Evaluation callback API

This adds a callback mechanism to for users to get notified just
before jacobian and residual evaluations. This will enable
aggressive caching and sharing of compute between cost functions.

Change-Id: I67993726920218edf71ab9ae70c34c204756c71a
This commit is contained in:
Keir Mierle
2018-01-10 17:14:57 -08:00
parent 83098e12e8
commit 7bdceb46cf
15 changed files with 643 additions and 38 deletions
+75
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@@ -0,0 +1,75 @@
// Ceres Solver - A fast non-linear least squares minimizer
// Copyright 2018 Google Inc. All rights reserved.
// http://ceres-solver.org/
//
// Redistribution and use in source and binary forms, with or without
// modification, are permitted provided that the following conditions are met:
//
// * Redistributions of source code must retain the above copyright notice,
// this list of conditions and the following disclaimer.
// * Redistributions in binary form must reproduce the above copyright notice,
// this list of conditions and the following disclaimer in the documentation
// and/or other materials provided with the distribution.
// * Neither the name of Google Inc. nor the names of its contributors may be
// used to endorse or promote products derived from this software without
// specific prior written permission.
//
// THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
// AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
// IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE
// ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE
// LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR
// CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF
// SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS
// INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN
// CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE)
// ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE
// POSSIBILITY OF SUCH DAMAGE.
//
// Author: mierle@gmail.com (Keir Mierle)
#ifndef CERES_PUBLIC_EVALUATION_CALLBACK_H_
#define CERES_PUBLIC_EVALUATION_CALLBACK_H_
namespace ceres {
// Using this callback interface, Ceres can notify you when it is about to
// evaluate the residuals or jacobians. With the callback, you can share
// computation between residual blocks by doing the shared computation in
// PrepareForEvaluation() before Ceres calls CostFunction::Evaluate() on all
// the residuals. It also enables caching results between a pure residual
// evaluation and a residual & jacobian evaluation, via the
// new_evaluation_point argument.
//
// One use case for this callback is if the cost function compute is moved to
// the GPU. In that case, the prepare call does the actual cost function
// evaluation, and subsequent calls from Ceres to the actual cost functions
// merely copy the results from the GPU onto the corresponding blocks for Ceres
// to plug into the solver.
//
// NOTE: Ceres provides no mechanism to share data other than the notification
// from the callback. Users must provide access to pre-computed shared data to
// their cost functions behind the scenes; this all happens without Ceres
// knowing. One approach is to put a pointer to the shared data in each cost
// function (recommended) or to use a global shared variable (discouraged;
// bug-prone). As far as Ceres is concerned, it is evaluating cost functions
// like any other; it just so happens that behind the scenes the cost functions
// reuse pre-computed data to execute faster.
class CERES_EXPORT EvaluationCallback {
public:
virtual ~EvaluationCallback() {}
// Called before Ceres requests residuals or jacobians for a given setting of
// the parameters. User parameters (the double* values provided to the cost
// functions) are fixed until the next call to PrepareForEvaluation(). If
// new_evaluation_point == true, then this is a new point that is different
// from the last evaluated point. Otherwise, it is the same point that was
// evaluated previously (either jacobian or residual) and the user can use
// cached results from previous evaluations.
virtual void PrepareForEvaluation(bool evaluate_jacobians,
bool new_evaluation_point) = 0;
};
} // namespace ceres
#endif // CERES_PUBLIC_EVALUATION_CALLBACK_H_
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@@ -35,6 +35,7 @@
#include <string>
#include <vector>
#include "ceres/crs_matrix.h"
#include "ceres/evaluation_callback.h"
#include "ceres/internal/disable_warnings.h"
#include "ceres/internal/macros.h"
#include "ceres/internal/port.h"
@@ -136,6 +137,7 @@ class CERES_EXPORT Solver {
gradient_check_relative_precision = 1e-8;
gradient_check_numeric_derivative_relative_step_size = 1e-6;
update_state_every_iteration = false;
evaluation_callback = NULL;
}
// Returns true if the options struct has a valid
@@ -740,8 +742,23 @@ class CERES_EXPORT Solver {
// If true, the user's parameter blocks are updated at the end of
// every Minimizer iteration, otherwise they are updated when the
// Minimizer terminates. This is useful if, for example, the user
// wishes to visualize the state of the optimization every
// iteration.
// wishes to visualize the state of the optimization every iteration
// (in combination with an IterationCallback).
//
// NOTE: If an evaluation_callback is provided, then the behaviour
// of this flag is slightly different in each case:
//
// (1) If update_state_every_iteration = false, then the user's
// state is changed at every residual and/or jacobian evaluation.
// Any user provided IterationCallbacks should NOT inspect and
// depend on the user visible state while the solver is running,
// since there will be undefined contents.
//
// (2) If update_state_every_iteration is true, then the user's
// state is changed at every residual and/or jacobian evaluation,
// BUT the solver will ensure that before the user provided
// IterationCallbacks are called, the user visible state will be
// updated to the current best point found by the solver.
bool update_state_every_iteration;
// Callbacks that are executed at the end of each iteration of the
@@ -751,15 +768,28 @@ class CERES_EXPORT Solver {
// executed.
// Callbacks are executed in the order that they are specified in
// this vector. By default, parameter blocks are updated only at
// the end of the optimization, i.e when the Minimizer
// terminates. This behaviour is controlled by
// update_state_every_variable. If the user wishes to have access
// to the update parameter blocks when his/her callbacks are
// executed, then set update_state_every_iteration to true.
// this vector. By default, parameter blocks are updated only at the
// end of the optimization, i.e when the Minimizer terminates. This
// behaviour is controlled by update_state_every_iteration. If the
// user wishes to have access to the updated parameter blocks when
// his/her callbacks are executed, then set
// update_state_every_iteration to true.
//
// The solver does NOT take ownership of these pointers.
std::vector<IterationCallback*> callbacks;
// If non-NULL, gets notified when Ceres is about to evaluate the
// residuals and/or Jacobians. This enables sharing computation
// between residuals, which in some cases is important for efficient
// cost evaluation. See evaluation_callback.h for details.
//
// NOTE: Evaluation callbacks are incompatible with inner iterations.
//
// WARNING: This interacts with update_state_every_iteration. See
// the documentation for that option for more details.
//
// The solver does NOT take ownership of the pointer.
EvaluationCallback* evaluation_callback;
};
struct CERES_EXPORT Summary {