer"
|
|
},
|
|
"mutation_prob": {
|
|
"type": ["number", "null"]
|
|
},
|
|
"crossover_prob": {
|
|
"type": "number"
|
|
},
|
|
"seed": {
|
|
"type": "integer"
|
|
},
|
|
"n_startup_trials": {
|
|
"type": "integer"
|
|
},
|
|
"sigma0": {
|
|
"type": "number"
|
|
}
|
|
}
|
|
}
|
|
}
|
|
},
|
|
"budget": {
|
|
"type": "object",
|
|
"description": "Computational budget",
|
|
"properties": {
|
|
"max_trials": {
|
|
"type": "integer",
|
|
"minimum": 1,
|
|
"maximum": 10000
|
|
},
|
|
"max_time_hours": {
|
|
"type": "number"
|
|
},
|
|
"convergence_patience": {
|
|
"type": "integer",
|
|
"description": "Stop if no improvement for N trials"
|
|
}
|
|
}
|
|
},
|
|
"surrogate": {
|
|
"type": "object",
|
|
"description": "Neural surrogate configuration",
|
|
"properties": {
|
|
"enabled": {
|
|
"type": "boolean"
|
|
},
|
|
"type": {
|
|
"type": "string",
|
|
"enum": ["MLP", "GNN", "ensemble"]
|
|
},
|
|
"config": {
|
|
"type": "object",
|
|
"properties": {
|
|
"n_models": {
|
|
"type": "integer"
|
|
},
|
|
"architecture": {
|
|
"type": "array",
|
|
"items": {
|
|
"type": "integer"
|
|
}
|
|
},
|
|
"train_every_n_trials": {
|
|
"type": "integer"
|
|
},
|
|
"min_training_samples": {
|
|
"type": "integer"
|
|
},
|
|
"acquisition_candidates": {
|
|
"type": "integer"
|
|
},
|
|
"fea_validations_per_round": {
|
|
"type": "integer"
|
|
}
|
|
}
|
|
}
|
|
}
|
|
},
|
|
"canvas_position": {
|
|
"$ref": "#/definitions/position"
|
|
}
|
|
}
|
|
},
|
|
|
|
"workflow": {
|
|
"type": "object",
|
|
"description": "Multi-stage optimization workflow",
|
|
"properties": {
|
|
"stages": {
|
|
"type": "array",
|
|
"items": {
|
|
"type": "object",
|
|
"properties": {
|
|
"id": {
|
|
"type": "string"
|
|
},
|
|
"name": {
|
|
"type": "string"
|
|
},
|
|
"algorithm": {
|
|
"type": "string"
|
|
},
|
|
"trials": {
|
|
"type": "integer"
|
|
},
|
|
"purpose": {
|
|
"type": "string"
|
|
}
|
|
}
|
|
}
|
|
},
|
|
"transitions": {
|
|
"type": "array",
|
|
"items": {
|
|
"type": "object",
|
|
"properties": {
|
|
"from": {
|
|
"type": "string"
|
|
},
|
|
"to": {
|
|
"type": "string"
|
|
},
|
|
"condition": {
|
|
"type": "string"
|
|
}
|
|
}
|
|
}
|
|
}
|
|
}
|
|
},
|
|
|
|
"reporting": {
|
|
"type": "object",
|
|
"description": "Reporting configuration",
|
|
"properties": {
|
|
"auto_report": {
|
|
"type": "boolean"
|
|
},
|
|
"report_triggers": {
|
|
"type": "array",
|
|
"items": {
|
|
"type": "string"
|
|
}
|
|
},
|
|
"insights": {
|
|
"type": "array",
|
|
"items": {
|
|
"type": "object",
|
|
"properties": {
|
|
"type": {
|
|
"type": "string"
|
|
},
|
|
"for_trials": {
|
|
"type": "string"
|
|
},
|
|
"config": {
|
|
"type": "object"
|
|
}
|
|
}
|
|
}
|
|
}
|
|
}
|
|
},
|
|
|
|
"canvas": {
|
|
"type": "object",
|
|
"description": "Canvas UI state (persisted for reconstruction)",
|
|
"properties": {
|
|
"layout_version": {
|
|
"type": "string"
|
|
},
|
|
"viewport": {
|
|
"type": "object",
|
|
"properties": {
|
|
"x": {
|
|
"type": "number"
|
|
},
|
|
"y": {
|
|
"type": "number"
|
|
},
|
|
"zoom": {
|
|
"type": "number"
|
|
}
|
|
}
|
|
},
|
|
"edges": {
|
|
"type": "array",
|
|
"description": "Connections between nodes",
|
|
"items": {
|
|
"type": "object",
|
|
"required": ["source", "target"],
|
|
"properties": {
|
|
"source": {
|
|
"type": "string"
|
|
},
|
|
"target": {
|
|
"type": "string"
|
|
},
|
|
"sourceHandle": {
|
|
"type": "string"
|
|
},
|
|
"targetHandle": {
|
|
"type": "string"
|
|
}
|
|
}
|
|
}
|
|
},
|
|
"groups": {
|
|
"type": "array",
|
|
"description": "Node groupings for organization",
|
|
"items": {
|
|
"type": "object",
|
|
"properties": {
|
|
"id": {
|
|
"type": "string"
|
|
},
|
|
"name": {
|
|
"type": "string"
|
|
},
|
|
"node_ids": {
|
|
"type": "array",
|
|
"items": {
|
|
"type": "string"
|
|
}
|
|
}
|
|
}
|
|
}
|
|
}
|
|
}
|
|
},
|
|
|
|
"position": {
|
|
"type": "object",
|
|
"description": "Canvas position",
|
|
"properties": {
|
|
"x": {
|
|
"type": "number"
|
|
},
|
|
"y": {
|
|
"type": "number"
|
|
}
|
|
}
|
|
}
|
|
}
|
|
}
|