summaryrefslogtreecommitdiffstats
path: root/base/field_trial.h
blob: 1248e833164b5cb3976142310f84ecfbb5713af5 (plain)
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
// Copyright (c) 2006-2009 The Chromium Authors. All rights reserved.
// Use of this source code is governed by a BSD-style license that can be
// found in the LICENSE file.

// FieldTrial is a class for handling details of statistical experiments
// performed by actual users in the field (i.e., in a shipped or beta product).
// All code is called exclusively on the UI thread currently.
//
// The simplest example is an experiment to see whether one of two options
// produces "better" results across our user population.  In that scenario, UMA
// data is uploaded to aggregate the test results, and this FieldTrial class
// manages the state of each such experiment (state == which option was
// pseudo-randomly selected).
//
// States are typically generated randomly, either based on a one time
// randomization (generated randomly once, and then persistently reused in the
// client during each future run of the program), or by a startup randomization
// (generated each time the application starts up, but held constant during the
// duration of the process), or by continuous randomization across a run (where
// the state can be recalculated again and again, many times during a process).
// Only startup randomization is implemented thus far.

//------------------------------------------------------------------------------
// Example:  Suppose we have an experiment involving memory, such as determining
// the impact of some pruning algorithm.
// We assume that we already have a histogram of memory usage, such as:

//   HISTOGRAM_COUNTS("Memory.RendererTotal", count);

// Somewhere in main thread initialization code, we'd probably define an
// instance of a FieldTrial, with code such as:

// // Note, FieldTrials are reference counted, and persist automagically until
// // process teardown, courtesy of their automatic registration in
// // FieldTrialList.
// scoped_refptr<FieldTrial> trial = new FieldTrial("MemoryExperiment", 1000);
// int group1 = trial->AppendGroup("_high_mem", 20);  // 2% in _high_mem group.
// int group2 = trial->AppendGroup("_low_mem", 20);   // 2% in _low_mem group.
// // Take action depending of which group we randomly land in.
// if (trial->group() == group1)
//   SetPruningAlgorithm(kType1);  // Sample setting of browser state.
// else if (trial->group() == group2)
//   SetPruningAlgorithm(kType2);  // Sample alternate setting.

// We then modify any histograms we wish to correlate with our experiment to
// have slighly different names, depending on what group the trial instance
// happened (randomly) to be assigned to:

// HISTOGRAM_COUNTS(FieldTrial::MakeName("Memory.RendererTotal",
//                                       "MemoryExperiment").data(), count);

// The above code will create 3 distinct histograms, with each run of the
// application being assigned to of of the three groups, and for each group, the
// correspondingly named histogram will be populated:

// Memory.RendererTotal            // 96% of users still fill this histogram.
// Memory.RendererTotal_high_mem   // 2% of users will fill this histogram.
// Memory.RendererTotal_low_mem    // 2% of users will fill this histogram.

//------------------------------------------------------------------------------

#ifndef BASE_FIELD_TRIAL_H_
#define BASE_FIELD_TRIAL_H_

#include <map>
#include <string>

#include "base/lock.h"
#include "base/ref_counted.h"
#include "base/time.h"


class FieldTrial : public base::RefCounted<FieldTrial> {
 public:
  typedef int Probability;  // Probability type for being selected in a trial.

  // A return value to indicate that a given instance has not yet had a group
  // assignment (and hence is not yet participating in the trial).
  static const int kNotParticipating;

  // Provide an easy way to assign all remaining probability to a group.  Note
  // that this will force an instance to participate, and make it illegal to
  // attempt to probabalistically add any other groups to the trial.  When doing
  // A/B tests with timings, it is often best to define all groups, so that
  // histograms will get unique names via the MakeName() methods.
  static const Probability kAllRemainingProbability;

  // The name is used to register the instance with the FieldTrialList class,
  // and can be used to find the trial (only one trial can be present for each
  // name).
  // Group probabilities that are later supplied must sum to less than or equal
  // to the total_probability.
  FieldTrial(const std::string& name, Probability total_probability);

  // Establish the name and probability of the next group in this trial.
  // Sometimes, based on construction randomization, this call may causes the
  // provided group to be *THE* group selected for use in this instance.
  int AppendGroup(const std::string& name, Probability group_probability);

  // Return the name of the FieldTrial (excluding the group name).
  std::string name() const { return name_; }

  // Return the randomly selected group number that was assigned.
  // Return kNotParticipating if the instance is not participating in the
  // experiment.
  int group() const { return group_; }

  // If the field trial is not in an experiment, this returns the empty string.
  // if the group's name is empty, a name of "_" concatenated with the group
  // number is used as the group name.
  std::string group_name() const { return group_name_; }

  // Helper function for the most common use: as an argument to specifiy the
  // name of a HISTOGRAM.  Use the original histogram name as the name_prefix.
  static std::string MakeName(const std::string& name_prefix,
                              const std::string& trial_name);

 private:
  friend class base::RefCounted<FieldTrial>;

  ~FieldTrial() {}

  // The name of the field trial, as can be found via the FieldTrialList.
  // This is empty of the trial is not in the experiment.
  const std::string name_;

  // The maximu sum of all probabilities supplied, which corresponds to 100%.
  // This is the scaling factor used to adjust supplied probabilities.
  Probability divisor_;

  // The randomly selected probability that is used to select a group (or have
  // the instance not participate).  It is the product of divisor_ and a random
  // number between [0, 1).
  Probability random_;

  // Sum of the probabilities of all appended groups.
  Probability accumulated_group_probability_;

  int next_group_number_;

  // The pseudo-randomly assigned group number.
  // This is kNotParticipating if no group has been assigned.
  int group_;

  // A textual name for the randomly selected group, including the Trial name.
  // If this Trial is not a member of an group, this string is empty.
  std::string group_name_;

  DISALLOW_COPY_AND_ASSIGN(FieldTrial);
};

//------------------------------------------------------------------------------
// Class with a list of all active field trials.  A trial is active if it has
// been registered, which includes evaluating its state based on its probaility.
// Only one instance of this class exists.
class FieldTrialList {
 public:
  // Define a separator charactor to use when creating a persistent form of an
  // instance.  This is intended for use as a command line argument, passed to a
  // second process to mimic our state (i.e., provide the same group name).
  static const char kPersistentStringSeparator;  // Currently a slash.

  // This singleton holds the global list of registered FieldTrials.
  FieldTrialList();
  // Destructor Release()'s references to all registered FieldTrial instances.
  ~FieldTrialList();

  // Register() stores a pointer to the given trial in a global map.
  // This method also AddRef's the indicated trial.
  static void Register(FieldTrial* trial);

  // The Find() method can be used to test to see if a named Trial was already
  // registered, or to retrieve a pointer to it from the global map.
  static FieldTrial* Find(const std::string& name);

  static int FindValue(const std::string& name);

  static std::string FindFullName(const std::string& name);

  // Create a persistent representation of all FieldTrial instances for
  // resurrection in another process.  This allows randomization to be done in
  // one process, and secondary processes can by synchronized on the result.
  // The resulting string contains only the names, the trial name, and a "/"
  // separator.
  static void StatesToString(std::string* output);

  // Use a previously generated state string (re: StatesToString()) augment the
  // current list of field tests to include the supplied tests, and using a 100%
  // probability for each test, force them to have the same group string.  This
  // is commonly used in a sub-process, to carry randomly selected state in a
  // parent process into this sub-process.
  //  Currently only the group_name_ and name_ are restored.
  static bool StringAugmentsState(const std::string& prior_state);

  // The time of construction of the global map is recorded in a static variable
  // and is commonly used by experiments to identify the time since the start
  // of the application.  In some experiments it may be useful to discount
  // data that is gathered before the application has reached sufficient
  // stability (example: most DLL have loaded, etc.)
  static base::TimeTicks application_start_time() {
    if (global_)
      return global_->application_start_time_;
    // For testing purposes only, or when we don't yet have a start time.
    return base::TimeTicks::Now();
  }

 private:
  // Helper function should be called only while holding lock_.
  FieldTrial* PreLockedFind(const std::string& name);

  // A map from FieldTrial names to the actual instances.
  typedef std::map<std::string, FieldTrial*> RegistrationList;

  static FieldTrialList* global_;  // The singleton of this class.

  // This will tell us if there is an attempt to register a field trial without
  // creating the FieldTrialList. This is not an error, unless a FieldTrialList
  // is created after that.
  static bool register_without_global_;

  // A helper value made availabel to users, that shows when the FieldTrialList
  // was initialized.  Note that this is a singleton instance, and hence is a
  // good approximation to the start of the process.
  base::TimeTicks application_start_time_;

  // Lock for access to registered_.
  Lock lock_;
  RegistrationList registered_;

  DISALLOW_COPY_AND_ASSIGN(FieldTrialList);
};

#endif  // BASE_FIELD_TRIAL_H_