Index

A

Abs (class in torchoutil.nn.modules.tensor) activity_to_segments() (in module torchoutil.nn.functional.segments) activity_to_segments_list() (in module torchoutil.nn.functional.segments) added_columns (HDFDataset property) (HDFDatasetAttributes attribute) AdvancedCollateDict (class in torchoutil.utils.data.collate) all_columns (HDFDataset property) all_eq() (in module torchoutil.nn.functional.predicate) (in module torchoutil.pyoutil.collections) all_ne() (in module torchoutil.nn.functional.predicate) (in module torchoutil.pyoutil.collections) Angle (class in torchoutil.nn.modules.tensor)

arange() (in module torchoutil.nn.functional.new) architecture (RegistryEntry attribute) argmax() (in module torchoutil.pyoutil.collections) argmin() (in module torchoutil.pyoutil.collections) as_device() (in module torchoutil.core.make) as_dtype() (in module torchoutil.core.make) as_generator() (in module torchoutil.core.make) as_tensor() (in module torchoutil.nn.functional.transform) AsTensor (class in torchoutil.nn.modules.transform) at() (HDFDataset method) attrs (HDFDataset property) average_power() (in module torchoutil.nn.functional.others)

B

balanced_monolabel_split() (in module torchoutil.utils.data.split) bfloat16 (DTypeEnum attribute) block_size (Hasher attribute) bool (DTypeEnum attribute) BoolTensor (class in torchoutil.types.tensor_subclasses) BoolTensor0D (class in torchoutil.types.tensor_subclasses) BoolTensor1D (class in torchoutil.types.tensor_subclasses) BoolTensor2D (class in torchoutil.types.tensor_subclasses) BoolTensor3D (class in torchoutil.types.tensor_subclasses)

build_powerset_mapping() (in module torchoutil.nn.functional.powerset) buildmetadata (Version attribute) (VersionDict attribute) bytearray_to_bytes() (in module torchoutil.extras.hdf.pack) ByteTensor (class in torchoutil.types.tensor_subclasses) ByteTensor0D (class in torchoutil.types.tensor_subclasses) ByteTensor1D (class in torchoutil.types.tensor_subclasses) ByteTensor2D (class in torchoutil.types.tensor_subclasses) ByteTensor3D (class in torchoutil.types.tensor_subclasses)

C

can_be_converted_to_tensor() (in module torchoutil.nn.functional.predicate) can_be_stacked() (in module torchoutil.nn.functional.predicate) cat() (in module torchoutil.nn.functional.others) cat_padded_batch() (in module torchoutil.nn.functional.padding) cdouble (DTypeEnum attribute) CDoubleTensor (class in torchoutil.types.tensor_subclasses) CDoubleTensor0D (class in torchoutil.types.tensor_subclasses) CDoubleTensor1D (class in torchoutil.types.tensor_subclasses) CDoubleTensor2D (class in torchoutil.types.tensor_subclasses) CDoubleTensor3D (class in torchoutil.types.tensor_subclasses) cfloat (DTypeEnum attribute) CFloatTensor (class in torchoutil.types.tensor_subclasses) CFloatTensor0D (class in torchoutil.types.tensor_subclasses) CFloatTensor1D (class in torchoutil.types.tensor_subclasses) CFloatTensor2D (class in torchoutil.types.tensor_subclasses) CFloatTensor3D (class in torchoutil.types.tensor_subclasses) chalf (DTypeEnum attribute) CHalfTensor (class in torchoutil.types.tensor_subclasses) CHalfTensor0D (class in torchoutil.types.tensor_subclasses) CHalfTensor1D (class in torchoutil.types.tensor_subclasses) CHalfTensor2D (class in torchoutil.types.tensor_subclasses) CHalfTensor3D (class in torchoutil.types.tensor_subclasses) CharTensor (class in torchoutil.types.tensor_subclasses) CharTensor0D (class in torchoutil.types.tensor_subclasses) CharTensor1D (class in torchoutil.types.tensor_subclasses) CharTensor2D (class in torchoutil.types.tensor_subclasses) CharTensor3D (class in torchoutil.types.tensor_subclasses) checksum() (in module torchoutil.nn.functional.checksum) checksum_any() (in module torchoutil.nn.functional.checksum) checksum_bool() (in module torchoutil.nn.functional.checksum) checksum_builtin_number() (in module torchoutil.nn.functional.checksum) checksum_builtin_scalar() (in module torchoutil.nn.functional.checksum) checksum_bytearray() (in module torchoutil.nn.functional.checksum) checksum_bytes() (in module torchoutil.nn.functional.checksum) checksum_complex() (in module torchoutil.nn.functional.checksum) checksum_dataclass() (in module torchoutil.nn.functional.checksum) checksum_dataframe() (in module torchoutil.nn.functional.checksum) checksum_dtype() (in module torchoutil.nn.functional.checksum) checksum_float() (in module torchoutil.nn.functional.checksum) checksum_function() (in module torchoutil.nn.functional.checksum) checksum_int() (in module torchoutil.nn.functional.checksum) checksum_iterable() (in module torchoutil.nn.functional.checksum) checksum_mapping() (in module torchoutil.nn.functional.checksum)

checksum_method() (in module torchoutil.nn.functional.checksum) checksum_module() (in module torchoutil.nn.functional.checksum) checksum_namedtuple() (in module torchoutil.nn.functional.checksum) checksum_ndarray() (in module torchoutil.nn.functional.checksum) checksum_none() (in module torchoutil.nn.functional.checksum) checksum_partial() (in module torchoutil.nn.functional.checksum) checksum_path() (in module torchoutil.nn.functional.checksum) checksum_pattern() (in module torchoutil.nn.functional.checksum) checksum_slice() (in module torchoutil.nn.functional.checksum) checksum_str() (in module torchoutil.nn.functional.checksum) checksum_tensor() (in module torchoutil.nn.functional.checksum) checksum_type() (in module torchoutil.nn.functional.checksum) clamp() (in module torchoutil.pyoutil.math) clip() (in module torchoutil.pyoutil.math) close() (HDFDataset method) CollateDict (class in torchoutil.utils.data.collate) column_names (HDFDataset property) compile_patterns() (in module torchoutil.pyoutil.re) complex128 (DTypeEnum attribute) complex32 (DTypeEnum attribute) complex64 (DTypeEnum attribute) ComplexFloatingTensor (class in torchoutil.types.tensor_subclasses) ComplexFloatingTensor0D (class in torchoutil.types.tensor_subclasses) ComplexFloatingTensor1D (class in torchoutil.types.tensor_subclasses) ComplexFloatingTensor2D (class in torchoutil.types.tensor_subclasses) ComplexFloatingTensor3D (class in torchoutil.types.tensor_subclasses) Compose (class in torchoutil.pyoutil.functools) compose (in module torchoutil.pyoutil.functools) concat() (in module torchoutil.nn.functional.others) condition (IterableTransformWrapper property) (TransformWrapper property) construct_with_tag() (IgnoreTagLoader method) (SplitTagLoader method) contained() (in module torchoutil.pyoutil.collections) CosDecayRule (class in torchoutil.optim.schedulers) CosDecayScheduler (class in torchoutil.optim.schedulers) count_parameters() (in module torchoutil.nn.functional.others) create_params_groups_bias() (in module torchoutil.optim.utils) creation_date (HDFDatasetAttributes attribute) crop_dim() (in module torchoutil.nn.functional.cropping) crop_dims() (in module torchoutil.nn.functional.cropping) CropDim (class in torchoutil.nn.modules.crop) CropDims (class in torchoutil.nn.modules.crop)

D

DataclassInstance (class in torchoutil.pyoutil.typing.classes) dataset (Subset attribute) DatasetSlicer (class in torchoutil.utils.data.slicer) DatasetSlicerWrapper (class in torchoutil.utils.data.slicer) deep_equal() (in module torchoutil.nn.functional.others) default() (DTypeEnum class method) deprecated_alias() (in module torchoutil.pyoutil.warnings) deprecated_function() (in module torchoutil.pyoutil.warnings) dict_list_to_list_dict() (in module torchoutil.pyoutil.collections) digest_size (Hasher attribute) double (DTypeEnum attribute) DoubleTensor (class in torchoutil.types.tensor_subclasses) DoubleTensor0D (class in torchoutil.types.tensor_subclasses) DoubleTensor1D (class in torchoutil.types.tensor_subclasses) DoubleTensor2D (class in torchoutil.types.tensor_subclasses) DoubleTensor3D (class in torchoutil.types.tensor_subclasses) download_file() (in module torchoutil.hub.download) (RegistryHub method)

dtype (DTypeEnum property) (TensorboardEvent attribute) DTypeEnum (class in torchoutil.core.dtype_enum) dump() (in module torchoutil.serialization.dump_fn) dump_audio() (in module torchoutil.extras.torchaudio) dump_csv() (in module torchoutil.pyoutil.csv) (in module torchoutil.serialization.csv) dump_dict() (in module torchoutil.pyoutil.collections) dump_json() (in module torchoutil.pyoutil.json) (in module torchoutil.serialization.json) dump_numpy() (in module torchoutil.extras.numpy.saving) dump_pickle() (in module torchoutil.pyoutil.pickle) (in module torchoutil.serialization.pickle) dump_safetensors() (in module torchoutil.extras.safetensors) dump_torch() (in module torchoutil.serialization.torch) dump_with_torchaudio() (in module torchoutil.extras.torchaudio) dump_yaml() (in module torchoutil.extras.yaml)

E

EModuleDict (class in torchoutil.nn.modules.container) EModuleList (class in torchoutil.nn.modules.container) EModulePartial (class in torchoutil.nn.modules.container) empty() (in module torchoutil.nn.functional.new) EmptyDataset (class in torchoutil.utils.data.dataset) encoding (HDFDatasetAttributes attribute) enum_dtype_to_str() (in module torchoutil.core.dtype_enum) enum_dtype_to_torch_dtype() (in module torchoutil.core.dtype_enum) Exp (class in torchoutil.nn.modules.tensor) Exp2 (class in torchoutil.nn.modules.tensor) extra_repr() (AsTensor method) (CropDim method) (CropDims method) (EModulePartial method) (Flatten method) (IndexToOnehot method) (IndicesToMultihot method) (IndicesToMultinames method) (LogSoftmaxMultidim method) (MaskedMean method) (MaskedSum method) (Max method) (Mean method) (Min method) (MultihotToIndices method) (MultinamesToMultihot method) (NameToOnehot method) (Normalize method) (OnehotToIndex method) (OnehotToName method) (PadAndCropDim method) (PadAndStackRec method) (PadDim method) (PadDims method) (Permute method) (Pow method) (ProbsToIndex method) (ProbsToMultihot method) (ProbsToName method) (ProbsToOnehot method) (Repeat method) (RepeatInterleave method) (RepeatInterleaveNd method) (ResampleNearestFreqs method) (ResampleNearestRates method) (ResampleNearestSteps method) (Reshape method) (Shuffled method) (SoftmaxMultidim method) (Squeeze method) (TensorTo method) (Topk method) (TopP method) (TransformDrop method) (Transpose method) (Unsqueeze method)

extract_segments() (in module torchoutil.nn.functional.segments)

F

FFT (class in torchoutil.nn.modules.tensor) file_kwds (HDFDatasetAttributes attribute) fill_value (ShapeDTypeInfo property) filter_and_call() (in module torchoutil.pyoutil.functools) filter_iterable() (in module torchoutil.pyoutil.collections) find() (in module torchoutil.nn.functional.others) (in module torchoutil.pyoutil.collections) find_closest_in_list() (in module torchoutil.pyoutil.difflib) find_patterns() (in module torchoutil.pyoutil.re) flat_dict_of_dict() (in module torchoutil.pyoutil.collections) flat_list_of_list() (in module torchoutil.pyoutil.collections) Flatten (class in torchoutil.nn.modules.transform) flatten() (in module torchoutil.nn.functional.transform) (in module torchoutil.pyoutil.collections) float (DTypeEnum attribute) float16 (DTypeEnum attribute) float32 (DTypeEnum attribute) float64 (DTypeEnum attribute) float_val (TensorboardEvent attribute) FloatingTensor (class in torchoutil.types.tensor_subclasses) FloatingTensor0D (class in torchoutil.types.tensor_subclasses) FloatingTensor1D (class in torchoutil.types.tensor_subclasses) FloatingTensor2D (class in torchoutil.types.tensor_subclasses) FloatingTensor3D (class in torchoutil.types.tensor_subclasses) FloatTensor (class in torchoutil.types.tensor_subclasses) FloatTensor0D (class in torchoutil.types.tensor_subclasses) FloatTensor1D (class in torchoutil.types.tensor_subclasses) FloatTensor2D (class in torchoutil.types.tensor_subclasses) FloatTensor3D (class in torchoutil.types.tensor_subclasses) fname (RegistryEntry attribute) forward() (Abs method) (Angle method) (AsTensor method) (CropDim method) (CropDims method) (EModuleDict method) (EModuleList method) (EModulePartial method) (Exp method) (Exp2 method) (FFT method) (Flatten method) (Identity method) (IFFT method) (Imag method) (IndexToName method) (IndexToOnehot method) (IndicesToMultihot method) (IndicesToMultinames method) (Interpolate method) (Log method) (Log10 method) (Log2 method) (LogSoftmaxMultidim method) (MaskedMean method) (MaskedSum method) (Max method) (Mean method) (Min method) (MoveToRec method) (MultihotToIndices method) (MultihotToMultinames method) (MultilabelToPowerset method) (MultinamesToIndices method) (MultinamesToMultihot method) (NameToIndex method) (NameToOnehot method) (Normalize method) (NumpyToTensor method) (OnehotToIndex method) (OnehotToName method) (PadAndCropDim method) (PadAndStackRec method) (PadDim method) (PadDims method) (Permute method) (PositionalEncoding method) (Pow method) (PowersetToMultilabel method) (ProbsToIndex method) (ProbsToIndices method) (ProbsToMultihot method) (ProbsToMultinames method) (ProbsToName method) (ProbsToOnehot method) (Real method) (Repeat method) (RepeatInterleave method) (RepeatInterleaveNd method) (ResampleNearestFreqs method) (ResampleNearestRates method) (ResampleNearestSteps method) (Reshape method) (Shuffled method) (SoftmaxMultidim method) (Squeeze method) (TensorTo method) (TensorToNumpy method) (ToItem method) (ToList method) (ToNumpy method) (Topk method) (TopP method) (TransformDrop method) (Transpose method) (Unsqueeze method) (View method) (ViewAsComplex method) (ViewAsReal method)

from_dict() (Version class method) from_dtype() (DTypeEnum class method) from_file() (RegistryHub class method) from_str() (StrEnum class method) (Version class method) from_tuple() (Version class method) full() (in module torchoutil.nn.functional.new) function_alias() (in module torchoutil.pyoutil.functools)

G

generate_square_subsequent_mask() (in module torchoutil.nn.functional.mask) get_argnames() (in module torchoutil.pyoutil.inspect) get_attrs() (HDFDataset method) get_auto_num_cpus() (in module torchoutil.utils.data.dataloader) get_auto_num_gpus() (in module torchoutil.utils.data.dataloader) get_cache_dir() (in module torchoutil.hub.paths) get_colored_formatter() (in module torchoutil.extras.colorlog) get_column_dtype() (HDFDataset method) get_column_shape() (HDFDataset method) get_columns_shapes() (HDFDataset method) get_current_file_logger() (in module torchoutil.pyoutil.logging) get_current_fn_name() (in module torchoutil.pyoutil.inspect) get_default_device() (in module torchoutil.core.make) get_default_dtype() (in module torchoutil.core.make) get_default_generator() (in module torchoutil.core.make) get_default_numpy_dtype() (in module torchoutil.extras.numpy.scan_info) get_default_register_root() (in module torchoutil.hub.registry) get_defaults_values() (in module torchoutil.pyoutil.dataclasses) get_duration() (in module torchoutil.extras.tensorboard) get_fullname() (in module torchoutil.pyoutil.inspect) get_githash_full() (in module torchoutil.core.version) get_githash_short() (in module torchoutil.core.version) get_hdf_fpath() (HDFDataset method) get_hdf_keys() (HDFDataset method)

get_install_info() (in module torchoutil.info) get_inverse_perm() (in module torchoutil.nn.functional.indices) get_ipython_name() (in module torchoutil.pyoutil.logging) get_item() (DatasetSlicer method) (DatasetSlicerWrapper method) (HDFDataset method) get_items_indices() (DatasetSlicer method) get_items_mask() (DatasetSlicer method) get_items_none() (DatasetSlicer method) get_items_slice() (DatasetSlicer method) get_key_fn() (in module torchoutil.pyoutil.re) get_lr() (in module torchoutil.optim.utils) get_lrs() (in module torchoutil.optim.utils) get_ndim (ShapeDTypeInfo property) get_ndim() (in module torchoutil.nn.functional.others) get_null_logger() (in module torchoutil.pyoutil.logging) get_num_cpus_available() (in module torchoutil.pyoutil.os) get_num_powerset_classes() (in module torchoutil.nn.functional.powerset) get_package_repository_path() (in module torchoutil.info) get_path() (RegistryHub method) get_perm_indices() (in module torchoutil.nn.functional.indices) get_shape() (in module torchoutil.nn.functional.others) get_tfevents_duration() (in module torchoutil.extras.tensorboard) get_tmp_dir() (in module torchoutil.hub.paths) global_hash_value (HDFDatasetAttributes attribute)

H

half (DTypeEnum attribute) HalfTensor (class in torchoutil.types.tensor_subclasses) HalfTensor0D (class in torchoutil.types.tensor_subclasses) HalfTensor1D (class in torchoutil.types.tensor_subclasses) HalfTensor2D (class in torchoutil.types.tensor_subclasses) HalfTensor3D (class in torchoutil.types.tensor_subclasses) hash_file() (in module torchoutil.pyoutil.hashlib)

hash_type (RegistryEntry attribute) hash_value (RegistryEntry attribute) Hasher (class in torchoutil.pyoutil.hashlib) hdf_dtype_to_fill_value() (in module torchoutil.extras.hdf.pack) hdf_dtype_to_numpy_dtype() (in module torchoutil.extras.hdf.pack) HDFDataset (class in torchoutil.extras.hdf.dataset) HDFDatasetAttributes (class in torchoutil.extras.hdf.common) hexdigest() (Hasher method)

I

Identity (class in torchoutil.nn.modules.transform) identity() (in module torchoutil.pyoutil.functools) IFFT (class in torchoutil.nn.modules.tensor) IgnoreTagLoader (class in torchoutil.extras.yaml) Imag (class in torchoutil.nn.modules.tensor) index_to_name() (in module torchoutil.nn.functional.multiclass) index_to_onehot() (in module torchoutil.nn.functional.multiclass) IndexToName (class in torchoutil.nn.modules.multiclass) IndexToOnehot (class in torchoutil.nn.modules.multiclass) indices (max attribute) (min attribute) (sort attribute) (Subset attribute) (topk attribute) indices_to_multihot() (in module torchoutil.nn.functional.multilabel) indices_to_multinames() (in module torchoutil.nn.functional.multilabel) IndicesToMultihot (class in torchoutil.nn.modules.multilabel) IndicesToMultinames (class in torchoutil.nn.modules.multilabel) info (HDFDataset property) (HDFDatasetAttributes attribute) infos (RegistryHub property) init_pos_emb() (in module torchoutil.nn.modules.layer) insert_at_indices() (in module torchoutil.nn.functional.indices) int (DTypeEnum attribute) int16 (DTypeEnum attribute) int32 (DTypeEnum attribute) int64 (DTypeEnum attribute) int8 (DTypeEnum attribute) IntegralTensor (class in torchoutil.types.tensor_subclasses) IntegralTensor0D (class in torchoutil.types.tensor_subclasses) IntegralTensor1D (class in torchoutil.types.tensor_subclasses) IntegralTensor2D (class in torchoutil.types.tensor_subclasses) IntegralTensor3D (class in torchoutil.types.tensor_subclasses) Interpolate (class in torchoutil.nn.modules.tensor) intersect() (in module torchoutil.pyoutil.collections) intersect_lists() (in module torchoutil.pyoutil.collections) IntTensor (class in torchoutil.types.tensor_subclasses) IntTensor0D (class in torchoutil.types.tensor_subclasses) IntTensor1D (class in torchoutil.types.tensor_subclasses) IntTensor2D (class in torchoutil.types.tensor_subclasses) IntTensor3D (class in torchoutil.types.tensor_subclasses) InvalidTorchDType (class in torchoutil.extras.numpy.scan_info) is_available_package() (in module torchoutil.pyoutil.importlib) is_bool_tensor() (in module torchoutil.types.guards) is_bool_tensor1d() (in module torchoutil.types.guards) is_builtin_number() (in module torchoutil.pyoutil.typing.guards) is_builtin_obj() (in module torchoutil.pyoutil.typing.guards) is_builtin_scalar() (in module torchoutil.pyoutil.typing.guards) is_closed() (HDFDataset method) is_complex (DTypeEnum property) is_complex() (in module torchoutil.nn.functional.predicate) is_complex_tensor() (in module torchoutil.types.guards) is_convertible_to_tensor() (in module torchoutil.nn.functional.predicate) is_dataclass_instance() (in module torchoutil.pyoutil.typing.guards) is_dict_str() (in module torchoutil.pyoutil.typing.guards) is_dict_str_number() (in module torchoutil.pyoutil.typing.guards) is_dict_str_optional_int() (in module torchoutil.pyoutil.typing.guards) is_dict_str_str() (in module torchoutil.pyoutil.typing.guards) is_dict_str_tensor() (in module torchoutil.types.guards) is_editable_package() (in module torchoutil.pyoutil.importlib)

is_floating_point (DTypeEnum property) is_floating_point() (in module torchoutil.nn.functional.predicate) is_floating_tensor() (in module torchoutil.types.guards) is_full() (in module torchoutil.nn.functional.predicate) (in module torchoutil.pyoutil.collections) is_integral_dtype() (in module torchoutil.types.guards) is_integral_tensor() (in module torchoutil.types.guards) is_integral_tensor1d() (in module torchoutil.types.guards) is_iterable_bool() (in module torchoutil.pyoutil.typing.guards) is_iterable_bytes_or_list() (in module torchoutil.pyoutil.typing.guards) is_iterable_float() (in module torchoutil.pyoutil.typing.guards) is_iterable_int() (in module torchoutil.pyoutil.typing.guards) is_iterable_integral() (in module torchoutil.pyoutil.typing.guards) is_iterable_iterable_int() (in module torchoutil.pyoutil.typing.guards) is_iterable_mapping_str() (in module torchoutil.pyoutil.typing.guards) is_iterable_str() (in module torchoutil.pyoutil.typing.guards) is_iterable_tensor() (in module torchoutil.types.guards) is_list_bool() (in module torchoutil.pyoutil.typing.guards) is_list_builtin_number() (in module torchoutil.pyoutil.typing.guards) is_list_float() (in module torchoutil.pyoutil.typing.guards) is_list_int() (in module torchoutil.pyoutil.typing.guards) is_list_list_str() (in module torchoutil.pyoutil.typing.guards) is_list_number() (in module torchoutil.pyoutil.typing.guards) is_list_str() (in module torchoutil.pyoutil.typing.guards) is_list_tensor() (in module torchoutil.types.guards) is_mapping_str() (in module torchoutil.pyoutil.typing.guards) is_mapping_str_iterable() (in module torchoutil.pyoutil.typing.guards) is_namedtuple_instance() (in module torchoutil.pyoutil.typing.guards) is_number_like() (in module torchoutil.types.guards) is_numpy_bool_array() (in module torchoutil.extras.numpy.functional) is_numpy_number_like() (in module torchoutil.extras.numpy.functional) is_numpy_scalar_like() (in module torchoutil.extras.numpy.functional) is_open() (HDFDataset method) is_scalar_like() (in module torchoutil.types.guards) is_sequence_bool() (in module torchoutil.pyoutil.typing.guards) is_sequence_float() (in module torchoutil.pyoutil.typing.guards) is_sequence_int() (in module torchoutil.pyoutil.typing.guards) is_sequence_str() (in module torchoutil.pyoutil.typing.guards) is_signed (DTypeEnum property) is_sorted() (in module torchoutil.nn.functional.predicate) (in module torchoutil.pyoutil.collections) is_stackable() (in module torchoutil.nn.functional.predicate) is_tensor0d() (in module torchoutil.types.guards) is_tensor_like() (in module torchoutil.types.guards) is_tensor_or_array() (in module torchoutil.types.guards) is_tuple_int() (in module torchoutil.pyoutil.typing.guards) is_tuple_optional_int() (in module torchoutil.pyoutil.typing.guards) is_tuple_str() (in module torchoutil.pyoutil.typing.guards) is_tuple_tensor() (in module torchoutil.types.guards) is_typed_dict() (in module torchoutil.pyoutil.typing.guards) is_unique() (in module torchoutil.nn.functional.predicate) (in module torchoutil.pyoutil.collections) is_valid_hash() (RegistryHub method) isinstance_guard() (in module torchoutil.pyoutil.typing.guards) item_type (HDFDataset property) (HDFDatasetAttributes attribute) itemsize (DTypeEnum property) IterableSubset (class in torchoutil.utils.data.dataset) IterableTransformWrapper (class in torchoutil.utils.data.dataset) IterableWrapper (class in torchoutil.utils.data.dataset)

K

keep_padding (HDFDataset property)

kind (ShapeDTypeInfo property)

L

length (HDFDatasetAttributes attribute) lengths_to_non_pad_mask() (in module torchoutil.nn.functional.mask) lengths_to_pad_mask() (in module torchoutil.nn.functional.mask) list_dict_to_dict_list() (in module torchoutil.pyoutil.collections) load() (in module torchoutil.serialization.load_fn) load_as_complex (HDFDatasetAttributes attribute) load_audio() (in module torchoutil.extras.torchaudio) load_csv() (in module torchoutil.pyoutil.csv) (in module torchoutil.serialization.csv) load_event_file() (in module torchoutil.extras.tensorboard) load_event_files() (in module torchoutil.extras.tensorboard) load_json() (in module torchoutil.pyoutil.json) load_numpy() (in module torchoutil.extras.numpy.saving) load_pickle() (in module torchoutil.pyoutil.pickle) load_safetensors() (in module torchoutil.extras.safetensors) load_state_dict() (RegistryHub method) load_tfevents() (in module torchoutil.extras.tensorboard)

load_tfevents_files() (in module torchoutil.extras.tensorboard) load_torch() (in module torchoutil.serialization.torch) load_with_tensorboard() (in module torchoutil.extras.tensorboard) load_with_torchaudio() (in module torchoutil.extras.torchaudio) load_yaml() (in module torchoutil.extras.yaml) Log (class in torchoutil.nn.modules.tensor) Log10 (class in torchoutil.nn.modules.tensor) Log2 (class in torchoutil.nn.modules.tensor) log_once() (in module torchoutil.pyoutil.logging) log_softmax_multidim() (in module torchoutil.nn.functional.activation) LogSoftmaxMultidim (class in torchoutil.nn.modules.activation) long (DTypeEnum attribute) LongTensor (class in torchoutil.types.tensor_subclasses) LongTensor0D (class in torchoutil.types.tensor_subclasses) LongTensor1D (class in torchoutil.types.tensor_subclasses) LongTensor2D (class in torchoutil.types.tensor_subclasses) LongTensor3D (class in torchoutil.types.tensor_subclasses)

M

main_safe_rmdir() (in module torchoutil.entries) main_tree() (in module torchoutil.entries) major (Version attribute) (VersionDict attribute) masked_equal() (in module torchoutil.nn.functional.mask) masked_mean() (in module torchoutil.nn.functional.mask) masked_sum() (in module torchoutil.nn.functional.mask) MaskedMean (class in torchoutil.nn.modules.mask) MaskedSum (class in torchoutil.nn.modules.mask) match_patterns() (in module torchoutil.pyoutil.re) Max (class in torchoutil.nn.modules.tensor) max (class in torchoutil.utils.return_types) max_set_size (MultilabelToPowerset property) (PowersetToMultilabel property) Mean (class in torchoutil.nn.modules.tensor) merge_numpy_dtypes() (in module torchoutil.extras.numpy.scan_info) merge_torch_dtypes() (in module torchoutil.extras.numpy.scan_info) micro (Version property) Min (class in torchoutil.nn.modules.tensor) min (class in torchoutil.utils.return_types) minor (Version attribute) (VersionDict attribute) MkdirFileHandler (class in torchoutil.pyoutil.logging) module torchoutil torchoutil.core torchoutil.core.dtype_enum torchoutil.core.get torchoutil.core.make torchoutil.core.packaging torchoutil.core.semver torchoutil.core.version torchoutil.entries torchoutil.extras torchoutil.extras.colorlog torchoutil.extras.hdf torchoutil.extras.hdf.common torchoutil.extras.hdf.dataset torchoutil.extras.hdf.pack torchoutil.extras.numpy torchoutil.extras.numpy.definitions torchoutil.extras.numpy.functional torchoutil.extras.numpy.modules torchoutil.extras.numpy.saving torchoutil.extras.numpy.scan_info torchoutil.extras.safetensors torchoutil.extras.tensorboard torchoutil.extras.torchaudio torchoutil.extras.yaml torchoutil.hub torchoutil.hub.download torchoutil.hub.paths torchoutil.hub.registry torchoutil.info torchoutil.nn torchoutil.nn.functional torchoutil.nn.functional.activation torchoutil.nn.functional.checksum torchoutil.nn.functional.cropping torchoutil.nn.functional.get torchoutil.nn.functional.indices torchoutil.nn.functional.make torchoutil.nn.functional.mask torchoutil.nn.functional.multiclass torchoutil.nn.functional.multilabel torchoutil.nn.functional.new torchoutil.nn.functional.numpy torchoutil.nn.functional.others torchoutil.nn.functional.padding torchoutil.nn.functional.powerset torchoutil.nn.functional.predicate torchoutil.nn.functional.segments torchoutil.nn.functional.transform torchoutil.nn.modules torchoutil.nn.modules.activation torchoutil.nn.modules.container torchoutil.nn.modules.crop torchoutil.nn.modules.layer torchoutil.nn.modules.mask torchoutil.nn.modules.module torchoutil.nn.modules.multiclass torchoutil.nn.modules.multilabel torchoutil.nn.modules.numpy torchoutil.nn.modules.pad torchoutil.nn.modules.powerset torchoutil.nn.modules.tensor torchoutil.nn.modules.transform torchoutil.optim torchoutil.optim.schedulers torchoutil.optim.utils torchoutil.pyoutil torchoutil.pyoutil.abc torchoutil.pyoutil.argparse torchoutil.pyoutil.collections torchoutil.pyoutil.csv torchoutil.pyoutil.dataclasses torchoutil.pyoutil.datetime torchoutil.pyoutil.difflib torchoutil.pyoutil.enum torchoutil.pyoutil.functools torchoutil.pyoutil.hashlib torchoutil.pyoutil.importlib torchoutil.pyoutil.inspect torchoutil.pyoutil.io torchoutil.pyoutil.json torchoutil.pyoutil.logging torchoutil.pyoutil.math torchoutil.pyoutil.os torchoutil.pyoutil.pickle torchoutil.pyoutil.random torchoutil.pyoutil.re torchoutil.pyoutil.semver torchoutil.pyoutil.typing torchoutil.pyoutil.typing.classes torchoutil.pyoutil.typing.guards torchoutil.pyoutil.warnings torchoutil.serialization torchoutil.serialization.common torchoutil.serialization.csv torchoutil.serialization.dump_fn torchoutil.serialization.hdf torchoutil.serialization.json torchoutil.serialization.load_fn torchoutil.serialization.numpy torchoutil.serialization.pickle torchoutil.serialization.safetensors torchoutil.serialization.torch torchoutil.serialization.torchaudio torchoutil.serialization.yaml torchoutil.types torchoutil.types.guards torchoutil.types.tensor_subclasses torchoutil.types.variable_fns torchoutil.utils torchoutil.utils.data torchoutil.utils.data.collate torchoutil.utils.data.dataloader torchoutil.utils.data.dataset torchoutil.utils.data.slicer torchoutil.utils.data.split torchoutil.utils.hdf torchoutil.utils.return_types torchoutil.utils.saving

ModuleDict (in module torchoutil.nn.modules.container) ModuleList (in module torchoutil.nn.modules.container) ModulePartial (in module torchoutil.nn.modules.container) move_to() (in module torchoutil.nn.functional.transform) move_to_rec() (in module torchoutil.nn.functional.transform) MoveToRec (class in torchoutil.nn.modules.transform) mse() (in module torchoutil.nn.functional.others) multihot_to_indices() (in module torchoutil.nn.functional.multilabel) multihot_to_multinames() (in module torchoutil.nn.functional.multilabel) MultihotToIndices (class in torchoutil.nn.modules.multilabel) MultihotToMultinames (class in torchoutil.nn.modules.multilabel) multilabel_to_powerset() (in module torchoutil.nn.functional.powerset) MultilabelToPowerset (class in torchoutil.nn.modules.powerset) multinames_to_indices() (in module torchoutil.nn.functional.multilabel) multinames_to_multihot() (in module torchoutil.nn.functional.multilabel) MultinamesToIndices (class in torchoutil.nn.modules.multilabel) MultinamesToMultihot (class in torchoutil.nn.modules.multilabel)

N

n_fields (max attribute) (min attribute) (sort attribute) (topk attribute) n_sequence_fields (max attribute) (min attribute) (sort attribute) (topk attribute) n_unnamed_fields (max attribute) (min attribute) (sort attribute) (topk attribute) name (Hasher attribute) name_to_index() (in module torchoutil.nn.functional.multiclass) name_to_onehot() (in module torchoutil.nn.functional.multiclass) NamedTupleInstance (class in torchoutil.pyoutil.typing.classes) names (RegistryHub property) NameToIndex (class in torchoutil.nn.modules.multiclass) NameToOnehot (class in torchoutil.nn.modules.multiclass) ndarray_to_tensor() (in module torchoutil.extras.numpy.functional) ndim (class in torchoutil.utils.return_types) (ndim attribute) ndim() (in module torchoutil.nn.functional.others) nelement() (in module torchoutil.nn.functional.others) next_major() (Version method) next_minor() (Version method) next_patch() (Version method) nextafter() (in module torchoutil.pyoutil.math)

nextdown() (in module torchoutil.pyoutil.math) non_pad_mask_to_lengths() (in module torchoutil.nn.functional.mask) Normalize (class in torchoutil.nn.modules.tensor) now() (in module torchoutil.pyoutil.datetime) now_iso() (in module torchoutil.pyoutil.datetime) now_iso8601() (in module torchoutil.pyoutil.datetime) num_classes (MultilabelToPowerset property) (PowersetToMultilabel property) num_columns (HDFDataset property) num_powerset_classes (MultilabelToPowerset property) (PowersetToMultilabel property) num_rows (HDFDataset property) numpy_all_eq() (in module torchoutil.extras.numpy.functional) numpy_all_ne() (in module torchoutil.extras.numpy.functional) numpy_complex_dtype_to_float_dtype() (in module torchoutil.extras.numpy.functional) numpy_dtype (ShapeDTypeInfo attribute) numpy_dtype_to_fill_value() (in module torchoutil.extras.numpy.scan_info) numpy_dtype_to_hdf_dtype() (in module torchoutil.extras.hdf.pack) numpy_dtype_to_torch_dtype() (in module torchoutil.extras.numpy.scan_info) numpy_is_complex() (in module torchoutil.extras.numpy.functional) numpy_is_complex_dtype() (in module torchoutil.extras.numpy.functional) numpy_is_floating_point() (in module torchoutil.extras.numpy.functional) numpy_item() (in module torchoutil.extras.numpy.functional) numpy_to_tensor() (in module torchoutil.extras.numpy.functional) numpy_topk() (in module torchoutil.extras.numpy.functional) numpy_view_as_complex() (in module torchoutil.extras.numpy.functional) numpy_view_as_real() (in module torchoutil.extras.numpy.functional) NumpyToTensor (class in torchoutil.nn.modules.numpy)

O

one_hot() (in module torchoutil.nn.functional.multiclass) onehot_to_index() (in module torchoutil.nn.functional.multiclass) onehot_to_name() (in module torchoutil.nn.functional.multiclass) OnehotToIndex (class in torchoutil.nn.modules.multiclass)

OnehotToName (class in torchoutil.nn.modules.multiclass) ones() (in module torchoutil.nn.functional.new) open() (HDFDataset method) open_close_wrap() (in module torchoutil.pyoutil.io)

P

pack_to_hdf() (in module torchoutil.extras.hdf.pack) package_is_available() (in module torchoutil.pyoutil.importlib) pad_and_crop_dim() (in module torchoutil.nn.functional.transform) pad_and_stack_rec() (in module torchoutil.nn.functional.padding) pad_dim() (in module torchoutil.nn.functional.padding) pad_dims() (in module torchoutil.nn.functional.padding) pad_mask_to_lengths() (in module torchoutil.nn.functional.mask) PadAndCropDim (class in torchoutil.nn.modules.transform) PadAndStackRec (class in torchoutil.nn.modules.pad) PadDim (class in torchoutil.nn.modules.pad) PadDims (class in torchoutil.nn.modules.pad) patch (Version attribute) (VersionDict attribute) paths (RegistryHub property) Permute (class in torchoutil.nn.modules.tensor) Placeholder (class in torchoutil.pyoutil.importlib) PositionalEncoding (class in torchoutil.nn.modules.layer) Pow (class in torchoutil.nn.modules.tensor) powerset_to_multilabel() (in module torchoutil.nn.functional.powerset) PowersetToMultilabel (class in torchoutil.nn.modules.powerset)

pre_transform (HDFDatasetAttributes attribute) prerelease (Version attribute) (VersionDict attribute) print_install_info() (in module torchoutil.info) print_safe_rmdir() (in module torchoutil.entries) print_tree() (in module torchoutil.entries) probs_to_index() (in module torchoutil.nn.functional.multiclass) probs_to_indices() (in module torchoutil.nn.functional.multilabel) probs_to_multihot() (in module torchoutil.nn.functional.multilabel) probs_to_multinames() (in module torchoutil.nn.functional.multilabel) probs_to_name() (in module torchoutil.nn.functional.multiclass) probs_to_onehot() (in module torchoutil.nn.functional.multiclass) ProbsToIndex (class in torchoutil.nn.modules.multiclass) ProbsToIndices (class in torchoutil.nn.modules.multilabel) ProbsToMultihot (class in torchoutil.nn.modules.multilabel) ProbsToMultinames (class in torchoutil.nn.modules.multilabel) ProbsToName (class in torchoutil.nn.modules.multiclass) ProbsToOnehot (class in torchoutil.nn.modules.multiclass) prod() (in module torchoutil.nn.functional.others) (in module torchoutil.pyoutil.collections) python() (Version class method)

Q

qint32 (DTypeEnum attribute) qint8 (DTypeEnum attribute)

quint2x4 (DTypeEnum attribute) quint4x2 (DTypeEnum attribute) quint8 (DTypeEnum attribute)

R

rand() (in module torchoutil.nn.functional.new) randint() (in module torchoutil.nn.functional.new) random_split() (in module torchoutil.utils.data.split) randperm() (in module torchoutil.nn.functional.new) randperm_diff() (in module torchoutil.nn.functional.indices) randstr() (in module torchoutil.pyoutil.random) ranks() (in module torchoutil.nn.functional.others) Real (class in torchoutil.nn.modules.tensor) recursive_generator() (in module torchoutil.pyoutil.collections) reduce_add() (in module torchoutil.pyoutil.collections) reduce_and() (in module torchoutil.pyoutil.collections) reduce_mul() (in module torchoutil.pyoutil.collections) reduce_or() (in module torchoutil.pyoutil.collections) register_root (RegistryHub property) RegistryEntry (class in torchoutil.hub.registry) RegistryHub (class in torchoutil.hub.registry) reload_editable_packages() (in module torchoutil.pyoutil.importlib) reload_submodules() (in module torchoutil.pyoutil.importlib)

remove_at_indices() (in module torchoutil.nn.functional.indices) remove_file() (RegistryHub method) Repeat (class in torchoutil.nn.modules.tensor) repeat_interleave_nd() (in module torchoutil.nn.functional.transform) RepeatInterleave (class in torchoutil.nn.modules.tensor) RepeatInterleaveNd (class in torchoutil.nn.modules.transform) requires_packages() (in module torchoutil.core.packaging) resample_nearest_freqs() (in module torchoutil.nn.functional.transform) resample_nearest_rates() (in module torchoutil.nn.functional.transform) resample_nearest_steps() (in module torchoutil.nn.functional.transform) ResampleNearestFreqs (class in torchoutil.nn.modules.transform) ResampleNearestRates (class in torchoutil.nn.modules.transform) ResampleNearestSteps (class in torchoutil.nn.modules.transform) Reshape (class in torchoutil.nn.modules.tensor) rmse() (in module torchoutil.nn.functional.others) running_on_interpreter() (in module torchoutil.pyoutil.logging) running_on_notebook() (in module torchoutil.pyoutil.logging) running_on_terminal() (in module torchoutil.pyoutil.logging)

S

safe_rmdir() (in module torchoutil.pyoutil.os) save() (in module torchoutil.serialization.dump_fn) (RegistryHub method) scan_numpy_dtype() (in module torchoutil.extras.numpy.scan_info) scan_shape_dtypes() (in module torchoutil.extras.numpy.scan_info) scan_torch_dtype() (in module torchoutil.extras.numpy.scan_info) search_submodules() (in module torchoutil.pyoutil.importlib) segments_list_to_activity() (in module torchoutil.nn.functional.segments) segments_to_activity() (in module torchoutil.nn.functional.segments) segments_to_list() (in module torchoutil.nn.functional.segments) segments_to_segments_list() (in module torchoutil.nn.functional.segments) sequence_matcher_ratio() (in module torchoutil.pyoutil.difflib) set_default_dtype() (in module torchoutil.core.make) set_default_generator() (in module torchoutil.core.make) setup_logging_level() (in module torchoutil.pyoutil.logging) setup_logging_verbose() (in module torchoutil.pyoutil.logging) shape (class in torchoutil.utils.return_types) (HDFDataset property) (ShapeDTypeInfo attribute) shape() (in module torchoutil.nn.functional.others) shape_suffix (HDFDatasetAttributes attribute) ShapeDTypeInfo (class in torchoutil.extras.numpy.scan_info) short (DTypeEnum attribute) ShortTensor (class in torchoutil.types.tensor_subclasses) ShortTensor0D (class in torchoutil.types.tensor_subclasses) ShortTensor1D (class in torchoutil.types.tensor_subclasses) ShortTensor2D (class in torchoutil.types.tensor_subclasses) ShortTensor3D (class in torchoutil.types.tensor_subclasses) Shuffled (class in torchoutil.nn.modules.transform) shuffled() (in module torchoutil.nn.functional.transform) (in module torchoutil.pyoutil.collections) SignedIntegerTensor (class in torchoutil.types.tensor_subclasses) SignedIntegerTensor0D (class in torchoutil.types.tensor_subclasses) SignedIntegerTensor1D (class in torchoutil.types.tensor_subclasses) SignedIntegerTensor2D (class in torchoutil.types.tensor_subclasses) SignedIntegerTensor3D (class in torchoutil.types.tensor_subclasses) Singleton (class in torchoutil.pyoutil.abc) SizedGetitem (in module torchoutil.pyoutil.typing.classes) SizedGetitemIter (in module torchoutil.pyoutil.typing.classes)

SizedIter (in module torchoutil.pyoutil.typing.classes) SizedIterable (in module torchoutil.pyoutil.typing.classes) soft (PowersetToMultilabel property) softmax_multidim() (in module torchoutil.nn.functional.activation) SoftmaxMultidim (class in torchoutil.nn.modules.activation) sort (class in torchoutil.utils.return_types) sort_with_patterns() (in module torchoutil.pyoutil.re) sorted_dict() (in module torchoutil.pyoutil.collections) source_dataset (HDFDatasetAttributes attribute) SplitTagLoader (class in torchoutil.extras.yaml) Squeeze (class in torchoutil.nn.modules.transform) squeeze() (in module torchoutil.nn.functional.transform) squeeze_() (in module torchoutil.nn.functional.transform) squeeze_copy() (in module torchoutil.nn.functional.transform) src_np_dtypes (HDFDatasetAttributes attribute) stack() (in module torchoutil.nn.functional.others) state_dict_key (RegistryEntry attribute) step (TensorboardEvent attribute) str_to_bool() (in module torchoutil.pyoutil.argparse) str_to_enum_dtype() (in module torchoutil.core.dtype_enum) str_to_optional_bool() (in module torchoutil.pyoutil.argparse) str_to_optional_float() (in module torchoutil.pyoutil.argparse) str_to_optional_int() (in module torchoutil.pyoutil.argparse) str_to_optional_str() (in module torchoutil.pyoutil.argparse) str_to_torch_dtype() (in module torchoutil.core.dtype_enum) StrEnum (class in torchoutil.pyoutil.enum) string_val (TensorboardEvent attribute) Subset (class in torchoutil.utils.data.dataset) sum() (in module torchoutil.pyoutil.collections) SupportsAdd (class in torchoutil.pyoutil.typing.classes) SupportsAnd (class in torchoutil.pyoutil.typing.classes) SupportsBool (class in torchoutil.pyoutil.typing.classes) SupportsGetitemIterLen (class in torchoutil.pyoutil.typing.classes) SupportsGetitemLen (class in torchoutil.pyoutil.typing.classes) SupportsIterLen (class in torchoutil.pyoutil.typing.classes) SupportsLenAndGetItem (in module torchoutil.pyoutil.typing.classes) SupportsLenAndGetItemAndIter (in module torchoutil.pyoutil.typing.classes) SupportsMul (class in torchoutil.pyoutil.typing.classes) SupportsOr (class in torchoutil.pyoutil.typing.classes)

T

tag (TensorboardEvent attribute) Tensor (class in torchoutil.types.tensor_subclasses) Tensor0D (class in torchoutil.types.tensor_subclasses) Tensor1D (class in torchoutil.types.tensor_subclasses) Tensor2D (class in torchoutil.types.tensor_subclasses) Tensor3D (class in torchoutil.types.tensor_subclasses) tensor_to_lengths() (in module torchoutil.nn.functional.mask) tensor_to_ndarray() (in module torchoutil.extras.numpy.functional) tensor_to_non_pad_mask() (in module torchoutil.nn.functional.mask) tensor_to_numpy() (in module torchoutil.extras.numpy.functional) tensor_to_pad_mask() (in module torchoutil.nn.functional.mask) tensor_to_tensors_list() (in module torchoutil.nn.functional.mask) TensorboardEvent (class in torchoutil.extras.tensorboard) tensors_list_to_lengths() (in module torchoutil.nn.functional.mask) TensorTo (class in torchoutil.nn.modules.tensor) TensorToNumpy (class in torchoutil.nn.modules.numpy) to_builtin() (in module torchoutil.serialization.common) to_complex() (DTypeEnum method) to_csv() (in module torchoutil.serialization.csv) to_dict() (HDFDataset method) (Version method) to_item() (in module torchoutil.nn.functional.transform) to_json() (in module torchoutil.serialization.json) to_ndarray() (in module torchoutil.extras.numpy.functional) to_numpy() (in module torchoutil.extras.numpy.functional) to_pickle() (in module torchoutil.serialization.pickle) to_real() (DTypeEnum method) to_safetensors() (in module torchoutil.extras.safetensors) to_str() (Version method) to_tensor() (in module torchoutil.nn.functional.transform) to_torch() (in module torchoutil.serialization.torch) to_torchaudio() (in module torchoutil.extras.torchaudio) to_tuple() (Version method) to_yaml() (in module torchoutil.extras.yaml) ToItem (class in torchoutil.nn.modules.transform) ToList (class in torchoutil.nn.modules.tensor) tolist() (BoolTensor0D method) (BoolTensor1D method) (BoolTensor2D method) (BoolTensor3D method) (ByteTensor0D method) (ByteTensor1D method) (ByteTensor2D method) (ByteTensor3D method) (CDoubleTensor0D method) (CDoubleTensor1D method) (CDoubleTensor2D method) (CDoubleTensor3D method) (CFloatTensor0D method) (CFloatTensor1D method) (CFloatTensor2D method) (CFloatTensor3D method) (CHalfTensor0D method) (CHalfTensor1D method) (CHalfTensor2D method) (CHalfTensor3D method) (CharTensor0D method) (CharTensor1D method) (CharTensor2D method) (CharTensor3D method) (DoubleTensor0D method) (DoubleTensor1D method) (DoubleTensor2D method) (DoubleTensor3D method) (FloatTensor1D method) (FloatTensor2D method) (FloatTensor3D method) (HalfTensor0D method) (HalfTensor1D method) (HalfTensor2D method) (HalfTensor3D method) (IntTensor0D method) (IntTensor1D method) (IntTensor2D method) (IntTensor3D method) (LongTensor0D method) (LongTensor1D method) (LongTensor2D method) (LongTensor3D method) (ShortTensor0D method) (ShortTensor1D method) (ShortTensor2D method) (ShortTensor3D method) ToNumpy (class in torchoutil.nn.modules.numpy) top_k() (in module torchoutil.nn.functional.transform) top_p (class in torchoutil.utils.return_types) top_p() (in module torchoutil.nn.functional.transform) Topk (class in torchoutil.nn.modules.transform) topk (class in torchoutil.utils.return_types) TopK (in module torchoutil.nn.modules.transform) topk() (in module torchoutil.nn.functional.transform) TopP (class in torchoutil.nn.modules.transform) torch_dtype (ShapeDTypeInfo attribute) torch_dtype_to_enum_dtype() (in module torchoutil.core.dtype_enum) torch_dtype_to_numpy_dtype() (in module torchoutil.extras.numpy.scan_info) torch_dtype_to_str() (in module torchoutil.core.dtype_enum) torch_version_ge_1_13() (in module torchoutil.core.packaging) torchoutil module torchoutil.core module torchoutil.core.dtype_enum module torchoutil.core.get module torchoutil.core.make module torchoutil.core.packaging module torchoutil.core.semver module torchoutil.core.version module torchoutil.entries module torchoutil.extras module torchoutil.extras.colorlog module torchoutil.extras.hdf module torchoutil.extras.hdf.common module torchoutil.extras.hdf.dataset module torchoutil.extras.hdf.pack module torchoutil.extras.numpy module torchoutil.extras.numpy.definitions module torchoutil.extras.numpy.functional module torchoutil.extras.numpy.modules module torchoutil.extras.numpy.saving module torchoutil.extras.numpy.scan_info module torchoutil.extras.safetensors module torchoutil.extras.tensorboard module torchoutil.extras.torchaudio module torchoutil.extras.yaml module torchoutil.hub module torchoutil.hub.download module torchoutil.hub.paths module torchoutil.hub.registry module torchoutil.info module torchoutil.nn module torchoutil.nn.functional module torchoutil.nn.functional.activation module torchoutil.nn.functional.checksum module torchoutil.nn.functional.cropping module torchoutil.nn.functional.get module torchoutil.nn.functional.indices module torchoutil.nn.functional.make module torchoutil.nn.functional.mask module torchoutil.nn.functional.multiclass module

torchoutil.nn.functional.multilabel module torchoutil.nn.functional.new module torchoutil.nn.functional.numpy module torchoutil.nn.functional.others module torchoutil.nn.functional.padding module torchoutil.nn.functional.powerset module torchoutil.nn.functional.predicate module torchoutil.nn.functional.segments module torchoutil.nn.functional.transform module torchoutil.nn.modules module torchoutil.nn.modules.activation module torchoutil.nn.modules.container module torchoutil.nn.modules.crop module torchoutil.nn.modules.layer module torchoutil.nn.modules.mask module torchoutil.nn.modules.module module torchoutil.nn.modules.multiclass module torchoutil.nn.modules.multilabel module torchoutil.nn.modules.numpy module torchoutil.nn.modules.pad module torchoutil.nn.modules.powerset module torchoutil.nn.modules.tensor module torchoutil.nn.modules.transform module torchoutil.optim module torchoutil.optim.schedulers module torchoutil.optim.utils module torchoutil.pyoutil module torchoutil.pyoutil.abc module torchoutil.pyoutil.argparse module torchoutil.pyoutil.collections module torchoutil.pyoutil.csv module torchoutil.pyoutil.dataclasses module torchoutil.pyoutil.datetime module torchoutil.pyoutil.difflib module torchoutil.pyoutil.enum module torchoutil.pyoutil.functools module torchoutil.pyoutil.hashlib module torchoutil.pyoutil.importlib module torchoutil.pyoutil.inspect module torchoutil.pyoutil.io module torchoutil.pyoutil.json module torchoutil.pyoutil.logging module torchoutil.pyoutil.math module torchoutil.pyoutil.os module torchoutil.pyoutil.pickle module torchoutil.pyoutil.random module torchoutil.pyoutil.re module torchoutil.pyoutil.semver module torchoutil.pyoutil.typing module torchoutil.pyoutil.typing.classes module torchoutil.pyoutil.typing.guards module torchoutil.pyoutil.warnings module torchoutil.serialization module torchoutil.serialization.common module torchoutil.serialization.csv module torchoutil.serialization.dump_fn module torchoutil.serialization.hdf module torchoutil.serialization.json module torchoutil.serialization.load_fn module torchoutil.serialization.numpy module torchoutil.serialization.pickle module torchoutil.serialization.safetensors module torchoutil.serialization.torch module torchoutil.serialization.torchaudio module torchoutil.serialization.yaml module torchoutil.types module torchoutil.types.guards module torchoutil.types.tensor_subclasses module torchoutil.types.variable_fns module torchoutil.utils module torchoutil.utils.data module torchoutil.utils.data.collate module torchoutil.utils.data.dataloader module torchoutil.utils.data.dataset module torchoutil.utils.data.slicer module torchoutil.utils.data.split module torchoutil.utils.hdf module torchoutil.utils.return_types module torchoutil.utils.saving module torchoutil_version (HDFDatasetAttributes attribute) ToTensor (in module torchoutil.nn.modules.transform) training (IndexToName attribute) (IndicesToMultinames attribute) (MultihotToMultinames attribute) (MultinamesToIndices attribute) (MultinamesToMultihot attribute) (NameToIndex attribute) (NameToOnehot attribute) (OnehotToName attribute) (ProbsToMultinames attribute) (ProbsToName attribute) transform (HDFDataset property) (IterableTransformWrapper property) (TransformWrapper property) transform_drop() (in module torchoutil.nn.functional.transform) TransformDrop (class in torchoutil.nn.modules.transform) TransformWrapper (class in torchoutil.utils.data.dataset) Transpose (class in torchoutil.nn.modules.tensor) tree_iter() (in module torchoutil.pyoutil.os)

U

uint16 (DTypeEnum attribute) uint32 (DTypeEnum attribute) uint64 (DTypeEnum attribute) uint8 (DTypeEnum attribute) unflat_dict_of_dict() (in module torchoutil.pyoutil.collections) unflat_list_of_list() (in module torchoutil.pyoutil.collections) union() (in module torchoutil.pyoutil.collections) union_dicts() (in module torchoutil.pyoutil.collections) union_lists() (in module torchoutil.pyoutil.collections) UnsignedIntegerTensor (class in torchoutil.types.tensor_subclasses) UnsignedIntegerTensor0D (class in torchoutil.types.tensor_subclasses) UnsignedIntegerTensor1D (class in torchoutil.types.tensor_subclasses)

UnsignedIntegerTensor2D (class in torchoutil.types.tensor_subclasses) UnsignedIntegerTensor3D (class in torchoutil.types.tensor_subclasses) Unsqueeze (class in torchoutil.nn.modules.transform) unsqueeze() (in module torchoutil.nn.functional.transform) unsqueeze_() (in module torchoutil.nn.functional.transform) unsqueeze_copy() (in module torchoutil.nn.functional.transform) unwrap() (Wrapper method) unzip() (in module torchoutil.pyoutil.collections) update() (Hasher method) url (RegistryEntry attribute) use_vlen_str (HDFDatasetAttributes attribute) user_attrs (HDFDataset property) (HDFDatasetAttributes attribute)

V

valid (ndim attribute) valid_shape (ShapeDTypeInfo attribute) value (TensorboardEvent attribute) values (max attribute) (min attribute) (sort attribute) (topk attribute)

Version (class in torchoutil.pyoutil.semver) VersionDict (class in torchoutil.pyoutil.semver) View (class in torchoutil.nn.modules.tensor) view_as_complex() (in module torchoutil.nn.functional.transform) view_as_real() (in module torchoutil.nn.functional.transform) ViewAsComplex (class in torchoutil.nn.modules.transform) ViewAsReal (class in torchoutil.nn.modules.transform)

W

wall_time (TensorboardEvent attribute) warn_once() (in module torchoutil.pyoutil.logging) (in module torchoutil.pyoutil.warnings)

without_buildmetadata() (Version method) without_prerelease() (Version method) Wrapper (class in torchoutil.utils.data.dataset)

Y

yaml_multi_constructors (IgnoreTagLoader attribute) (SplitTagLoader attribute)

Z

zeros() (in module torchoutil.nn.functional.new)