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Method __init__

tensorflow/python/data/ops/dataset_ops.py:2856–2898  ·  view source on GitHub ↗

Constructs a `_GeneratorDataset`. Args: init_args: A nested structure representing the arguments to `init_func`. init_func: A TensorFlow function that will be called on `init_args` each time a C++ iterator over this dataset is constructed. Returns a nested structure

(self, init_args, init_func, next_func, finalize_func)

Source from the content-addressed store, hash-verified

2854 """A `Dataset` that generates elements by invoking a function."""
2855
2856 def __init__(self, init_args, init_func, next_func, finalize_func):
2857 """Constructs a `_GeneratorDataset`.
2858
2859 Args:
2860 init_args: A nested structure representing the arguments to `init_func`.
2861 init_func: A TensorFlow function that will be called on `init_args` each
2862 time a C++ iterator over this dataset is constructed. Returns a nested
2863 structure representing the "state" of the dataset.
2864 next_func: A TensorFlow function that will be called on the result of
2865 `init_func` to produce each element, and that raises `OutOfRangeError`
2866 to terminate iteration.
2867 finalize_func: A TensorFlow function that will be called on the result of
2868 `init_func` immediately before a C++ iterator over this dataset is
2869 destroyed. The return value is ignored.
2870 """
2871 self._init_args = init_args
2872
2873 self._init_structure = structure.type_spec_from_value(init_args)
2874
2875 self._init_func = StructuredFunctionWrapper(
2876 init_func,
2877 self._transformation_name(),
2878 input_structure=self._init_structure)
2879
2880 self._next_func = StructuredFunctionWrapper(
2881 next_func,
2882 self._transformation_name(),
2883 input_structure=self._init_func.output_structure)
2884
2885 self._finalize_func = StructuredFunctionWrapper(
2886 finalize_func,
2887 self._transformation_name(),
2888 input_structure=self._init_func.output_structure)
2889 variant_tensor = gen_dataset_ops.generator_dataset(
2890 structure.to_tensor_list(self._init_structure, self._init_args) +
2891 self._init_func.function.captured_inputs,
2892 self._next_func.function.captured_inputs,
2893 self._finalize_func.function.captured_inputs,
2894 init_func=self._init_func.function,
2895 next_func=self._next_func.function,
2896 finalize_func=self._finalize_func.function,
2897 **self._flat_structure)
2898 super(_GeneratorDataset, self).__init__(variant_tensor)
2899
2900 @property
2901 def element_spec(self):

Callers

nothing calls this directly

Calls 3

_transformation_nameMethod · 0.95
__init__Method · 0.45

Tested by

no test coverage detected