Index

A

add_dependency() (fito.operations.dependencies.DependencyGraph static method) add_field() (fito.data_store.refactor.StorageRefactor method) add_incremental_id (fito.data_store.mongo.MongoHashMap attribute) AddField (class in fito.data_store.refactor) alias() (fito.ioc.ApplicationContext method) (fito.operation_runner.OperationRunner method) allowed_types (fito.specs.fields.ArgsField attribute) (fito.specs.fields.BaseSpecField attribute) (fito.specs.fields.CollectionField attribute) (fito.specs.fields.Field attribute) (fito.specs.fields.KwargsField attribute) (fito.specs.fields.NumericField attribute) (fito.specs.fields.PrimitiveField attribute) (fito.specs.fields.SpecCollection attribute) alpha (fito.model.word2vec.Word2Vec attribute)

ApplicationContext (class in fito.ioc) apply() (fito.data_store.refactor.StorageRefactor method) (fito.model.scikit_learn.GradientBoostingClassifier method) (fito.model.scikit_learn.LinearRegression method) (fito.model.scikit_learn.LogisticRegression method) (fito.model.word2vec.Word2Vec method) (fito.operations.operation.MemoryObject method) (fito.operations.operation.Operation method) ArgsField (class in fito.specs.fields) as_operation (in module fito.operations.decorate) auto_instance() (fito.specs.base.Spec class method) autosave() (fito.data_store.base.BaseDataStore method) AutosavedFunction (in module fito.data_store.base)

B

BaseDataStore (class in fito.data_store.base) BaseModelField (class in fito.model.model) BaseSpecField (class in fito.specs.fields)

BaseUnboundSpec (class in fito.specs.fields) bind() (fito.data_store.refactor.StorageRefactor method) (fito.specs.base.Spec method)

C

C (fito.model.scikit_learn.LogisticRegression attribute) cache (fito.ioc.ApplicationContext attribute) chain_refactor() (fito.data_store.refactor.StorageRefactor method) chain_transformations() (fito.data_store.refactor.ProjectedRefactor method) (fito.data_store.refactor.StorageRefactor method) ChainedRefactor (class in fito.data_store.refactor) change_field() (fito.data_store.refactor.StorageRefactor method) change_type() (fito.data_store.refactor.StorageRefactor method) ChangeField (class in fito.data_store.refactor) check_fields() (in module fito.specs.base)

check_valid_value() (fito.specs.fields.Field method) (fito.specs.fields.SpecCollection method) choice() (fito.data_store.mongo.MongoHashMap method) class_weight (fito.model.scikit_learn.LogisticRegression attribute) clean() (fito.data_store.dict_ds.DictDataStore method) (fito.data_store.file.FileDataStore method) (fito.data_store.mongo.MongoHashMap method) coll (fito.data_store.mongo.MongoHashMap attribute) CollectionField (class in fito.specs.fields) copy() (fito.specs.base.Spec method) copy_X (fito.model.scikit_learn.LinearRegression attribute) create_indices() (fito.data_store.mongo.MongoHashMap method)

D

default_data_store (fito.operations.operation.Operation attribute) default_value (fito.data_store.refactor.AddField attribute) dependency_graph (fito.operations.dependencies.DependencyGraph attribute) DependencyGraph (class in fito.operations.dependencies) depends_on() (in module fito.operations.dependencies)

dict2spec() (fito.specs.base.Spec static method) DictDataStore (class in fito.data_store.dict_ds) diff() (fito.specs.base.Spec method) doc (fito.data_store.refactor.StorageRefactor attribute) dual (fito.model.scikit_learn.LogisticRegression attribute)

E

empty (fito.data_store.refactor.StorageRefactor attribute) execute() (fito.operation_runner.OperationRunner method) (fito.operations.operation.Operation method)

execute_cache_size (fito.operation_runner.OperationRunner attribute) exists() (fito.data_store.file.Serializer method) (fito.data_store.file.SingleFileSerializer method)

F

Field (class in fito.specs.fields) field (fito.data_store.refactor.ProjectedRefactor attribute) field_name (fito.data_store.refactor.AddField attribute) (fito.data_store.refactor.ChangeField attribute) (fito.data_store.refactor.RemoveField attribute) FifoCache (class in fito.operation_runner) FileDataStore (class in fito.data_store.file) FilteredStorageRefactor (class in fito.data_store.refactor) find_similar() (fito.data_store.base.BaseDataStore method) fit_intercept (fito.model.scikit_learn.LinearRegression attribute) (fito.model.scikit_learn.LogisticRegression attribute) fito (module) fito.data_store (module) fito.data_store.base (module) fito.data_store.dict_ds (module) fito.data_store.file (module) fito.data_store.mongo (module) fito.data_store.refactor (module) fito.data_store.store_manager (module) fito.ioc (module)

fito.model (module) fito.model.model (module) fito.model.scikit_learn (module) fito.model.word2vec (module) fito.operation_runner (module) fito.operations (module) fito.operations.decorate (module) fito.operations.dependencies (module) fito.operations.operation (module) fito.specs (module) fito.specs.base (module) fito.specs.fields (module) fito.specs.utils (module) force (fito.operation_runner.OperationRunner attribute) from_json() (fito.specs.base.Spec class method) from_yaml() (fito.specs.base.Spec class method)

G

general_append() (in module fito.specs.utils) general_iterator() (in module fito.specs.utils) general_new() (in module fito.specs.utils) GenericDecorator (in module fito.operations.decorate) get (fito.ioc.ApplicationContext attribute) get() (fito.data_store.base.BaseDataStore method) (fito.operation_runner.FifoCache method) get_bound_fields() (fito.specs.base.Spec class method) get_cache_size (fito.data_store.base.BaseDataStore attribute) get_collection() (in module fito.data_store.mongo) get_collections() (fito.data_store.mongo.MongoHashMap method) get_default_doc_string() (fito.specs.base.Spec class method) get_default_values() (in module fito.operations.decorate) get_dependency_clausure() (fito.operations.dependencies.DependencyGraph static method) get_dependency_graph() (fito.operations.dependencies.DependencyGraph static method) get_dir_for_saving() (fito.data_store.file.FileDataStore method) get_direct_dependencies() (fito.operations.dependencies.DependencyGraph static method) get_field_spec() (fito.specs.base.Spec class method)

get_fields() (fito.specs.base.Spec class method) get_fname() (fito.data_store.file.PickleSerializer method) (fito.data_store.file.RawSerializer method) (fito.data_store.file.SingleFileSerializer method) get_hyper_parameters_grid() (fito.model.model.Model class method) get_id() (fito.data_store.base.BaseDataStore method) (fito.data_store.dict_ds.DictDataStore method) (fito.data_store.file.FileDataStore method) (fito.data_store.mongo.MongoHashMap method) get_import_path() (in module fito.specs.base) get_key() (fito.data_store.base.BaseDataStore class method) get_or_none() (fito.data_store.base.BaseDataStore method) get_out_data_store() (fito.operations.operation.Operation method) get_primitive_fields() (fito.specs.base.Spec method) get_primitive_param_grid() (fito.model.model.Model class method) get_spec_fields() (fito.specs.base.Spec method) get_spec_type_string() (fito.data_store.refactor.FilteredStorageRefactor method) get_subclasses() (in module fito.operations.dependencies) get_subspecs() (fito.specs.base.Spec method) get_unbound_fields() (fito.specs.base.Spec class method) GradientBoostingClassifier (class in fito.model.scikit_learn)

H

has_default_value() (fito.specs.fields.Field method)

has_dependencies() (fito.operations.dependencies.DependencyGraph static method)

I

init (fito.model.scikit_learn.GradientBoostingClassifier attribute) initialize() (fito.specs.base.Spec method) inplace_bind() (fito.data_store.refactor.StorageRefactor method) (fito.specs.base.Spec method) instance_model() (fito.model.scikit_learn.SKLearnModel method) interactive_rehash() (fito.data_store.base.BaseDataStore method) intercept_scaling (fito.model.scikit_learn.LogisticRegression attribute) InvalidSpecInstance

is_dict() (in module fito.specs.utils) is_empty() (fito.data_store.file.FileDataStore method) is_import_path() (in module fito.specs.base) is_iterable() (in module fito.specs.utils) iteritems() (fito.data_store.base.BaseDataStore method) (fito.data_store.dict_ds.DictDataStore method) (fito.data_store.file.FileDataStore method) (fito.data_store.mongo.MongoHashMap method) (fito.data_store.store_manager.StorageManager method) (fito.specs.fields.MockIterable method) iterkeys() (fito.data_store.base.BaseDataStore method) (fito.data_store.dict_ds.DictDataStore method) (fito.data_store.file.FileDataStore method) (fito.data_store.mongo.MongoHashMap method)

J

json (fito.specs.base.Spec attribute) json_dump() (in module fito.specs.base) json_dumps() (in module fito.specs.base)

json_load() (in module fito.specs.base) json_loads() (in module fito.specs.base)

K

key (fito.specs.base.Spec attribute) key2dict() (fito.specs.base.Spec class method)

key2spec() (fito.specs.base.Spec static method) KwargsField (class in fito.specs.fields)

L

learning_rate (fito.model.scikit_learn.GradientBoostingClassifier attribute) LinearRegression (class in fito.model.scikit_learn) load() (fito.data_store.file.PickleSerializer method) (fito.data_store.file.RawSerializer method) (fito.data_store.file.Serializer method) (fito.ioc.ApplicationContext class method) (fito.specs.base.Spec.Importer method) load_from_strings() (fito.ioc.ApplicationContext class method)

load_object() (in module fito.specs.base) loads() (fito.specs.base.Spec.Importer method) LogisticRegression (class in fito.model.scikit_learn) loss (fito.model.scikit_learn.GradientBoostingClassifier attribute)

M

MainModuleWarning matches() (fito.data_store.refactor.ChangeField method) (fito.data_store.refactor.FilteredStorageRefactor method) matching_fields() (in module fito.specs.utils) max_depth (fito.model.scikit_learn.GradientBoostingClassifier attribute) max_features (fito.model.scikit_learn.GradientBoostingClassifier attribute) max_iter (fito.model.scikit_learn.LogisticRegression attribute) max_leaf_nodes (fito.model.scikit_learn.GradientBoostingClassifier attribute) max_vocab_size (fito.model.word2vec.Word2Vec attribute) MemoryObject (class in fito.operations.operation) min_count (fito.model.word2vec.Word2Vec attribute)

min_samples_leaf (fito.model.scikit_learn.GradientBoostingClassifier attribute) min_samples_split (fito.model.scikit_learn.GradientBoostingClassifier attribute) min_weight_fraction_leaf (fito.model.scikit_learn.GradientBoostingClassifier attribute) MissingUnwiredParamError MockIterable (class in fito.specs.fields) Model (class in fito.model.model) ModelField() (in module fito.model.model) ModelParameter (class in fito.model.model) MongoHashMap (class in fito.data_store.mongo) multi_class (fito.model.scikit_learn.LogisticRegression attribute)

N

n_estimators (fito.model.scikit_learn.GradientBoostingClassifier attribute) n_jobs (fito.model.scikit_learn.LinearRegression attribute) (fito.model.scikit_learn.LogisticRegression attribute) new_value (fito.data_store.refactor.ChangeField attribute)

normalize (fito.model.scikit_learn.LinearRegression attribute) NumericField (class in fito.specs.fields)

O

obj (fito.operations.operation.MemoryObject attribute) obj_from_path() (in module fito.specs.base) old_value (fito.data_store.refactor.ChangeField attribute) Operation (class in fito.operations.operation)

operation_from_func() (in module fito.operations.decorate) OperationField() (in module fito.operations.operation) OperationRunner (class in fito.operation_runner) out_data_store (fito.operations.operation.Operation attribute)

P

path (fito.data_store.file.FileDataStore attribute) penalty (fito.model.scikit_learn.LogisticRegression attribute) PickleSerializer (class in fito.data_store.file) presort (fito.model.scikit_learn.GradientBoostingClassifier attribute)

PrimitiveField (class in fito.specs.fields) print_fields_from_func() (in module fito.operations.decorate) project() (fito.data_store.refactor.StorageRefactor method) ProjectedRefactor (class in fito.data_store.refactor)

R

random() (in module fito.data_store.mongo) random_state (fito.model.scikit_learn.GradientBoostingClassifier attribute) (fito.model.scikit_learn.LogisticRegression attribute) RawSerializer (class in fito.data_store.file) recurse_first (fito.data_store.refactor.ChangeField attribute) (fito.data_store.refactor.StorageRefactor attribute) recursive_load() (in module fito.ioc) recursive_map() (in module fito.specs.utils) refactor() (fito.data_store.base.BaseDataStore method) refactors (fito.data_store.refactor.ChainedRefactor attribute)

remove() (fito.data_store.base.BaseDataStore method) (fito.operation_runner.FifoCache method) remove_field() (fito.data_store.refactor.StorageRefactor method) RemoveField (class in fito.data_store.refactor) rename_field() (fito.data_store.refactor.StorageRefactor method) RenameField (class in fito.data_store.refactor) replace() (fito.specs.base.Spec method) resolve() (fito.ioc.ApplicationContext method)

S

sample (fito.model.word2vec.Word2Vec attribute) save() (fito.data_store.base.BaseDataStore method) (fito.data_store.dict_ds.DictDataStore method) (fito.data_store.file.FileDataStore method) (fito.data_store.file.PickleSerializer method) (fito.data_store.file.RawSerializer method) (fito.data_store.file.Serializer method) (fito.data_store.mongo.MongoHashMap method) (fito.data_store.store_manager.StorageManager method) seed (fito.model.word2vec.Word2Vec attribute) sentences (fito.model.word2vec.Word2Vec attribute) Serializer (class in fito.data_store.file) serializer (fito.data_store.file.FileDataStore attribute) set() (fito.operation_runner.FifoCache method) set_default_json_options() (in module fito.specs.base) set_input() (fito.data_store.store_manager.StorageManager method) set_input_output() (fito.data_store.store_manager.StorageManager method) set_output() (fito.data_store.store_manager.StorageManager method) similarity() (fito.specs.base.Spec method) SingleFileSerializer (class in fito.data_store.file) size (fito.model.word2vec.Word2Vec attribute) SKLearnModel (class in fito.model.scikit_learn)

solver (fito.model.scikit_learn.LogisticRegression attribute) source (fito.data_store.refactor.RenameField attribute) Spec (class in fito.specs.base) Spec.Exporter (class in fito.specs.base) Spec.Importer (class in fito.specs.base) spec_type (fito.data_store.refactor.FilteredStorageRefactor attribute) SpecCollection (class in fito.specs.fields) SpecField() (in module fito.specs.fields) SpecMeta (class in fito.specs.base) split_keys (fito.data_store.file.FileDataStore attribute) storage_refactor (fito.data_store.refactor.StorageRefactor attribute) StorageManager (class in fito.data_store.store_manager) StorageRefactor (class in fito.data_store.refactor) subsample (fito.model.scikit_learn.GradientBoostingClassifier attribute)

T

target (fito.data_store.refactor.RenameField attribute) to_dict() (fito.data_store.mongo.MongoHashMap method) (fito.operations.operation.MemoryObject method) (fito.specs.base.Spec method) to_kwargs() (fito.specs.base.Spec method) tol (fito.model.scikit_learn.LogisticRegression attribute)

train_iterator (fito.model.word2vec.Word2Vec attribute) transformation() (fito.data_store.refactor.AddField method) (fito.data_store.refactor.ChainedRefactor method) (fito.data_store.refactor.ChangeField method) (fito.data_store.refactor.ProjectedRefactor method) (fito.data_store.refactor.RemoveField method) (fito.data_store.refactor.RenameField method) (fito.data_store.refactor.StorageRefactor method) type2spec_class() (fito.specs.base.Spec static method)

U

UnboundField (class in fito.specs.fields) UnboundPrimitiveField (class in fito.specs.fields) UnboundSpecField() (in module fito.specs.fields)

use_class_name (fito.data_store.file.FileDataStore attribute) use_gridfs (fito.data_store.mongo.MongoHashMap attribute)

V

verbose (fito.data_store.base.BaseDataStore attribute) (fito.model.scikit_learn.GradientBoostingClassifier attribute) (fito.model.scikit_learn.LogisticRegression attribute) (fito.operation_runner.OperationRunner attribute)

W

warm_start (fito.model.scikit_learn.GradientBoostingClassifier attribute) (fito.model.scikit_learn.LogisticRegression attribute) WeirdModulePathException window (fito.model.word2vec.Word2Vec attribute)

Word2Vec (class in fito.model.word2vec) workers (fito.model.word2vec.Word2Vec attribute)

Y

yaml (fito.specs.base.Spec attribute)