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141 lines
4.4 KiB
141 lines
4.4 KiB
# Copyright (c) 2016 PaddlePaddle Authors. All Rights Reserved
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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# Generate dot diagram file for the given paddle model config
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# The generated file can be viewed using Graphviz (http://graphviz.org)
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from __future__ import print_function
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import six
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import sys
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import traceback
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from paddle.trainer.config_parser import parse_config
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def make_layer_label(layer_config):
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label = '%s type=%s' % (layer_config.name, layer_config.type)
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if layer_config.reversed:
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label += ' <=='
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label2 = ''
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if layer_config.active_type:
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label2 += 'act=%s ' % layer_config.active_type
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if layer_config.bias_parameter_name:
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label2 += 'bias=%s ' % layer_config.bias_parameter_name
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if label2:
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label += '\l' + label2
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return label
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def make_diagram(config_file, dot_file, config_arg_str):
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config = parse_config(config_file, config_arg_str)
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make_diagram_from_proto(config.model_config, dot_file)
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def make_diagram_from_proto(model_config, dot_file):
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# print >> sys.stderr, config
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name2id = {}
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f = open(dot_file, 'w')
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submodel_layers = set()
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def make_link(link):
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return 'l%s -> l%s;' % (name2id[link.layer_name],
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name2id[link.link_name])
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def make_mem(mem):
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s = ''
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if mem.boot_layer_name:
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s += 'l%s -> l%s;\n' % (name2id[mem.boot_layer_name],
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name2id[mem.layer_name])
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s += 'l%s -> l%s [style=dashed];' % (name2id[mem.layer_name],
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name2id[mem.link_name])
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return s
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print('digraph graphname {', file=f)
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print('node [width=0.375,height=0.25];', file=f)
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for i in six.moves.xrange(len(model_config.layers)):
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l = model_config.layers[i]
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name2id[l.name] = i
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i = 0
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for sub_model in model_config.sub_models:
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if sub_model.name == 'root':
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continue
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print('subgraph cluster_%s {' % i, file=f)
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print('style=dashed;', file=f)
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label = '%s ' % sub_model.name
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if sub_model.reversed:
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label += '<=='
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print('label = "%s";' % label, file=f)
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i += 1
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submodel_layers.add(sub_model.name)
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for layer_name in sub_model.layer_names:
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submodel_layers.add(layer_name)
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lid = name2id[layer_name]
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layer_config = model_config.layers[lid]
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label = make_layer_label(layer_config)
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print('l%s [label="%s", shape=box];' % (lid, label), file=f)
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print('}', file=f)
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for i in six.moves.xrange(len(model_config.layers)):
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l = model_config.layers[i]
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if l.name not in submodel_layers:
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label = make_layer_label(l)
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print('l%s [label="%s", shape=box];' % (i, label), file=f)
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for sub_model in model_config.sub_models:
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if sub_model.name == 'root':
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continue
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for link in sub_model.in_links:
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print(make_link(link), file=f)
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for link in sub_model.out_links:
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print(make_link(link), file=f)
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for mem in sub_model.memories:
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print(make_mem(mem), file=f)
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for i in six.moves.xrange(len(model_config.layers)):
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for l in model_config.layers[i].inputs:
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print(
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'l%s -> l%s [label="%s"];' % (name2id[l.input_layer_name], i,
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l.input_parameter_name),
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file=f)
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print('}', file=f)
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f.close()
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def usage():
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print(
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("Usage: python show_model_diagram.py" +
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" CONFIG_FILE DOT_FILE [config_str]"),
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file=sys.stderr)
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exit(1)
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if __name__ == '__main__':
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if len(sys.argv) < 3 or len(sys.argv) > 4:
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usage()
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config_file = sys.argv[1]
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dot_file = sys.argv[2]
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config_arg_str = sys.argv[3] if len(sys.argv) == 4 else ''
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try:
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make_diagram(config_file, dot_file, config_arg_str)
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except:
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traceback.print_exc()
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raise
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