Index

A

AcceptUserInput (class in dffml.operation.io) AcceptUserInputContext (class in dffml.operation.io) Accuracy (class in dffml.cli.ml) (class in dffml.model.accuracy) accuracy (dffml.cli.cli.CLI attribute) AccuracyCMDConfig (class in dffml.cli.ml) AccuracyConfig (class in dffml.accuracy.accuracy) AccuracyContext (class in dffml.accuracy.accuracy) AccuracyScorer (class in dffml.accuracy.accuracy) acquire() (dffml.df.base.BaseLockNetworkContext method) (dffml.df.memory.MemoryLockNetworkContext method) ActivateVirtualEnvCommand (class in dffml.util.testing.consoletest.commands) add() (dffml.df.base.BaseInputNetworkContext method) (dffml.df.base.BaseInputSet method) (dffml.df.base.BaseOperationNetworkContext method) (dffml.df.memory.MemoryInputNetworkContext method) (dffml.df.memory.MemoryInputSet method) (dffml.df.memory.MemoryOperationNetworkContext method)

add_subs() (dffml.util.cli.cmd.Parser method) added() (dffml.df.base.BaseInputNetworkContext method) (dffml.df.memory.MemoryInputNetworkContext method) aenter_stack() (in module dffml.util.asynchelper) Arg (class in dffml.util.cli.arg) args() (dffml.base.BaseConfigurable class method) (dffml.df.base.BaseDataFlowObject class method) Associate (class in dffml.operation.output) AssociateDefinition (class in dffml.operation.output) async_wrapper() (dffml.util.asynctestcase.AsyncTestCase method) AsyncContextManagerList (class in dffml.util.asynchelper) AsyncContextManagerListContext (class in dffml.util.asynchelper) AsyncTestCase (class in dffml.util.asynctestcase)

B

base_entry_point() (in module dffml.util.entrypoint) BaseCommChannelConfig (class in dffml.df.multicomm) BaseConfig (class in dffml.base) BaseConfigLoader (class in dffml.configloader.configloader) BaseConfigLoaderContext (class in dffml.configloader.configloader) BaseConfigurable (class in dffml.base) BaseConfigurableMetaClass (class in dffml.base) BaseContextHandle (class in dffml.df.base) BaseDatabase (class in dffml.db.base) BaseDatabaseContext (class in dffml.db.base) BaseDataFlowFacilitatorObject (class in dffml.base) BaseDataFlowFacilitatorObjectContext (class in dffml.base) BaseDataFlowObject (class in dffml.df.base) BaseDataFlowObjectContext (class in dffml.df.base) BaseDefinitionSetContext (class in dffml.df.base) BaseInputNetwork (class in dffml.df.base) BaseInputNetworkContext (class in dffml.df.base) BaseInputSet (class in dffml.df.base) BaseInputSetConfig (class in dffml.df.base) BaseInputSetContext (class in dffml.df.base) BaseKeyValueStore (class in dffml.df.base) BaseKeyValueStoreContext (class in dffml.df.base) BaseLockNetwork (class in dffml.df.base) BaseLockNetworkContext (class in dffml.df.base) BaseMemoryDataFlowObject (class in dffml.df.memory) BaseMultiComm (class in dffml.df.multicomm)

BaseMultiCommContext (class in dffml.df.multicomm) BaseOperationImplementationNetwork (class in dffml.df.base) BaseOperationImplementationNetworkContext (class in dffml.df.base) BaseOperationNetwork (class in dffml.df.base) BaseOperationNetworkContext (class in dffml.df.base) BaseOrchestrator (class in dffml.df.base) BaseOrchestratorConfig (class in dffml.df.base) BaseOrchestratorContext (class in dffml.df.base) BaseParameterSet (class in dffml.df.base) BaseParameterSetConfig (class in dffml.df.base) BaseRedundancyChecker (class in dffml.df.base) BaseRedundancyCheckerConfig (class in dffml.df.base) BaseRedundancyCheckerContext (class in dffml.df.base) BaseSecret (class in dffml.secret.base) BaseSecretContext (class in dffml.secret.base) BaseSource (class in dffml.source.source) BaseSourceContext (class in dffml.source.source) BinaryFileSource (class in dffml.source.file) BinaryFileSourceConfig (class in dffml.source.file) buf_to_fileobj() (in module dffml.util.testing.consoletest.commands) Bump (class in dffml.service.dev) bump (dffml.service.dev.Develop attribute) BumpInter (class in dffml.service.dev) BumpPackages (class in dffml.service.dev) BumpPackagesConfig (class in dffml.service.dev) by (dffml.operation.output.GroupBySpec property) by_origin (dffml.df.memory.MemoryInputNetworkContextEntry property)

C

cached_download() (in module dffml.util.net) cached_download_unpack_archive() (in module dffml.util.net) cadd() (dffml.df.memory.MemoryInputNetworkContext method) CannotConvertToRecord CDCommand (class in dffml.util.testing.consoletest.commands) chdir() (in module dffml.util.os) (in module dffml.util.testing.consoletest.util) CI (class in dffml.service.dev) ci (dffml.service.dev.Develop attribute) ClassificationAccuracy (class in dffml.accuracy.clf) ClassificationAccuracyConfig (class in dffml.accuracy.clf) ClassificationAccuracyContext (class in dffml.accuracy.clf) CLI (class in dffml.cli.cli) close() (dffml.model.model.SimpleModel method) CMDConfig (class in dffml.util.cli.cmd) CMDOutputOverride (class in dffml.util.cli.cmd) column (dffml.db.base.Condition property) CommitLintError commits (dffml.service.dev.Lint attribute) Condition (class in dffml.db.base) CONFIG (dffml.accuracy.accuracy.AccuracyScorer attribute) (dffml.accuracy.clf.ClassificationAccuracy attribute) (dffml.accuracy.mse.MeanSquaredErrorAccuracy attribute) (dffml.cli.cli.EditRecord attribute) (dffml.cli.cli.ImportExportCMD attribute) (dffml.cli.cli.Merge attribute) (dffml.cli.cli.Version attribute) (dffml.cli.dataflow.RunAllRecords attribute) (dffml.cli.dataflow.RunRecordSet attribute) (dffml.cli.list.ListRecords attribute) (dffml.cli.ml.Accuracy attribute) (dffml.cli.ml.PredictAll attribute) (dffml.cli.ml.PredictRecord attribute) (dffml.cli.ml.Train attribute) (dffml.configloader.json.JSONConfigLoader attribute) (dffml.db.sqlite.SqliteDatabase attribute) config (dffml.df.base.OperationImplementationContext property) CONFIG (dffml.df.memory.MemoryInputNetwork attribute) (dffml.df.memory.MemoryKeyValueStore attribute) (dffml.df.memory.MemoryLockNetwork attribute) (dffml.df.memory.MemoryOperationImplementationNetwork attribute) (dffml.df.memory.MemoryOperationNetwork attribute) (dffml.df.memory.MemoryOrchestrator attribute) (dffml.df.memory.MemoryRedundancyChecker attribute) (dffml.model.model.Model attribute) (dffml.model.slr.SLRModel attribute) (dffml.secret.ini.INISecret attribute) (dffml.service.dev.BumpPackages attribute) (dffml.service.dev.Install attribute) (dffml.service.dev.MakeDocs attribute) (dffml.service.dev.Release attribute) (dffml.service.dev.Run attribute) (dffml.service.dev.SetupPyKWArg attribute) (dffml.service.dev.SetupPyVersion attribute) (dffml.source.csv.CSVSource attribute) (dffml.source.dataframe.DataFrameSource attribute) (dffml.source.db.DbSource attribute) (dffml.source.df.DataFlowSource attribute) (dffml.source.dfpreprocess.DataFlowPreprocessSource attribute) (dffml.source.dir.DirectorySource attribute) (dffml.source.file.BinaryFileSource attribute) (dffml.source.file.FileSource attribute) (dffml.source.idx1.IDX1Source attribute) (dffml.source.idx3.IDX3Source attribute) (dffml.source.ini.INISource attribute) (dffml.source.json.JSONSource attribute) (dffml.source.memory.MemorySource attribute) (dffml.source.op.OpSource attribute) (dffml.tuner.parameter_grid.ParameterGrid attribute) (dffml.tuner.tuner.Tuner attribute) (dffml.util.cli.cmds.ModelCMD attribute)

config() (dffml.base.BaseConfigurable class method) (dffml.df.base.BaseDataFlowObject class method) (in module dffml.base) config_ensure_immutable_init() (in module dffml.base) config_make_getter() (in module dffml.base) config_make_setter() (in module dffml.base) config_no_enforce_immutable() (in module dffml.base) ConfigAndKWArgsMutuallyExclusive ConfigLoaders (class in dffml.configloader.configloader) ConsoleCommand (class in dffml.util.testing.consoletest.commands) ConsoleTestBuilder (class in dffml.util.testing.consoletest.builder) ConsoletestCommand (class in dffml.util.testing.consoletest.commands) contains() (dffml.df.base.BaseOperationImplementationNetworkContext method) (dffml.df.memory.MemoryOperationImplementationNetworkContext method) CONTEXT (dffml.accuracy.accuracy.AccuracyScorer attribute) (dffml.accuracy.clf.ClassificationAccuracy attribute) (dffml.accuracy.mse.MeanSquaredErrorAccuracy attribute) (dffml.configloader.json.JSONConfigLoader attribute) (dffml.db.sqlite.SqliteDatabase attribute) (dffml.df.memory.MemoryInputNetwork attribute) (dffml.df.memory.MemoryKeyValueStore attribute) (dffml.df.memory.MemoryLockNetwork attribute) (dffml.df.memory.MemoryOperationImplementationNetwork attribute) (dffml.df.memory.MemoryOperationNetwork attribute) (dffml.df.memory.MemoryOrchestrator attribute) (dffml.df.memory.MemoryRedundancyChecker attribute) (dffml.model.model.SimpleModel attribute) (dffml.operation.io.AcceptUserInput attribute) (dffml.secret.ini.INISecret attribute) (dffml.source.dataframe.DataFrameSource attribute) (dffml.source.db.DbSource attribute) (dffml.source.df.DataFlowSource attribute) (dffml.source.dfpreprocess.DataFlowPreprocessSource attribute) (dffml.source.memory.MemorySource attribute) (dffml.source.op.OpSource attribute) (dffml.source.source.Sources attribute) (dffml.source.source.SubsetSources attribute) (dffml.source.source.ValidationSources attribute) (dffml.source.wrapper.WrapperSource attribute) (dffml.tuner.parameter_grid.ParameterGrid attribute) (dffml.tuner.tuner.Tuner attribute) (dffml.util.asynchelper.AsyncContextManagerList attribute) context_managed_wrapper_source() (in module dffml.source.wrapper) context_stacker() (in module dffml.util.asynchelper) ContextManagedWrapperSource (class in dffml.source.wrapper) ContextNotPresent ConvertConfig (class in dffml.cli.config) Create (class in dffml.service.dev) create (dffml.service.dev.Develop attribute) create_archive_dataflow() (in module dffml.df.archive) create_chained_archive_dataflow() (in module dffml.df.archive) create_download_logger() (in module dffml.util.log) create_from_skel() (in module dffml.service.dev) create_mapping() (in module dffml.operation.mapping) create_table() (dffml.db.base.BaseDatabaseContext method) (dffml.db.sqlite.SqliteDatabaseContext method) create_table_query() (dffml.db.sql.SQLDatabaseContext method) CreateConfig (class in dffml.cli.dataflow) CreateVirtualEnvCommand (class in dffml.util.testing.consoletest.commands) CSVSource (class in dffml.source.csv) CSVSourceConfig (class in dffml.source.csv) ctx (dffml.df.base.BaseInputSetConfig property) (dffml.df.base.BaseParameterSetConfig property) (dffml.df.memory.MemoryInputNetworkContextEntry property) ctx() (dffml.df.base.BaseInputNetworkContext method) (dffml.df.memory.MemoryInputNetworkContext method)

D

DatabaseContextConstraint (class in dffml.db.base) DatabaseQueryConfig (class in dffml.operation.db) dataflow (dffml.operation.output.RemapConfig property) DataFlowPreprocessSource (class in dffml.source.dfpreprocess) DataFlowPreprocessSourceConfig (class in dffml.source.dfpreprocess) DataFlowPreprocessSourceContext (class in dffml.source.dfpreprocess) DataFlowSource (class in dffml.source.df) DataFlowSourceConfig (class in dffml.source.df) DataFlowSourceContext (class in dffml.source.df) DataFrameSource (class in dffml.source.dataframe) DataFrameSourceConfig (class in dffml.source.dataframe) DataFrameSourceContext (class in dffml.source.dataframe) dataset_source() (in module dffml.source.dataset.base) db_query_create_table() (in module dffml.operation.db) db_query_insert() (in module dffml.operation.db) db_query_insert_or_update() (in module dffml.operation.db) db_query_lookup() (in module dffml.operation.db) db_query_remove() (in module dffml.operation.db) db_query_update() (in module dffml.operation.db) DbSource (class in dffml.source.db) DbSourceConfig (class in dffml.source.db) DbSourceContext (class in dffml.source.db) deduce_archive_action() (in module dffml.df.archive) default (dffml.df.types.Definition property) default() (dffml.util.cli.cmd.JSONEncoder method) Definition (class in dffml.df.types) definition() (dffml.df.base.BaseInputNetworkContext method) (dffml.df.memory.MemoryInputNetworkContext method) DefinitionMissing DefinitionNotFoundInDataFlow DefinitionNotInContext definitions (dffml.df.memory.MemoryInputNetworkContextEntry property) definitions() (dffml.df.base.BaseInputNetworkContext method) (dffml.df.memory.MemoryInputNetworkContext method) (dffml.df.types.Operation class method) dep_check() (dffml.service.dev.Install static method) description (dffml.util.skel.SkelTemplateConfig property) Develop (class in dffml.service.dev) dffml.accuracy.accuracy module dffml.accuracy.clf module dffml.accuracy.mse module dffml.base module dffml.cli.cli module dffml.cli.config module dffml.cli.dataflow module dffml.cli.list module dffml.cli.log module dffml.cli.ml module dffml.configloader.configloader module dffml.configloader.json module dffml.db.base module dffml.db.sql module dffml.db.sqlite module dffml.df.archive module dffml.df.base module dffml.df.exceptions module dffml.df.log module dffml.df.memory module dffml.df.multicomm module dffml.df.types module dffml.feature.feature module dffml.feature.log module dffml.high_level.dataflow module dffml.high_level.ml module dffml.high_level.source module dffml.log module dffml.model.accuracy module dffml.model.log module dffml.model.model module dffml.model.slr module dffml.noasync module dffml.operation.archive module dffml.operation.compression module dffml.operation.dataflow module dffml.operation.db module dffml.operation.io module dffml.operation.log module dffml.operation.mapping module dffml.operation.math module dffml.operation.model module dffml.operation.output module dffml.operation.preprocess module dffml.operation.source module dffml.plugins module dffml.port.json module dffml.port.log module dffml.port.port module

dffml.record module dffml.secret.base module dffml.secret.ini module dffml.service.dev module dffml.source.csv module dffml.source.dataframe module dffml.source.dataset.base module dffml.source.dataset.iris module dffml.source.db module dffml.source.df module dffml.source.dfpreprocess module dffml.source.dir module dffml.source.file module dffml.source.idx1 module dffml.source.idx3 module dffml.source.ini module dffml.source.json module dffml.source.log module dffml.source.memory module dffml.source.op module dffml.source.source module dffml.source.wrapper module dffml.tuner.parameter_grid module dffml.tuner.tuner module dffml.util.asynchelper module dffml.util.asynctestcase module dffml.util.cli.arg module dffml.util.cli.cmd module dffml.util.cli.cmds module dffml.util.cli.log module dffml.util.cli.parser module dffml.util.config.exceptions module dffml.util.config.fields module dffml.util.config.inspect module dffml.util.config.numpy module dffml.util.crypto module dffml.util.data module dffml.util.display module dffml.util.entrypoint module dffml.util.file module dffml.util.internal module dffml.util.log module dffml.util.net module dffml.util.os module dffml.util.packaging module dffml.util.python module dffml.util.skel module dffml.util.subprocess module dffml.util.tempdir module dffml.util.testing.consoletest.builder module dffml.util.testing.consoletest.cli module dffml.util.testing.consoletest.commands module dffml.util.testing.consoletest.directives module dffml.util.testing.consoletest.parser module dffml.util.testing.consoletest.runner module dffml.util.testing.consoletest.util module dffml.util.testing.docs module dffml.util.testing.source module dffml.version module dffml_version (dffml.util.skel.SkelTemplateConfig property) DiagramConfig (class in dffml.cli.dataflow) DirectoryNotExtractedError DirectorySource (class in dffml.source.dir) DirectorySourceConfig (class in dffml.source.dir) disk_path() (dffml.model.model.SimpleModel method) dispatch() (dffml.df.base.BaseOperationImplementationNetworkContext method) (dffml.df.memory.MemoryOperationImplementationNetworkContext method) dispatch_auto_starts() (dffml.df.memory.MemoryOrchestratorContext method) display() (dffml.util.cli.cmds.ListEntrypoint method) DockerRunCommand (class in dffml.util.testing.consoletest.commands) docs (dffml.service.dev.Develop attribute) dump_fd() (dffml.source.csv.CSVSource method) dumpb() (dffml.configloader.configloader.BaseConfigLoaderContext method) (dffml.configloader.json.JSONConfigLoaderContext method) DuplicateFilter (class in dffml.util.log)

E

Edit (class in dffml.cli.cli) edit (dffml.cli.cli.CLI attribute) EditAllRecords (class in dffml.cli.cli) EditCMDConfig (class in dffml.cli.cli) EditRecord (class in dffml.cli.cli) EditRecordConfig (class in dffml.cli.cli) email (dffml.util.skel.SkelTemplateConfig property) EmptyError ensure_contains() (dffml.df.memory.MemoryOperationImplementationNetworkContext method) Entrypoint (class in dffml.util.entrypoint) ENTRYPOINT (dffml.cli.list.ListModels attribute) (dffml.cli.list.ListSources attribute) entrypoint() (in module dffml.util.entrypoint)

EntrypointNotFound epilog (dffml.util.testing.consoletest.builder.ConsoleTestBuilder attribute) evaluated() (dffml.record.Record method) explore_directories() (in module dffml.util.data) Export (class in dffml.cli.cli) export (dffml.cli.cli.CLI attribute) export() (in module dffml.util.data) export_dict() (in module dffml.util.data) export_fd() (dffml.port.json.JSON method) (dffml.port.port.Port method) ExportConfig (class in dffml.service.dev) extract_tar_archive() (in module dffml.operation.archive) extract_zip_archive() (in module dffml.operation.archive)

F

failed_to_load_service() (in module dffml.cli.cli) FailedToLoadOperation FailedToLoadOperationImplementation failureException (dffml.source.source.NoRecordsWithMatchingFeaturesHelper attribute) Feature (class in dffml.feature.feature) feature() (dffml.record.Record method) Features (class in dffml.feature.feature) features() (dffml.record.Record method) field() (in module dffml.base) FileSource (class in dffml.source.file)

FileSourceConfig (class in dffml.source.file) FileSourceTest (class in dffml.util.testing.source) fill (dffml.df.types.Output property) find_name() (dffml.util.testing.consoletest.commands.DockerRunCommand static method) find_replace_with_hash_validation() (in module dffml.util.file) fix_dffml_packages() (dffml.util.testing.consoletest.commands.PipInstallCommand method) FolderNotFoundError Forward (class in dffml.df.types) FunctionDidNotYieldSource FunctionMustBeGenerator

G

gather_inputs() (dffml.df.base.BaseInputNetworkContext method) (dffml.df.memory.MemoryInputNetworkContext method) get() (dffml.df.base.BaseKeyValueStoreContext method) (dffml.df.memory.MemoryKeyValueStoreContext method) (dffml.secret.base.BaseSecretContext method) (dffml.secret.ini.INISecretContext method) get_alternate_definitions() (dffml.df.types.InputFlow static method) get_archive_path_info() (in module dffml.df.archive) get_archive_type() (in module dffml.df.archive)

get_instances_to_forward() (dffml.df.types.Forward method) get_key_substr() (in module dffml.df.archive) get_operations() (in module dffml.df.archive) GetMulti (class in dffml.operation.output) GetSingle (class in dffml.operation.output) git_hash() (dffml.cli.cli.Version static method) group (dffml.operation.output.GroupBySpec property) GroupBy (class in dffml.operation.output) GroupBySpec (class in dffml.operation.output)

H

HashValidationError

HTTPServerCMDDoesNotHavePortFlag

I

IDX1Source (class in dffml.source.idx1) IDX1SourceConfig (class in dffml.source.idx1) IDX3Source (class in dffml.source.idx3) IDX3SourceConfig (class in dffml.source.idx3) IDXSourceConfig (class in dffml.source.idx1) ignore_args() (in module dffml.util.data) ImmutableConfigPropertyError imp (dffml.operation.dataflow.run_dataflow attribute) (dffml.operation.output.Associate attribute) (dffml.operation.output.AssociateDefinition attribute) (dffml.operation.output.GetMulti attribute) (dffml.operation.output.GetSingle attribute) (dffml.operation.output.GroupBy attribute) Import (class in dffml.cli.cli) import_fd() (dffml.port.json.JSON method) (dffml.port.port.Port method) ImportExportCMD (class in dffml.cli.cli) ImportExportCMDConfig (class in dffml.cli.cli) INISecret (class in dffml.secret.ini) INISecretConfig (class in dffml.secret.ini) INISecretContext (class in dffml.secret.ini) INISource (class in dffml.source.ini) INISourceConfig (class in dffml.source.ini) initialize_dataflow() (dffml.df.memory.MemoryOrchestratorContext method)

Input (class in dffml.df.types) InputFlow (class in dffml.df.types) inputs() (dffml.df.base.BaseDefinitionSetContext method) (dffml.df.memory.MemoryDefinitionSetContext method) InputValidationError insert() (dffml.db.base.BaseDatabaseContext method) (dffml.db.sqlite.SqliteDatabaseContext method) insert_query() (dffml.db.sql.SQLDatabaseContext method) Install (class in dffml.service.dev) install (dffml.service.dev.Develop attribute) InstallConfig (class in dffml.service.dev) instantiable() (dffml.df.base.BaseOperationImplementationNetworkContext method) (dffml.df.memory.MemoryOperationImplementationNetworkContext method) instantiate() (dffml.df.base.BaseOperationImplementationNetworkContext method) (dffml.df.memory.MemoryOperationImplementationNetworkContext method) inter (dffml.service.dev.Bump attribute) InvalidCustomRunDataFlowContext InvalidCustomRunDataFlowOutputs InvalidNumberOfFeaturesError iris_training() (in module dffml.source.dataset.iris) is_develop() (in module dffml.util.packaging) ismap (dffml.df.types.Output property) isoperation() (in module dffml.df.base) isopimp() (in module dffml.df.base) isopwraped() (in module dffml.df.base)

J

JSON (class in dffml.port.json) JSONConfigLoader (class in dffml.configloader.json) JSONConfigLoaderContext (class in dffml.configloader.json)

JSONEncoder (class in dffml.util.cli.cmd) JSONSource (class in dffml.source.json) JSONSourceConfig (class in dffml.source.json)

K

key_value_store (dffml.df.base.BaseRedundancyCheckerConfig property)

KeysCMDConfig (class in dffml.util.cli.cmds)

L

Link (class in dffml.service.dev) link (dffml.service.dev.Skeleton attribute) Lint (class in dffml.service.dev) lint (dffml.service.dev.Develop attribute) LintCommits (class in dffml.service.dev) List (class in dffml.cli.list) list_action() (in module dffml.base) (in module dffml.util.cli.parser) ListEntrypoint (class in dffml.util.cli.cmds) ListEntrypointsConfig (class in dffml.service.dev) ListModels (class in dffml.cli.list) ListRecords (class in dffml.cli.list) ListRecordsConfig (class in dffml.cli.list) ListServices (class in dffml.cli.list) ListSources (class in dffml.cli.list) literal_eval() (in module dffml.operation.preprocess) load() (dffml.df.base.OperationImplementation class method) (dffml.df.types.Operation class method) (dffml.util.entrypoint.Entrypoint class method) (in module dffml.high_level.source) (in module dffml.noasync) (in module dffml.util.entrypoint)

load_dict() (dffml.util.entrypoint.Entrypoint class method) load_fd() (dffml.source.csv.CSVSource method) load_multiple() (dffml.util.entrypoint.Entrypoint class method) load_single_file() (dffml.configloader.configloader.BaseConfigLoader class method) loadb() (dffml.configloader.configloader.BaseConfigLoaderContext method) (dffml.configloader.json.JSONConfigLoaderContext method) lock (dffml.df.types.Definition property) log_time() (in module dffml.util.log) LoggingLogger (class in dffml.base) lookup() (dffml.db.base.BaseDatabaseContext method) (dffml.db.sqlite.SqliteDatabaseContext method) lookup_query() (dffml.db.sql.SQLDatabaseContext method)

M

main() (in module dffml.util.testing.consoletest.cli) make_condition_expression() (dffml.db.sql.SQLDatabaseContext class method) make_config() (in module dffml.base) make_config_inspect() (in module dffml.util.config.inspect) make_config_numpy() (in module dffml.util.config.numpy) make_tar_archive() (in module dffml.operation.archive) make_zip_archive() (in module dffml.operation.archive) MakeDocs (class in dffml.service.dev) MakeDocsConfig (class in dffml.service.dev) mapping_extract_value() (in module dffml.operation.mapping) MeanSquaredErrorAccuracy (class in dffml.accuracy.mse) MeanSquaredErrorAccuracyConfig (class in dffml.accuracy.mse) MeanSquaredErrorAccuracyContext (class in dffml.accuracy.mse) MemoryDataFlowObjectContextConfig (class in dffml.df.memory) MemoryDefinitionSetContext (class in dffml.df.memory) MemoryInputNetwork (class in dffml.df.memory) MemoryInputNetworkConfig (class in dffml.df.memory) MemoryInputNetworkContext (class in dffml.df.memory) MemoryInputNetworkContextEntry (class in dffml.df.memory) MemoryInputSet (class in dffml.df.memory) MemoryInputSetConfig (class in dffml.df.memory) MemoryKeyValueStore (class in dffml.df.memory) MemoryKeyValueStoreConfig (class in dffml.df.memory) MemoryKeyValueStoreContext (class in dffml.df.memory) MemoryLockNetwork (class in dffml.df.memory) MemoryLockNetworkConfig (class in dffml.df.memory) MemoryLockNetworkContext (class in dffml.df.memory) MemoryOperationImplementationNetwork (class in dffml.df.memory) MemoryOperationImplementationNetworkConfig (class in dffml.df.memory) MemoryOperationImplementationNetworkContext (class in dffml.df.memory) MemoryOperationNetwork (class in dffml.df.memory) MemoryOperationNetworkConfig (class in dffml.df.memory) MemoryOperationNetworkContext (class in dffml.df.memory) MemoryOrchestrator (class in dffml.df.memory) MemoryOrchestratorConfig (class in dffml.df.memory) MemoryOrchestratorContext (class in dffml.df.memory) MemoryOrchestratorContextConfig (class in dffml.df.memory) MemoryParameterSet (class in dffml.df.memory) MemoryParameterSetConfig (class in dffml.df.memory) MemoryRedundancyChecker (class in dffml.df.memory) MemoryRedundancyCheckerConfig (class in dffml.df.memory) MemoryRedundancyCheckerContext (class in dffml.df.memory) MemorySource (class in dffml.source.memory) MemorySourceConfig (class in dffml.source.memory) MemorySourceContext (class in dffml.source.memory) Merge (class in dffml.cli.cli) merge (dffml.cli.cli.CLI attribute) MergeConfig (class in dffml.cli.cli) (class in dffml.cli.dataflow) MissingArg MissingConfig MissingDependenciesError MissingLabel MissingRequiredProperty mk_base_in() (in module dffml.df.base) mktempdir() (dffml.util.tempdir.TempDir method) mkvenv() (in module dffml.util.packaging) MLCMD (class in dffml.cli.ml) MLCMDConfig (class in dffml.cli.ml) Model (class in dffml.model.model) model_predict() (in module dffml.operation.model) ModelCMD (class in dffml.util.cli.cmds) ModelCMDConfig (class in dffml.util.cli.cmds) ModelConfig (class in dffml.model.model) ModelContext (class in dffml.model.model) ModelNotTrained ModelPredictConfig (class in dffml.operation.model) models (dffml.cli.list.List attribute) module dffml.accuracy.accuracy dffml.accuracy.clf dffml.accuracy.mse dffml.base dffml.cli.cli dffml.cli.config dffml.cli.dataflow dffml.cli.list dffml.cli.log dffml.cli.ml dffml.configloader.configloader dffml.configloader.json dffml.db.base dffml.db.sql dffml.db.sqlite dffml.df.archive dffml.df.base dffml.df.exceptions dffml.df.log dffml.df.memory dffml.df.multicomm dffml.df.types dffml.feature.feature dffml.feature.log dffml.high_level.dataflow dffml.high_level.ml dffml.high_level.source dffml.log dffml.model.accuracy dffml.model.log dffml.model.model dffml.model.slr dffml.noasync dffml.operation.archive dffml.operation.compression dffml.operation.dataflow dffml.operation.db dffml.operation.io dffml.operation.log dffml.operation.mapping dffml.operation.math dffml.operation.model dffml.operation.output dffml.operation.preprocess dffml.operation.source dffml.plugins dffml.port.json dffml.port.log dffml.port.port dffml.record dffml.secret.base dffml.secret.ini dffml.service.dev dffml.source.csv dffml.source.dataframe dffml.source.dataset.base dffml.source.dataset.iris dffml.source.db dffml.source.df dffml.source.dfpreprocess dffml.source.dir dffml.source.file dffml.source.idx1 dffml.source.idx3 dffml.source.ini dffml.source.json dffml.source.log dffml.source.memory dffml.source.op dffml.source.source dffml.source.wrapper dffml.tuner.parameter_grid dffml.tuner.tuner dffml.util.asynchelper dffml.util.asynctestcase dffml.util.cli.arg dffml.util.cli.cmd dffml.util.cli.cmds dffml.util.cli.log dffml.util.cli.parser dffml.util.config.exceptions dffml.util.config.fields dffml.util.config.inspect dffml.util.config.numpy dffml.util.crypto dffml.util.data dffml.util.display dffml.util.entrypoint dffml.util.file dffml.util.internal dffml.util.log dffml.util.net dffml.util.os dffml.util.packaging dffml.util.python dffml.util.skel dffml.util.subprocess dffml.util.tempdir dffml.util.testing.consoletest.builder dffml.util.testing.consoletest.cli dffml.util.testing.consoletest.commands dffml.util.testing.consoletest.directives dffml.util.testing.consoletest.parser dffml.util.testing.consoletest.runner dffml.util.testing.consoletest.util dffml.util.testing.docs dffml.util.testing.source dffml.version

modules() (in module dffml.util.python) MultiCommInAtomicMode MultipleAncestorsFoundError multiply() (in module dffml.operation.math)

N

name (dffml.df.types.Definition property) (dffml.df.types.Output property) (dffml.util.skel.SkelTemplateConfig property) nested_apply() (in module dffml.util.data) no_enforce_immutable() (dffml.accuracy.accuracy.AccuracyConfig method) (dffml.accuracy.clf.ClassificationAccuracyConfig method) (dffml.accuracy.mse.MeanSquaredErrorAccuracyConfig method) (dffml.base.BaseConfig method) (dffml.cli.cli.EditCMDConfig method) (dffml.cli.cli.EditRecordConfig method) (dffml.cli.cli.MergeConfig method) (dffml.cli.cli.VersionConfig method) (dffml.cli.config.ConvertConfig method) (dffml.cli.dataflow.CreateConfig method) (dffml.cli.dataflow.DiagramConfig method) (dffml.cli.dataflow.MergeConfig method) (dffml.cli.dataflow.RunAllRecordsConfig method) (dffml.cli.dataflow.RunCMDConfig method) (dffml.cli.dataflow.RunContextsConfig method) (dffml.cli.dataflow.RunRecordSetConfig method) (dffml.cli.dataflow.RunSingleConfig method) (dffml.cli.list.ListRecordsConfig method) (dffml.cli.ml.AccuracyCMDConfig method) (dffml.cli.ml.MLCMDConfig method) (dffml.cli.ml.PredictAllConfig method) (dffml.cli.ml.PredictRecordConfig method) (dffml.db.sqlite.SqliteDatabaseConfig method) (dffml.df.memory.MemoryDataFlowObjectContextConfig method) (dffml.df.memory.MemoryInputNetworkConfig method) (dffml.df.memory.MemoryInputSetConfig method) (dffml.df.memory.MemoryKeyValueStoreConfig method) (dffml.df.memory.MemoryLockNetworkConfig method) (dffml.df.memory.MemoryOperationImplementationNetworkConfig method) (dffml.df.memory.MemoryOperationNetworkConfig method) (dffml.df.memory.MemoryOrchestratorConfig method) (dffml.df.memory.MemoryOrchestratorContextConfig method) (dffml.df.memory.MemoryParameterSetConfig method) (dffml.df.memory.MemoryRedundancyCheckerConfig method) (dffml.model.model.ModelConfig method) (dffml.model.slr.SLRModelConfig method) (dffml.operation.dataflow.RunDataFlowConfig method) (dffml.operation.db.DatabaseQueryConfig method) (dffml.operation.model.ModelPredictConfig method) (dffml.operation.source.SourceOperationConfig method) (dffml.secret.ini.INISecretConfig method) (dffml.service.dev.BumpPackagesConfig method) (dffml.service.dev.ExportConfig method) (dffml.service.dev.InstallConfig method) (dffml.service.dev.ListEntrypointsConfig method) (dffml.service.dev.MakeDocsConfig method) (dffml.service.dev.ReleaseConfig method) (dffml.service.dev.RunConfig method) (dffml.service.dev.SetupPyKWArgConfig method) (dffml.service.dev.SetupPyVersionConfig method) (dffml.source.csv.CSVSourceConfig method) (dffml.source.dataframe.DataFrameSourceConfig method) (dffml.source.db.DbSourceConfig method) (dffml.source.df.DataFlowSourceConfig method) (dffml.source.dfpreprocess.DataFlowPreprocessSourceConfig method) (dffml.source.dir.DirectorySourceConfig method) (dffml.source.file.BinaryFileSourceConfig method) (dffml.source.file.FileSourceConfig method) (dffml.source.idx1.IDXSourceConfig method) (dffml.source.ini.INISourceConfig method) (dffml.source.memory.MemorySourceConfig method) (dffml.source.op.OpSourceConfig method) (dffml.tuner.parameter_grid.ParameterGridConfig method) (dffml.tuner.tuner.TunerConfig method) (dffml.util.cli.cmd.CMDConfig method) (dffml.util.cli.cmds.KeysCMDConfig method) (dffml.util.cli.cmds.ModelCMDConfig method) (dffml.util.cli.cmds.PortCMDConfig method) (dffml.util.cli.cmds.SourcesCMDConfig method)

NoConfigsForMultiComm NoDataFlows NoDataFlowsForConfig Node (class in dffml.util.testing.consoletest.parser) nodes_to_test() (in module dffml.util.testing.consoletest.util) NoHashToUseForValidationSuppliedError NoMutableCallbacksError non_existant_tempfile() (in module dffml.util.asynctestcase) NoRecordsWithMatchingFeatures NoRecordsWithMatchingFeaturesHelper (class in dffml.source.source) NoSuchFeature NotEnoughArgs NotificationSet (class in dffml.df.memory) NotOpImp NPMInstallCommand (class in dffml.util.testing.consoletest.commands)

O

OnlyOneOutputAllowedError op() (in module dffml.df.base) OpCouldNotDeterminePrimitive open() (dffml.model.model.SimpleModel method) OpenCSVFile (class in dffml.source.csv) OpenJSONFile (class in dffml.source.json) Operation (class in dffml.df.types) operation (dffml.db.base.Condition property) operation_completed() (dffml.df.base.BaseOperationImplementationNetworkContext method) (dffml.df.memory.MemoryOperationImplementationNetworkContext method) OperationAlreadyPresent OperationException OperationImplementation (class in dffml.df.base)

OperationImplementationContext (class in dffml.df.base) OperationImplementationNotInstantiable OperationImplementationNotInstantiated operations() (dffml.df.base.BaseOperationNetworkContext method) (dffml.df.memory.MemoryOperationNetworkContext method) operations_parameter_set_pairs() (dffml.df.base.BaseOrchestratorContext method) (dffml.df.memory.MemoryOrchestratorContext method) OpSource (class in dffml.source.op) OpSourceConfig (class in dffml.source.op) optimize() (dffml.tuner.parameter_grid.ParameterGridContext method) (dffml.tuner.tuner.TunerContext method) org (dffml.util.skel.SkelTemplateConfig property) Output (class in dffml.df.types) OutputComparisionError

P

package (dffml.util.skel.SkelTemplateConfig property) packages (dffml.service.dev.Bump attribute) Parameter (class in dffml.df.types) ParameterGrid (class in dffml.tuner.parameter_grid) ParameterGridConfig (class in dffml.tuner.parameter_grid) ParameterGridContext (class in dffml.tuner.parameter_grid) ParameterNotInDocString parent (dffml.model.model.SimpleModel property) ParseExpandAction (class in dffml.base) ParseInputsAction (class in dffml.util.cli.parser) ParseLoggingAction (class in dffml.util.cli.cmd) ParseNodesFailure Parser (class in dffml.util.cli.cmd) parser_helper() (in module dffml.util.data) ParseSingleNodeFailure PipInstallCommand (class in dffml.util.testing.consoletest.commands) PipNotRunAsModule Port (class in dffml.port.port) PortCMDConfig (class in dffml.util.cli.cmds) Predict (class in dffml.cli.ml)

predict (dffml.cli.cli.CLI attribute) predict() (dffml.model.model.ModelContext method) (in module dffml.high_level.ml) (in module dffml.noasync) PredictAll (class in dffml.cli.ml) PredictAllConfig (class in dffml.cli.ml) predicted() (dffml.record.Record method) prediction() (dffml.record.Record method) predictions() (dffml.record.Record method) PredictRecord (class in dffml.cli.ml) PredictRecordConfig (class in dffml.cli.ml) prepend_to_path() (in module dffml.util.os) primitive (dffml.df.types.Definition property) PrimitiveDoesNotMatchValue print_output() (in module dffml.operation.io) progress_reporthook() (in module dffml.util.net) progressbar() (in module dffml.util.net) progressbar_no_totalsize() (in module dffml.util.net) ProtocolNotAllowedError python_package_installed() (in module dffml.plugins)

R

RCMissingHyphen receive_from_parent_flow() (dffml.df.memory.MemoryInputNetworkContext method) Record (class in dffml.record) record (dffml.cli.cli.Edit attribute) (dffml.cli.ml.Predict attribute) record() (dffml.source.dataframe.DataFrameSourceContext method) (dffml.source.db.DbSourceContext method) (dffml.source.df.DataFlowSourceContext method) (dffml.source.dfpreprocess.DataFlowPreprocessSourceContext method) (dffml.source.memory.MemorySourceContext method) (dffml.source.source.BaseSourceContext method) (dffml.source.source.SourcesContext method) (dffml.source.wrapper.WrapperSourceContext method) RecordContextHandle (class in dffml.source.dfpreprocess) RecordInputSetContext (class in dffml.source.dfpreprocess) RecordPrediction (class in dffml.record) records (dffml.cli.dataflow.Run attribute) (dffml.cli.list.List attribute) records() (dffml.cli.dataflow.RunAllRecords method) (dffml.cli.dataflow.RunRecordSet method) (dffml.source.dataframe.DataFrameSourceContext method) (dffml.source.db.DbSourceContext method) (dffml.source.df.DataFlowSourceContext method) (dffml.source.dfpreprocess.DataFlowPreprocessSourceContext method) (dffml.source.memory.MemorySourceContext method) (dffml.source.source.BaseSourceContext method) (dffml.source.source.SourcesContext method) (dffml.source.source.SubsetSourcesContext method) (dffml.source.source.ValidationSourcesContext method) (dffml.source.wrapper.WrapperSourceContext method) records_to_sources() (in module dffml.util.internal) register() (dffml.df.multicomm.BaseMultiCommContext method) register_config() (dffml.df.multicomm.BaseMultiCommContext method) register_directory() (dffml.df.multicomm.BaseMultiCommContext method) relative_chdir() (in module dffml.util.asynctestcase) relative_path() (in module dffml.util.asynctestcase) Release (class in dffml.service.dev) release (dffml.service.dev.Develop attribute) ReleaseConfig (class in dffml.service.dev) RemapConfig (class in dffml.operation.output) RemapFailure remove() (dffml.db.base.BaseDatabaseContext method) (dffml.db.sqlite.SqliteDatabaseContext method) remove_input() (dffml.df.base.BaseInputSet method) (dffml.df.memory.MemoryInputSet method)

remove_query() (dffml.db.sql.SQLDatabaseContext method) remove_self_from_args() (dffml.source.wrapper.ContextManagedWrapperSource class method) remove_unvalidated_inputs() (dffml.df.base.BaseInputSet method) (dffml.df.memory.MemoryInputSet method) RepoDirtyError rmtempdirs() (dffml.util.tempdir.TempDir method) Run (class in dffml.cli.dataflow) (class in dffml.service.dev) run (dffml.service.dev.Develop attribute) run() (dffml.cli.list.ListServices method) (dffml.df.base.BaseOperationImplementationNetworkContext method) (dffml.df.base.OperationImplementationContext method) (dffml.df.memory.MemoryOperationImplementationNetworkContext method) (dffml.df.memory.MemoryOrchestratorContext method) (dffml.operation.dataflow.run_dataflow method) (dffml.operation.io.AcceptUserInputContext method) (dffml.operation.output.Associate method) (dffml.operation.output.AssociateDefinition method) (dffml.operation.output.GetMulti method) (dffml.operation.output.GetSingle method) (dffml.operation.output.GroupBy method) (dffml.util.asynctestcase.AsyncTestCase method) (dffml.util.cli.cmds.ListEntrypoint method) (in module dffml.high_level.dataflow) (in module dffml.noasync) run_command() (in module dffml.util.subprocess) run_consoletest() (in module dffml.util.testing.docs) run_dataflow (class in dffml.operation.dataflow) run_default() (dffml.operation.dataflow.run_dataflow method) run_dispatch() (dffml.df.memory.MemoryOperationImplementationNetworkContext method) run_doctest() (in module dffml.util.testing.docs) run_no_retry() (dffml.df.memory.MemoryOperationImplementationNetworkContext method) run_operations() (dffml.df.base.BaseOrchestratorContext method) RunAllRecords (class in dffml.cli.dataflow) RunAllRecordsConfig (class in dffml.cli.dataflow) RunCMDConfig (class in dffml.cli.dataflow) RunConfig (class in dffml.service.dev) RunContextsConfig (class in dffml.cli.dataflow) RunDataFlowConfig (class in dffml.operation.dataflow) RunRecords (class in dffml.cli.dataflow) RunRecordSet (class in dffml.cli.dataflow) RunRecordSetConfig (class in dffml.cli.dataflow) RunSingleConfig (class in dffml.cli.dataflow)

S

sadd() (dffml.df.memory.MemoryInputNetworkContext method) save() (in module dffml.high_level.source) (in module dffml.noasync) score() (dffml.accuracy.accuracy.AccuracyContext method) (dffml.accuracy.clf.ClassificationAccuracyContext method) (dffml.accuracy.mse.MeanSquaredErrorAccuracyContext method) (in module dffml.high_level.ml) (in module dffml.noasync) select (dffml.df.types.Output property) service (dffml.cli.cli.CLI attribute) services (dffml.cli.list.List attribute) services() (in module dffml.cli.cli) set() (dffml.df.base.BaseKeyValueStoreContext method) (dffml.df.memory.MemoryKeyValueStoreContext method) (dffml.secret.base.BaseSecretContext method) (dffml.secret.ini.INISecretContext method) setUp() (dffml.util.asynctestcase.AsyncTestCase method) SetupPyKWArg (class in dffml.service.dev) SetupPyKWArgConfig (class in dffml.service.dev) SetupPyVersion (class in dffml.service.dev) SetupPyVersionConfig (class in dffml.service.dev) SimpleHTTPServerCommand (class in dffml.util.testing.consoletest.commands) SimpleModel (class in dffml.model.model) SimpleModelNoContext (class in dffml.model.model) single (dffml.df.types.Output property) SINGLETON (dffml.configloader.configloader.ConfigLoaders attribute) (dffml.feature.feature.Features attribute) (dffml.source.source.Sources attribute)

skel (dffml.service.dev.Develop attribute) Skeleton (class in dffml.service.dev) SkelTemplateConfig (class in dffml.util.skel) SLRModel (class in dffml.model.slr) SLRModelConfig (class in dffml.model.slr) SourceOperationConfig (class in dffml.operation.source) Sources (class in dffml.source.source) sources (dffml.cli.list.List attribute) SourcesCMDConfig (class in dffml.util.cli.cmds) SourcesContext (class in dffml.source.source) SourceTest (class in dffml.util.testing.source) spec (dffml.df.types.Definition property) SphinxBuildError SQLDatabaseContext (class in dffml.db.sql) SqliteDatabase (class in dffml.db.sqlite) SqliteDatabaseConfig (class in dffml.db.sqlite) SqliteDatabaseContext (class in dffml.db.sqlite) Stage (class in dffml.df.types) StringContextHandle (class in dffml.df.base) StringInputSetContext (class in dffml.df.base) subflow() (dffml.df.base.OperationImplementationContext method) Subprocess (class in dffml.util.subprocess) SubsetSources (class in dffml.source.source) SubsetSourcesContext (class in dffml.source.source) subspec (dffml.df.types.Definition property) sync_urlopen() (in module dffml.util.net) sync_urlretrieve() (in module dffml.util.net)

T

tearDown() (dffml.util.asynctestcase.AsyncTestCase method) TempDir (class in dffml.util.tempdir) tmpenv() (in module dffml.util.testing.consoletest.commands) Train (class in dffml.cli.ml) train (dffml.cli.cli.CLI attribute) train() (dffml.model.model.ModelContext method) (in module dffml.high_level.ml) (in module dffml.noasync)

traverse_config_get() (in module dffml.util.data) traverse_config_set() (in module dffml.util.data) traverse_get() (in module dffml.util.data) traverse_set() (in module dffml.util.data) Tuner (class in dffml.tuner.tuner) TunerConfig (class in dffml.tuner.tuner) TunerContext (class in dffml.tuner.tuner) type_for() (dffml.base.BaseConfigurable class method)

U

uadd() (dffml.df.memory.MemoryInputNetworkContext method) unique() (dffml.df.memory.MemoryRedundancyCheckerContext method) update() (dffml.db.base.BaseDatabaseContext method) (dffml.db.sqlite.SqliteDatabaseContext method) (dffml.source.dataframe.DataFrameSourceContext method) (dffml.source.db.DbSourceContext method) (dffml.source.df.DataFlowSourceContext method) (dffml.source.dfpreprocess.DataFlowPreprocessSourceContext method) (dffml.source.memory.MemorySourceContext method) (dffml.source.source.BaseSourceContext method) (dffml.source.source.SourcesContext method) (dffml.source.wrapper.WrapperSourceContext method)

update_query() (dffml.db.sql.SQLDatabaseContext method)

V

validate (dffml.df.types.Definition property) validate_file_hash() (in module dffml.util.file) validate_protocol() (in module dffml.util.net) ValidationSources (class in dffml.source.source) ValidationSourcesContext (class in dffml.source.source)

ValidatorMissing value (dffml.db.base.Condition property) Version (class in dffml.cli.cli) version (dffml.cli.cli.CLI attribute) VersionConfig (class in dffml.cli.cli) VersionNotFoundError

W

with_features() (dffml.source.source.SourcesContext method) within_method() (in module dffml.util.python)

wrap() (dffml.base.BaseConfigurableMetaClass class method) WrapperSource (class in dffml.source.wrapper) WrapperSourceContext (class in dffml.source.wrapper)

Y

YarnInstallCommand (class in dffml.util.testing.consoletest.commands)