# Copyright (c) 2018 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 __future__ import print_function import six def delete_ops(block, ops): try: start = list(block.ops).index(ops[0]) end = list(block.ops).index(ops[-1]) [block._remove_op(start) for _ in six.moves.range(end - start + 1)] except Exception as e: raise e block.program._sync_with_cpp() def find_op_by_input_arg(block, arg_name): for index, op in enumerate(block.ops): if arg_name in op.input_arg_names: return index return -1 def find_op_by_output_arg(block, arg_name): for index, op in enumerate(block.ops): if arg_name in op.output_arg_names: return index return -1 def get_indent_space(indent, space_num=4): ret = "" for i in range(0, indent * space_num): ret += " " return ret def variable_to_code(var): """ Get readable codes of fluid variable. Args: var: A fluid operator. Returns: string: The formatted string. """ if var.type == core.VarDesc.VarType.SELECTED_ROWS or var.type == core.VarDesc.VarType.LOD_TENSOR: var_str = "{name} : fluid.{type}.shape{shape}.astype({dtype})".\ format(i="{", e="}", name=var.name, type=var.type, shape=var.shape, dtype=var.dtype) else: var_str = "{name} : fluid.{type})".\ format(i="{", e="}", name=var.name, type=var.type) if type(var) == paddle.fluid.framework.Parameter: if var.trainable: var_str = "trainable parameter " + var_str else: var_str = "parameter " + var_str else: var_str = "var " + var_str if var.persistable: var_str = "persist " + var_str return var_str def op_to_code(op): """ Get readable codes of fluid operator. Args: op: A fluid operator. Returns: string: The foramtted string. """ outputs_str = "{" for i in range(0, len(op.output_names)): outputs_str += "{name}=".format(name=op.output_names[i]) o = op.output(op.output_names[i]) outputs_str += "{value}".format(value=o) if i != len(op.output_names) - 1: outputs_str += ", " outputs_str += "}" inputs_str = "{" for i in range(0, len(op.input_names)): inputs_str += "{name}=".format(name=op.input_names[i]) o = op.input(op.input_names[i]) inputs_str += "{value}".format(value=o) if i != len(op.input_names) - 1: inputs_str += ", " inputs_str += "}" attrs_str = "" for i in range(0, len(op.attr_names)): name = op.attr_names[i] attr_type = op.desc.attr_type(name) if attr_type == core.AttrType.BLOCK: a = "{name} = block[{value}]".format( name=name, type=attr_type, value=op.block_attr_id(name)) attrs_str += a continue if attr_type == core.AttrType.BLOCKS: a = "{name} = blocks{value}".format( name=name, type=attr_type, value=op.blocks_attr_ids(name)) attrs_str += a continue a = "{name} = {value}".format( name=name, type=attr_type, value=op.desc.attr(name)) attrs_str += a if i != len(op.attr_names) - 1: attrs_str += ", " if outputs_str != "{}": op_str = "{outputs} = {op_type}(inputs={inputs}, {attrs})".\ format(outputs = outputs_str, op_type=op.type, inputs=inputs_str, attrs=attrs_str) else: op_str = "{op_type}(inputs={inputs}, {attrs})".\ format(op_type=op.type, inputs=inputs_str, attrs=attrs_str) return op_str def block_to_code(block, block_idx): indent = 0 print("{0}{1} // block {2}".format( get_indent_space(indent), '{', block_idx)) indent += 1 # sort all vars all_vars = sorted(block.vars.iteritems(), key=lambda x: x[0]) for var in all_vars: print("{}{}".format(get_indent_space(indent), variable_to_code(var[1]))) if len(all_vars) > 0: print("") for op in block.ops: print("{}{}".format(get_indent_space(indent), op_to_code(op))) indent -= 1 print("{0}{1}".format(get_indent_space(indent), '}')) def program_to_code(prog): """ Print readable codes of fluid program. Args: prog : A fluid program. An example result like bellow: https://github.com/PaddlePaddle/Paddle/pull/12673 """ block_idx = 0 for block in prog.blocks: block_to_code(block, block_idx) block_idx += 1