graph.py

import paddle.v2.framework.core as core

__all__ = ['Block', 'Variable', 'Program']


class Variable(object):
    def __init__(self, block, name=None, shape=None, dtype=None,
                 lod_level=None):
        self.block = block

        if name is None:
            name = Variable._unique_var_name_()
        self.proto = self.block.proto.new_var(name)

        if shape is not None:
            self.proto.set_shape(shape)

        if dtype is not None:
            # TODO(yuyang18): Convert dtype from numpy.dtype
            self.proto.set_data_type(dtype)

        if lod_level is not None:
            # TODO(yuyang18): set_lod_level is not defined.
            self.proto.set_lod_level(lod_level)

        self.block.vars[name] = self

    # TODO(yuyang18): Get methods

    @staticmethod
    def _unique_var_name_():
        uid = core.unique_integer()  # unique during whole process.
        return "_generated_var_%d" % uid


class Block(object):
    def __init__(self, program, idx):
        self.proto = program.proto.block(idx)
        self.vars = dict()  # var_name --> var
        self.ops = list()  # operator list
        self.program = program

    @property
    def parent_idx(self):
        return self.proto.parent

    @property
    def idx(self):
        return self.proto.id

    def create_var(self, *args, **kwargs):
        return Variable(self, *args, **kwargs)


class Program(object):
    @classmethod
    def instance(cls):
        # From https://stackoverflow.com/questions/8212053
        # Making Program as a Singleton class.
        if not hasattr(cls, '_instance'):
            cls._instance = cls()
        return cls._instance

    def __init__(self):
        assert not hasattr(self.__class__,
                           '_instance'), 'Do not call constructor directly!'
        self.proto = core.ProgramDesc.instance()
        self.blocks = [Block(self, 0)]
        self.current_block_idx = 0

    def global_block(self):
        return self.blocks[0]

    def current_block(self):
        return self.blocks[self.current_block_idx]

    def create_block(self):
        new_block_idx = len(self.blocks)
        self.proto.append_block(self.current_block().proto)
        self.current_block_idx = new_block_idx
        self.blocks.append(Block(self, self.current_block_idx))
        return self.current_block()

    def rollback(self):
        self.current_block_idx = self.current_block().parent_idx


# program is a global instance.
g_program = Program.instance()