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Python ops.set_shapes_for_outputs方法代码示例

本文整理汇总了Python中tensorflow.python.framework.ops.set_shapes_for_outputs方法的典型用法代码示例。如果您正苦于以下问题:Python ops.set_shapes_for_outputs方法的具体用法?Python ops.set_shapes_for_outputs怎么用?Python ops.set_shapes_for_outputs使用的例子?那么恭喜您, 这里精选的方法代码示例或许可以为您提供帮助。您也可以进一步了解该方法所在tensorflow.python.framework.ops的用法示例。


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示例1: calculate_graph_metrics

# 需要导入模块: from tensorflow.python.framework import ops [as 别名]
# 或者: from tensorflow.python.framework.ops import set_shapes_for_outputs [as 别名]
def calculate_graph_metrics(graph_def, statistic_types, input_layer,
                            input_shape_override, batch_size):
  """Looks at the performance statistics of all nodes in the graph."""
  _ = tf.import_graph_def(graph_def, name="")
  total_stats = {}
  node_stats = {}
  for statistic_type in statistic_types:
    total_stats[statistic_type] = ops.OpStats(statistic_type)
    node_stats[statistic_type] = {}
  # Make sure we get pretty-printed numbers with separators.
  locale.setlocale(locale.LC_ALL, "")
  with tf.Session() as sess:
    input_tensor = sess.graph.get_tensor_by_name(input_layer)
    input_shape_tensor = input_tensor.get_shape()
    if input_shape_tensor:
      input_shape = input_shape_tensor.as_list()
    else:
      input_shape = None
    if input_shape_override:
      input_shape = input_shape_override
    if input_shape is None:
      raise ValueError("""No input shape was provided on the command line,"""
                       """ and the input op itself had no default shape, so"""
                       """ shape inference couldn't be performed. This is"""
                       """ required for metrics calculations.""")
    input_shape[0] = batch_size
    input_tensor.set_shape(input_shape)
    for node in graph_def.node:
      # Ensure that the updated input shape has been fully-propagated before we
      # ask for the statistics, since they may depend on the output size.
      op = sess.graph.get_operation_by_name(node.name)
      ops.set_shapes_for_outputs(op)
      for statistic_type in statistic_types:
        current_stats = ops.get_stats_for_node_def(sess.graph, node,
                                                   statistic_type)
        node_stats[statistic_type][node.name] = current_stats
        total_stats[statistic_type] += current_stats
  return total_stats, node_stats 
开发者ID:yselivonchyk,项目名称:TensorFlow_DCIGN,代码行数:40,代码来源:graph_metrics.py


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