caffe2/operators/cross_entropy_op.h

/**
 * Copyright (c) 2016-present, Facebook, Inc.
 *
 * 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.
 */

#ifndef CAFFE2_OPERATORS_CROSS_ENTROPY_OP_H_
#define CAFFE2_OPERATORS_CROSS_ENTROPY_OP_H_

#include "caffe2/core/context.h"
#include "caffe2/core/logging.h"
#include "caffe2/core/operator.h"
#include "caffe2/utils/math.h"

namespace caffe2 {

template <typename T, class Context>
class LabelCrossEntropyOp final : public Operator<Context> {
 public:
  USE_SIMPLE_CTOR_DTOR(LabelCrossEntropyOp);
  USE_OPERATOR_CONTEXT_FUNCTIONS;
  bool RunOnDevice() override;

 protected:
  static constexpr T kLOG_THRESHOLD() {
    return static_cast<T>(1e-20);
  }
  // Input: X, label
  // Output: Y
};

template <typename T, class Context>
class LabelCrossEntropyGradientOp final : public Operator<Context> {
 public:
  USE_SIMPLE_CTOR_DTOR(LabelCrossEntropyGradientOp);
  USE_OPERATOR_CONTEXT_FUNCTIONS;
  bool RunOnDevice() override;

 protected:
  // Input: X, label, dY
  // Ouptut: dX. There is no gradient with respect to the label.
  static constexpr T kLOG_THRESHOLD() {
    return static_cast<T>(1e-20);
  }
};

// Hacky: turns a vector of probabilities into a 2-column matrix with
// complimentary probabilities for binary classification
template <typename T, class Context>
class MakeTwoClassOp final : public Operator<Context> {
 public:
  USE_SIMPLE_CTOR_DTOR(MakeTwoClassOp);
  USE_OPERATOR_CONTEXT_FUNCTIONS;
  bool RunOnDevice() override;

 protected:
  // Input: X
  // Output: Y = vstack(1-X, X)
};

template <typename T, class Context>
class MakeTwoClassGradientOp final : public Operator<Context> {
 public:
  USE_SIMPLE_CTOR_DTOR(MakeTwoClassGradientOp);
  USE_OPERATOR_CONTEXT_FUNCTIONS;
  bool RunOnDevice() override;

 protected:
  // Input: dY
  // Ouptut: dX
};

template <typename T, class Context>
class SigmoidCrossEntropyWithLogitsOp final : public Operator<Context> {
 public:
  USE_SIMPLE_CTOR_DTOR(SigmoidCrossEntropyWithLogitsOp);
  USE_OPERATOR_CONTEXT_FUNCTIONS;
  bool RunOnDevice() override;
};

template <typename T, class Context>
class SigmoidCrossEntropyWithLogitsGradientOp final : public Operator<Context> {
 public:
  USE_SIMPLE_CTOR_DTOR(SigmoidCrossEntropyWithLogitsGradientOp);
  USE_OPERATOR_CONTEXT_FUNCTIONS;
  bool RunOnDevice() override;
};

template <typename T, class Context>
class WeightedSigmoidCrossEntropyWithLogitsOp final : public Operator<Context> {
 public:
  USE_SIMPLE_CTOR_DTOR(WeightedSigmoidCrossEntropyWithLogitsOp);
  USE_OPERATOR_CONTEXT_FUNCTIONS;
  bool RunOnDevice() override;
};

template <typename T, class Context>
class WeightedSigmoidCrossEntropyWithLogitsGradientOp final
    : public Operator<Context> {
 public:
  USE_SIMPLE_CTOR_DTOR(WeightedSigmoidCrossEntropyWithLogitsGradientOp);
  USE_OPERATOR_CONTEXT_FUNCTIONS;
  bool RunOnDevice() override;
};

template <typename T, class Context>
class CrossEntropyOp final : public Operator<Context> {
 public:
  USE_SIMPLE_CTOR_DTOR(CrossEntropyOp);
  USE_OPERATOR_CONTEXT_FUNCTIONS;
  bool RunOnDevice() override;

 protected:
  // Input: X, label
  // Output: Y
  static constexpr T kLOG_THRESHOLD() {
    return static_cast<T>(1e-20);
  }
};

template <typename T, class Context>
class CrossEntropyGradientOp final : public Operator<Context> {
 public:
  USE_SIMPLE_CTOR_DTOR(CrossEntropyGradientOp);
  USE_OPERATOR_CONTEXT_FUNCTIONS;
  bool RunOnDevice() override;

 protected:
  // Input: X, label, dY
  // Ouptut: dX. There is no gradient with respect to the label.
  static constexpr T kLOG_THRESHOLD() {
    return static_cast<T>(1e-20);
  }
};

} // namespace caffe2

#endif // CAFFE2_OPERATORS_CROSS_ENTROPY_OP_H_