From e1b504bca41a9793ed7e88ef14f2e2cbd85724f2 Mon Sep 17 00:00:00 2001 From: aktersnurra Date: Tue, 8 Sep 2020 23:14:23 +0200 Subject: IAM datasets implemented. --- src/text_recognizer/datasets/emnist_dataset.py | 32 ++++++++++++++++++-------- 1 file changed, 23 insertions(+), 9 deletions(-) (limited to 'src/text_recognizer/datasets/emnist_dataset.py') diff --git a/src/text_recognizer/datasets/emnist_dataset.py b/src/text_recognizer/datasets/emnist_dataset.py index 49ebad3..0715aae 100644 --- a/src/text_recognizer/datasets/emnist_dataset.py +++ b/src/text_recognizer/datasets/emnist_dataset.py @@ -152,8 +152,7 @@ class EmnistDataset(Dataset): """Loads the dataset and the mappings. Args: - train (bool): If True, loads the training set, otherwise the validation set is loaded. Defaults to - False. + train (bool): If True, loads the training set, otherwise the validation set is loaded. Defaults to False. sample_to_balance (bool): Resamples the dataset to make it balanced. Defaults to False. subsample_fraction (float): Description of parameter `subsample_fraction`. Defaults to None. transform (Optional[Callable]): Transform(s) for input data. Defaults to None. @@ -181,17 +180,37 @@ class EmnistDataset(Dataset): self.seed = seed self._mapper = EmnistMapper() - self.input_shape = self._mapper.input_shape + self._input_shape = self._mapper.input_shape self.num_classes = self._mapper.num_classes # Load dataset. - self.data, self.targets = self.load_emnist_dataset() + self._data, self._targets = self.load_emnist_dataset() + + @property + def data(self) -> Tensor: + """The input data.""" + return self._data + + @property + def targets(self) -> Tensor: + """The target data.""" + return self._targets + + @property + def input_shape(self) -> Tuple: + """Input shape of the data.""" + return self._input_shape @property def mapper(self) -> EmnistMapper: """Returns the EmnistMapper.""" return self._mapper + @property + def inverse_mapping(self) -> Dict: + """Returns the inverse mapping from character to index.""" + return self.mapper.inverse_mapping + def __len__(self) -> int: """Returns the length of the dataset.""" return len(self.data) @@ -220,11 +239,6 @@ class EmnistDataset(Dataset): return data, targets - @property - def __name__(self) -> str: - """Returns the name of the dataset.""" - return "EmnistDataset" - def __repr__(self) -> str: """Returns information about the dataset.""" return ( -- cgit v1.2.3-70-g09d2