utils.py

# Copyright (c) 2019 PaddlePaddle Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
#     http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.

from paddle.fluid.framework import _dygraph_guard
import paddle.fluid as fluid
from paddle.fluid.framework import Variable
import paddle.fluid.dygraph.jit as jit
from paddle.fluid.dygraph.jit import extract_vars
import numpy as np
import os
import time

__all__ = ['DyGraphProgramDescTracerTestHelper', 'is_equal_program']


def is_equal_program(prog1, prog2):
    with _dygraph_guard(None):
        return _is_equal_program(prog1, prog2)


def _is_equal_program(prog1, prog2):
    block_num = prog1.num_blocks
    if block_num != prog2.num_blocks:
        return False

    for block_id in range(block_num):
        block1 = prog1.block(block_id)
        block2 = prog2.block(block_id)

        if len(block1.ops) != len(block2.ops):
            return False

        if len(block1.vars) != len(block2.vars):
            return False

        for op1, op2 in zip(block1.ops, block2.ops):
            if op1.input_arg_names != op2.input_arg_names:
                return False

            if op1.output_arg_names != op2.output_arg_names:
                return False

            attr1 = op1.all_attrs()
            attr2 = op2.all_attrs()

            if len(attr1) != len(attr2):
                return False

            for key1, value1 in attr1.items():
                if key1 not in attr2:
                    return False

                if value1 != attr2.get(key1):
                    return False

        for var1 in block1.vars.values():
            if var1.name not in block2.vars:
                return False

            var2 = block2.vars.get(var1.name)
            if var1.name != var2.name:
                return False

            if var1.type != var2.type:
                return False

            if var1.dtype != var2.dtype:
                return False

            if var1.lod_level != var2.lod_level:
                return False

            if var1.persistable != var2.persistable:
                return False

    return True


def load_dygraph_vars_to_scope(model_path, scope, place):

    def load_dict_to_scope(scope, dictionary):
        if scope is None:
            scope = fluid.global_scope()

        for k, v in dictionary.items():
            dst_t = scope.var(k).get_tensor()
            src_t = v.value().get_tensor()
            dst_t.set(np.array(src_t), place)
            dst_t.set_lod(src_t.lod())

    param_dict, opti_dict = fluid.load_dygraph(model_path)
    if param_dict:
        load_dict_to_scope(scope, param_dict)

    if opti_dict:
        load_dict_to_scope(scope, opti_dict)


class DyGraphProgramDescTracerTestHelper(object):

    def __init__(self, unittest_obj):
        self.unittest_obj = unittest_obj

    def assertEachVar(self, out_dygraph, out_static_graph, func=None):
        if func is None:
            func = lambda x, y: np.array_equal(x, y)

        if not isinstance(out_dygraph, (list, tuple)):
            out_dygraph = [out_dygraph]

        if not isinstance(out_static_graph, (list, tuple)):
            out_static_graph = [out_static_graph]

        for v1, v2 in zip(out_dygraph, out_static_graph):
            self.unittest_obj.assertTrue(func(v1.numpy(), v2))