coliny_ea
- pydantic model dakota.spec.method.coliny_ea.ColinyEaSelection
Generated model for ColinyEaSelection
Show JSON schema
{ "title": "ColinyEaSelection", "description": "Generated model for ColinyEaSelection", "type": "object", "properties": { "coliny_ea": { "$ref": "#/$defs/ColinyEaConfig", "x-materialization": [ { "ir_key": "method.algorithm", "ir_value_type": "unsigned short", "storage_type": "PRESENCE_ENUM", "stored_value": "COLINY_EA" } ] } }, "$defs": { "Blend": { "additionalProperties": false, "description": "Random blend of parents", "properties": { "blend": { "const": true, "default": true, "description": "Random blend of parents", "title": "Blend", "type": "boolean", "x-materialization": [ { "ir_key": "method.crossover_type", "ir_value_type": "String", "storage_type": "PRESENCE_LITERAL", "stored_value": "blend" } ] } }, "title": "Blend", "type": "object" }, "Chc": { "additionalProperties": false, "description": "Create new population using replacement", "properties": { "chc": { "description": "Create new population using replacement", "title": "Chc", "type": "integer", "x-materialization": [ { "ir_key": "method.replacement_type", "ir_value_type": "String", "secondary_ir_key": "method.coliny.number_retained", "secondary_ir_value_type": "int", "storage_type": "TYPE_DATA_COMBINED", "stored_value": "chc" } ] } }, "required": [ "chc" ], "title": "Chc", "type": "object" }, "ColinyEaConfig": { "additionalProperties": false, "description": "Evolutionary Algorithm", "properties": { "model_pointer": { "anyOf": [ { "type": "string" }, { "type": "null" } ], "default": null, "description": "Identifier for model block to be used by a method", "title": "Model Pointer", "x-block-pointer": "model", "x-materialization": [ { "ir_key": "method.model_pointer", "ir_value_type": "String", "storage_type": "DIRECT_VALUE" } ] }, "solution_target": { "default": -1.7976931348623157e+308, "description": "Stopping criteria based on objective function value", "title": "Solution Target", "type": "number", "x-aliases": [ "solution_accuracy" ], "x-materialization": [ { "ir_key": "method.asynch_pattern_search.solution_target", "ir_value_type": "Real", "storage_type": "DIRECT_VALUE" }, { "ir_key": "method.solution_target", "ir_value_type": "Real", "storage_type": "DIRECT_VALUE" } ] }, "seed": { "anyOf": [ { "exclusiveMinimum": 0, "type": "integer" }, { "type": "null" } ], "default": null, "description": "Seed of the random number generator", "title": "Seed", "x-materialization": [ { "ir_key": "method.random_seed", "ir_value_type": "int", "storage_type": "DIRECT_VALUE" } ] }, "show_misc_options": { "anyOf": [ { "const": true, "type": "boolean" }, { "type": "null" } ], "default": null, "description": "Show algorithm parameters not exposed in Dakota input", "title": "Show Misc Options", "x-materialization": [ { "ir_key": "method.coliny.show_misc_options", "ir_value_type": "bool", "storage_type": "PRESENCE_TRUE" } ] }, "misc_options": { "anyOf": [ { "items": { "type": "string" }, "type": "array" }, { "type": "null" } ], "default": null, "description": "Set method options not available through Dakota spec", "title": "Misc Options", "x-materialization": [ { "ir_key": "method.coliny.misc_options", "ir_value_type": "StringArray", "storage_type": "DIRECT_VALUE" } ] }, "max_iterations": { "default": 9223372036854775807, "description": "Number of iterations allowed for optimizers and adaptive UQ methods", "minimum": 0, "title": "Max Iterations", "type": "integer", "x-materialization": [ { "ir_key": "method.max_iterations", "ir_value_type": "size_t", "storage_type": "DIRECT_VALUE" } ] }, "convergence_tolerance": { "default": -1.7976931348623157e+308, "description": "Stopping criterion based on objective function or statistics convergence", "title": "Convergence Tolerance", "type": "number", "x-materialization": [ { "ir_key": "method.convergence_tolerance", "ir_value_type": "Real", "storage_type": "DIRECT_VALUE" }, { "ir_key": "method.jega.percent_change", "ir_value_type": "Real", "storage_type": "DIRECT_VALUE" } ] }, "max_function_evaluations": { "default": 9223372036854775807, "description": "Number of function evaluations allowed for optimizers", "minimum": 0, "title": "Max Function Evaluations", "type": "integer", "x-materialization": [ { "ir_key": "method.max_function_evaluations", "ir_value_type": "size_t", "storage_type": "DIRECT_VALUE" } ] }, "scaling": { "anyOf": [ { "const": true, "type": "boolean" }, { "type": "null" } ], "default": null, "description": "Turn on scaling for variables, responses, and constraints", "title": "Scaling", "x-materialization": [ { "ir_key": "method.scaling", "ir_value_type": "bool", "storage_type": "PRESENCE_TRUE" } ] }, "id_method": { "anyOf": [ { "type": "string" }, { "type": "null" } ], "default": null, "description": "Name the method block; helpful when there are multiple", "title": "Id Method", "x-materialization": [ { "ir_key": "method.id", "ir_value_type": "String", "storage_type": "DIRECT_VALUE" } ] }, "output": { "anyOf": [ { "$ref": "#/$defs/Debug" }, { "$ref": "#/$defs/Verbose" }, { "$ref": "#/$defs/Normal" }, { "$ref": "#/$defs/Quiet" }, { "$ref": "#/$defs/Silent" } ], "description": "Control how much method information is written to the screen and output file", "title": "Output", "x-model-default": "Normal", "x-union-pattern": 1 }, "final_solutions": { "default": 0, "description": "Number of designs returned as the best solutions", "minimum": 0, "title": "Final Solutions", "type": "integer", "x-materialization": [ { "ir_key": "method.final_solutions", "ir_value_type": "size_t", "storage_type": "DIRECT_VALUE" } ] }, "population_size": { "default": 50, "description": "Set the population size", "exclusiveMinimum": 0, "title": "Population Size", "type": "integer", "x-materialization": [ { "ir_key": "method.population_size", "ir_value_type": "int", "storage_type": "DIRECT_VALUE" } ] }, "initialization_type": { "anyOf": [ { "$ref": "#/$defs/ColinyEaInitializationTypeSimpleRandom" }, { "$ref": "#/$defs/ColinyEaInitializationTypeUniqueRandom" }, { "$ref": "#/$defs/ColinyEaInitializationTypeFlatFile" } ], "description": "Specify how to initialize the population", "title": "Initialization Type", "x-model-default": "ColinyEaInitializationTypeUniqueRandom", "x-union-pattern": 1 }, "fitness_type": { "anyOf": [ { "$ref": "#/$defs/LinearRank" }, { "$ref": "#/$defs/MeritFunction" }, { "type": "null" } ], "default": null, "description": "Select fitness type", "title": "Fitness Type", "x-union-pattern": 2 }, "replacement_type": { "anyOf": [ { "$ref": "#/$defs/ReplacementTypeRandom" }, { "$ref": "#/$defs/Chc" }, { "$ref": "#/$defs/ColinyEaReplacementTypeElitist" }, { "type": "null" } ], "default": null, "description": "Select a replacement type for SCOLIB evolutionary algorithm ( ``coliny_ea``)", "title": "Replacement Type", "x-union-pattern": 2 }, "new_solutions_generated": { "default": -9999, "description": "Replace population with individuals chosen from population", "title": "New Solutions Generated", "type": "integer", "x-materialization": [ { "ir_key": "method.coliny.new_solutions_generated", "ir_value_type": "int", "storage_type": "DIRECT_VALUE" } ] }, "crossover_rate": { "default": -1.0, "description": "Specify the probability of a crossover event", "title": "Crossover Rate", "type": "number", "x-materialization": [ { "ir_key": "method.crossover_rate", "ir_value_type": "Real", "storage_type": "DIRECT_VALUE" } ] }, "crossover_type": { "anyOf": [ { "$ref": "#/$defs/TwoPoint" }, { "$ref": "#/$defs/Blend" }, { "$ref": "#/$defs/CrossoverTypeUniform" }, { "type": "null" } ], "default": null, "description": "Select a crossover type", "title": "Crossover Type", "x-union-pattern": 2 }, "mutation_rate": { "default": 1.0, "description": "Set probability of a mutation", "title": "Mutation Rate", "type": "number", "x-materialization": [ { "ir_key": "method.mutation_rate", "ir_value_type": "Real", "storage_type": "DIRECT_VALUE" } ] }, "mutation_type": { "anyOf": [ { "$ref": "#/$defs/ColinyEaMutationType" }, { "type": "null" } ], "default": null, "description": "Select a mutation type" }, "non_adaptive": { "anyOf": [ { "const": true, "type": "boolean" }, { "type": "null" } ], "default": null, "description": "Disable self-adaptive mutation", "title": "Non Adaptive", "x-materialization": [ { "ir_key": "method.mutation_adaptive", "ir_value_type": "bool", "storage_type": "PRESENCE_FALSE" } ] }, "constraint_penalty": { "default": -1.0, "description": "Multiplier for the penalty function", "title": "Constraint Penalty", "type": "number", "x-materialization": [ { "ir_key": "method.constraint_penalty", "ir_value_type": "Real", "storage_type": "DIRECT_VALUE" } ] } }, "title": "ColinyEaConfig", "type": "object" }, "ColinyEaInitializationTypeFlatFile": { "additionalProperties": false, "description": "Read initial solutions from file", "properties": { "flat_file": { "description": "Read initial solutions from file", "title": "Flat File", "type": "string", "x-materialization": [ { "ir_key": "method.initialization_type", "ir_value_type": "String", "secondary_ir_key": "method.flat_file", "secondary_ir_value_type": "String", "storage_type": "TYPE_DATA_COMBINED", "stored_value": "flat_file" } ] } }, "required": [ "flat_file" ], "title": "ColinyEaInitializationTypeFlatFile", "type": "object" }, "ColinyEaInitializationTypeSimpleRandom": { "additionalProperties": false, "description": "Create random initial solutions", "properties": { "simple_random": { "const": true, "default": true, "description": "Create random initial solutions", "title": "Simple Random", "type": "boolean", "x-materialization": [ { "ir_key": "method.initialization_type", "ir_value_type": "String", "storage_type": "PRESENCE_LITERAL", "stored_value": "random" } ] } }, "title": "ColinyEaInitializationTypeSimpleRandom", "type": "object" }, "ColinyEaInitializationTypeUniqueRandom": { "additionalProperties": false, "description": "Create random initial solutions, but enforce uniqueness (default)", "properties": { "unique_random": { "const": true, "default": true, "description": "Create random initial solutions, but enforce uniqueness (default)", "title": "Unique Random", "type": "boolean", "x-materialization": [ { "ir_key": "method.initialization_type", "ir_value_type": "String", "storage_type": "PRESENCE_LITERAL", "stored_value": "unique_random" } ] } }, "title": "ColinyEaInitializationTypeUniqueRandom", "type": "object" }, "ColinyEaMutationType": { "additionalProperties": false, "description": "Select a mutation type", "properties": { "strategy": { "anchor": true, "anyOf": [ { "$ref": "#/$defs/ColinyEaMutationTypeReplaceUniform" }, { "$ref": "#/$defs/ColinyEaMutationTypeOffsetNormal" }, { "$ref": "#/$defs/ColinyEaMutationTypeOffsetCauchy" }, { "$ref": "#/$defs/ColinyEaMutationTypeOffsetUniform" } ], "description": "Mutation Type", "title": "Strategy", "x-union-pattern": 4 } }, "required": [ "strategy" ], "title": "ColinyEaMutationType", "type": "object" }, "ColinyEaMutationTypeOffsetCauchy": { "additionalProperties": false, "description": "Use a Cauchy distribution for the mutation offset", "properties": { "offset_cauchy": { "$ref": "#/$defs/ColinyMutationScaleRangeMixin", "description": "Use a Cauchy distribution for the mutation offset", "x-materialization": [ { "ir_key": "method.mutation_type", "ir_value_type": "String", "storage_type": "PRESENCE_LITERAL", "stored_value": "offset_cauchy" } ] } }, "required": [ "offset_cauchy" ], "title": "ColinyEaMutationTypeOffsetCauchy", "type": "object" }, "ColinyEaMutationTypeOffsetNormal": { "additionalProperties": false, "description": "Set mutation offset to use a normal distribution", "properties": { "offset_normal": { "$ref": "#/$defs/ColinyMutationScaleRangeMixin", "description": "Set mutation offset to use a normal distribution", "x-materialization": [ { "ir_key": "method.mutation_type", "ir_value_type": "String", "storage_type": "PRESENCE_LITERAL", "stored_value": "offset_normal" } ] } }, "required": [ "offset_normal" ], "title": "ColinyEaMutationTypeOffsetNormal", "type": "object" }, "ColinyEaMutationTypeOffsetUniform": { "additionalProperties": false, "description": "Set mutation offset to use a uniform distribution", "properties": { "offset_uniform": { "$ref": "#/$defs/ColinyMutationScaleRangeMixin", "description": "Set mutation offset to use a uniform distribution", "x-materialization": [ { "ir_key": "method.mutation_type", "ir_value_type": "String", "storage_type": "PRESENCE_LITERAL", "stored_value": "offset_uniform" } ] } }, "required": [ "offset_uniform" ], "title": "ColinyEaMutationTypeOffsetUniform", "type": "object" }, "ColinyEaMutationTypeReplaceUniform": { "additionalProperties": false, "description": "Replace coordinate with randomly generated value", "properties": { "replace_uniform": { "const": true, "default": true, "description": "Replace coordinate with randomly generated value", "title": "Replace Uniform", "type": "boolean", "x-materialization": [ { "ir_key": "method.mutation_type", "ir_value_type": "String", "storage_type": "PRESENCE_LITERAL", "stored_value": "replace_uniform" } ] } }, "title": "ColinyEaMutationTypeReplaceUniform", "type": "object" }, "ColinyEaReplacementTypeElitist": { "additionalProperties": false, "description": "Use the best designs to form a new population", "properties": { "elitist": { "description": "Use the best designs to form a new population", "title": "Elitist", "type": "integer", "x-materialization": [ { "ir_key": "method.replacement_type", "ir_value_type": "String", "secondary_ir_key": "method.coliny.number_retained", "secondary_ir_value_type": "int", "storage_type": "TYPE_DATA_COMBINED", "stored_value": "elitist" } ] } }, "required": [ "elitist" ], "title": "ColinyEaReplacementTypeElitist", "type": "object" }, "ColinyMutationScaleRangeMixin": { "additionalProperties": false, "description": "Generated model for ColinyMutationScaleRangeMixin", "properties": { "mutation_scale": { "default": 0.1, "description": "Scales mutation across range of parameter", "title": "Mutation Scale", "type": "number", "x-materialization": [ { "ir_key": "method.mutation_scale", "ir_value_type": "Real", "storage_type": "DIRECT_VALUE" } ] }, "mutation_range": { "default": -9999, "description": "Set uniform offset control for discrete parameters", "title": "Mutation Range", "type": "integer", "x-materialization": [ { "ir_key": "method.coliny.mutation_range", "ir_value_type": "int", "storage_type": "DIRECT_VALUE" } ] } }, "title": "ColinyMutationScaleRangeMixin", "type": "object" }, "CrossoverTypeUniform": { "additionalProperties": false, "description": "Randomly combine coordinates from parents", "properties": { "uniform": { "const": true, "default": true, "description": "Randomly combine coordinates from parents", "title": "Uniform", "type": "boolean", "x-materialization": [ { "ir_key": "method.crossover_type", "ir_value_type": "String", "storage_type": "PRESENCE_LITERAL", "stored_value": "uniform" } ] } }, "title": "CrossoverTypeUniform", "type": "object" }, "Debug": { "additionalProperties": false, "description": "Level 5 of 5 - maximum", "properties": { "debug": { "const": true, "default": true, "description": "Level 5 of 5 - maximum", "title": "Debug", "type": "boolean", "x-materialization": [ { "ir_key": "method.output", "ir_value_type": "short", "storage_type": "PRESENCE_ENUM", "stored_value": "DEBUG_OUTPUT" } ] } }, "title": "Debug", "type": "object" }, "LinearRank": { "additionalProperties": false, "description": "Set selection scaling", "properties": { "linear_rank": { "const": true, "default": true, "description": "Set selection scaling", "title": "Linear Rank", "type": "boolean", "x-materialization": [ { "ir_key": "method.fitness_type", "ir_value_type": "String", "storage_type": "PRESENCE_LITERAL", "stored_value": "linear_rank" } ] } }, "title": "LinearRank", "type": "object" }, "MeritFunction": { "additionalProperties": false, "description": "Balance goals of reducing objective function and satisfying constraints", "properties": { "merit_function": { "const": true, "default": true, "description": "Balance goals of reducing objective function and satisfying constraints", "title": "Merit Function", "type": "boolean", "x-materialization": [ { "ir_key": "method.fitness_type", "ir_value_type": "String", "storage_type": "PRESENCE_LITERAL", "stored_value": "proportional" } ] } }, "title": "MeritFunction", "type": "object" }, "Normal": { "additionalProperties": false, "description": "Level 3 of 5 - default", "properties": { "normal": { "const": true, "default": true, "description": "Level 3 of 5 - default", "title": "Normal", "type": "boolean", "x-materialization": [ { "ir_key": "method.output", "ir_value_type": "short", "storage_type": "PRESENCE_ENUM", "stored_value": "NORMAL_OUTPUT" } ] } }, "title": "Normal", "type": "object" }, "Quiet": { "additionalProperties": false, "description": "Level 2 of 5 - less than normal", "properties": { "quiet": { "const": true, "default": true, "description": "Level 2 of 5 - less than normal", "title": "Quiet", "type": "boolean", "x-materialization": [ { "ir_key": "method.output", "ir_value_type": "short", "storage_type": "PRESENCE_ENUM", "stored_value": "QUIET_OUTPUT" } ] } }, "title": "Quiet", "type": "object" }, "ReplacementTypeRandom": { "additionalProperties": false, "description": "Create new population randomly", "properties": { "random": { "description": "Create new population randomly", "title": "Random", "type": "integer", "x-materialization": [ { "ir_key": "method.replacement_type", "ir_value_type": "String", "secondary_ir_key": "method.coliny.number_retained", "secondary_ir_value_type": "int", "storage_type": "TYPE_DATA_COMBINED", "stored_value": "random" } ] } }, "required": [ "random" ], "title": "ReplacementTypeRandom", "type": "object" }, "Silent": { "additionalProperties": false, "description": "Level 1 of 5 - minimum", "properties": { "silent": { "const": true, "default": true, "description": "Level 1 of 5 - minimum", "title": "Silent", "type": "boolean", "x-materialization": [ { "ir_key": "method.output", "ir_value_type": "short", "storage_type": "PRESENCE_ENUM", "stored_value": "SILENT_OUTPUT" } ] } }, "title": "Silent", "type": "object" }, "TwoPoint": { "additionalProperties": false, "description": "Combine middle of one parent with end of another", "properties": { "two_point": { "const": true, "default": true, "description": "Combine middle of one parent with end of another", "title": "Two Point", "type": "boolean", "x-materialization": [ { "ir_key": "method.crossover_type", "ir_value_type": "String", "storage_type": "PRESENCE_LITERAL", "stored_value": "two_point" } ] } }, "title": "TwoPoint", "type": "object" }, "Verbose": { "additionalProperties": false, "description": "Level 4 of 5 - more than normal", "properties": { "verbose": { "const": true, "default": true, "description": "Level 4 of 5 - more than normal", "title": "Verbose", "type": "boolean", "x-materialization": [ { "ir_key": "method.output", "ir_value_type": "short", "storage_type": "PRESENCE_ENUM", "stored_value": "VERBOSE_OUTPUT" } ] } }, "title": "Verbose", "type": "object" } }, "additionalProperties": false, "required": [ "coliny_ea" ] }
- field coliny_ea: ColinyEaConfig [Required]
- classmethod get_registry() dict[str, type[MethodSelection]]
Get registry, performing deferred registration on first call
- classmethod get_union()
Generate Union from all registered selections
- pydantic model dakota.spec.method.coliny_ea.ColinyEaConfig
Evolutionary Algorithm
Show JSON schema
{ "title": "ColinyEaConfig", "description": "Evolutionary Algorithm", "type": "object", "properties": { "model_pointer": { "anyOf": [ { "type": "string" }, { "type": "null" } ], "default": null, "description": "Identifier for model block to be used by a method", "title": "Model Pointer", "x-block-pointer": "model", "x-materialization": [ { "ir_key": "method.model_pointer", "ir_value_type": "String", "storage_type": "DIRECT_VALUE" } ] }, "solution_target": { "default": -1.7976931348623157e+308, "description": "Stopping criteria based on objective function value", "title": "Solution Target", "type": "number", "x-aliases": [ "solution_accuracy" ], "x-materialization": [ { "ir_key": "method.asynch_pattern_search.solution_target", "ir_value_type": "Real", "storage_type": "DIRECT_VALUE" }, { "ir_key": "method.solution_target", "ir_value_type": "Real", "storage_type": "DIRECT_VALUE" } ] }, "seed": { "anyOf": [ { "exclusiveMinimum": 0, "type": "integer" }, { "type": "null" } ], "default": null, "description": "Seed of the random number generator", "title": "Seed", "x-materialization": [ { "ir_key": "method.random_seed", "ir_value_type": "int", "storage_type": "DIRECT_VALUE" } ] }, "show_misc_options": { "anyOf": [ { "const": true, "type": "boolean" }, { "type": "null" } ], "default": null, "description": "Show algorithm parameters not exposed in Dakota input", "title": "Show Misc Options", "x-materialization": [ { "ir_key": "method.coliny.show_misc_options", "ir_value_type": "bool", "storage_type": "PRESENCE_TRUE" } ] }, "misc_options": { "anyOf": [ { "items": { "type": "string" }, "type": "array" }, { "type": "null" } ], "default": null, "description": "Set method options not available through Dakota spec", "title": "Misc Options", "x-materialization": [ { "ir_key": "method.coliny.misc_options", "ir_value_type": "StringArray", "storage_type": "DIRECT_VALUE" } ] }, "max_iterations": { "default": 9223372036854775807, "description": "Number of iterations allowed for optimizers and adaptive UQ methods", "minimum": 0, "title": "Max Iterations", "type": "integer", "x-materialization": [ { "ir_key": "method.max_iterations", "ir_value_type": "size_t", "storage_type": "DIRECT_VALUE" } ] }, "convergence_tolerance": { "default": -1.7976931348623157e+308, "description": "Stopping criterion based on objective function or statistics convergence", "title": "Convergence Tolerance", "type": "number", "x-materialization": [ { "ir_key": "method.convergence_tolerance", "ir_value_type": "Real", "storage_type": "DIRECT_VALUE" }, { "ir_key": "method.jega.percent_change", "ir_value_type": "Real", "storage_type": "DIRECT_VALUE" } ] }, "max_function_evaluations": { "default": 9223372036854775807, "description": "Number of function evaluations allowed for optimizers", "minimum": 0, "title": "Max Function Evaluations", "type": "integer", "x-materialization": [ { "ir_key": "method.max_function_evaluations", "ir_value_type": "size_t", "storage_type": "DIRECT_VALUE" } ] }, "scaling": { "anyOf": [ { "const": true, "type": "boolean" }, { "type": "null" } ], "default": null, "description": "Turn on scaling for variables, responses, and constraints", "title": "Scaling", "x-materialization": [ { "ir_key": "method.scaling", "ir_value_type": "bool", "storage_type": "PRESENCE_TRUE" } ] }, "id_method": { "anyOf": [ { "type": "string" }, { "type": "null" } ], "default": null, "description": "Name the method block; helpful when there are multiple", "title": "Id Method", "x-materialization": [ { "ir_key": "method.id", "ir_value_type": "String", "storage_type": "DIRECT_VALUE" } ] }, "output": { "anyOf": [ { "$ref": "#/$defs/Debug" }, { "$ref": "#/$defs/Verbose" }, { "$ref": "#/$defs/Normal" }, { "$ref": "#/$defs/Quiet" }, { "$ref": "#/$defs/Silent" } ], "description": "Control how much method information is written to the screen and output file", "title": "Output", "x-model-default": "Normal", "x-union-pattern": 1 }, "final_solutions": { "default": 0, "description": "Number of designs returned as the best solutions", "minimum": 0, "title": "Final Solutions", "type": "integer", "x-materialization": [ { "ir_key": "method.final_solutions", "ir_value_type": "size_t", "storage_type": "DIRECT_VALUE" } ] }, "population_size": { "default": 50, "description": "Set the population size", "exclusiveMinimum": 0, "title": "Population Size", "type": "integer", "x-materialization": [ { "ir_key": "method.population_size", "ir_value_type": "int", "storage_type": "DIRECT_VALUE" } ] }, "initialization_type": { "anyOf": [ { "$ref": "#/$defs/ColinyEaInitializationTypeSimpleRandom" }, { "$ref": "#/$defs/ColinyEaInitializationTypeUniqueRandom" }, { "$ref": "#/$defs/ColinyEaInitializationTypeFlatFile" } ], "description": "Specify how to initialize the population", "title": "Initialization Type", "x-model-default": "ColinyEaInitializationTypeUniqueRandom", "x-union-pattern": 1 }, "fitness_type": { "anyOf": [ { "$ref": "#/$defs/LinearRank" }, { "$ref": "#/$defs/MeritFunction" }, { "type": "null" } ], "default": null, "description": "Select fitness type", "title": "Fitness Type", "x-union-pattern": 2 }, "replacement_type": { "anyOf": [ { "$ref": "#/$defs/ReplacementTypeRandom" }, { "$ref": "#/$defs/Chc" }, { "$ref": "#/$defs/ColinyEaReplacementTypeElitist" }, { "type": "null" } ], "default": null, "description": "Select a replacement type for SCOLIB evolutionary algorithm ( ``coliny_ea``)", "title": "Replacement Type", "x-union-pattern": 2 }, "new_solutions_generated": { "default": -9999, "description": "Replace population with individuals chosen from population", "title": "New Solutions Generated", "type": "integer", "x-materialization": [ { "ir_key": "method.coliny.new_solutions_generated", "ir_value_type": "int", "storage_type": "DIRECT_VALUE" } ] }, "crossover_rate": { "default": -1.0, "description": "Specify the probability of a crossover event", "title": "Crossover Rate", "type": "number", "x-materialization": [ { "ir_key": "method.crossover_rate", "ir_value_type": "Real", "storage_type": "DIRECT_VALUE" } ] }, "crossover_type": { "anyOf": [ { "$ref": "#/$defs/TwoPoint" }, { "$ref": "#/$defs/Blend" }, { "$ref": "#/$defs/CrossoverTypeUniform" }, { "type": "null" } ], "default": null, "description": "Select a crossover type", "title": "Crossover Type", "x-union-pattern": 2 }, "mutation_rate": { "default": 1.0, "description": "Set probability of a mutation", "title": "Mutation Rate", "type": "number", "x-materialization": [ { "ir_key": "method.mutation_rate", "ir_value_type": "Real", "storage_type": "DIRECT_VALUE" } ] }, "mutation_type": { "anyOf": [ { "$ref": "#/$defs/ColinyEaMutationType" }, { "type": "null" } ], "default": null, "description": "Select a mutation type" }, "non_adaptive": { "anyOf": [ { "const": true, "type": "boolean" }, { "type": "null" } ], "default": null, "description": "Disable self-adaptive mutation", "title": "Non Adaptive", "x-materialization": [ { "ir_key": "method.mutation_adaptive", "ir_value_type": "bool", "storage_type": "PRESENCE_FALSE" } ] }, "constraint_penalty": { "default": -1.0, "description": "Multiplier for the penalty function", "title": "Constraint Penalty", "type": "number", "x-materialization": [ { "ir_key": "method.constraint_penalty", "ir_value_type": "Real", "storage_type": "DIRECT_VALUE" } ] } }, "$defs": { "Blend": { "additionalProperties": false, "description": "Random blend of parents", "properties": { "blend": { "const": true, "default": true, "description": "Random blend of parents", "title": "Blend", "type": "boolean", "x-materialization": [ { "ir_key": "method.crossover_type", "ir_value_type": "String", "storage_type": "PRESENCE_LITERAL", "stored_value": "blend" } ] } }, "title": "Blend", "type": "object" }, "Chc": { "additionalProperties": false, "description": "Create new population using replacement", "properties": { "chc": { "description": "Create new population using replacement", "title": "Chc", "type": "integer", "x-materialization": [ { "ir_key": "method.replacement_type", "ir_value_type": "String", "secondary_ir_key": "method.coliny.number_retained", "secondary_ir_value_type": "int", "storage_type": "TYPE_DATA_COMBINED", "stored_value": "chc" } ] } }, "required": [ "chc" ], "title": "Chc", "type": "object" }, "ColinyEaInitializationTypeFlatFile": { "additionalProperties": false, "description": "Read initial solutions from file", "properties": { "flat_file": { "description": "Read initial solutions from file", "title": "Flat File", "type": "string", "x-materialization": [ { "ir_key": "method.initialization_type", "ir_value_type": "String", "secondary_ir_key": "method.flat_file", "secondary_ir_value_type": "String", "storage_type": "TYPE_DATA_COMBINED", "stored_value": "flat_file" } ] } }, "required": [ "flat_file" ], "title": "ColinyEaInitializationTypeFlatFile", "type": "object" }, "ColinyEaInitializationTypeSimpleRandom": { "additionalProperties": false, "description": "Create random initial solutions", "properties": { "simple_random": { "const": true, "default": true, "description": "Create random initial solutions", "title": "Simple Random", "type": "boolean", "x-materialization": [ { "ir_key": "method.initialization_type", "ir_value_type": "String", "storage_type": "PRESENCE_LITERAL", "stored_value": "random" } ] } }, "title": "ColinyEaInitializationTypeSimpleRandom", "type": "object" }, "ColinyEaInitializationTypeUniqueRandom": { "additionalProperties": false, "description": "Create random initial solutions, but enforce uniqueness (default)", "properties": { "unique_random": { "const": true, "default": true, "description": "Create random initial solutions, but enforce uniqueness (default)", "title": "Unique Random", "type": "boolean", "x-materialization": [ { "ir_key": "method.initialization_type", "ir_value_type": "String", "storage_type": "PRESENCE_LITERAL", "stored_value": "unique_random" } ] } }, "title": "ColinyEaInitializationTypeUniqueRandom", "type": "object" }, "ColinyEaMutationType": { "additionalProperties": false, "description": "Select a mutation type", "properties": { "strategy": { "anchor": true, "anyOf": [ { "$ref": "#/$defs/ColinyEaMutationTypeReplaceUniform" }, { "$ref": "#/$defs/ColinyEaMutationTypeOffsetNormal" }, { "$ref": "#/$defs/ColinyEaMutationTypeOffsetCauchy" }, { "$ref": "#/$defs/ColinyEaMutationTypeOffsetUniform" } ], "description": "Mutation Type", "title": "Strategy", "x-union-pattern": 4 } }, "required": [ "strategy" ], "title": "ColinyEaMutationType", "type": "object" }, "ColinyEaMutationTypeOffsetCauchy": { "additionalProperties": false, "description": "Use a Cauchy distribution for the mutation offset", "properties": { "offset_cauchy": { "$ref": "#/$defs/ColinyMutationScaleRangeMixin", "description": "Use a Cauchy distribution for the mutation offset", "x-materialization": [ { "ir_key": "method.mutation_type", "ir_value_type": "String", "storage_type": "PRESENCE_LITERAL", "stored_value": "offset_cauchy" } ] } }, "required": [ "offset_cauchy" ], "title": "ColinyEaMutationTypeOffsetCauchy", "type": "object" }, "ColinyEaMutationTypeOffsetNormal": { "additionalProperties": false, "description": "Set mutation offset to use a normal distribution", "properties": { "offset_normal": { "$ref": "#/$defs/ColinyMutationScaleRangeMixin", "description": "Set mutation offset to use a normal distribution", "x-materialization": [ { "ir_key": "method.mutation_type", "ir_value_type": "String", "storage_type": "PRESENCE_LITERAL", "stored_value": "offset_normal" } ] } }, "required": [ "offset_normal" ], "title": "ColinyEaMutationTypeOffsetNormal", "type": "object" }, "ColinyEaMutationTypeOffsetUniform": { "additionalProperties": false, "description": "Set mutation offset to use a uniform distribution", "properties": { "offset_uniform": { "$ref": "#/$defs/ColinyMutationScaleRangeMixin", "description": "Set mutation offset to use a uniform distribution", "x-materialization": [ { "ir_key": "method.mutation_type", "ir_value_type": "String", "storage_type": "PRESENCE_LITERAL", "stored_value": "offset_uniform" } ] } }, "required": [ "offset_uniform" ], "title": "ColinyEaMutationTypeOffsetUniform", "type": "object" }, "ColinyEaMutationTypeReplaceUniform": { "additionalProperties": false, "description": "Replace coordinate with randomly generated value", "properties": { "replace_uniform": { "const": true, "default": true, "description": "Replace coordinate with randomly generated value", "title": "Replace Uniform", "type": "boolean", "x-materialization": [ { "ir_key": "method.mutation_type", "ir_value_type": "String", "storage_type": "PRESENCE_LITERAL", "stored_value": "replace_uniform" } ] } }, "title": "ColinyEaMutationTypeReplaceUniform", "type": "object" }, "ColinyEaReplacementTypeElitist": { "additionalProperties": false, "description": "Use the best designs to form a new population", "properties": { "elitist": { "description": "Use the best designs to form a new population", "title": "Elitist", "type": "integer", "x-materialization": [ { "ir_key": "method.replacement_type", "ir_value_type": "String", "secondary_ir_key": "method.coliny.number_retained", "secondary_ir_value_type": "int", "storage_type": "TYPE_DATA_COMBINED", "stored_value": "elitist" } ] } }, "required": [ "elitist" ], "title": "ColinyEaReplacementTypeElitist", "type": "object" }, "ColinyMutationScaleRangeMixin": { "additionalProperties": false, "description": "Generated model for ColinyMutationScaleRangeMixin", "properties": { "mutation_scale": { "default": 0.1, "description": "Scales mutation across range of parameter", "title": "Mutation Scale", "type": "number", "x-materialization": [ { "ir_key": "method.mutation_scale", "ir_value_type": "Real", "storage_type": "DIRECT_VALUE" } ] }, "mutation_range": { "default": -9999, "description": "Set uniform offset control for discrete parameters", "title": "Mutation Range", "type": "integer", "x-materialization": [ { "ir_key": "method.coliny.mutation_range", "ir_value_type": "int", "storage_type": "DIRECT_VALUE" } ] } }, "title": "ColinyMutationScaleRangeMixin", "type": "object" }, "CrossoverTypeUniform": { "additionalProperties": false, "description": "Randomly combine coordinates from parents", "properties": { "uniform": { "const": true, "default": true, "description": "Randomly combine coordinates from parents", "title": "Uniform", "type": "boolean", "x-materialization": [ { "ir_key": "method.crossover_type", "ir_value_type": "String", "storage_type": "PRESENCE_LITERAL", "stored_value": "uniform" } ] } }, "title": "CrossoverTypeUniform", "type": "object" }, "Debug": { "additionalProperties": false, "description": "Level 5 of 5 - maximum", "properties": { "debug": { "const": true, "default": true, "description": "Level 5 of 5 - maximum", "title": "Debug", "type": "boolean", "x-materialization": [ { "ir_key": "method.output", "ir_value_type": "short", "storage_type": "PRESENCE_ENUM", "stored_value": "DEBUG_OUTPUT" } ] } }, "title": "Debug", "type": "object" }, "LinearRank": { "additionalProperties": false, "description": "Set selection scaling", "properties": { "linear_rank": { "const": true, "default": true, "description": "Set selection scaling", "title": "Linear Rank", "type": "boolean", "x-materialization": [ { "ir_key": "method.fitness_type", "ir_value_type": "String", "storage_type": "PRESENCE_LITERAL", "stored_value": "linear_rank" } ] } }, "title": "LinearRank", "type": "object" }, "MeritFunction": { "additionalProperties": false, "description": "Balance goals of reducing objective function and satisfying constraints", "properties": { "merit_function": { "const": true, "default": true, "description": "Balance goals of reducing objective function and satisfying constraints", "title": "Merit Function", "type": "boolean", "x-materialization": [ { "ir_key": "method.fitness_type", "ir_value_type": "String", "storage_type": "PRESENCE_LITERAL", "stored_value": "proportional" } ] } }, "title": "MeritFunction", "type": "object" }, "Normal": { "additionalProperties": false, "description": "Level 3 of 5 - default", "properties": { "normal": { "const": true, "default": true, "description": "Level 3 of 5 - default", "title": "Normal", "type": "boolean", "x-materialization": [ { "ir_key": "method.output", "ir_value_type": "short", "storage_type": "PRESENCE_ENUM", "stored_value": "NORMAL_OUTPUT" } ] } }, "title": "Normal", "type": "object" }, "Quiet": { "additionalProperties": false, "description": "Level 2 of 5 - less than normal", "properties": { "quiet": { "const": true, "default": true, "description": "Level 2 of 5 - less than normal", "title": "Quiet", "type": "boolean", "x-materialization": [ { "ir_key": "method.output", "ir_value_type": "short", "storage_type": "PRESENCE_ENUM", "stored_value": "QUIET_OUTPUT" } ] } }, "title": "Quiet", "type": "object" }, "ReplacementTypeRandom": { "additionalProperties": false, "description": "Create new population randomly", "properties": { "random": { "description": "Create new population randomly", "title": "Random", "type": "integer", "x-materialization": [ { "ir_key": "method.replacement_type", "ir_value_type": "String", "secondary_ir_key": "method.coliny.number_retained", "secondary_ir_value_type": "int", "storage_type": "TYPE_DATA_COMBINED", "stored_value": "random" } ] } }, "required": [ "random" ], "title": "ReplacementTypeRandom", "type": "object" }, "Silent": { "additionalProperties": false, "description": "Level 1 of 5 - minimum", "properties": { "silent": { "const": true, "default": true, "description": "Level 1 of 5 - minimum", "title": "Silent", "type": "boolean", "x-materialization": [ { "ir_key": "method.output", "ir_value_type": "short", "storage_type": "PRESENCE_ENUM", "stored_value": "SILENT_OUTPUT" } ] } }, "title": "Silent", "type": "object" }, "TwoPoint": { "additionalProperties": false, "description": "Combine middle of one parent with end of another", "properties": { "two_point": { "const": true, "default": true, "description": "Combine middle of one parent with end of another", "title": "Two Point", "type": "boolean", "x-materialization": [ { "ir_key": "method.crossover_type", "ir_value_type": "String", "storage_type": "PRESENCE_LITERAL", "stored_value": "two_point" } ] } }, "title": "TwoPoint", "type": "object" }, "Verbose": { "additionalProperties": false, "description": "Level 4 of 5 - more than normal", "properties": { "verbose": { "const": true, "default": true, "description": "Level 4 of 5 - more than normal", "title": "Verbose", "type": "boolean", "x-materialization": [ { "ir_key": "method.output", "ir_value_type": "short", "storage_type": "PRESENCE_ENUM", "stored_value": "VERBOSE_OUTPUT" } ] } }, "title": "Verbose", "type": "object" } }, "additionalProperties": false }
- field constraint_penalty: DakotaFloat = -1.0
Multiplier for the penalty function
- Constraints:
func = <function _serialize_dakota_float at 0x7f2a3de76700>
return_type = float | str
when_used = json
- field convergence_tolerance: DakotaFloat = -1.7976931348623157e+308
Stopping criterion based on objective function or statistics convergence
- Constraints:
func = <function _serialize_dakota_float at 0x7f2a3de76700>
return_type = float | str
when_used = json
- field crossover_rate: DakotaFloat = -1.0
Specify the probability of a crossover event
- Constraints:
func = <function _serialize_dakota_float at 0x7f2a3de76700>
return_type = float | str
when_used = json
- field crossover_type: TwoPoint | Blend | CrossoverTypeUniform | None = None
Select a crossover type
- field final_solutions: int = 0
Number of designs returned as the best solutions
- Constraints:
ge = 0
- field fitness_type: LinearRank | MeritFunction | None = None
Select fitness type
- field id_method: str | None = None
Name the method block; helpful when there are multiple
- field initialization_type: ColinyEaInitializationTypeSimpleRandom | ColinyEaInitializationTypeUniqueRandom | ColinyEaInitializationTypeFlatFile [Optional]
Specify how to initialize the population
- field max_function_evaluations: int = 9223372036854775807
Number of function evaluations allowed for optimizers
- Constraints:
ge = 0
- field max_iterations: int = 9223372036854775807
Number of iterations allowed for optimizers and adaptive UQ methods
- Constraints:
ge = 0
- field misc_options: list[str] | None = None
Set method options not available through Dakota spec
- field model_pointer: str | None = None
Identifier for model block to be used by a method
- field mutation_rate: DakotaFloat = 1.0
Set probability of a mutation
- Constraints:
func = <function _serialize_dakota_float at 0x7f2a3de76700>
return_type = float | str
when_used = json
- field mutation_type: ColinyEaMutationType | None = None
Select a mutation type
- field new_solutions_generated: int = -9999
Replace population with individuals chosen from population
- field non_adaptive: Literal[True] | None = None
Disable self-adaptive mutation
- field output: Debug | Verbose | Normal | Quiet | Silent [Optional]
Control how much method information is written to the screen and output file
- field population_size: int = 50
Set the population size
- Constraints:
gt = 0
- field replacement_type: ReplacementTypeRandom | Chc | ColinyEaReplacementTypeElitist | None = None
Select a replacement type for SCOLIB evolutionary algorithm (
coliny_ea)
- field scaling: Literal[True] | None = None
Turn on scaling for variables, responses, and constraints
- field seed: int | None = None
Seed of the random number generator
- Constraints:
gt = 0
- field show_misc_options: Literal[True] | None = None
Show algorithm parameters not exposed in Dakota input
- field solution_target: DakotaFloat = -1.7976931348623157e+308
Stopping criteria based on objective function value
- Constraints:
func = <function _serialize_dakota_float at 0x7f2a3de76700>
return_type = float | str
when_used = json
Generated Pydantic models for method.coliny_ea
- pydantic model dakota.spec.method.coliny_ea.Blend
Random blend of parents
Show JSON schema
{ "title": "Blend", "description": "Random blend of parents", "type": "object", "properties": { "blend": { "const": true, "default": true, "description": "Random blend of parents", "title": "Blend", "type": "boolean", "x-materialization": [ { "ir_key": "method.crossover_type", "ir_value_type": "String", "storage_type": "PRESENCE_LITERAL", "stored_value": "blend" } ] } }, "additionalProperties": false }
- Fields:
- field blend: Literal[True] = True
Random blend of parents
- pydantic model dakota.spec.method.coliny_ea.Chc
Create new population using replacement
Show JSON schema
{ "title": "Chc", "description": "Create new population using replacement", "type": "object", "properties": { "chc": { "description": "Create new population using replacement", "title": "Chc", "type": "integer", "x-materialization": [ { "ir_key": "method.replacement_type", "ir_value_type": "String", "secondary_ir_key": "method.coliny.number_retained", "secondary_ir_value_type": "int", "storage_type": "TYPE_DATA_COMBINED", "stored_value": "chc" } ] } }, "additionalProperties": false, "required": [ "chc" ] }
- Fields:
- field chc: int [Required]
Create new population using replacement
- pydantic model dakota.spec.method.coliny_ea.ColinyEaInitializationTypeFlatFile
Read initial solutions from file
Show JSON schema
{ "title": "ColinyEaInitializationTypeFlatFile", "description": "Read initial solutions from file", "type": "object", "properties": { "flat_file": { "description": "Read initial solutions from file", "title": "Flat File", "type": "string", "x-materialization": [ { "ir_key": "method.initialization_type", "ir_value_type": "String", "secondary_ir_key": "method.flat_file", "secondary_ir_value_type": "String", "storage_type": "TYPE_DATA_COMBINED", "stored_value": "flat_file" } ] } }, "additionalProperties": false, "required": [ "flat_file" ] }
- Fields:
- field flat_file: str [Required]
Read initial solutions from file
- pydantic model dakota.spec.method.coliny_ea.ColinyEaInitializationTypeSimpleRandom
Create random initial solutions
Show JSON schema
{ "title": "ColinyEaInitializationTypeSimpleRandom", "description": "Create random initial solutions", "type": "object", "properties": { "simple_random": { "const": true, "default": true, "description": "Create random initial solutions", "title": "Simple Random", "type": "boolean", "x-materialization": [ { "ir_key": "method.initialization_type", "ir_value_type": "String", "storage_type": "PRESENCE_LITERAL", "stored_value": "random" } ] } }, "additionalProperties": false }
- Fields:
- field simple_random: Literal[True] = True
Create random initial solutions
- pydantic model dakota.spec.method.coliny_ea.ColinyEaInitializationTypeUniqueRandom
Create random initial solutions, but enforce uniqueness (default)
Show JSON schema
{ "title": "ColinyEaInitializationTypeUniqueRandom", "description": "Create random initial solutions, but enforce uniqueness (default)", "type": "object", "properties": { "unique_random": { "const": true, "default": true, "description": "Create random initial solutions, but enforce uniqueness (default)", "title": "Unique Random", "type": "boolean", "x-materialization": [ { "ir_key": "method.initialization_type", "ir_value_type": "String", "storage_type": "PRESENCE_LITERAL", "stored_value": "unique_random" } ] } }, "additionalProperties": false }
- Fields:
- field unique_random: Literal[True] = True
Create random initial solutions, but enforce uniqueness (default)
- pydantic model dakota.spec.method.coliny_ea.ColinyEaMutationType
Select a mutation type
Show JSON schema
{ "title": "ColinyEaMutationType", "description": "Select a mutation type", "type": "object", "properties": { "strategy": { "anchor": true, "anyOf": [ { "$ref": "#/$defs/ColinyEaMutationTypeReplaceUniform" }, { "$ref": "#/$defs/ColinyEaMutationTypeOffsetNormal" }, { "$ref": "#/$defs/ColinyEaMutationTypeOffsetCauchy" }, { "$ref": "#/$defs/ColinyEaMutationTypeOffsetUniform" } ], "description": "Mutation Type", "title": "Strategy", "x-union-pattern": 4 } }, "$defs": { "ColinyEaMutationTypeOffsetCauchy": { "additionalProperties": false, "description": "Use a Cauchy distribution for the mutation offset", "properties": { "offset_cauchy": { "$ref": "#/$defs/ColinyMutationScaleRangeMixin", "description": "Use a Cauchy distribution for the mutation offset", "x-materialization": [ { "ir_key": "method.mutation_type", "ir_value_type": "String", "storage_type": "PRESENCE_LITERAL", "stored_value": "offset_cauchy" } ] } }, "required": [ "offset_cauchy" ], "title": "ColinyEaMutationTypeOffsetCauchy", "type": "object" }, "ColinyEaMutationTypeOffsetNormal": { "additionalProperties": false, "description": "Set mutation offset to use a normal distribution", "properties": { "offset_normal": { "$ref": "#/$defs/ColinyMutationScaleRangeMixin", "description": "Set mutation offset to use a normal distribution", "x-materialization": [ { "ir_key": "method.mutation_type", "ir_value_type": "String", "storage_type": "PRESENCE_LITERAL", "stored_value": "offset_normal" } ] } }, "required": [ "offset_normal" ], "title": "ColinyEaMutationTypeOffsetNormal", "type": "object" }, "ColinyEaMutationTypeOffsetUniform": { "additionalProperties": false, "description": "Set mutation offset to use a uniform distribution", "properties": { "offset_uniform": { "$ref": "#/$defs/ColinyMutationScaleRangeMixin", "description": "Set mutation offset to use a uniform distribution", "x-materialization": [ { "ir_key": "method.mutation_type", "ir_value_type": "String", "storage_type": "PRESENCE_LITERAL", "stored_value": "offset_uniform" } ] } }, "required": [ "offset_uniform" ], "title": "ColinyEaMutationTypeOffsetUniform", "type": "object" }, "ColinyEaMutationTypeReplaceUniform": { "additionalProperties": false, "description": "Replace coordinate with randomly generated value", "properties": { "replace_uniform": { "const": true, "default": true, "description": "Replace coordinate with randomly generated value", "title": "Replace Uniform", "type": "boolean", "x-materialization": [ { "ir_key": "method.mutation_type", "ir_value_type": "String", "storage_type": "PRESENCE_LITERAL", "stored_value": "replace_uniform" } ] } }, "title": "ColinyEaMutationTypeReplaceUniform", "type": "object" }, "ColinyMutationScaleRangeMixin": { "additionalProperties": false, "description": "Generated model for ColinyMutationScaleRangeMixin", "properties": { "mutation_scale": { "default": 0.1, "description": "Scales mutation across range of parameter", "title": "Mutation Scale", "type": "number", "x-materialization": [ { "ir_key": "method.mutation_scale", "ir_value_type": "Real", "storage_type": "DIRECT_VALUE" } ] }, "mutation_range": { "default": -9999, "description": "Set uniform offset control for discrete parameters", "title": "Mutation Range", "type": "integer", "x-materialization": [ { "ir_key": "method.coliny.mutation_range", "ir_value_type": "int", "storage_type": "DIRECT_VALUE" } ] } }, "title": "ColinyMutationScaleRangeMixin", "type": "object" } }, "additionalProperties": false, "required": [ "strategy" ] }
- field strategy: ColinyEaMutationTypeReplaceUniform | ColinyEaMutationTypeOffsetNormal | ColinyEaMutationTypeOffsetCauchy | ColinyEaMutationTypeOffsetUniform [Required]
Mutation Type
- pydantic model dakota.spec.method.coliny_ea.ColinyEaMutationTypeOffsetCauchy
Use a Cauchy distribution for the mutation offset
Show JSON schema
{ "title": "ColinyEaMutationTypeOffsetCauchy", "description": "Use a Cauchy distribution for the mutation offset", "type": "object", "properties": { "offset_cauchy": { "$ref": "#/$defs/ColinyMutationScaleRangeMixin", "description": "Use a Cauchy distribution for the mutation offset", "x-materialization": [ { "ir_key": "method.mutation_type", "ir_value_type": "String", "storage_type": "PRESENCE_LITERAL", "stored_value": "offset_cauchy" } ] } }, "$defs": { "ColinyMutationScaleRangeMixin": { "additionalProperties": false, "description": "Generated model for ColinyMutationScaleRangeMixin", "properties": { "mutation_scale": { "default": 0.1, "description": "Scales mutation across range of parameter", "title": "Mutation Scale", "type": "number", "x-materialization": [ { "ir_key": "method.mutation_scale", "ir_value_type": "Real", "storage_type": "DIRECT_VALUE" } ] }, "mutation_range": { "default": -9999, "description": "Set uniform offset control for discrete parameters", "title": "Mutation Range", "type": "integer", "x-materialization": [ { "ir_key": "method.coliny.mutation_range", "ir_value_type": "int", "storage_type": "DIRECT_VALUE" } ] } }, "title": "ColinyMutationScaleRangeMixin", "type": "object" } }, "additionalProperties": false, "required": [ "offset_cauchy" ] }
- field offset_cauchy: ColinyMutationScaleRangeMixin [Required]
Use a Cauchy distribution for the mutation offset
- pydantic model dakota.spec.method.coliny_ea.ColinyEaMutationTypeOffsetNormal
Set mutation offset to use a normal distribution
Show JSON schema
{ "title": "ColinyEaMutationTypeOffsetNormal", "description": "Set mutation offset to use a normal distribution", "type": "object", "properties": { "offset_normal": { "$ref": "#/$defs/ColinyMutationScaleRangeMixin", "description": "Set mutation offset to use a normal distribution", "x-materialization": [ { "ir_key": "method.mutation_type", "ir_value_type": "String", "storage_type": "PRESENCE_LITERAL", "stored_value": "offset_normal" } ] } }, "$defs": { "ColinyMutationScaleRangeMixin": { "additionalProperties": false, "description": "Generated model for ColinyMutationScaleRangeMixin", "properties": { "mutation_scale": { "default": 0.1, "description": "Scales mutation across range of parameter", "title": "Mutation Scale", "type": "number", "x-materialization": [ { "ir_key": "method.mutation_scale", "ir_value_type": "Real", "storage_type": "DIRECT_VALUE" } ] }, "mutation_range": { "default": -9999, "description": "Set uniform offset control for discrete parameters", "title": "Mutation Range", "type": "integer", "x-materialization": [ { "ir_key": "method.coliny.mutation_range", "ir_value_type": "int", "storage_type": "DIRECT_VALUE" } ] } }, "title": "ColinyMutationScaleRangeMixin", "type": "object" } }, "additionalProperties": false, "required": [ "offset_normal" ] }
- field offset_normal: ColinyMutationScaleRangeMixin [Required]
Set mutation offset to use a normal distribution
- pydantic model dakota.spec.method.coliny_ea.ColinyEaMutationTypeOffsetUniform
Set mutation offset to use a uniform distribution
Show JSON schema
{ "title": "ColinyEaMutationTypeOffsetUniform", "description": "Set mutation offset to use a uniform distribution", "type": "object", "properties": { "offset_uniform": { "$ref": "#/$defs/ColinyMutationScaleRangeMixin", "description": "Set mutation offset to use a uniform distribution", "x-materialization": [ { "ir_key": "method.mutation_type", "ir_value_type": "String", "storage_type": "PRESENCE_LITERAL", "stored_value": "offset_uniform" } ] } }, "$defs": { "ColinyMutationScaleRangeMixin": { "additionalProperties": false, "description": "Generated model for ColinyMutationScaleRangeMixin", "properties": { "mutation_scale": { "default": 0.1, "description": "Scales mutation across range of parameter", "title": "Mutation Scale", "type": "number", "x-materialization": [ { "ir_key": "method.mutation_scale", "ir_value_type": "Real", "storage_type": "DIRECT_VALUE" } ] }, "mutation_range": { "default": -9999, "description": "Set uniform offset control for discrete parameters", "title": "Mutation Range", "type": "integer", "x-materialization": [ { "ir_key": "method.coliny.mutation_range", "ir_value_type": "int", "storage_type": "DIRECT_VALUE" } ] } }, "title": "ColinyMutationScaleRangeMixin", "type": "object" } }, "additionalProperties": false, "required": [ "offset_uniform" ] }
- field offset_uniform: ColinyMutationScaleRangeMixin [Required]
Set mutation offset to use a uniform distribution
- pydantic model dakota.spec.method.coliny_ea.ColinyEaMutationTypeReplaceUniform
Replace coordinate with randomly generated value
Show JSON schema
{ "title": "ColinyEaMutationTypeReplaceUniform", "description": "Replace coordinate with randomly generated value", "type": "object", "properties": { "replace_uniform": { "const": true, "default": true, "description": "Replace coordinate with randomly generated value", "title": "Replace Uniform", "type": "boolean", "x-materialization": [ { "ir_key": "method.mutation_type", "ir_value_type": "String", "storage_type": "PRESENCE_LITERAL", "stored_value": "replace_uniform" } ] } }, "additionalProperties": false }
- Fields:
- field replace_uniform: Literal[True] = True
Replace coordinate with randomly generated value
- pydantic model dakota.spec.method.coliny_ea.ColinyEaReplacementTypeElitist
Use the best designs to form a new population
Show JSON schema
{ "title": "ColinyEaReplacementTypeElitist", "description": "Use the best designs to form a new population", "type": "object", "properties": { "elitist": { "description": "Use the best designs to form a new population", "title": "Elitist", "type": "integer", "x-materialization": [ { "ir_key": "method.replacement_type", "ir_value_type": "String", "secondary_ir_key": "method.coliny.number_retained", "secondary_ir_value_type": "int", "storage_type": "TYPE_DATA_COMBINED", "stored_value": "elitist" } ] } }, "additionalProperties": false, "required": [ "elitist" ] }
- Fields:
- field elitist: int [Required]
Use the best designs to form a new population
- pydantic model dakota.spec.method.coliny_ea.CrossoverTypeUniform
Randomly combine coordinates from parents
Show JSON schema
{ "title": "CrossoverTypeUniform", "description": "Randomly combine coordinates from parents", "type": "object", "properties": { "uniform": { "const": true, "default": true, "description": "Randomly combine coordinates from parents", "title": "Uniform", "type": "boolean", "x-materialization": [ { "ir_key": "method.crossover_type", "ir_value_type": "String", "storage_type": "PRESENCE_LITERAL", "stored_value": "uniform" } ] } }, "additionalProperties": false }
- Fields:
- field uniform: Literal[True] = True
Randomly combine coordinates from parents
- pydantic model dakota.spec.method.coliny_ea.LinearRank
Set selection scaling
Show JSON schema
{ "title": "LinearRank", "description": "Set selection scaling", "type": "object", "properties": { "linear_rank": { "const": true, "default": true, "description": "Set selection scaling", "title": "Linear Rank", "type": "boolean", "x-materialization": [ { "ir_key": "method.fitness_type", "ir_value_type": "String", "storage_type": "PRESENCE_LITERAL", "stored_value": "linear_rank" } ] } }, "additionalProperties": false }
- Fields:
- field linear_rank: Literal[True] = True
Set selection scaling
- pydantic model dakota.spec.method.coliny_ea.MeritFunction
Balance goals of reducing objective function and satisfying constraints
Show JSON schema
{ "title": "MeritFunction", "description": "Balance goals of reducing objective function and satisfying constraints", "type": "object", "properties": { "merit_function": { "const": true, "default": true, "description": "Balance goals of reducing objective function and satisfying constraints", "title": "Merit Function", "type": "boolean", "x-materialization": [ { "ir_key": "method.fitness_type", "ir_value_type": "String", "storage_type": "PRESENCE_LITERAL", "stored_value": "proportional" } ] } }, "additionalProperties": false }
- Fields:
- field merit_function: Literal[True] = True
Balance goals of reducing objective function and satisfying constraints
- pydantic model dakota.spec.method.coliny_ea.ReplacementTypeRandom
Create new population randomly
Show JSON schema
{ "title": "ReplacementTypeRandom", "description": "Create new population randomly", "type": "object", "properties": { "random": { "description": "Create new population randomly", "title": "Random", "type": "integer", "x-materialization": [ { "ir_key": "method.replacement_type", "ir_value_type": "String", "secondary_ir_key": "method.coliny.number_retained", "secondary_ir_value_type": "int", "storage_type": "TYPE_DATA_COMBINED", "stored_value": "random" } ] } }, "additionalProperties": false, "required": [ "random" ] }
- Fields:
- field random: int [Required]
Create new population randomly
- pydantic model dakota.spec.method.coliny_ea.TwoPoint
Combine middle of one parent with end of another
Show JSON schema
{ "title": "TwoPoint", "description": "Combine middle of one parent with end of another", "type": "object", "properties": { "two_point": { "const": true, "default": true, "description": "Combine middle of one parent with end of another", "title": "Two Point", "type": "boolean", "x-materialization": [ { "ir_key": "method.crossover_type", "ir_value_type": "String", "storage_type": "PRESENCE_LITERAL", "stored_value": "two_point" } ] } }, "additionalProperties": false }
- Fields:
- field two_point: Literal[True] = True
Combine middle of one parent with end of another
