unitxt

• unitxt package
  • Subpackages
    • unitxt.prepare_utils package
      • Submodules
      • Module contents
    • unitxt.test_utils package
      • Submodules
      • Module contents
    • unitxt.ui package
      • Submodules
      • Module contents
  • Submodules
    • unitxt.api module
      • evaluate()
      • load()
      • load_dataset()
    • unitxt.artifact module
      • Artifact
      • ArtifactList
      • Artifactories
      • Artifactory
      • MissingArtifactTypeError
      • UnitxtArtifactNotFoundError
      • UnrecognizedArtifactTypeError
      • fetch_artifact()
      • get_closest_artifact_type()
      • map_values_in_place()
      • maybe_recover_artifact()
      • register_all_artifacts()
      • reset_artifacts_cache()
      • verbosed_fetch_artifact()
    • unitxt.blocks module
    • unitxt.card module
      • TaskCard
    • unitxt.catalog module
      • Catalog
      • EnvironmentLocalCatalog
      • GithubCatalog
      • LocalCatalog
      • add_to_catalog()
      • count_files_recursively()
      • get_local_catalogs_paths()
      • local_catalog_summary()
      • summary()
      • verify_legal_catalog_name()
    • unitxt.collections module
      • Collection
      • DictCollection
      • ItemPicker
      • ListCollection
      • RandomPicker
    • unitxt.dataclass module
      • AbstractField
      • AbstractFieldError
      • Dataclass
      • DataclassMeta
      • Field
      • FinalField
      • FinalFieldError
      • InternalField
      • NonPositionalField
      • OptionalField
      • RequiredField
      • RequiredFieldError
      • TypeMismatchError
      • UnexpectedArgumentError
      • abstract_fields()
      • asdict()
      • class_fields()
      • fields()
      • fields_names()
      • final_fields()
      • get_field_default()
      • get_fields()
      • is_abstract_field()
      • is_dataclass()
      • is_final_field()
      • is_possible_field()
      • required_fields()
    • unitxt.dataset module
      • Dataset
    • unitxt.dataset_utils module
      • fetch()
      • get_dataset_artifact()
      • parse()
    • unitxt.dict_utils module
      • dict_creator()
      • dict_delete()
      • dict_get()
      • dict_set()
      • dpath_get()
      • dpath_set()
      • dpath_set_multiple()
      • dpath_set_one()
      • is_subpath()
    • unitxt.eval_utils module
      • evaluate()
    • unitxt.file_utils module
      • get_all_files_in_dir()
    • unitxt.formats module
      • Format
      • SystemFormat
    • unitxt.fusion module
      • BaseFusion
      • FixedFusion
      • WeightedFusion
    • unitxt.generator_utils module
      • CopyingReusableGenerator
      • ReusableGenerator
    • unitxt.hf_utils module
      • HFCachingContextManager
      • get_missing_imports()
    • unitxt.instructions module
      • EmptyInstruction
      • Instruction
      • InstructionsDict
      • InstructionsList
      • TextualInstruction
    • unitxt.loaders module
      • Loaders: Generators of Unitxt Multistreams from existing date sources
      • LoadCSV
      • LoadFromIBMCloud
      • LoadFromKaggle
      • LoadHF
      • Loader
      • MissingKaggleCredentialsError
    • unitxt.logging_utils module
      • enable_explicit_format()
      • get_logger()
      • set_verbosity()
    • unitxt.metric module
      • Metric
    • unitxt.metric_utils module
      • FromPredictionsAndOriginalData
      • MetricRecipe
      • MultiStreamScoreMean
    • unitxt.metrics module
      • Accuracy
      • BertScore
      • BulkInstanceMetric
      • CharEditDistanceAccuracy
      • CustomF1
      • F1
      • F1Macro
      • F1MacroMultiLabel
      • F1Micro
      • F1MicroMultiLabel
      • F1MultiLabel
      • F1Weighted
      • GlobalMetric
      • HuggingfaceBulkMetric
      • HuggingfaceMetric
      • InstanceMetric
      • KPA
      • MAP
      • MRR
      • MatthewsCorrelation
      • Metric
      • MetricPipeline
      • MetricWithConfidenceInterval
      • NDCG
      • NER
      • Perplexity
      • PrecisionMacroMultiLabel
      • PrecisionMicroMultiLabel
      • RecallMacroMultiLabel
      • RecallMicroMultiLabel
      • RetrievalAtK
      • RetrievalMetric
      • Reward
      • Rouge
      • SentenceBert
      • Squad
      • StringContainment
      • TokenOverlap
      • UpdateStream
      • Wer
      • abstract_factory()
      • abstract_field()
      • normalize_answer()
    • unitxt.normalizers module
      • NormalizeListFields
    • unitxt.operator module
      • BaseFieldOperator
      • InstanceOperator
      • InstanceOperatorWithMultiStreamAccess
      • MultiStreamOperator
      • Operator
      • OperatorError
      • PagedStreamOperator
      • SequentialOperator
      • SequentialOperatorInitilizer
      • SideEffectOperator
      • SingleStreamOperator
      • SingleStreamReducer
      • SourceOperator
      • SourceSequentialOperator
      • StreamInitializerOperator
      • StreamInstanceOperator
      • StreamInstanceOperatorValidator
      • StreamingOperator
    • unitxt.operators module
      • Operators: Building Blocks of Unitxt Processing Pipelines
      • AddConstant
      • AddFields
      • AddID
      • Apply
      • ApplyMetric
      • ApplyOperatorsField
      • ApplyStreamOperatorsField
      • ArtifactFetcherMixin
      • AugmentPrefixSuffix
      • AugmentWhitespace
      • Augmentor
      • CastFields
      • CopyFields
      • DeterministicBalancer
      • DivideAllFieldsBy
      • DownloadError
      • DownloadOperator
      • EncodeLabels
      • ExecuteQuery
      • ExtractFieldValues
      • ExtractMostCommonFieldValues
      • ExtractZipFile
      • FieldOperator
      • FilterByCondition
      • FilterByQuery
      • FlattenInstances
      • FromIterables
      • IndexOf
      • Intersect
      • IterableSource
      • JoinStr
      • LengthBalancer
      • ListFieldValues
      • MapInstanceValues
      • MergeStreams
      • NullAugmentor
      • Perturbate
      • RemoveFields
      • RemoveValues
      • RenameFields
      • Shuffle
      • ShuffleFieldValues
      • SplitByValue
      • StreamRefiner
      • TakeByField
      • UnexpectedHttpCodeError
      • Unique
      • ZipFieldValues
    • unitxt.processors module
      • ConvertToBoolean
      • DictOfListsToPairs
      • FirstCharacter
      • ListToEmptyEntitiesTuples
      • LoadJson
      • LowerCase
      • LowerCaseTillPunc
      • RegexParser
      • StanceToProCon
      • StringOrNotString
      • TakeFirstNonEmptyLine
      • TakeFirstWord
      • ToListByComma
      • ToString
      • ToStringStripped
      • ToYesOrNone
      • YesNoToInt
    • unitxt.random_utils module
      • get_seed()
      • new_random_generator()
    • unitxt.recipe module
      • Recipe
      • SequentialRecipe
    • unitxt.register module
      • ProjectArtifactRegisterer
      • register_all_artifacts()
      • register_local_catalog()
    • unitxt.schema module
      • ToUnitxtGroup
    • unitxt.split_utils module
      • build_stream_routing()
      • parse_random_mix_string()
      • parse_slices_string()
      • random_mix_generator()
      • random_mix_streams()
      • rename_split()
      • slice_stream()
      • slice_streams()
    • unitxt.splitters module
      • DiverseLabelsSampler
      • RandomSampler
      • RenameSplits
      • Sampler
      • SeparateSplit
      • SliceSplit
      • SplitRandomMix
      • Splitter
      • SpreadSplit
    • unitxt.standard module
      • AddDemosField
      • BaseRecipe
      • CreateDemosPool
      • StandardRecipe
      • StandardRecipeWithIndexes
    • unitxt.stream module
      • MultiStream
      • Stream
    • unitxt.task module
      • FormTask
      • MultipleChoiceTask
      • Tasker
    • unitxt.templates module
      • InputOutputTemplate
      • KeyValTemplate
      • MultiLabelTemplate
      • MultiReferenceTemplate
      • MultipleChoiceTemplate
      • OutputQuantizingTemplate
      • SpanLabelingBaseTemplate
      • SpanLabelingJsonTemplate
      • SpanLabelingTemplate
      • Template
      • TemplatesDict
      • TemplatesList
      • YesNoTemplate
      • escape_chars()
    • unitxt.text_utils module
      • camel_to_snake_case()
      • construct_dict_str()
      • is_camel_case()
      • is_snake_case()
      • nested_tuple_to_string()
      • print_dict()
      • split_words()
    • unitxt.type_utils module
      • NormalizedType
      • eval_forward_ref()
      • get_args()
      • get_origin()
      • isoftype()
      • issubtype()
      • normalize()
      • optional_all()
      • optional_any()
    • unitxt.utils module
      • Singleton
      • flatten_dict()
      • load_json()
      • save_json()
    • unitxt.validate module
      • StandardSchema
      • ValidateSchema
      • ValidateStandartSchema
      • Validator
    • unitxt.version module
  • Module contents