| // 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_ |
| #pragma once |
| |
| #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 maximum 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_ |
| |