1 // Copyright (c) 2006-2009 The Chromium Authors. All rights reserved. 2 // Use of this source code is governed by a BSD-style license that can be 3 // found in the LICENSE file. 4 5 // FieldTrial is a class for handling details of statistical experiments 6 // performed by actual users in the field (i.e., in a shipped or beta product). 7 // All code is called exclusively on the UI thread currently. 8 // 9 // The simplest example is an experiment to see whether one of two options 10 // produces "better" results across our user population. In that scenario, UMA 11 // data is uploaded to aggregate the test results, and this FieldTrial class 12 // manages the state of each such experiment (state == which option was 13 // pseudo-randomly selected). 14 // 15 // States are typically generated randomly, either based on a one time 16 // randomization (generated randomly once, and then persistently reused in the 17 // client during each future run of the program), or by a startup randomization 18 // (generated each time the application starts up, but held constant during the 19 // duration of the process), or by continuous randomization across a run (where 20 // the state can be recalculated again and again, many times during a process). 21 // Only startup randomization is implemented thus far. 22 23 //------------------------------------------------------------------------------ 24 // Example: Suppose we have an experiment involving memory, such as determining 25 // the impact of some pruning algorithm. 26 // We assume that we already have a histogram of memory usage, such as: 27 28 // HISTOGRAM_COUNTS("Memory.RendererTotal", count); 29 30 // Somewhere in main thread initialization code, we'd probably define an 31 // instance of a FieldTrial, with code such as: 32 33 // // Note, FieldTrials are reference counted, and persist automagically until 34 // // process teardown, courtesy of their automatic registration in 35 // // FieldTrialList. 36 // scoped_refptr<FieldTrial> trial = new FieldTrial("MemoryExperiment", 1000); 37 // int group1 = trial->AppendGroup("_high_mem", 20); // 2% in _high_mem group. 38 // int group2 = trial->AppendGroup("_low_mem", 20); // 2% in _low_mem group. 39 // // Take action depending of which group we randomly land in. 40 // if (trial->group() == group1) 41 // SetPruningAlgorithm(kType1); // Sample setting of browser state. 42 // else if (trial->group() == group2) 43 // SetPruningAlgorithm(kType2); // Sample alternate setting. 44 45 // We then modify any histograms we wish to correlate with our experiment to 46 // have slighly different names, depending on what group the trial instance 47 // happened (randomly) to be assigned to: 48 49 // HISTOGRAM_COUNTS(FieldTrial::MakeName("Memory.RendererTotal", 50 // "MemoryExperiment").data(), count); 51 52 // The above code will create 3 distinct histograms, with each run of the 53 // application being assigned to of of the three groups, and for each group, the 54 // correspondingly named histogram will be populated: 55 56 // Memory.RendererTotal // 96% of users still fill this histogram. 57 // Memory.RendererTotal_high_mem // 2% of users will fill this histogram. 58 // Memory.RendererTotal_low_mem // 2% of users will fill this histogram. 59 60 //------------------------------------------------------------------------------ 61 62 #ifndef BASE_FIELD_TRIAL_H_ 63 #define BASE_FIELD_TRIAL_H_ 64 65 #include <map> 66 #include <string> 67 68 #include "base/lock.h" 69 #include "base/ref_counted.h" 70 #include "base/time.h" 71 72 73 class FieldTrial : public base::RefCounted<FieldTrial> { 74 public: 75 typedef int Probability; // Probability type for being selected in a trial. 76 77 // A return value to indicate that a given instance has not yet had a group 78 // assignment (and hence is not yet participating in the trial). 79 static const int kNotParticipating; 80 81 // Provide an easy way to assign all remaining probability to a group. Note 82 // that this will force an instance to participate, and make it illegal to 83 // attempt to probabalistically add any other groups to the trial. When doing 84 // A/B tests with timings, it is often best to define all groups, so that 85 // histograms will get unique names via the MakeName() methods. 86 static const Probability kAllRemainingProbability; 87 88 // The name is used to register the instance with the FieldTrialList class, 89 // and can be used to find the trial (only one trial can be present for each 90 // name). 91 // Group probabilities that are later supplied must sum to less than or equal 92 // to the total_probability. 93 FieldTrial(const std::string& name, Probability total_probability); 94 95 // Establish the name and probability of the next group in this trial. 96 // Sometimes, based on construction randomization, this call may causes the 97 // provided group to be *THE* group selected for use in this instance. 98 int AppendGroup(const std::string& name, Probability group_probability); 99 100 // Return the name of the FieldTrial (excluding the group name). name()101 std::string name() const { return name_; } 102 103 // Return the randomly selected group number that was assigned. 104 // Return kNotParticipating if the instance is not participating in the 105 // experiment. group()106 int group() const { return group_; } 107 108 // If the field trial is not in an experiment, this returns the empty string. 109 // if the group's name is empty, a name of "_" concatenated with the group 110 // number is used as the group name. group_name()111 std::string group_name() const { return group_name_; } 112 113 // Helper function for the most common use: as an argument to specifiy the 114 // name of a HISTOGRAM. Use the original histogram name as the name_prefix. 115 static std::string MakeName(const std::string& name_prefix, 116 const std::string& trial_name); 117 118 private: 119 friend class base::RefCounted<FieldTrial>; 120 ~FieldTrial()121 ~FieldTrial() {} 122 123 // The name of the field trial, as can be found via the FieldTrialList. 124 // This is empty of the trial is not in the experiment. 125 const std::string name_; 126 127 // The maximu sum of all probabilities supplied, which corresponds to 100%. 128 // This is the scaling factor used to adjust supplied probabilities. 129 Probability divisor_; 130 131 // The randomly selected probability that is used to select a group (or have 132 // the instance not participate). It is the product of divisor_ and a random 133 // number between [0, 1). 134 Probability random_; 135 136 // Sum of the probabilities of all appended groups. 137 Probability accumulated_group_probability_; 138 139 int next_group_number_; 140 141 // The pseudo-randomly assigned group number. 142 // This is kNotParticipating if no group has been assigned. 143 int group_; 144 145 // A textual name for the randomly selected group, including the Trial name. 146 // If this Trial is not a member of an group, this string is empty. 147 std::string group_name_; 148 149 DISALLOW_COPY_AND_ASSIGN(FieldTrial); 150 }; 151 152 //------------------------------------------------------------------------------ 153 // Class with a list of all active field trials. A trial is active if it has 154 // been registered, which includes evaluating its state based on its probaility. 155 // Only one instance of this class exists. 156 class FieldTrialList { 157 public: 158 // Define a separator charactor to use when creating a persistent form of an 159 // instance. This is intended for use as a command line argument, passed to a 160 // second process to mimic our state (i.e., provide the same group name). 161 static const char kPersistentStringSeparator; // Currently a slash. 162 163 // This singleton holds the global list of registered FieldTrials. 164 FieldTrialList(); 165 // Destructor Release()'s references to all registered FieldTrial instances. 166 ~FieldTrialList(); 167 168 // Register() stores a pointer to the given trial in a global map. 169 // This method also AddRef's the indicated trial. 170 static void Register(FieldTrial* trial); 171 172 // The Find() method can be used to test to see if a named Trial was already 173 // registered, or to retrieve a pointer to it from the global map. 174 static FieldTrial* Find(const std::string& name); 175 176 static int FindValue(const std::string& name); 177 178 static std::string FindFullName(const std::string& name); 179 180 // Create a persistent representation of all FieldTrial instances for 181 // resurrection in another process. This allows randomization to be done in 182 // one process, and secondary processes can by synchronized on the result. 183 // The resulting string contains only the names, the trial name, and a "/" 184 // separator. 185 static void StatesToString(std::string* output); 186 187 // Use a previously generated state string (re: StatesToString()) augment the 188 // current list of field tests to include the supplied tests, and using a 100% 189 // probability for each test, force them to have the same group string. This 190 // is commonly used in a sub-process, to carry randomly selected state in a 191 // parent process into this sub-process. 192 // Currently only the group_name_ and name_ are restored. 193 static bool StringAugmentsState(const std::string& prior_state); 194 195 // The time of construction of the global map is recorded in a static variable 196 // and is commonly used by experiments to identify the time since the start 197 // of the application. In some experiments it may be useful to discount 198 // data that is gathered before the application has reached sufficient 199 // stability (example: most DLL have loaded, etc.) application_start_time()200 static base::TimeTicks application_start_time() { 201 if (global_) 202 return global_->application_start_time_; 203 // For testing purposes only, or when we don't yet have a start time. 204 return base::TimeTicks::Now(); 205 } 206 207 private: 208 // Helper function should be called only while holding lock_. 209 FieldTrial* PreLockedFind(const std::string& name); 210 211 // A map from FieldTrial names to the actual instances. 212 typedef std::map<std::string, FieldTrial*> RegistrationList; 213 214 static FieldTrialList* global_; // The singleton of this class. 215 216 // This will tell us if there is an attempt to register a field trial without 217 // creating the FieldTrialList. This is not an error, unless a FieldTrialList 218 // is created after that. 219 static bool register_without_global_; 220 221 // A helper value made availabel to users, that shows when the FieldTrialList 222 // was initialized. Note that this is a singleton instance, and hence is a 223 // good approximation to the start of the process. 224 base::TimeTicks application_start_time_; 225 226 // Lock for access to registered_. 227 Lock lock_; 228 RegistrationList registered_; 229 230 DISALLOW_COPY_AND_ASSIGN(FieldTrialList); 231 }; 232 233 #endif // BASE_FIELD_TRIAL_H_ 234 235