Chromium Code Reviews
chromiumcodereview-hr@appspot.gserviceaccount.com (chromiumcodereview-hr) | Please choose your nickname with Settings | Help | Chromium Project | Gerrit Changes | Sign out
(554)

Unified Diff: components/ntp_snippets/user_classifier.h

Issue 2346263002: Extending the UserClassifier to actually support classification. (Closed)
Patch Set: Bernhard's comments Created 4 years, 3 months ago
Use n/p to move between diff chunks; N/P to move between comments. Draft comments are only viewable by you.
Jump to:
View side-by-side diff with in-line comments
Download patch
Index: components/ntp_snippets/user_classifier.h
diff --git a/components/ntp_snippets/user_classifier.h b/components/ntp_snippets/user_classifier.h
index 3314884606f42b125937584ed468d285b0c3ad1d..9ce1c4a3463db9e1d8ac51e0db9cfc8af86745f9 100644
--- a/components/ntp_snippets/user_classifier.h
+++ b/components/ntp_snippets/user_classifier.h
@@ -5,7 +5,10 @@
#ifndef COMPONENTS_NTP_SNIPPETS_USER_CLASSIFIER_H_
#define COMPONENTS_NTP_SNIPPETS_USER_CLASSIFIER_H_
+#include <string>
+
#include "base/macros.h"
+#include "base/time/time.h"
class PrefRegistrySimple;
class PrefService;
@@ -14,10 +17,38 @@ namespace ntp_snippets {
// Collects data about user usage patterns of content suggestions, computes
// long-term user metrics locally using pref, and reports the metrics to UMA.
-// TODO(jkrcal): Add classification of users based on the metrics and getters
-// for the classification as well as for the metrics.
+// Based on these lon-term user metrics, it classifies the user in a UserClass.
class UserClassifier {
public:
+ // Enumeration listing user classes
+ enum class UserClass {
+ RARE_NTP_USER,
+ ACTIVE_NTP_USER,
+ ACTIVE_SUGGESTIONS_CONSUMER,
+ };
+
+ // For estimating the average length of the intervals between two successive
+ // events, we keep a simple frequency model, a single value that we call
+ // "metric" below.
+ // We track exponentially-discounted rate of the given event per hour where
+ // the continuous utility function between two successive events (e.g. opening
+ // a NTP) at times t1 < t2 is 1 / (t2-t1), i.e. intuitively the rate of this
+ // event in this time interval.
+ // See https://en.wikipedia.org/wiki/Exponential_discounting for more details.
+ // We keep track of the following events.
+ // NOTE: if you add any element, add it also in the static arrays in .cc and
+ // create another histogram.
+ enum class Metric {
+ NTP_OPENED, // When the user opens a new NTP - this indicates potential
+ // use of content suggestions.
+ SUGGESTIONS_SHOWN, // When the content suggestions are shown to the user -
+ // in the current implementation when the user scrolls
+ // below the fold.
+ SUGGESTIONS_USED, // When the user clicks on some suggestions or on some
+ // "More" button.
+ COUNT // Keep this as the last element.
+ };
+
// The provided |pref_service| may be nullptr in unit-tests.
explicit UserClassifier(PrefService* pref_service);
~UserClassifier();
@@ -25,33 +56,42 @@ class UserClassifier {
// Registers profile prefs for all metrics. Called from browser_prefs.cc.
static void RegisterProfilePrefs(PrefRegistrySimple* registry);
- // When the user opens a new NTP - this indicates potential use of content
- // suggestions.
- void OnNTPOpened();
+ // Informs the UserClassifier about a new event for |metric|. The
+ // classification is based on these calls.
+ void OnEvent(Metric metric);
- // When the content suggestions are shown to the user - in the current
- // implementation when the user scrolls below the fold.
- void OnSuggestionsShown();
+ // Get the estimate average length of the interval between two successive
+ // events of the given type.
+ double GetEstimatedAvgTime(Metric metric) const;
- // When the user clicks on some suggestions or on some "More" button.
- void OnSuggestionsUsed();
+ // Return the classification of the current user.
+ UserClass GetUserClass() const;
+ std::string GetUserClassDescriptionForDebugging() const;
- private:
- // The event has happened, recompute and store the metric accordingly.
- void UpdateMetricOnEvent(const char* metric_pref_name,
- const char* last_time_pref_name);
+ // Resets the classification (emulates a fresh upgrade / install).
+ void ClearClassificationForDebugging();
- // Compute the number of hours between two events for the given metric value
- // assuming the events were equally distributed.
- double GetEstimateHoursBetweenEvents(const char* metric_pref_name);
-
- // Returns the number of hours since the last event of the same type or
- // DBL_MAX if there is no last event of that type.
- double GetHoursSinceLastTime(const char* last_time_pref_name);
- void SetLastTimeToNow(const char* last_time_pref_name);
+ private:
+ // The event has happened, recompute the metric accordingly. Then store and
+ // return the new value.
+ double UpdateMetricOnEvent(Metric metric);
+ // No event has happened but we need to get up-to-date metric, recompute and
+ // return the new value. This function does not store the recomputed metric.
+ double GetUpToDateMetricValue(Metric metric) const;
+
+ // Returns the number of hours since the last event of the same type.
+ // If there is no last event of that type, assume it happened just now and
+ // return 0.
+ double GetHoursSinceLastTime(Metric metric) const;
+ bool HasLastTime(Metric metric) const;
+ void SetLastTimeToNow(Metric metric);
+
+ double GetMetricValue(Metric metric) const;
+ void SetMetricValue(Metric metric, double metric_value);
+ void ClearMetricValue(Metric metric);
PrefService* pref_service_;
- double const discount_rate_per_hour_;
+ const double discount_rate_per_hour_;
DISALLOW_COPY_AND_ASSIGN(UserClassifier);
};
« no previous file with comments | « chrome/browser/ui/webui/snippets_internals_message_handler.cc ('k') | components/ntp_snippets/user_classifier.cc » ('j') | no next file with comments »

Powered by Google App Engine
This is Rietveld 408576698