3. Profiles / Configuration¶
The behaviour of prospector can be configured by creating a profile. A profile is a YAML file containing several sections as described below.
Prospector will search for a .prospector.yaml
file (and several others) in the path that it is checking.
If found, it will automatically be loaded. Otherwise, you
can pass in the profile as an argument:
prospector --profile /path/to/your/profile.yaml
You can also use a name instead of the path, if it is on the profile-path
:
prospector --profile my_profile
In general, command-line arguments override and take precedence over values found in profiles.
Profile Path¶
The name of a profile is the filename without the .yaml
extension. So if you create
a profile called ‘my_project.yaml’, the name will be ‘my_project’. Inheritance works
by searching the profile-path
for files matching the name in the inheritance list.
The profile-path
is where Prospector should search when looking for profiles. By
default, it will look in the directory containing the built-in profiles, as well as
the directory where prospector is running, and a .prospector
directory relative to
that. To add additional places to search:
prospector --profile-path path/to/your/profiles
Example¶
Here is an example profile:
output-format: json
strictness: medium
test-warnings: true
doc-warnings: false
inherits:
- my/other/profile.yml
ignore-paths:
- docs
ignore-patterns:
- (^|/)skip(this)?(/|$)
pycodestyle:
disable:
- W602
- W603
enable:
- W601
options:
max-line-length: 79
mccabe:
run: false
Builtin Profiles¶
Prospector comes with several built-in profiles, which power some of strictness and style options. You can see the full list on GitHub.
Global Configuration options¶
Global configuration options for tools are the following:
Output-format¶
Same command line options are available. See Output format
Strictness¶
There is a command line argument to tweak how picky Prospector will be:
prospector --strictness
This is implemented using profiles, and is simply a list of messages to disable at each level of strictness.
If creating your own profile, you can use the strictness
like so:
strictness: medium
Valid values are ‘verylow’, ‘low’, ‘medium’ (the default), ‘high’ and ‘veryhigh’. If you don’t specify a
strictness value, then the default of ‘medium’ will be used. To avoid using any of Prospector’s default
strictness profiles, set strictness: none
.
There are some aspects of analysis which can be turned on or off separately from the strictness or individual tuning of the tools. Example:
Documentation Warnings¶
By default prospector will not produce warnings about missing documentation or
docstring styleguide violations.
If you want to see these, use the --doc-warnings
flag at runtime or include it in
your profile:
doc-warnings: true
This will turn on the otherwise disabled pycodestyle
tool.
Test Warnings¶
Prospector will not inspect unit tests and test files by default. You can
turn this on using the --test-warnings
flag or in your profile:
test-warnings: true
Member Warnings¶
Pylint generates warnings when you try to access an attribute of a class that does not exist, or
import a module that does not exist. Unfortunately it is not always accurate and in some projects,
this message is a large amount of noise. Prospector therefore turns these messages off by default,
but you can turn it on using the --member-warnings
flag or in a profile:
member-warnings: true
Libraries Used and Autodetect¶
Prospector will adjust the behaviour of the underlying tools based on the libraries that your project uses. If you use Django, for example, the pylint-django plugin will be loaded. This will happen automatically.
If prospector is not correctly determining which of its supported libraries you use, you can specify it manually in the profile:
uses:
- django
- celery
- flask
Currently, Django, Flask and Celery have plugins.
If prospector is incorrectly deciding that you use one of these, you can turn off autodetection:
autodetect: false
Inheritance¶
Profiles can inherit from other profiles, and can inherit from more than one profile. Prospector merges together all of the options in each profile, starting at the top of the inheritance tree and overwriting values with those found lower.
The example profile above inherits from another profile provided by the user,
my/other/profile.yml
. This allows you to have, for example, a project wide
default profile with specific overrides for each individual repository or library.
It is possible to inherit from the built-in prospector profiles as well, although there are shortcuts for most of the built-ins, see below.:
inherits:
- strictness_medium
- full_pep8
For lists, such as the ignore
section, they will be merged together rather than
overwritten - so essentially, the ignore
section will accumulate.
The profile named in the inherits
section must be on the profile path.
Inheritance can also be optional - for example, if each developer might have a local prospector configuration
but that’s not guaranteed, then you can inherit from a profile with the ?
suffix and if it is not present,
prospector will simply carry on. For example:
inherits:
- project_config
- local_config?
In this case, if a developer has a local profile called ‘local_config’ it would append to the project-wide configuration,
but if they don’t, prospector won’t error with a ProfileNotFound
exception.
Note that when using profiles, prospector does not automatically configure strictness
.
The assumption is that if you provide a profile, you provide all the information about which
messages to turn on or off. To keep the strictness functionality, simply inherit from the
built-in prospector profiles:
inherits:
- strictness_medium
The inherits
file can also be in an external package, if you specify a name Prospector will search for a tile named
prospector.yaml
or prospector.yml
in the module prospector-profile-<name>
. And if the name contains a :
this mean that we use the syntax <module>:<file>
to search the file named <file>.yaml
or <file>.yml
in the module name prospector-profile-<module>
. For example:
inherits:
- my_module
- my_module:my_file
Ignoring Paths and patterns¶
There are two ways to ignore paths or files.
Firstly, with the ignore-paths
section. This is a list of paths to ignore relative to the repository root.
It can be a directory, in which case the directory contents and all subdirectories are ignored, or it can be a
specific file. For example, docs
would ignore a directory in the repository root called “docs”, while
mypackage/vendor
would ignore anything in the directory at “mypackage/vendor”.
Secondly, ignore-patterns
is a list of regular expressions. The relative path of files and directories is searched
for each regular expression, and ignored if any matches are found. If the expression matches a directory, the directory
contents and all subdirectories are ignored. For example, ^example/doc_.*\.py$
would ignore any files in the
“example” directory beginning with “doc_”. Another example: (^|/)docs(/|$)
would ignore all directories called
“docs” in the entire repository.
Note that a further option called ignore
is available. This is equivalent to ignore-patterns
, and is from
an older version of the configuration. It will continue working, but it is deprecated, and you should update
your profile if you are using it.
Max Line Length¶
This general option, provides a way to select maximum line length allowed.
Note
This general option overrides and takes precedence over same option in a particular tool (pycodestyle or pylint)
Individual Configuration Options¶
Each tool can be individually configured with a section beginning with the tool name
(in lowercase). Valid values are bandit
, dodgy
, frosted
, mccabe
, mypy
, pydocstyle
, pycodestyle
,
pyflakes
, pylint
, pyright
, pyroma
and vulture
.
Enabling and Disabling Tools¶
There are 7 default and 5 optional. Unless otherwise configured, the defaults are enabled and the optional tools are disabled.
In a profile, you can enable or disable a tool using the boolean run
:
pyroma:
run: true
Note that the --tools
command line argument overrides profiles if used.
Enabling and Disabling Messages¶
Messages can be enabled or disabled using the tool’s code for the output. These codes are either from the tool itself, or provided by prospector for those tools which do not have message codes. The list of tools and message codes can be found in the tools package.
The typical desired action is to disable messages:
pylint:
disable:
- method-hidden
- access-member-before-definition
However, you can also enable messages which were disabled by parent profiles:
pylint:
enable:
- method-hidden
- access-member-before-definition
Pylint Plugins¶
It is possible to specify list of plugins for Pylint. You can do this by using load-plugins
option in pylint
section:
pylint:
load-plugins:
- plugin
- plugin
Note that this option doesn’t affect loading of autodetected plugins.
PEP8 Control¶
The strictness will turn on or off different messages generated by the pycodestyle tool depending on how picky they are. However, if you want to have the standard ‘medium’ strictness but get either complete or zero pep8 style warnings, you can use a shorthand like below:
pep8:
full: true
Or:
pep8:
none: true
Note that this section is also the section for configuring the pycodestyle tool, see below. Therefore you can turn on all warnings from pep8 but turn off just one or two individually or otherwise tweak the tool like so:
pycodestyle:
full: true
disable:
- E126
options:
max-line-length: 120
Tool Options¶
Some tools can be further configured or tweaked using an options hash:
pycodestyle:
options:
max-line-length: 120
The available options are:
Tool |
Option Name |
Possible Values |
---|---|---|
mccabe |
max-complexity |
Maximum number of paths allowed in a method |
pycodestyle |
max-line-length |
Maximum line length allowed (This option is overridden by global option max-line-length) |
pylint |
-anything- |
Any of the pylint options |
mypy |
strict |
strict mode |
mypy |
follow-imports |
How to treat imports |
mypy |
ignore-missing-import |
Silently ignore imports of missing modules |
mypy |
platform |
Check for the given platform |
mypy |
python-version |
assume it will be running on Python x.y |
mypy |
strict-optional |
Checking of Optional types and None values |
mypy |
namespace-packages |
Import discovery uses namespace packages |
mypy |
use-dmypy |
Use mypy daemon (mypy server) for faster checks |
bandit |
config |
configuration filename |
bandit |
profile |
profile to use |
bandit |
severity |
report only issues of a given severity |
bandit |
confidence |
report only issues of a given confidence |
pyright |
level |
Minimum diagnostic level (error or warning) |
pyright |
project |
Path to location of configuration file |
pyright |
pythonplatform |
Analyze for a specific platform (Darwin, Linux, Windows) |
pyright |
pythonversion |
Analyze for a specific version |
pyright |
skipunannotated |
Skip analysis of functions with no type annotations |
pyright |
typeshed-path |
Path to location of typeshed type stubs |
pyright |
venv-path |
Directory that contains virtual environments |
See mypy options for more details
See bandit options for more details
See pyright options for more details
Example¶
Next is another example using most options:
output-format: json
strictness: medium
test-warnings: true
doc-warnings: false
member-warnings: false
inherits:
- default
ignore-paths:
- docs
ignore-patterns:
- (^|/)skip(this)?(/|$)
autodetect: true
max-line-length: 88
bandit:
run: true
options:
config: .bandit.yml
dodgy:
run: true
frosted:
disable:
- E103
- E306
mccabe:
run: false
options:
max-complexity: 10
pycodestyle:
disable:
- W602
- W603
enable:
- W601
options:
max-line-length: 79
pydocstyle:
disable:
- D100
- D101
pyflakes:
disable:
- F403
- F810
pylint:
disable:
- bad-builtin
- too-few-public-methods
options:
max-locals: 15
max-returns: 6
max-branches: 15
max-statements: 60
max-parents: 7
max-attributes: 7
min-public-methods: 1
max-public-methods: 20
max-module-lines: 1000
max-line-length: 99
pyroma:
disable:
- PYR15
- PYR18
pyright:
options:
level: warning
pythonversion: 3.7
skipunannotated: true
mypy:
run: true
options:
ignore-missing-imports: true
follow-imports: skip
vulture:
run: true