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Docs page on filtering warnings (#5509)
* Docs page on filtering warnings. * What's New entry. * Warnings doctest relative path. * Corrections to command line warning filtering. * Typo.
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.. _filtering-warnings: | ||
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================== | ||
Filtering Warnings | ||
================== | ||
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Since Iris cannot predict your specific needs, it by default raises Warnings | ||
for anything that might be a problem for **any** user, and is designed to work with | ||
you to ``ignore`` Warnings which you do not find helpful. | ||
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.. testsetup:: filtering_warnings | ||
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from pathlib import Path | ||
import sys | ||
import warnings | ||
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import iris | ||
import iris.coord_systems | ||
import iris.exceptions | ||
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# Hack to ensure doctests actually see Warnings that are raised, and that | ||
# they have a relative path (so a test pass is not machine-dependent). | ||
warnings.filterwarnings("default") | ||
IRIS_FILE = Path(iris.__file__) | ||
def custom_warn(message, category, filename, lineno, file=None, line=None): | ||
filepath = Path(filename) | ||
filename = str(filepath.relative_to(IRIS_FILE.parents[1])) | ||
sys.stdout.write(warnings.formatwarning(message, category, filename, lineno)) | ||
warnings.showwarning = custom_warn | ||
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geog_cs_globe = iris.coord_systems.GeogCS(6400000) | ||
orthographic_coord_system = iris.coord_systems.Orthographic( | ||
longitude_of_projection_origin=0, | ||
latitude_of_projection_origin=0, | ||
ellipsoid=geog_cs_globe, | ||
) | ||
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def my_operation(): | ||
geog_cs_globe.inverse_flattening = 0.1 | ||
_ = orthographic_coord_system.as_cartopy_crs() | ||
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Here is a hypothetical operation - ``my_operation()`` - which raises two | ||
Warnings: | ||
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.. doctest:: filtering_warnings | ||
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>>> my_operation() | ||
... | ||
iris/coord_systems.py:454: IrisUserWarning: Setting inverse_flattening does not affect other properties of the GeogCS object. To change other properties set them explicitly or create a new GeogCS instance. | ||
warnings.warn(wmsg, category=iris.exceptions.IrisUserWarning) | ||
iris/coord_systems.py:821: IrisDefaultingWarning: Discarding false_easting and false_northing that are not used by Cartopy. | ||
warnings.warn( | ||
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Warnings can be suppressed using the Python warnings filter with the ``ignore`` | ||
action. Detailed information is available in the Python documentation: | ||
:external+python:mod:`warnings`. | ||
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The key points are: | ||
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- :ref:`When<warning-filter-application>`: a warnings filter can be applied | ||
either from the command line or from within Python. | ||
- :ref:`What<warning-filter-specificity>`: a warnings filter accepts | ||
various arguments to specify which Warnings are being filtered. Both broad | ||
and narrow filters are possible. | ||
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.. _warning-filter-application: | ||
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**When** a Warnings Filter can be Applied | ||
----------------------------------------- | ||
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- **Command line:** setting the :external+python:envvar:`PYTHONWARNINGS` | ||
environment variable. | ||
- **Command line:** the `python -W <https://docs.python.org/3/using/cmdline.html#cmdoption-W>`_ | ||
command line argument. | ||
- **Within Python:** use :func:`warnings.filterwarnings` . | ||
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The :ref:`warning-filter-specificity` section demonstrates using | ||
:func:`warnings.filterwarnings`, and shows the equivalent **command line** | ||
approaches. | ||
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.. _warning-filter-specificity: | ||
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**What** Warnings will be Filtered | ||
---------------------------------- | ||
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.. note:: | ||
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For all of these examples we are using the | ||
:class:`~warnings.catch_warnings` context manager to ensure any changes to | ||
settings are temporary. | ||
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This should always work fine for the ``ignore`` | ||
warning filter action, but note that some of the other actions | ||
may not behave correctly with all Iris operations, as | ||
:class:`~warnings.catch_warnings` is not thread-safe (e.g. using the | ||
``once`` action may cause 1 warning per chunk of lazy data). | ||
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Specific Warnings | ||
~~~~~~~~~~~~~~~~~ | ||
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**When you do not want a specific warning, but still want all others.** | ||
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You can target specific Warning messages, e.g. | ||
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.. doctest:: filtering_warnings | ||
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>>> with warnings.catch_warnings(): | ||
... warnings.filterwarnings("ignore", message="Discarding false_easting") | ||
... my_operation() | ||
... | ||
iris/coord_systems.py:454: IrisUserWarning: Setting inverse_flattening does not affect other properties of the GeogCS object. To change other properties set them explicitly or create a new GeogCS instance. | ||
warnings.warn(wmsg, category=iris.exceptions.IrisUserWarning) | ||
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:: | ||
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python -W ignore:"Discarding false_easting" | ||
export PYTHONWARNINGS=ignore:"Discarding false_easting" | ||
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---- | ||
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Or you can target Warnings raised by specific lines of specific modules, e.g. | ||
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.. doctest:: filtering_warnings | ||
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>>> with warnings.catch_warnings(): | ||
... warnings.filterwarnings("ignore", module="iris.coord_systems", lineno=454) | ||
... my_operation() | ||
... | ||
iris/coord_systems.py:821: IrisDefaultingWarning: Discarding false_easting and false_northing that are not used by Cartopy. | ||
warnings.warn( | ||
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:: | ||
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python -W ignore:::iris.coord_systems:454 | ||
export PYTHONWARNINGS=ignore:::iris.coord_systems:454 | ||
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Warnings from a Common Source | ||
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ | ||
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**When you do not want ANY warnings raised by a module, or collection of | ||
modules.** | ||
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E.g. filtering the ``coord_systems`` module: | ||
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.. doctest:: filtering_warnings | ||
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>>> with warnings.catch_warnings(): | ||
... warnings.filterwarnings("ignore", module="iris.coord_systems") | ||
... my_operation() | ||
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:: | ||
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python -W ignore:::iris.coord_systems | ||
export PYTHONWARNINGS=ignore:::iris.coord_systems | ||
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---- | ||
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If using :func:`warnings.filterwarnings` , you can also use partial | ||
definitions. The below example will ``ignore`` all Warnings from ``iris`` as a | ||
whole. | ||
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.. doctest:: filtering_warnings | ||
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>>> with warnings.catch_warnings(): | ||
... warnings.filterwarnings("ignore", module="iris") | ||
... my_operation() | ||
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The above 'partial' filter is not available with the command line approaches. | ||
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Warnings of a Common Type | ||
~~~~~~~~~~~~~~~~~~~~~~~~~ | ||
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**When you do not want any Warnings of the same nature, from anywhere in the | ||
code you are calling.** | ||
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The below example will ``ignore`` any | ||
:class:`~iris.exceptions.IrisDefaultingWarning` that gets raised by *any* | ||
module during execution: | ||
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.. doctest:: filtering_warnings | ||
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>>> with warnings.catch_warnings(): | ||
... warnings.filterwarnings( | ||
... "ignore", | ||
... category=iris.exceptions.IrisDefaultingWarning | ||
... ) | ||
... my_operation() | ||
... | ||
iris/coord_systems.py:454: IrisUserWarning: Setting inverse_flattening does not affect other properties of the GeogCS object. To change other properties set them explicitly or create a new GeogCS instance. | ||
warnings.warn(wmsg, category=iris.exceptions.IrisUserWarning) | ||
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---- | ||
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Using :class:`~iris.exceptions.IrisUserWarning` in the filter will ``ignore`` | ||
both Warnings, since :class:`~iris.exceptions.IrisDefaultingWarning` subclasses | ||
:class:`~iris.exceptions.IrisUserWarning` : | ||
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.. doctest:: filtering_warnings | ||
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>>> with warnings.catch_warnings(): | ||
... warnings.filterwarnings( | ||
... "ignore", | ||
... category=iris.exceptions.IrisUserWarning | ||
... ) | ||
... my_operation() | ||
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---- | ||
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The command line approaches can only handle the built-in Warning | ||
categories (`cpython#66733`_):: | ||
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python -W ignore::UserWarning | ||
export PYTHONWARNINGS=ignore::UserWarning | ||
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---- | ||
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There are several built-in Python warning categories that can be used here | ||
(:class:`DeprecationWarning` being a popular example, see | ||
:external+python:mod:`warnings` for more). Since Iris has | ||
so many different warnings that might be raised, Iris subclasses | ||
:class:`UserWarning` to :class:`~iris.exceptions.IrisUserWarning`, which itself | ||
has **many** specialised subclasses. These subclasses exist to give you more | ||
granularity in your warning filtering; you can see the full list by | ||
searching the :mod:`iris.exceptions` page for ``warning`` . | ||
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.. attention:: | ||
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If you have ideas for adding/altering Iris' warning categories, please | ||
:ref:`get in touch<development_where_to_start>`! The categories exist to | ||
make your life easier, and it is simple to make modifications. | ||
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More Detail | ||
----------- | ||
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Different people use Iris for very different purposes, from quick file | ||
visualisation to extract-transform-load to statistical analysis. These | ||
contrasting priorities mean disagreement on which Iris problems can be ignored | ||
and which are critically important. | ||
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For problems that prevent Iris functioning: **Concrete Exceptions** are raised, which | ||
stop code from running any further - no debate here. For less catastrophic | ||
problems: **Warnings** are raised, | ||
which notify you (in ``stderr``) but allow code to continue running. The Warnings are | ||
there because Iris may **OR may not** function in the way you expect, | ||
depending on what you need - e.g. a problem might prevent data being saved to | ||
NetCDF, but statistical analysis will still work fine. | ||
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Examples of Iris Warnings | ||
~~~~~~~~~~~~~~~~~~~~~~~~~ | ||
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- If you attempt to plot un-bounded point data as a ``pcolormesh``: Iris will | ||
guess appropriate bounds around each point so that quadrilaterals can be | ||
plotted. This permanently modifies the relevant coordinates, so the you are | ||
warned in case downstream operations assume un-bounded coordinates. | ||
- If you load a NetCDF file where a CF variable references another variable - | ||
e.g. ``my_var:coordinates = "depth_var" ;`` - but the referenced variable | ||
(``depth_var``) is not in the file: Iris will still construct | ||
its data model, but without this reference relationship. You are warned since | ||
the file includes an error and the loaded result might therefore not be as | ||
expected. | ||
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.. testcleanup:: filtering_warnings | ||
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warnings.filterwarnings("ignore") | ||
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.. _cpython#66733: https://github.com/python/cpython/issues/66733 |
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