# 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. import argparse import json import logging from collections import defaultdict import paddle.fluid.core as core import paddle.fluid.proto.framework_pb2 as framework_pb2 logger = logging.getLogger(__name__) logger.setLevel(logging.INFO) try: from .graphviz import Digraph except ImportError: logger.info( 'Cannot import graphviz, which is required for drawing a network. This ' 'can usually be installed in python with "pip install graphviz". Also, ' 'pydot requires graphviz to convert dot files to pdf: in ubuntu, this ' 'can usually be installed with "sudo apt-get install graphviz".') print('net_drawer will not run correctly. Please install the correct ' 'dependencies.') exit(0) OP_STYLE = { 'shape': 'oval', 'color': '#0F9D58', 'style': 'filled', 'fontcolor': '#FFFFFF' } VAR_STYLE = {} GRAPH_STYLE = {"rankdir": "TB", } GRAPH_ID = 0 def unique_id(): def generator(): GRAPH_ID += 1 return GRAPH_ID return generator def draw_node(op): node = OP_STYLE node["name"] = op.type node["label"] = op.type return node def draw_edge(var_parent, op, var, arg): edge = VAR_STYLE edge["label"] = "%s(%s)" % (var.parameter, arg) edge["head_name"] = op.type edge["tail_name"] = var_parent[arg] return edge def parse_graph(program, graph, var_dict, **kwargs): # fill the known variables for block in program.blocks: for var in block.vars: if var not in var_dict: var_dict[var] = "Feed" temp_id = 0 proto = framework_pb2.ProgramDesc.FromString( program.desc.serialize_to_string()) for block in proto.blocks: for op in block.ops: op.type = op.type + "_" + str(temp_id) temp_id += 1 graph.node(**draw_node(op)) for o in op.outputs: for arg in o.arguments: var_dict[arg] = op.type for e in op.inputs: for arg in e.arguments: if arg in var_dict: graph.edge(**draw_edge(var_dict, op, e, arg)) break # only plot the first block def draw_graph(startup_program, main_program, **kwargs): if "graph_attr" in kwargs: GRAPH_STYLE.update(kwargs[graph_attr]) if "node_attr" in kwargs: OP_STYLE.update(kwargs[node_attr]) if "edge_attr" in kwargs: VAR_STYLE.update(kwargs[edge_attr]) graph_id = unique_id() filename = kwargs.get("filename") if filename == None: filename = str(graph_id) + ".gv" g = Digraph( name=str(graph_id), filename=filename, graph_attr=GRAPH_STYLE, node_attr=OP_STYLE, edge_attr=VAR_STYLE, **kwargs) var_dict = {} parse_graph(startup_program, g, var_dict) parse_graph(main_program, g, var_dict) if filename != None: g.save() return g