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+# Histogram Guidelines |
rkaplow
2016/09/30 17:12:02
You could put the pointer to this file from histog
Mark P
2016/09/30 22:40:36
Done for both.
|
+ |
+This document gives the best practices on how to use histograms in code and how |
+to document the histograms for the dashboard. There are three general types of |
+histograms: enumerated histograms (appropriate for enums), count histograms |
+(appropriate for arbitrary numbers), and sparse histogram (appropriate for |
+anything when the precision is important over a wide range is large and/or the |
+range is not possible to specify a priori). |
+ |
+[TOC] |
+ |
+## Emitting to Histograms |
+ |
+### Efficiency |
+ |
+In general, the histogram code is highly optimized. Do not be concerned about |
+the processing cost of emitting to a histogram (unless you're using [sparse |
+histograms](#when-to-use-sparse-histograms)). |
+ |
+### Enum Histograms |
+ |
+Enumerated histogram are most appropriate when you have a list of connected / |
+related states that should be analyzed jointly. For example, the set of |
+actions that can be done on the New Tab Page (use the omnibox, click a most |
+visited tile, click a bookmark, etc.) would make a good enumerated histogram. |
rkaplow
2016/09/30 17:12:01
you may also want to add something like:
"It is o
Mark P
2016/09/30 22:40:36
Added a less wordy version. :-)
Thanks for the f
|
+ |
+Please put a warning by the enum definition: |
+``` |
+// These values are written to logs. New enum values can be added, but existing |
+// enums must never be renumbered or deleted and reused. |
+``` |
+ |
+Also, please explicitly set enum values `= 0`, `= 1`, `= 2`, etc. This makes |
rkaplow
2016/09/30 17:12:02
Probably worth mentioning that we allow appending
Mark P
2016/09/30 22:40:36
Done.
|
+clearer that the actual values are important. In addition, it helps confirm |
+the values align between the enum definition and histograms.xml. |
+ |
+### Count Histograms: Choosing Min and Max |
rkaplow
2016/09/30 17:12:01
should we have a small introduction to counts here
Mark P
2016/09/30 22:40:36
Done. Seems a little wordy though. :-| *shrug*
|
+ |
+For histogram max, choose a value so that very few emission to the histogram |
+will exceed the max. If many emissions hit the max, it can be difficult to |
+compute statistics such as average or high order percentiles such as the 99th |
+percentile. Err on the side of too large a range versus too short a range. |
rkaplow
2016/09/30 17:12:02
Also option, you can put something like:
"One rul
Mark P
2016/09/30 22:40:36
Added, and removed an existing clause. Then added
|
+ |
+For histogram min, if you care about all possible values (zero and above), |
+choose a min of 1. (All histograms have an underflow bucket; emitted zeros |
+will go there. That's why a min of 1 is appropriate.) Otherwise, choose the |
+min appropriate for your particular situation. |
+ |
+### Count Histograms: Choosing Number of Buckets |
+ |
+Choose the smallest number of buckets that will get you the granularity you |
+need. By default count histograms bucket sizes scale exponentially so you can |
+get finely granularity when the numbers are small yet still reasonable |
+resolution for larger numbers. The macros default to bucket sizes around 50 |
+which is appropriate for most purposes. Because histograms pre-allocate all |
+the buckets, the number of buckets selected directly dictate how much memory |
+is used. Do not exceed 100 buckets without good reason (and consider whether |
+[sparse histograms](#when-to-use-sparse-histograms) might work better for you |
+in that case--they do not pre-allocate their buckets). |
+ |
+### Count Histograms with Linear Ranges |
+ |
+If you want equally spaced buckets of size 1, use an enumerated histogram. |
+While it's possible to do this with a count histogram, it's easy to make a |
+mistake when setting the min, max, and number of buckets (because you have |
+to remember how underflow and overflow buckets are handled) and end up with |
+a histogram that ends up with mostly buckets of size 1 but not all. |
+Using an enumerated histogram with a max value of your own choice is less |
+error-prone. |
+ |
+### Testing |
+ |
+Test your histograms using [chrome://histograms](chrome://histograms). Make |
+sure they're being emitted to when you expect and not emitted to at other times. |
+Also check that the values emitted to are correct. Finally, for count |
+histograms, make sure that buckets capture enough precision for your needs over |
+the range. |
+ |
+### Revising Histograms |
+ |
+If you're changing the semantics of a histogram (when it's emitted, what buckets |
+mean, etc.), make it into a new histogram with a new name. Otherwise the |
+"Everything" view on the dashboard will be mixing two different interpretations |
+of the data and make no sense. |
+ |
+### Deleting Histograms |
+ |
+Please delete the code that emits to histograms that are no longer needed. |
+Histograms take up memory. Cleaning up histograms that you no longer care aboud |
+is good! But see the note below on [Deleting Histogram Entries] |
+(#deleting-histogram-entries). |
+ |
+## Documenting Histograms |
+ |
+### Add Histogram and Documentation in the Same Changelist |
+ |
+If possible, please add the histograms.xml description in the same changelist |
+in which you add the histogram-emitting code. This has several benefits. One, |
+it sometimes happens that the histograms.xml reviewer has questions or concerns |
+about the histogram description that reveal problems with interpretation of the |
+data and call for a different recording strategy. Two, it allows the histogram |
+reviewer to easily review the emission code to see if it comports with these |
+best practices, and to look for other errors. |
+ |
+### Understandable to Everyone |
+ |
+Histogram descriptions should be roughly understandable to someone not familiar |
+with with your feature. Please add a sentence or two of background if |
+necessary. |
rkaplow
2016/09/30 17:12:01
Maybe add:
It is good practice to note caveats as
Mark P
2016/09/30 22:40:36
I don't think the list of platforms should be adde
|
+ |
+### State When It Is Recorded |
+ |
+Histogram descriptions should clearly state when the histogram is emitted |
+(profile open? network request received? etc.). |
+ |
+### Deleting Histogram Entries |
+ |
+Do not delete histograms from histograms.xml. Instead, mark unused histograms |
+as obsolete. It would be bad if someone to accidentally reused your old |
rkaplow
2016/09/30 17:12:02
obsolete, with the associated date or milestone in
Mark P
2016/09/30 22:40:36
Both good suggestions. Integrated them both.
|
+histogram name and thereby corrupts new data with whatever old data is still |
+coming in. It's also useful to keep obsolete histogram descriptions in |
+histograms.xml--that way, if someone is searching for a histogram to answer |
+a particular question, they can learn if there was a histogram at some point |
+that did so even if it isn't active now. |
+ |
+## When To Use Sparse Histograms |
+ |
+Sparse histograms are well suited for recording counts of exact sample values |
+that are sparsely distributed over a large range. |
+ |
+The implementation uses a lock and a map, whereas other histogram types use a |
+vector and no lock. It is thus more costly to add values to, and each value |
+stored has more overhead, compared to the other histogram types. However it |
+may be more efficient in memory if the total number of sample values is small |
+compared to the range of their values. |
+ |
+For more information, see [sparse_histograms.h] |
+(https://cs.chromium.org/chromium/src/base/metrics/sparse_histogram.h). |