torchoutil.nn package

Subpackages

• torchoutil.nn.functional package
  • Submodules
    • torchoutil.nn.functional.activation module
      • log_softmax_multidim()
      • softmax_multidim()
    • torchoutil.nn.functional.checksum module
      • checksum()
      • checksum_any()
      • checksum_bool()
      • checksum_builtin_number()
      • checksum_builtin_scalar()
      • checksum_bytearray()
      • checksum_bytes()
      • checksum_complex()
      • checksum_dataclass()
      • checksum_dataframe()
      • checksum_dtype()
      • checksum_float()
      • checksum_function()
      • checksum_int()
      • checksum_iterable()
      • checksum_mapping()
      • checksum_method()
      • checksum_module()
      • checksum_namedtuple()
      • checksum_ndarray()
      • checksum_none()
      • checksum_partial()
      • checksum_pattern()
      • checksum_slice()
      • checksum_str()
      • checksum_tensor()
      • checksum_type()
    • torchoutil.nn.functional.cropping module
      • crop_dim()
      • crop_dims()
    • torchoutil.nn.functional.get module
    • torchoutil.nn.functional.indices module
      • get_inverse_perm()
      • get_perm_indices()
      • insert_at_indices()
      • randperm_diff()
      • remove_at_indices()
    • torchoutil.nn.functional.make module
    • torchoutil.nn.functional.mask module
      • generate_square_subsequent_mask()
      • lengths_to_non_pad_mask()
      • lengths_to_pad_mask()
      • masked_equal()
      • masked_mean()
      • masked_sum()
      • non_pad_mask_to_lengths()
      • pad_mask_to_lengths()
      • tensor_to_lengths()
      • tensor_to_non_pad_mask()
      • tensor_to_pad_mask()
      • tensor_to_tensors_list()
      • tensors_list_to_lengths()
    • torchoutil.nn.functional.multiclass module
      • index_to_name()
      • index_to_onehot()
      • name_to_index()
      • name_to_onehot()
      • one_hot()
      • onehot_to_index()
      • onehot_to_name()
      • probs_to_index()
      • probs_to_name()
      • probs_to_onehot()
    • torchoutil.nn.functional.multilabel module
      • indices_to_multihot()
      • indices_to_multinames()
      • multihot_to_indices()
      • multihot_to_multinames()
      • multinames_to_indices()
      • multinames_to_multihot()
      • probs_to_indices()
      • probs_to_multihot()
      • probs_to_multinames()
    • torchoutil.nn.functional.new module
      • arange()
      • empty()
      • full()
      • ones()
      • rand()
      • randint()
      • randperm()
      • zeros()
    • torchoutil.nn.functional.numpy module
    • torchoutil.nn.functional.others module
      • average_power()
      • cat()
      • concat()
      • count_parameters()
      • deep_equal()
      • find()
      • mse()
      • ndim()
      • nelement()
      • prod()
      • ranks()
      • rmse()
      • shape()
      • stack()
    • torchoutil.nn.functional.padding module
      • cat_padded_batch()
      • pad_and_stack_rec()
      • pad_dim()
      • pad_dims()
    • torchoutil.nn.functional.powerset module
      • build_powerset_mapping()
      • get_num_powerset_classes()
      • multilabel_to_powerset()
      • powerset_to_multilabel()
    • torchoutil.nn.functional.predicate module
      • all_eq()
      • all_ne()
      • can_be_converted_to_tensor()
      • can_be_stacked()
      • is_complex()
      • is_convertible_to_tensor()
      • is_floating_point()
      • is_full()
      • is_sorted()
      • is_stackable()
      • is_unique()
    • torchoutil.nn.functional.segments module
      • activity_to_segments()
      • activity_to_segments_list()
      • extract_segments()
      • segments_list_to_activity()
      • segments_to_activity()
      • segments_to_list()
      • segments_to_segments_list()
    • torchoutil.nn.functional.transform module
      • as_tensor()
      • flatten()
      • move_to_rec()
      • pad_and_crop_dim()
      • repeat_interleave_nd()
      • resample_nearest_freqs()
      • resample_nearest_rates()
      • resample_nearest_steps()
      • shuffled()
      • squeeze()
      • squeeze_()
      • squeeze_copy()
      • to_item()
      • to_tensor()
      • top_k()
      • top_p()
      • topk()
      • transform_drop()
      • unsqueeze()
      • unsqueeze_()
      • unsqueeze_copy()
      • view_as_complex()
      • view_as_real()
• torchoutil.nn.modules package
  • Submodules
    • torchoutil.nn.modules.activation module
      • LogSoftmaxMultidim
      • SoftmaxMultidim
    • torchoutil.nn.modules.container module
      • EModuleDict
      • EModuleList
      • EModulePartial
      • ModuleDict
      • ModuleList
      • ModulePartial
    • torchoutil.nn.modules.crop module
      • CropDim
      • CropDims
    • torchoutil.nn.modules.layer module
      • PositionalEncoding
      • init_pos_emb()
    • torchoutil.nn.modules.mask module
      • MaskedMean
      • MaskedSum
    • torchoutil.nn.modules.module module
    • torchoutil.nn.modules.multiclass module
      • IndexToName
      • IndexToOnehot
      • NameToIndex
      • NameToOnehot
      • OnehotToIndex
      • OnehotToName
      • ProbsToIndex
      • ProbsToName
      • ProbsToOnehot
    • torchoutil.nn.modules.multilabel module
      • IndicesToMultihot
      • IndicesToMultinames
      • MultihotToIndices
      • MultihotToMultinames
      • MultinamesToIndices
      • MultinamesToMultihot
      • ProbsToIndices
      • ProbsToMultihot
      • ProbsToMultinames
    • torchoutil.nn.modules.numpy module
      • NumpyToTensor
      • TensorToNumpy
      • ToNumpy
    • torchoutil.nn.modules.pad module
      • PadAndStackRec
      • PadDim
      • PadDims
    • torchoutil.nn.modules.powerset module
      • MultilabelToPowerset
      • PowersetToMultilabel
    • torchoutil.nn.modules.tensor module
      • Abs
      • Angle
      • Exp
      • Exp2
      • FFT
      • IFFT
      • Imag
      • Interpolate
      • Log
      • Log10
      • Log2
      • Max
      • Mean
      • Min
      • Normalize
      • Permute
      • Pow
      • Real
      • Repeat
      • RepeatInterleave
      • Reshape
      • TensorTo
      • ToList
      • Transpose
      • View
    • torchoutil.nn.modules.transform module
      • AsTensor
      • Flatten
      • Identity
      • MoveToRec
      • PadAndCropDim
      • RepeatInterleaveNd
      • ResampleNearestFreqs
      • ResampleNearestRates
      • ResampleNearestSteps
      • Shuffled
      • Squeeze
      • ToItem
      • ToTensor
      • TopK
      • TopP
      • Topk
      • TransformDrop
      • Unsqueeze
      • ViewAsComplex
      • ViewAsReal