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Unified Diff: tools/metrics/histograms/README.md

Issue 2381233002: Metrics - Add histograms/README.md (Closed)
Patch Set: fix another typo Created 4 years, 2 months ago
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Index: tools/metrics/histograms/README.md
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+# Histogram Guidelines
+
+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
+
+### Directly Measure What You Want
+
+Measure exactly what you want, whether that's time used for a function call,
+number of bytes transmitted to fetch a page, number of items in a list, etc.
+Do not assume you can calculate what you want from other histograms. Most of
+the ways to do this are incorrect. For example, if you want to know the time
+taken by a function that all it does is call two other functions, both of which
+are have histogram logging, you might think you can simply add up those
+the histograms for those functions to get the total time. This is wrong.
+If we knew which emissions came from which calls, we could pair them up and
+derive the total time for the function. However, histograms entries do not
+come with timestamps--we pair them up appropriately. If you simply add up the
+two histograms to get the total histogram, you're implicitly assuming those
+values are independent, which may not be the case. Directly measure what you
+care about; don't try to derive it from other data.
+
+### 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.
+If the total count of your histogram (i.e. the sum across all buckets) is
+something meaningful--as it is in this example--that is generally a good sign.
+However, the total count does not have to be meaningful for an enum histogram
+to still be the right choice.
+
+You may append to your enum if the possible states/actions grows. However, you
+should not reorder, renumber, or otherwise reuse existing values. As such,
+please put this 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
+clearer that the actual values are important. In addition, it helps confirm
+the values align between the enum definition and histograms.xml.
+
+### Count Histograms
+
+[histogram_macros.h](https://cs.chromium.org/chromium/src/base/metrics/histogram_macros.h)
+provides macros for some common count types such as memory or elapsed time, in
+addition to general count macros. These have reasonable default values; you
+will not often need to choose number of buckets or histogram min. You still
+will need to choose the histogram max (use the advice below).
+
+If none of the default macros work well for you, please thoughtfully choose
+a min, max, and bucket count for your histogram using the advice below.
+
+### Count Histograms: Choosing Min and Max
+
+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. One rule of thumb is at most 1% of samples
+should be in the overflow bucket. This allows analysis of the 99th percentile.
+Err on the side of too large a range versus too short a range. (Remember that if you choose poorly, you'll have to wait for another release cycle to fix it.)
+
+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 about
+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 your feature. Please add a sentence or two of background if necessary.
+
+It is good practice to note caveats associated with your histogram in this
+section, such as which platforms are supported (if the set of supported
+platforms is surprising). E.g., a desktop feature that happens not to be logged
+on Mac.
+
+### 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, annotating them with the associated date or milestone in the
+obsolete tag entry. If your histogram is being replaced by a new version, we
+suggest noting that in the previous histogram's description.
+
+Deleting histogram entries would be bad if someone to accidentally reused your
+old 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).
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