lale.search package

Submodules

• lale.search.PGO module
  • DefaultValue
    • DefaultValue.token
  • FrequencyDistribution
    • FrequencyDistribution.asEnumValues()
    • FrequencyDistribution.asFloatValues()
    • FrequencyDistribution.asIntegerValues()
    • FrequencyDistribution.cumulative_freqs
    • FrequencyDistribution.freq_dist
    • FrequencyDistribution.sample()
    • FrequencyDistribution.samples()
    • FrequencyDistribution.vals
  • freqsAsEnumValues()
  • freqsAsFloatValues()
  • freqsAsIntegerValues()
  • load_pgo_data()
  • load_pgo_file()
  • normalize_pgo_type()
  • remove_defaults_dict()
• lale.search.lale_grid_search_cv module
  • HPValuetoGSValue()
  • SearchSpaceGridstoGSGrids()
  • SearchSpaceGridtoGSGrid()
  • SearchSpaceNumberToGSValues()
  • get_defaults_as_param_grid()
  • get_grid_search_parameter_grids()
  • get_lale_gridsearchcv_op()
  • get_parameter_grids()
  • gridsearchcv_grid_to_string()
  • gridsearchcv_grids_to_string()
• lale.search.lale_hyperopt module
  • SearchSpaceHPExprVisitor
    • SearchSpaceHPExprVisitor.array_single_expr_()
    • SearchSpaceHPExprVisitor.get_unique_name()
    • SearchSpaceHPExprVisitor.mk_label()
    • SearchSpaceHPExprVisitor.names
    • SearchSpaceHPExprVisitor.run()
    • SearchSpaceHPExprVisitor.visitSearchSpaceArray()
    • SearchSpaceHPExprVisitor.visitSearchSpaceBool()
    • SearchSpaceHPExprVisitor.visitSearchSpaceConstant()
    • SearchSpaceHPExprVisitor.visitSearchSpaceDict()
    • SearchSpaceHPExprVisitor.visitSearchSpaceEmpty()
    • SearchSpaceHPExprVisitor.visitSearchSpaceEnum()
    • SearchSpaceHPExprVisitor.visitSearchSpaceNumber()
    • SearchSpaceHPExprVisitor.visitSearchSpaceObject()
    • SearchSpaceHPExprVisitor.visitSearchSpaceOperator()
    • SearchSpaceHPExprVisitor.visitSearchSpaceProduct()
    • SearchSpaceHPExprVisitor.visitSearchSpaceSum()
  • SearchSpaceHPStrVisitor
    • SearchSpaceHPStrVisitor.array_single_str_()
    • SearchSpaceHPStrVisitor.decls
    • SearchSpaceHPStrVisitor.get_unique_name()
    • SearchSpaceHPStrVisitor.get_unique_variable_name()
    • SearchSpaceHPStrVisitor.mk_label()
    • SearchSpaceHPStrVisitor.names
    • SearchSpaceHPStrVisitor.nested_header
    • SearchSpaceHPStrVisitor.pgo_dict
    • SearchSpaceHPStrVisitor.pgo_header
    • SearchSpaceHPStrVisitor.run()
    • SearchSpaceHPStrVisitor.visitSearchSpaceArray()
    • SearchSpaceHPStrVisitor.visitSearchSpaceBool()
    • SearchSpaceHPStrVisitor.visitSearchSpaceConstant()
    • SearchSpaceHPStrVisitor.visitSearchSpaceDict()
    • SearchSpaceHPStrVisitor.visitSearchSpaceEmpty()
    • SearchSpaceHPStrVisitor.visitSearchSpaceEnum()
    • SearchSpaceHPStrVisitor.visitSearchSpaceNumber()
    • SearchSpaceHPStrVisitor.visitSearchSpaceObject()
    • SearchSpaceHPStrVisitor.visitSearchSpaceOperator()
    • SearchSpaceHPStrVisitor.visitSearchSpaceProduct()
    • SearchSpaceHPStrVisitor.visitSearchSpaceSum()
  • make_nested_hyperopt()
  • pgo_sample()
  • search_space_to_hp_expr()
  • search_space_to_hp_str()
  • search_space_to_str_for_comparison()
• lale.search.lale_smac module
  • FakeNone
  • HPValuetoSMAC()
  • SearchSpaceGridtoSMAC()
  • SearchSpaceNumberToSMAC()
  • addSearchSpaceGrid()
  • addSearchSpaceGrids()
  • get_smac_space()
  • hp_grids_to_smac_cs()
  • lale_op_smac_tae()
  • lale_trainable_op_from_config()
  • smac_fixup_params()
• lale.search.op2hp module
  • hyperopt_search_space()
• lale.search.schema2search_space module
  • FreqsWrapper
    • FreqsWrapper.base
  • OperatorSchemaError
    • OperatorSchemaError.get_message_str()
  • SearchSpaceOperatorVisitor
    • SearchSpaceOperatorVisitor.JsonSchemaToSearchSpaceHelper()
    • SearchSpaceOperatorVisitor.data_schema
    • SearchSpaceOperatorVisitor.pgo
    • SearchSpaceOperatorVisitor.run()
    • SearchSpaceOperatorVisitor.schemaToSearchSpace()
    • SearchSpaceOperatorVisitor.schemaToSearchSpaceHelper()
    • SearchSpaceOperatorVisitor.schemaToSearchSpaceHelper_()
    • SearchSpaceOperatorVisitor.schemaToSimplifiedAndSearchSpace()
    • SearchSpaceOperatorVisitor.visitOperatorChoice()
    • SearchSpaceOperatorVisitor.visitPlannedIndividualOp()
    • SearchSpaceOperatorVisitor.visitPlannedPipeline()
    • SearchSpaceOperatorVisitor.visitTrainableIndividualOp()
    • SearchSpaceOperatorVisitor.visitTrainablePipeline()
    • SearchSpaceOperatorVisitor.visitTrainedIndividualOp()
    • SearchSpaceOperatorVisitor.visitTrainedPipeline()
  • add_sub_space()
  • asFreqs()
  • freqs_wrapper_lookup()
  • get_default()
  • op_to_search_space()
  • pgo_lookup()
• lale.search.search_space module
  • SearchSpace
    • SearchSpace.default()
    • SearchSpace.focused_path_string()
    • SearchSpace.str_with_focus()
  • SearchSpaceArray
    • SearchSpaceArray.items()
  • SearchSpaceBool
  • SearchSpaceConstant
  • SearchSpaceDict
  • SearchSpaceEmpty
  • SearchSpaceEnum
    • SearchSpaceEnum.pgo
    • SearchSpaceEnum.vals
  • SearchSpaceError
    • SearchSpaceError.get_message_str()
    • SearchSpaceError.path_string()
  • SearchSpaceNumber
    • SearchSpaceNumber.discrete
    • SearchSpaceNumber.distribution
    • SearchSpaceNumber.exclusiveMaximum
    • SearchSpaceNumber.exclusiveMinumum
    • SearchSpaceNumber.getInclusiveMax()
    • SearchSpaceNumber.getInclusiveMin()
    • SearchSpaceNumber.maximum
    • SearchSpaceNumber.minimum
    • SearchSpaceNumber.pgo
  • SearchSpaceObject
  • SearchSpaceOperator
    • SearchSpaceOperator.sub_space
  • SearchSpacePrimitive
  • SearchSpaceProduct
    • SearchSpaceProduct.get_indexed_spaces()
    • SearchSpaceProduct.sub_spaces
  • SearchSpaceSum
    • SearchSpaceSum.sub_spaces
  • should_print_search_space()
• lale.search.search_space_grid module
  • SearchSpaceToGridVisitor
    • SearchSpaceToGridVisitor.fixupDegenerateSearchSpaces()
    • SearchSpaceToGridVisitor.run()
    • SearchSpaceToGridVisitor.visitSearchSpaceArray()
    • SearchSpaceToGridVisitor.visitSearchSpaceBool()
    • SearchSpaceToGridVisitor.visitSearchSpaceConstant()
    • SearchSpaceToGridVisitor.visitSearchSpaceDict()
    • SearchSpaceToGridVisitor.visitSearchSpaceEmpty()
    • SearchSpaceToGridVisitor.visitSearchSpaceEnum()
    • SearchSpaceToGridVisitor.visitSearchSpaceNumber()
    • SearchSpaceToGridVisitor.visitSearchSpaceObject()
    • SearchSpaceToGridVisitor.visitSearchSpaceOperator()
    • SearchSpaceToGridVisitor.visitSearchSpacePrimitive()
    • SearchSpaceToGridVisitor.visitSearchSpaceProduct()
    • SearchSpaceToGridVisitor.visitSearchSpaceSum()
  • get_search_space_grids()
  • op_to_search_space_grids()
  • search_space_grid_to_string()
  • search_space_grids_to_string()
  • search_space_to_grids()

Module contents