go-pprof-manual

pprof

pprof is a tool for visualization and analysis of profiling data.

pprof reads a collection of profiling samples in profile.proto format and
generates reports to visualize and help analyze the data. It can generate both
text and graphical reports (through the use of the dot visualization package).

profile.proto is a protocol buffer that describes a set of callstacks
and symbolization information. A common usage is to represent a set of
sampled callstacks from statistical profiling. The format is
described on the proto/profile.proto file. For details on protocol
buffers, see https://developers.google.com/protocol-buffers

Profiles can be read from a local file, or over http. Multiple
profiles of the same type can be aggregated or compared.

If the profile samples contain machine addresses, pprof can symbolize
them through the use of the native binutils tools (addr2line and nm).

pprof profiles

pprof operates on data in the profile.proto format. Each profile is a collection
of samples, where each sample is associated to a point in a location hierarchy,
one or more numeric values, and a set of labels. Often these profiles represents
data collected through statistical sampling of a program, so each sample
describes a program call stack and a number or value of samples collected at a
location. pprof is agnostic to the profile semantics, so other uses are
possible. The interpretation of the reports generated by pprof depends on the
semantics defined by the source of the profile.

Usage Modes

There are few different ways of using pprof.

Report generation

If a report format is requested on the command line:

pprof <format> [options] source

pprof will generate a report in the specified format and exit.
Formats can be either text, or graphical. See below for details about
supported formats, options, and sources.

Interactive terminal use

Without a format specifier:

pprof [options] source

pprof will start an interactive shell in which the user can type
commands. Type help to get online help.

Web interface

If a host:port is specified on the command line:

pprof -http=[host]:[port] [options] source

pprof will start serving HTTP requests on the specified port. Visit
the HTTP url corresponding to the port (typically http://<host>:<port>/)
in a browser to see the interface.

Details

The objective of pprof is to generate a report for a profile. The report is
generated from a location hierarchy, which is reconstructed from the profile
samples. Each location contains two values:

• flat: the value of the location itself.
• cum: the value of the location plus all its descendants.

Samples that include a location multiple times (e.g. for recursive functions)
are counted only once per location.

Options

options configure the contents of a report. Each option has a value,
which can be boolean, numeric, or strings. While only one format can
be specified, most options can be selected independently of each
other.

Some common pprof options are:

• -flat [default], -cum: Sort entries based on their flat or cumulative
  value respectively, on text reports.
• -functions [default], -filefunctions, -files, -lines,
  -addresses: Generate the report using the specified granularity.
• -noinlines: Attribute inlined functions to their first out-of-line caller.
  For example, a command like pprof -list foo -noinlines profile.pb.gz can be
  used to produce the annotated source listing attributing the metrics in the
  inlined functions to the out-of-line calling line.
• -nodecount= int: Maximum number of entries in the report. pprof will
  only print this many entries and will use heuristics to select which entries
  to trim.
• -focus= regex: Only include samples that include a report entry matching
  regex.
• -ignore= regex: Do not include samples that include a report entry
  matching regex.
• -show_from= regex: Do not show entries above the first one that
  matches regex.
• -show= regex: Only show entries that match regex.
• -hide= regex: Do not show entries that match regex.

Each sample in a profile may include multiple values, representing different
entities associated to the sample. pprof reports include a single sample value,
which by convention is the last one specified in the report. The sample_index=
option selects which value to use, and can be set to a number (from 0 to the
number of values - 1) or the name of the sample value.

Sample values are numeric values associated to a unit. If pprof can recognize
these units, it will attempt to scale the values to a suitable unit for
visualization. The unit= option will force the use of a specific unit. For
example, unit=sec will force any time values to be reported in
seconds. pprof recognizes most common time and memory size units.

Tag filtering

Samples in a profile may have tags. These tags have a name and a value; this
value can be either numeric or a string. pprof can select samples from a
profile based on these tags using the -tagfocus and -tagignore options.

Generally, these options work as follows:

• -tagfocus=regex or -tagfocus=range: Restrict to samples with tags
  matched by regexp or in range.
• -tagignore=regex or -tagignore=range: Discard samples with tags
  matched by regexp or in range.

When using -tagfocus=regex and -tagignore=regex, the regex will be compared
to each value associated with each tag. If one specifies a value
like regex1,regex2, then only samples with a tag value matching regex1
and a tag value matching regex2 will be kept.

In addition to being able to filter on tag values, one can specify the name of
the tag which a certain value must be associated with using the notation
-tagfocus=tagName=value. Here, the tagName must match the tag’s name
exactly, and the value can be either a regex or a range. If one specifies
a value like regex1,regex2, then samples with a tag value (paired with the
specified tag name) matching either regex1 or matching regex2 will match.

Here are examples explaining how tagfocus can be used:

• -tagfocus 128kb:512kb accepts a sample iff it has any numeric tag with
  memory value in the specified range.
• -tagfocus mytag=128kb:512kb accepts a sample iff it has a numeric tag
  mytag with memory value in the specified range. There isn’t a way to say
  -tagfocus mytag=128kb:512kb,16kb:32kb
  or -tagfocus mytag=128kb:512kb,mytag2=128kb:512kb. Just single value or
  range for numeric tags.
• -tagfocus someregex accepts a sample iff it has any string tag with
  tagName:tagValue string matching specified regexp. In the future, this
  will change to accept sample iff it has any string tag with tagValue string
  matching specified regexp.
• -tagfocus mytag=myvalue1,myvalue2 matches if either of the two tag values
  are present.

-tagignore works similarly, except that it discards matching samples, instead
of keeping them.

If both the -tagignore and -tagfocus expressions (either a regexp or a
range) match a given sample, then the sample will be discarded.

Text reports

pprof text reports show the location hierarchy in text format.

• -text: Prints the location entries, one per line, including the flat and
  cum values.
• -tree: Prints each location entry with its predecessors and successors.
• -peek= regex: Print the location entry with all its predecessors and
  successors, without trimming any entries.
• -traces: Prints each sample with a location per line.

Graphical reports

pprof can generate graphical reports on the DOT format, and convert them to
multiple formats using the graphviz package.

These reports represent the location hierarchy as a graph, with a report entry
represented as a node. Nodes are removed using heuristics to limit the size of
the graph, controlled by the nodecount option.

• -dot: Generates a report in .dot format. All other formats are generated
  from this one.
• -svg: Generates a report in SVG format.
• -web: Generates a report in SVG format on a temp file, and starts a web
  browser to view it.
• -png, -jpg, -gif, -pdf: Generates a report in these formats.

Interpreting the Callgraph

• Node Color:

  • large positive cum values are red.（较大的正值为红色。）
  • large negative cum values are green.（较大的负值为绿色。）
  • cum values close to zero are grey.（接近零的累积值为灰色。）

• Node Font Size:

  • larger font size means larger absolute flat values.（较大的字体大小意味着较大的绝对单位值。）
  • smaller font size means smaller absolute flat values. （较小的字体大小意味着较小的绝对单位值。）

• Edge Weight:

  • thicker edges indicate more resources were used along that path.（较厚的边缘表明沿该路径使用了更多的资源。）
  • thinner edges indicate fewer resources were used along that path.（较薄的边缘表明沿该路径使用的资源较少。）

• Edge Color:

  • large positive values are red.
  • large negative values are green.
  • values close to zero are grey.

• Dashed Edges（虚线）: some locations between the two connected locations were
  removed.（两个连接位置之间的某些位置已被删除。）

• Solid Edges（实线）: one location directly calls the other.（一个位置直接调用另一个位置。）

• “(inline)” Edge Marker（带横线标记的线）: the call has been inlined into the caller.（调用者已内联到被调用者）

Let’s consider the following example graph:

• For nodes:

  • (*Rand).Read has a small flat value and a small cum value because the
    the font is small and the node is grey.
  • (*compressor).deflate has a large flat value and a large cum value because the font
    is large and the node is red.
  • (*Writer).Flush has a small flat value and a large cum value because the font is
    small and the node is red.

• For edges:

  • the edge between (*Writer).Write and (*compressor).write:
    • Since it is a dashed edge, some nodes were removed between those two.
    • Since it is thick and red, more resources were used in call stacks between
      those two nodes.
  • the edge between (*Rand).Read and read:
    • Since it is a dashed edge, some nodes were removed between those two.
    • Since it is thin and grey, fewer resources were used in call stacks
      between those two nodes.
  • the edge between read and (*rngSource).Int63:
    • Since it is a solid edge, there are no nodes between those two (i.e. it
      was a direct call).
    • Since it is thin and grey, fewer resources were used in call stacks
      between those two nodes.

Annotated code

pprof can also generate reports of annotated source with samples associated to
them. For these, the source or binaries must be locally available, and the
profile must contain data with the appropriate level of detail.

pprof will look for source files on its current working directory and all its
ancestors. pprof will look for binaries on the directories specified in the
$PPROF_BINARY_PATH environment variable, by default $HOME/pprof/binaries
(%USERPROFILE%\pprof\binaries on Windows). It will look binaries up by name,
and if the profile includes linker build ids, it will also search for them in
a directory named as the build id.

pprof uses the binutils tools to examine and disassemble the binaries. By
default it will search for those tools in the current path, but it can also
search for them in a directory pointed to by the environment variable
$PPROF_TOOLS.

• -list= regex: Generates an annotated source listing for functions
  matching regex, with flat/cum values for each source line.
• -disasm= regex: Generates an annotated disassembly listing for
  functions matching regex.
• -weblist= regex: Generates a source/assembly combined annotated listing
  for functions matching regex, and starts a web browser to display it.

Comparing profiles

pprof can subtract one profile from another, provided the profiles are of
compatible types (i.e. two heap profiles). pprof has two options which can be
used to specify the filename or URL for a profile to be subtracted from the
source profile:

• -diffbase= _profile: useful for comparing two profiles. Percentages in
  the output are relative to the total of samples in the diff base profile.

• -base= profile: useful for subtracting a cumulative profile, like a
  golang block profile,
  from another cumulative profile collected from the same program at a later time.
  When comparing cumulative profiles collected on the same program, percentages in
  the output are relative to the difference between the total for the source
  profile and the total for the base profile.

The -normalize flag can be used when a base profile is specified with either
the -diff_base or the -base option. This flag scales the source profile so
that the total of samples in the source profile is equal to the total of samples
in the base profile prior to subtracting the base profile from the source
profile. Useful for determining the relative differences between profiles, for
example, which profile has a larger percentage of CPU time used in a particular
function.

When using the -diff_base option, some report entries may have negative
values. If the merged profile is output as a protocol buffer, all samples in the
diff base profile will have a label with the key “pprof::base” and a value of
“true”. If pprof is then used to look at the merged profile, it will behave as
if separate source and base profiles were passed in.

When using the -base option to subtract one cumulative profile from another
collected on the same program at a later time, percentages will be relative to
the difference between the total for the source profile and the total for
the base profile, and all values will be positive. In the general case, some
report entries may have negative values and percentages will be relative to the
total of the absolute value of all samples when aggregated at the address level.

Fetching profiles

pprof can read profiles from a file or directly from a URL over http or https.
Its native format is a gzipped profile.proto file, but it can
also accept some legacy formats generated by
gperftools.

When fetching from a URL handler, pprof accepts options to indicate how much to
wait for the profile.

• -seconds= int: Makes pprof request for a profile with the specified
  duration in seconds. Only makes sense for profiles based on elapsed time, such
  as CPU profiles.
• -timeout= int: Makes pprof wait for the specified timeout when
  retrieving a profile over http. If not specified, pprof will use heuristics to
  determine a reasonable timeout.

pprof also accepts options which allow a user to specify TLS certificates to
use when fetching or symbolizing a profile from a protected endpoint. For more
information about generating these certificates, see
https://docs.docker.com/engine/security/https/.

• -tls_cert= /path/to/cert: File containing the TLS client certificate
  to be used when fetching and symbolizing profiles.
• -tls_key= /path/to/key: File containing the TLS private key to be used
  when fetching and symbolizing profiles.
• -tls_ca= /path/to/ca: File containing the certificate authority to be
  used when fetching and symbolizing profiles.

pprof also supports skipping verification of the server’s certificate chain and
host name when collecting or symbolizing a profile. To skip this verification,
use “https+insecure” in place of “https” in the URL.

If multiple profiles are specified, pprof will fetch them all and merge
them. This is useful to combine profiles from multiple processes of a
distributed job. The profiles may be from different programs but must be
compatible (for example, CPU profiles cannot be combined with heap profiles).

Symbolization

pprof can add symbol information to a profile that was collected only with
address information. This is useful for profiles for compiled languages, where
it may not be easy or even possible for the profile source to include function
names or source coordinates.

pprof can extract the symbol information locally by examining the binaries using
the binutils tools, or it can ask running jobs that provide a symbolization
interface.

pprof will attempt symbolizing profiles by default, and its -symbolize option
provides some control over symbolization:

• -symbolize=none: Disables any symbolization from pprof.

• -symbolize=local: Only attempts symbolizing the profile from local
  binaries using the binutils tools.

• -symbolize=remote: Only attempts to symbolize running jobs by contacting
  their symbolization handler.

For local symbolization, pprof will look for the binaries on the paths specified
by the profile, and then it will search for them on the path specified by the
environment variable $PPROF_BINARY_PATH. Also, the name of the main binary can
be passed directly to pprof as its first parameter, to override the name or
location of the main binary of the profile, like this:

pprof /path/to/binary profile.pb.gz

By default pprof will attempt to demangle and simplify C++ names, to provide
readable names for C++ symbols. It will aggressively discard template and
function parameters. This can be controlled with the -symbolize=demangle
option. Note that for remote symbolization mangled names may not be provided by
the symbolization handler.

• -symbolize=demangle=none: Do not perform any demangling. Show mangled
  names if available.

• -symbolize=demangle=full: Demangle, but do not perform any
  simplification. Show full demangled names if available.

• -symbolize=demangle=templates: Demangle, and trim function parameters, but
  not template parameters.

Web Interface

When the user requests a web interface (by supplying an -http=[host]:[port]
argument on the command-line), pprof starts a web server and opens a browser
window pointing at that server. The web interface provided by the server allows
the user to interactively view profile data in multiple formats.

The top of the display is a header that contains some buttons and menus.

Config

The Config menu allows the user to save the current refinement
settings (e.g., the focus and hide list) as a named configuration. A
saved configuration can later be re-applied to reinstitue the saved
refinements. The Config menu contains:

Save as …: shows a dialog where the user can type in a
configuration name. The current refinement settings are saved under
the specified name.

Default: switches back to the default view by removing all refinements.

The Config menu also contains an entry per named
configuration. Selecting such an entry applies that configuration. The
currently selected entry is marked with a ✓. Clicking on the 🗙 on the
right-hand side of such an entry deletes the configuration (after
prompting the user to confirm).

TODO: cover the following issues:

• Overall layout
• Menu entries
• Explanation of all the views