glibc/benchtests
Krzysztof Koch 15740788d7 Add new script for plotting string benchmark JSON output
Add a script for visualizing the JSON output generated by existing
glibc string microbenchmarks.

Overview:
plot_strings.py is capable of plotting benchmark results in the
following formats, which are controlled with the -p or --plot argument:
1. absolute timings (-p time): plot the timings as they are in the
input benchmark results file.
2. relative timings (-p rel): plot relative timing difference with
respect to a chosen ifunc (controlled with -b argument).
3. performance relative to max (-p max): for each varied parameter
value, plot 1/timing as the percentage of the maximum value out of
the plotted ifuncs.
4. throughput (-p thru): plot varied parameter value over timing

For all types of graphs, there is an option to explicitly specify
the subset of ifuncs to plot using the --ifuncs parameter.

For plot types 1. and 4. one can hide/expose exact benchmark figures
using the --values flag.

When plotting relative timing differences between ifuncs, the first
ifunc listed in the input JSON file is the baseline, unless the
baseline implementation is explicitly chosen with the --baseline
parameter. For the ease of reading, the script marks the statistically
insignificant range on the graphs. The default is +-5% but this
value can be controlled with the --threshold parameter.

To accommodate for the heterogeneity in benchmark results files,
one can control i.e the x-axis scale, the resolution (dpi) of the
generated figures or the key to access the varied parameter value
in the JSON file. The corresponding options are --logarithmic,
--resolution or --key. The --key parameter ensures that plot_strings.py
works with all files which pass JSON schema validation. The schema
can be chosen with the --schema parameter.

If a window manager is available, one can enable interactive
figure display using the --display flag.

Finally, one can use the --grid flag to enable grid lines in the
generated figures.

Implementation:
plot_strings.py traverses the JSON tree until a 'results' array
is found and generates a separate figure for each such array.
The figure is then saved to a file in one of the available formats
(controlled with the --extension parameter).

As the tree is traversed, the recursive function tracks the metadata
about the test being run, so that each figure has a unique and
meaningful title and filename.

While plot_strings.py works with existing benchmarks, provisions
have been made to allow adding more structure and metadata to these
benchmarks. Currently, many benchmarks produce multiple timing values
for the same value of the varied parameter (typically 'length').
Mutiple data points for the same parameter usually mean that some other
parameter was varied as well, for example, if memmove's src and dst
buffers overlap or not (see bench-memmove-walk.c and
bench-memmove-walk.out).

Unfortunately, this information is not exposed in the benchmark output
file, so plot_strings.py has to resort to computing the geometric mean
of these multiple values. In the process, useful information about the
benchmark configuration is lost. Also, averaging the timings for
different alignments can hide useful characterstics of the benchmarked
ifuncs.

Testing:
plot_strings.py has been tested on all existing string microbenchmarks
which produce results in JSON format. The script was tested on both
Windows 10 and Ubuntu 16.04.2 LTS. It runs on both python 2 and 3
(2.7.12 and 3.5.12 tested).

Useful commands:
1. Plot timings for all ifuncs in bench-strlen.out:
$ ./plot_strings.py bench-strlen.out

2. Display help:
$ ./plot_strings.py -h

3. Plot throughput for __memset_avx512_unaligned_erms and
__memset_avx512_unaligned. Save the generated figure in pdf format to
'results/'. Use logarithmic x-axis scale, show grid lines and expose
the performance numbers:
$ ./plot_strings.py bench.out -o results/ -lgv -e pdf -p thru \
-i __memset_avx512_unaligned_erms __memset_avx512_unaligned

4. Plot relative timings for all ifuncs in bench.out with __generic_memset
as baseline. Display percentage difference threshold of +-10%:
$ ./plot_strings.py bench.out -p rel  -b __generic_memset -t 10

Discussion:
1. I would like to propose relaxing the benchout_strings.schema.json
to allow specifying either a 'results' array with 'timings' (as before)
or a 'variants' array. See below example:

{
 "timing_type": "hp_timing",
 "functions": {
  "memcpy": {
   "bench-variant": "default",
   "ifuncs": ["generic_memcpy", "__memcpy_thunderx"],
   "variants": [
    {
     "name": "powers of 2",
     "variants": [
      {
       "name": "both aligned",
       "results": [
        {
         "length": 1,
         "align1": 0,
         "align2": 0,
         "timings": [x, y]
        },
        {
         "length": 2,
         "align1": 0,
         "align2": 0,
         "timings": [x, y]
        },
...
        {
         "length": 65536,
         "align1": 0,
         "align2": 0,
         "timings": [x, y]
        }]
      },
      {
       "name": "dst misaligned",
       "results": [
        {
         "length": 1,
         "align1": 0,
         "align2": 0,
         "timings": [x, y]
        },
        {
         "length": 2,
         "align1": 0,
         "align2": 1,
         "timings": [x, y]
        },
...

'variants' array consists of objects such that each object has a 'name'
attribute to describe the configuration of a particular test in the
benchmark. This can be a description, for example, of how the parameter
was varied or what was the buffer alignment tested. The 'name' attribute
is then followed by another 'variants' array or a 'results' array.

The nesting of variants allows arbitrary grouping of benchmark timings,
while allowing description of these groups. Using recusion, it is
possible to proceduraly create titles and filenames for the figures being
generated.
2019-11-13 14:18:52 +00:00
..
scripts Add new script for plotting string benchmark JSON output 2019-11-13 14:18:52 +00:00
strcoll-inputs
acos-inputs
acosh-inputs
asin-inputs
asinh-inputs
atan-inputs
atanh-inputs
bench-malloc-simple.c Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
bench-malloc-thread.c Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
bench-math-inlines.c Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
bench-memccpy.c Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
bench-memchr.c Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
bench-memcmp.c Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
bench-memcpy-large.c Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
bench-memcpy-random.c Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
bench-memcpy-walk.c Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
bench-memcpy.c Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
bench-memmem.c Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
bench-memmove-large.c Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
bench-memmove-walk.c Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
bench-memmove.c Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
bench-mempcpy.c Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
bench-memrchr.c Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
bench-memset-large.c Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
bench-memset-walk.c Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
bench-memset.c Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
bench-rawmemchr.c Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
bench-skeleton.c Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
bench-stpcpy_chk.c Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
bench-stpcpy.c Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
bench-stpncpy.c Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
bench-strcasecmp.c Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
bench-strcasestr.c Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
bench-strcat.c Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
bench-strchr.c Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
bench-strchrnul.c Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
bench-strcmp.c Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
bench-strcoll.c Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
bench-strcpy_chk.c Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
bench-strcpy.c Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
bench-strcspn.c Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
bench-string.h Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
bench-strlen.c Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
bench-strncasecmp.c Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
bench-strncat.c Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
bench-strncmp.c Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
bench-strncpy.c Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
bench-strnlen.c Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
bench-strpbrk.c Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
bench-strrchr.c Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
bench-strsep.c Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
bench-strspn.c Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
bench-strstr.c Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
bench-strtod.c Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
bench-strtok.c Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
bench-timing-type.c Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
bench-timing.h Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
bench-util.c Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
bench-util.h Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
bench-wcpcpy.c Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
bench-wcpncpy.c Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
bench-wcscat.c Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
bench-wcschr.c Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
bench-wcschrnul.c Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
bench-wcscmp.c Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
bench-wcscpy.c Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
bench-wcscspn.c Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
bench-wcslen.c Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
bench-wcsncat.c Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
bench-wcsncmp.c Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
bench-wcsncpy.c Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
bench-wcsnlen.c Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
bench-wcspbrk.c Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
bench-wcsrchr.c Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
bench-wcsspn.c Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
bench-wmemchr.c Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
bench-wmemcmp.c Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
bench-wmemset.c Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
cos-inputs
cosf-inputs
cosh-inputs
exp2-inputs
exp2f-inputs
exp-inputs
expf-inputs
ffs-inputs
ffsll-inputs
fmax-inputs
fmaxf-inputs
fmin-inputs
fminf-inputs
hypot-inputs benchtests: hypot benchmark 2019-07-08 17:14:04 -03:00
isfinite-inputs benchtests: Add isnan/isinf/isfinite benchmark 2019-06-12 11:46:30 -03:00
isinf-inputs benchtests: Add isnan/isinf/isfinite benchmark 2019-06-12 11:46:30 -03:00
isnan-inputs benchtests: Add isnan/isinf/isfinite benchmark 2019-06-12 11:46:30 -03:00
json-lib.c Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
json-lib.h Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
log2-inputs
log2f-inputs
log-inputs
logb-inputs benchtests: Add logb{f} benchmark 2019-07-08 17:22:22 -03:00
logbf-inputs benchtests: Add logb{f} benchmark 2019-07-08 17:22:22 -03:00
logf-inputs
Makefile Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
modf-inputs
pow-inputs
powf-inputs
pthread_once-inputs
pthread_once-source.c Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
README Add generic hp-timing support 2019-03-22 17:30:44 -03:00
rint-inputs
sin-inputs
sincos-inputs
sincosf-inputs
sinf-inputs
sinh-inputs
sprintf-inputs
sprintf-source.c
sqrt-inputs
tan-inputs
tanh-inputs
thread_create-inputs
thread_create-source.c Prefer https to http for gnu.org and fsf.org URLs 2019-09-07 02:43:31 -07:00
trunc-inputs
truncf-inputs

Using the glibc microbenchmark suite
====================================

The glibc microbenchmark suite automatically generates code for specified
functions, builds and calls them repeatedly for given inputs to give some
basic performance properties of the function.

Running the benchmark:
=====================

The benchmark needs python 2.7 or later in addition to the
dependencies required to build the GNU C Library.  One may run the
benchmark by invoking make as follows:

  $ make bench

This runs each function for 10 seconds and appends its output to
benchtests/bench.out.  To ensure that the tests are rebuilt, one could run:

  $ make bench-clean

The duration of each test can be configured setting the BENCH_DURATION variable
in the call to make.  One should run `make bench-clean' before changing
BENCH_DURATION.

  $ make BENCH_DURATION=1 bench

The benchmark suite does function call measurements using architecture-specific
high precision timing instructions whenever available.  When such support is
not available, it uses clock_gettime (CLOCK_MONOTONIC).

On x86 processors, RDTSCP instruction provides more precise timing data
than RDTSC instruction.  All x86 processors since 2010 support RDTSCP
instruction.  One can force the benchmark to use RDTSCP by invoking make
as follows:

  $ make USE_RDTSCP=1 bench

One must run `make bench-clean' before changing the measurement method.

Running benchmarks on another target:
====================================

If the target where you want to run benchmarks is not capable of building the
code or you're cross-building, you could build and execute the benchmark in
separate steps.  On the build system run:

  $ make bench-build

and then copy the source and build directories to the target and run the
benchmarks from the build directory as usual:

  $ make bench

make sure the copy preserves timestamps by using either rsync or scp -p
otherwise the above command may try to build the benchmark again.  Benchmarks
that require generated code to be executed during the build are skipped when
cross-building.

Running subsets of benchmarks:
==============================

To run only a subset of benchmarks, one may invoke make as follows

  $ make bench BENCHSET="bench-pthread bench-math malloc-thread"

where BENCHSET may be a space-separated list of the following values:

    bench-math
    bench-pthread
    bench-string
    string-benchset
    wcsmbs-benchset
    stdlib-benchset
    stdio-common-benchset
    math-benchset
    malloc-thread

Adding a function to benchtests:
===============================

If the name of the function is `foo', then the following procedure should allow
one to add `foo' to the bench tests:

- Append the function name to the bench variable in the Makefile.

- Make a file called `foo-inputs` to provide the definition and input for the
  function.  The file should have some directives telling the parser script
  about the function and then one input per line.  Directives are lines that
  have a special meaning for the parser and they begin with two hashes '##'.
  The following directives are recognized:

  - args: This should be assigned a colon separated list of types of the input
    arguments.  This directive may be skipped if the function does not take any
    inputs.  One may identify output arguments by nesting them in <>.  The
    generator will create variables to get outputs from the calling function.
  - ret: This should be assigned the type that the function returns.  This
    directive may be skipped if the function does not return a value.
  - includes: This should be assigned a comma-separated list of headers that
    need to be included to provide declarations for the function and types it
    may need (specifically, this includes using "#include <header>").
  - include-sources: This should be assigned a comma-separated list of source
    files that need to be included to provide definitions of global variables
    and functions (specifically, this includes using "#include "source").
    See pthread_once-inputs and pthreads_once-source.c for an example of how
    to use this to benchmark a function that needs state across several calls.
  - init: Name of an initializer function to call to initialize the benchtest.
  - name: See following section for instructions on how to use this directive.

  Lines beginning with a single hash '#' are treated as comments.  See
  pow-inputs for an example of an input file.

Multiple execution units per function:
=====================================

Some functions have distinct performance characteristics for different input
domains and it may be necessary to measure those separately.  For example, some
math functions perform computations at different levels of precision (64-bit vs
240-bit vs 768-bit) and mixing them does not give a very useful picture of the
performance of these functions.  One could separate inputs for these domains in
the same file by using the `name' directive that looks something like this:

  ##name: 240bit

See the pow-inputs file for an example of what such a partitioned input file
would look like.

It is also possible to measure throughput of a (partial) trace extracted from
a real workload.  In this case the whole trace is iterated over multiple times
rather than repeating every input multiple times.  This can be done via:

  ##name: workload-<name>

Benchmark Sets:
==============

In addition to standard benchmarking of functions, one may also generate
custom outputs for a set of functions.  This is currently used by string
function benchmarks where the aim is to compare performance between
implementations at various alignments and for various sizes.

To add a benchset for `foo':

- Add `foo' to the benchset variable.
- Write your bench-foo.c that prints out the measurements to stdout.
- On execution, a bench-foo.out is created in $(objpfx) with the contents of
  stdout.

Reading String Benchmark Results:
================================

Some of the string benchmark results are now in JSON to make it easier to read
in scripts.  Use the benchtests/compare_strings.py script to show the results
in a tabular format, generate graphs and more. Run

    benchtests/scripts/compare_strings.py -h

for usage information.