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Add A Doc Page about Custom Benchmarks (#179)
(fixes #176)
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# The pyperformance File Formats | ||
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`pyperformance` uses two file formats to identify benchmarks: | ||
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* manifest - a set of benchmarks | ||
- metadata - a single benchmark | ||
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For each benchmark, there are two required files and several optional | ||
ones. Those files are expected to be in a specific directory structure | ||
(unless customized in the metadata). | ||
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The structure (see below) is such that it's easy to maintain | ||
a benchmark (or set of benchmarks) on GitHub and distribute it on PyPI. | ||
It also simplifies publishing a Python project's benchmarks. | ||
The alternative is pointing people at a repo. | ||
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Benchmarks can inherit metadata from other metadata files. | ||
This is useful for keeping common metadata for a set of benchmarks | ||
(e.g. "version") in one file. Likewise, benchmarks for a Python | ||
project can inherit metadata from the project's pyproject.toml. | ||
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Sometimes a benchmark will have one or more variants that run using | ||
the same script. Variants like this are supported by `pyperformance` | ||
without requiring much extra effort. | ||
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## Benchmark Directory Structure | ||
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Normally a benchmark is structured like this: | ||
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``` | ||
bm_NAME/ | ||
data/ # if needed | ||
requirements.txt # lock file, if any | ||
pyproject.toml | ||
run_benchmark.py | ||
``` | ||
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(Note the "bm\_" prefix on the directory name.) | ||
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"pyproject.toml" holds the metadata. "run_benchmark.py" holds | ||
the actual benchmark code. Both are necessary. | ||
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`pyperformance` treats the metadata file as the fundamental source of | ||
information about a benchmark. A manifest for a set of benchmarks is | ||
effectively a mapping of names to metadata files. So a metadata file | ||
is essential. It can be located anywhere on disk. However, if it | ||
isn't located in the structure described above then the metadata must | ||
identify where to find the other files. | ||
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Other than that, only a benchmark script (e.g. "run_benchmark.py" above) | ||
is required. All other files are optional. | ||
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When a benchmark has variants, each has its own metadata file next to | ||
the normal "pyproject.toml", named "bm_NAME.toml". (Note the "bm\_" prefix.) | ||
The format of variant metadata files is exactly the same. `pyperformance` | ||
treats them the same, except that the sibling "pyproject.toml" is | ||
inherited by default. | ||
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## Manifest Files | ||
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A manifest file identifies a set of benchmarks, as well as (optionally) | ||
how they should be grouped. `pyperformance` uses the manifest to | ||
determine which benchmarks are available to run (and thus which to run | ||
by default). | ||
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A manifest normally looks like this: | ||
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``` | ||
[benchmarks] | ||
name metafile | ||
bench1 somedir/bm_bench1/pyproject.toml | ||
bench2 somedir/pyproject.toml | ||
bench3 ../anotherdir | ||
``` | ||
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The "benchmarks" section is a table with rows of tab-separated-values. | ||
The "name" value is how `pyperformance` will identify the benchmark. | ||
The "metafile" value is where `pyperformance` will look for the | ||
benchmark's metadata. If a metafile is a directory then it looks | ||
for "pyproject.toml" in that directory. | ||
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### Benchmark Groups | ||
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The other sections in the manifest file relate to grouping: | ||
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``` | ||
[benchmarks] | ||
name metafile | ||
bench1 somedir/bm_bench1 | ||
bench2 somedir/bm_bench2 | ||
bench3 anotherdir/mybench.toml | ||
[groups] | ||
tag1 | ||
tag2 | ||
[group default] | ||
bench2 | ||
bench3 | ||
[group tricky] | ||
bench2 | ||
``` | ||
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The "groups" section specifies available groups that may be identified | ||
by benchmark tags (see about tags in the metadata section below). Any | ||
other group sections in the manifest are automatically added to the list | ||
of available groups. | ||
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If no "default" group is specified then one is automatically added with | ||
all benchmarks from the "benchmarks" section in it. If there is no | ||
"groups" section and no individual group sections (other than "default") | ||
then the set of all tags of the known benchmarks is treated as "groups". | ||
A group named "all" as also automatically added which has all known | ||
benchmarks in it. | ||
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Benchmarks can be excluded from a group by using a `-` (minus) prefix. | ||
Any benchmark alraedy in the list (at that point) that matches will be | ||
dropped from the list. If the first entry in the section is an | ||
exclusion then all known benchmarks are first added to the list | ||
before the exclusion is applied. | ||
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For example: | ||
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``` | ||
[benchmarks] | ||
name metafile | ||
bench1 somedir/bm_bench1 | ||
bench2 somedir/bm_bench2 | ||
bench3 anotherdir/mybench.toml | ||
[group default] | ||
-bench1 | ||
``` | ||
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This means by default only "bench2" and "bench3" are run. | ||
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### Merging Manifests | ||
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To combine manifests, use the `[includes]` section in the manifest: | ||
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``` | ||
[includes] | ||
project1/benchmarks/MANIFEST | ||
project2/benchmarks/MANIFEST | ||
<default> | ||
``` | ||
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Note that `<default>` is the same as including the manifest file | ||
for the default pyperformance benchmarks. | ||
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### A Local Benchmark Suite | ||
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Often a project will have more than one benchmark that it will treat | ||
as a suite. `pyperformance` handles this without any extra work. | ||
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In the dirctory holding the manifest file put all the benchmarks. Then | ||
put `<local>` in the "metafile" column, like this: | ||
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``` | ||
[benchmarks] | ||
name metafile | ||
bench1 <local> | ||
bench2 <local> | ||
bench3 <local> | ||
bench4 <local> | ||
bench5 <local> | ||
``` | ||
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It will look for `DIR/bm_NAME/pyproject.toml`. | ||
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If there are also variants, identify the main benchmark | ||
in the "metafile" value, like this: | ||
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``` | ||
[benchmarks] | ||
name metafile | ||
bench1 <local> | ||
bench2 <local> | ||
bench3 <local> | ||
variant1 <local:bench3> | ||
variant2 <local:bench3> | ||
``` | ||
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`pyperformance` will look for `DIR/bm_BASE/bm_NAME.toml`, where "BASE" | ||
is the part after "local:". | ||
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### A Project's Benchmark Suite | ||
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A Python project can identify its benchmark suite by putting the path | ||
to the manifest file in the project's top-level pyproject.toml. | ||
Additional manifests can be identified as well. | ||
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``` | ||
[tool.pyperformance] | ||
manifest = "..." | ||
manifests = ["...", "..."] | ||
``` | ||
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(Reminder: that is the pyproject.toml, not the manifest file.) | ||
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## Benchmark Metadata Files | ||
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A benchmark's metadata file (usually pyproject.toml) follows the format | ||
specified in [PEP 621](https://www.python.org/dev/peps/pep-0621) and | ||
[PEP 518](https://www.python.org/dev/peps/pep-0518). So there are two | ||
supported sections in the file: "project" and "tool.pyperformance". | ||
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A typical metadata file will look something like this: | ||
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``` | ||
[project] | ||
version = "0.9.1" | ||
dependencies = ["pyperf"] | ||
dynamic = ["name"] | ||
[tool.pyperformance] | ||
name = "my_benchmark" | ||
``` | ||
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A highly detailed one might look like this: | ||
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``` | ||
[project] | ||
name = "pyperformance_bm_json_dumps" | ||
version = "0.9.1" | ||
description = "A benchmark for json.dumps()" | ||
requires-python = ">=3.8" | ||
dependencies = ["pyperf"] | ||
urls = {repository = "https://github.com/python/pyperformance"} | ||
dynamic = ["version"] | ||
[tool.pyperformance] | ||
name = "json_dumps" | ||
tags = "serialize" | ||
runscript = "bench.py" | ||
datadir = ".data-files/extras" | ||
extra_opts = ["--special"] | ||
``` | ||
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### Inheritance | ||
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For one benchmark to inherit from another (or from common metadata), | ||
the "inherits" field is available: | ||
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``` | ||
[project] | ||
dependencies = ["pyperf"] | ||
dynamic = ["name", "version"] | ||
[tool.pyperformance] | ||
name = "my_benchmark" | ||
inherits = "../common.toml" | ||
``` | ||
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All values in either section of the inherited metadata are treated | ||
as defaults, on top of which the current metadata is applied. In the | ||
above example, for instance, a value for "version" in common.toml would | ||
be used here. | ||
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If the "inherits" value is a directory (even for "..") then | ||
"base.toml" in that directory will be inherited. | ||
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For variants, the base pyproject.toml is the default value for "inherits". | ||
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### Inferred Values | ||
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In some situations, omitted values will be inferred from other available | ||
data (even for required fields). | ||
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* `project.name` <= `tool.pyperformance.name` | ||
* `project.*` <= inherited metadata (except for "name" and "dynamic") | ||
* `tool.pyperformance.name` <= metadata filename | ||
* `tool.pyperformance.*` <= inherited metadata (except for "name" and "inherits") | ||
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When the name is inferred from the filename for a regularly structured | ||
benchmark, the "bm\_" prefix is removed from the benchmark's directory. | ||
If it is a variant that prefix is removed from the metadata filename, | ||
as well as the .toml suffix. | ||
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### The `[project]` Section | ||
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| field | type | R | T | B | D | | ||
|----------------------|-------|---|---|---|---| | ||
| project.name | str | X | X | | | | ||
| project.version | ver | X | | X | X | | ||
| project.dependencies | [str] | | | X | | | ||
| project.dynamic | [str] | | | | | | ||
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"R": required | ||
"T": inferred from the tool section | ||
"B": inferred from the inherited metadata | ||
"D": for default benchmarks, inferred from pyperformance | ||
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"dynamic" is required by PEP 621 for when a field will be filled in | ||
dynamically by the tool. This is especially important for required | ||
fields. | ||
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All other PEP 621 fields are optional (e.g. `requires-python = ">=3.8"`, | ||
`{repository = "https://github.com/..."}`). | ||
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### The `[tool.pyperformance]` Section | ||
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| field | type | R | B | F | | ||
|-----------------|-------|---|---|---| | ||
| tool.name | str | X | | X | | ||
| tool.tags | [str] | | X | | | ||
| tool.extra_opts | [str] | | X | | | ||
| tool.inherits | file | | | | | ||
| tool.runscript | file | | X | | | ||
| tool.datadir | file | | X | | | ||
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"R": required | ||
"B": inferred from the inherited metadata | ||
"F": inferred from filename | ||
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* tags: optional list of names to group benchmarks | ||
* extra_opts: optional list of args to pass to `tool.runscript` | ||
* runscript: the benchmark script to use instead of run_benchmark.py. | ||
See doc/custom_benchmarks.rst. |
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