text: /* Copyright 2015 Google Inc. 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.
  ==============================================================================*/
  
  // DEPRECATED: Use GraphDefBuilder instead.
  
  #ifndef TENSORFLOW_GRAPH_TESTLIB_H_
  #define TENSORFLOW_GRAPH_TESTLIB_H_
  
  #include <string>
  #include <vector>
  
  #include "tensorflow/core/graph/graph.h"
  #include "tensorflow/core/graph/types.h"
  #include "tensorflow/core/platform/port.h"
  #include "tensorflow/core/public/tensor.h"
  #include "tensorflow/core/public/tensor_shape.h"
  
  namespace tensorflow {
  namespace test {
  namespace graph {
  
  // Converts "g" into its corresponding GraphDef "def".
  // DEPRECATED: call g->ToGraphDef(def) instead.
  void ToGraphDef(Graph* g, GraphDef* def);
  
  // A few helpers to construct a graph.
  
  // Adds a node in "g" producing a constant "tensor".
  Node* Constant(Graph* g, const Tensor& tensor);
  Node* Constant(Graph* g, const Tensor& tensor, const string& name);
  
  // Adds a variable in "g" of the given "shape" and "dtype".
  Node* Var(Graph* g, const DataType dtype, const TensorShape& shape);
  
  // Adds an assign node in "g" which assigns "val" into "var".
  Node* Assign(Graph* g, Node* var, Node* val);
  
  // Adds a send node "g" sending "input" as a named "tensor" from
  // "sender" to "receiver".
  Node* Send(Graph* g, Node* input, const string& tensor, const string& sender,
             const uint64 sender_incarnation, const string& receiver);
  
  // Adds a recv node in "g" receiving a named "tensor" from "sender"
  // to "receiver".
  Node* Recv(Graph* g, const string& tensor, const string& type,
             const string& sender, const uint64 sender_incarnation,
             const string& receiver);
  
  // Adds a reduction "node" in "g" doing sum(data, axes).  "reduce" is
  // a reduction, e.g., Sum, Max, Min, Mean, etc.
  Node* Reduce(Graph* g, const string& reduce, Node* data, Node* axes,
               bool keep_dims = false);
  
  // Adds a Matmul node in g doing in0.contract(in1).
  Node* Matmul(Graph* g, Node* in0, Node* in1, bool transpose_a,
               bool transpose_b);
  
  // Adds a Quantize node into g that quantize floats into QUINT8. The range of
  // the input float tensor is assumed to be [-1, 1].
  Node* QuantizeToUINT8(Graph* g, Node* data);
  
  // Adds a unary function "func" "node" in "g" taking "input".
  Node* Unary(Graph* g, const string& func, Node* input, int index = 0);
  
  // Adds an identity node in "g" taking "input" and producing an
  // identity copy.
  Node* Identity(Graph* g, Node* input, int index = 0);
  
  // Adds a binary function "func" node in "g" taking "in0" and "in1".
  Node* Binary(Graph* g, const string& func, Node* in0, Node* in1);
  
  // Adds a function "func" node in "g" taking inputs "ins".
  Node* Multi(Graph* g, const string& func, gtl::ArraySlice<Node*> ins);
  
  // Adds a binary add node in "g" doing in0 + in1.
  Node* Add(Graph* g, Node* in0, Node* in1);
  
  // Generates random unit uniform distribution of the input shape.
  Node* RandomUniform(Graph* g, Node* input, DataType dtype);
  
  // Generates random unit normal distribution of the input shape.
  Node* RandomGaussian(Graph* g, Node* input, DataType dtype);
  
  // Generates random parameters from the truncated standard normal distribution
  // of the nput shape
  Node* RandomParameters(Graph* g, Node* input, DataType dtype);
  
  // Adds an error node in "g". The node's computation always
  // generates an error with the given error message "errmsg".
  Node* Error(Graph* g, Node* input, const string& errmsg);
  
  // Adds a node that generates a invalid ref output.
  Node* InvalidRefType(Graph* g, DataType out_type, DataType invalid_type);
  
  // Adds a node in "g". Its Compute() sleeps a while and outputs the
  // input (i.e., same as identity).
  Node* Delay(Graph* g, Node* input, Microseconds delay_micros);
  
  // Adds a no-op "node" in "g", with control inputs from all nodes in
  // control_inputs vector.
  Node* NoOp(Graph* g, const std::vector<Node*>& control_inputs);
  
  // Adds a Switch node in "g". If "in1" is true, it forwards "in0" to
  // output 1. Otherwise, it forwards "in0" to output 0.
  Node* Switch(Graph* g, Node* in0, Node* in1);
  
  // Adds an Enter node in "g", which enters a new frame.
  Node* Enter(Graph* g, Node* input, const string& frame_name);
  
  // Adds an Exit node in "g", which exits a frame.
  Node* Exit(Graph* g, Node* input);
  
  // Adds a Merge node in "g" with two inputs "in0" and "in1".
  Node* Merge(Graph* g, Node* in0, Node* in1);
  
  // Adds a Merge node in "g". The first input is "in0", the remaining
  // inputs are only given by their names in remaining_in.
  Node* Merge(Graph* g, Node* in0, gtl::ArraySlice<string> remaining_in);
  
  // Adds a NextIteration node in "g", which makes its input available
  // to the next iteration.
  Node* Next(Graph* g, const string& name, Node* input);
  
  // Adds a LoopCond node in "g", representing the "pivot" termination
  // condition of a loop.
  Node* LoopCond(Graph* g, Node* input);
  
  // Adds a less node in "g", which returns true iff "in0" < "in1".
  Node* Less(Graph* g, Node* in0, Node* in1);
  
  // Adds a select node in "g", which outputs either "inx" or "iny"
  // depending on the boolean value of "c".
  Node* Select(Graph* g, Node* c, Node* inx, Node* iny);
  
  // Casts "in" into data type "dst".
  Node* Cast(Graph* g, Node* in, DataType dst);
  
  }  // end namespace graph
  }  // end namespace test
  }  // end namespace tensorflow
  
  #endif  // TENSORFLOW_GRAPH_TESTLIB_H_
  