Template Examples ================= These examples demonstrate how the confuse templates work to validate configuration values. Sequence -------- A ``Sequence`` template allows validation of a sequence of configuration items that all must match a subtemplate. The items in the sequence can be simple values or more complex objects, as defined by the subtemplate. When the view is defined in multiple sources, the highest priority source will override the entire list of items, rather than appending new items to the list from lower sources. If the view is not defined in any source of the configuration, an empty list will be returned. As an example of using the ``Sequence`` template, consider a configuration that includes a list of servers, where each server is required to have a host string and an optional port number that defaults to 80. For this example, an initial configuration file named ``servers_example.yaml`` has the following contents: .. code-block:: yaml servers: - host: one.example.com - host: two.example.com port: 8000 - host: three.example.com port: 8080 Validation of this configuration could be performed like this: >>> import confuse >>> import pprint >>> source = confuse.YamlSource("servers_example.yaml") >>> config = confuse.RootView([source]) >>> template = { ... "servers": confuse.Sequence( ... { ... "host": str, ... "port": 80, ... } ... ), ... } >>> valid_config = config.get(template) >>> pprint.pprint(valid_config) {'servers': [{'host': 'one.example.com', 'port': 80}, {'host': 'two.example.com', 'port': 8000}, {'host': 'three.example.com', 'port': 8080}]} The list of items in the initial configuration can be overridden by setting a higher priority source. Continuing the previous example: >>> config.set( ... { ... "servers": [ ... {"host": "four.example.org"}, ... {"host": "five.example.org", "port": 9000}, ... ], ... } ... ) >>> updated_config = config.get(template) >>> pprint.pprint(updated_config) {'servers': [{'host': 'four.example.org', 'port': 80}, {'host': 'five.example.org', 'port': 9000}]} If the requested view is missing, ``Sequence`` returns an empty list: >>> config.clear() >>> config.get(template) {'servers': []} However, if an item within the sequence does not match the subtemplate provided to ``Sequence``, then an error will be raised: >>> config.set( ... {"servers": [{"host": "bad_port.example.net", "port": "default"}]} ... ) >>> try: ... config.get(template) ... except confuse.ConfigError as err: ... print(err) servers#0.port: must be a number .. note:: A python list is not the shortcut for defining a ``Sequence`` template but will instead produce a ``OneOf`` template. For example, ``config.get([str])`` is equivalent to ``config.get(confuse.OneOf([str]))`` and *not* ``config.get(confuse.Sequence(str))``. MappingValues ------------- A ``MappingValues`` template allows validation of a mapping of configuration items where the keys can be arbitrary but all the values need to match a subtemplate. Use cases include simple user-defined key:value pairs or larger configuration blocks that all follow the same structure, but where the keys naming each block are user-defined. In addition, individual items in the mapping can be overridden and new items can be added by higher priority configuration sources. This is in contrast to the ``Sequence`` template, in which a higher priority source overrides the entire list of configuration items provided by a lower source. In the following example, a hypothetical todo list program can be configured with user-defined colors and category labels. Colors are required to be in hex format. For each category, a description is required and a priority level is optional, with a default value of 0. An initial configuration file named ``todo_example.yaml`` has the following contents: .. code-block:: yaml colors: red: '#FF0000' green: '#00FF00' blue: '#0000FF' categories: default: description: Things to do high: description: These are important priority: 50 low: description: Will get to it eventually priority: -10 Validation of this configuration could be performed like this: >>> import confuse >>> import pprint >>> source = confuse.YamlSource("todo_example.yaml") >>> config = confuse.RootView([source]) >>> template = { ... "colors": confuse.MappingValues( ... confuse.String(pattern="#[0-9a-fA-F]{6,6}") ... ), ... "categories": confuse.MappingValues( ... { ... "description": str, ... "priority": 0, ... } ... ), ... } >>> valid_config = config.get(template) >>> pprint.pprint(valid_config) {'categories': {'default': {'description': 'Things to do', 'priority': 0}, 'high': {'description': 'These are important', 'priority': 50}, 'low': {'description': 'Will get to it eventually', 'priority': -10}}, 'colors': {'blue': '#0000FF', 'green': '#00FF00', 'red': '#FF0000'}} Items in the initial configuration can be overridden and the mapping can be extended by setting a higher priority source. Continuing the previous example: >>> config.set( ... { ... "colors": { ... "green": "#008000", ... "orange": "#FFA500", ... }, ... "categories": { ... "urgent": { ... "description": "Must get done now", ... "priority": 100, ... }, ... "high": { ... "description": "Important, but not urgent", ... "priority": 20, ... }, ... }, ... } ... ) >>> updated_config = config.get(template) >>> pprint.pprint(updated_config) {'categories': {'default': {'description': 'Things to do', 'priority': 0}, 'high': {'description': 'Important, but not urgent', 'priority': 20}, 'low': {'description': 'Will get to it eventually', 'priority': -10}, 'urgent': {'description': 'Must get done now', 'priority': 100}}, 'colors': {'blue': '#0000FF', 'green': '#008000', 'orange': '#FFA500', 'red': '#FF0000'}} If the requested view is missing, ``MappingValues`` returns an empty dict: >>> config.clear() >>> config.get(template) {'colors': {}, 'categories': {}} However, if an item within the mapping does not match the subtemplate provided to ``MappingValues``, then an error will be raised: >>> config.set( ... { ... "categories": { ... "no_description": { ... "priority": 10, ... }, ... }, ... } ... ) >>> try: ... config.get(template) ... except confuse.ConfigError as err: ... print(err) categories.no_description.description not found Filename -------- A ``Filename`` template validates a string as a filename, which is normalized and returned as an absolute, tilde-free path. By default, relative path values that are provided in config files are resolved relative to the application's configuration directory, as returned by ``Configuration.config_dir()``, while relative paths from command-line options are resolved from the current working directory. However, these default relative path behaviors can be changed using the ``cwd``, ``relative_to``, ``in_app_dir``, or ``in_source_dir`` parameters to the ``Filename`` template. In addition, relative path resolution for an entire source file can be changed by creating a ``ConfigSource`` with the ``base_for_paths`` parameter set to True. Setting the behavior at the source-level can be useful when all ``Filename`` templates should be relative to the source. The template-level parameters provide more fine-grained control. While the directory used for resolving relative paths can be controlled, the ``Filename`` template should not be used to guarantee that a file is contained within a given directory, because an absolute path may be provided and will not be subject to resolution. In addition, ``Filename`` validation only ensures that the filename is a valid path on the platform where the application is running, not that the file or any parent directories exist or could be created. .. note:: Running the example below will create the application config directory ``~/.config/ExampleApp/`` on MacOS and Unix machines or ``%APPDATA%\ExampleApp\`` on Windows machines. The filenames in the sample output will also be different on your own machine because the paths to the config files and the current working directory will be different. For this example, we will validate a configuration with filenames that should be resolved as follows: - ``library``: a filename that should always be resolved relative to the application's config directory - ``media_dir``: a directory that should always be resolved relative to the source config file that provides that value - ``photo_dir`` and ``video_dir``: subdirectories that should be resolved relative of the value of ``media_dir`` - ``temp_dir``: a directory that should be resolved relative to ``/tmp/`` - ``log``: a filename that follows the default ``Filename`` template behavior The initial user config file will be at ``~/.config/ExampleApp/config.yaml``, where it will be discovered automatically using the :ref:`Search Paths`, and has the following contents: .. code-block:: yaml library: library.db media_dir: media photo_dir: my_photos video_dir: my_videos temp_dir: example_tmp log: example.log Validation of this initial user configuration could be performed as follows: >>> import confuse >>> import pprint >>> config = confuse.Configuration("ExampleApp", __name__) # Loads user config >>> print(config.config_dir()) # Application config directory /home/user/.config/ExampleApp >>> template = { ... "library": confuse.Filename(in_app_dir=True), ... "media_dir": confuse.Filename(in_source_dir=True), ... "photo_dir": confuse.Filename(relative_to="media_dir"), ... "video_dir": confuse.Filename(relative_to="media_dir"), ... "temp_dir": confuse.Filename(cwd="/tmp"), ... "log": confuse.Filename(), ... } >>> valid_config = config.get(template) >>> pprint.pprint(valid_config) {'library': '/home/user/.config/ExampleApp/library.db', 'log': '/home/user/.config/ExampleApp/example.log', 'media_dir': '/home/user/.config/ExampleApp/media', 'photo_dir': '/home/user/.config/ExampleApp/media/my_photos', 'temp_dir': '/tmp/example_tmp', 'video_dir': '/home/user/.config/ExampleApp/media/my_videos'} Because the user configuration file ``config.yaml`` was in the application's configuration directory of ``/home/user/.config/ExampleApp/``, all of the filenames are below ``/home/user/.config/ExampleApp/`` except for ``temp_dir``, whose template used the ``cwd`` parameter. However, if the following YAML file is then loaded from ``/var/tmp/example/config.yaml`` as a higher-level source, some of the paths will no longer be relative to the application config directory: .. code-block:: yaml library: new_library.db media_dir: new_media photo_dir: new_photos # video_dir: my_videos # Not overridden temp_dir: ./new_example_tmp log: new_example.log Continuing the example code from above: >>> config.set_file("/var/tmp/example/config.yaml") >>> updated_config = config.get(template) >>> pprint.pprint(updated_config) {'library': '/home/user/.config/ExampleApp/new_library.db', 'log': '/home/user/.config/ExampleApp/new_example.log', 'media_dir': '/var/tmp/example/new_media', 'photo_dir': '/var/tmp/example/new_media/new_photos', 'temp_dir': '/tmp/new_example_tmp', 'video_dir': '/var/tmp/example/new_media/my_videos'} Now, the ``media_dir`` and its subdirectories are relative to the directory containing the new source file, because the ``media_dir`` template used the ``in_source_dir`` parameter. However, ``log`` remains in the application config directory because it uses the default ``Filename`` template behavior. The base directories for the ``library`` and ``temp_dir`` items are also not affected. If the previous YAML file is instead loaded with the ``base_for_paths`` parameter set to True, then a default ``Filename`` template will use that config file's directory as the base for resolving relative paths: >>> config.set_file("/var/tmp/example/config.yaml", base_for_paths=True) >>> updated_config = config.get(template) >>> pprint.pprint(updated_config) {'library': '/home/user/.config/ExampleApp/new_library.db', 'log': '/var/tmp/example/new_example.log', 'media_dir': '/var/tmp/example/new_media', 'photo_dir': '/var/tmp/example/new_media/new_photos', 'temp_dir': '/tmp/new_example_tmp', 'video_dir': '/var/tmp/example/new_media/my_videos'} The filename for ``log`` is now within the directory containing the new source file. However, the directory for the ``library`` file has not changed since its template uses the ``in_app_dir`` parameter, which takes precedence over the source's ``base_for_paths`` setting. The template-level ``cwd`` parameter, used with ``temp_dir``, also takes precedence over the source setting. For configuration values set from command-line options, relative paths will be resolved from the current working directory by default, but the ``cwd``, ``relative_to``, and ``in_app_dir`` template parameters alter that behavior. Continuing the example code from above, command-line options are mimicked here by splitting a mock command line string and parsing it with ``argparse``: >>> import os >>> print(os.getcwd()) # Current working directory /home/user >>> import argparse >>> parser = argparse.ArgumentParser() >>> parser.add_argument("--library") >>> parser.add_argument("--media_dir") >>> parser.add_argument("--photo_dir") >>> parser.add_argument("--temp_dir") >>> parser.add_argument("--log") >>> cmd_line = ( ... "--library cmd_line_library --media_dir cmd_line_media " ... "--photo_dir cmd_line_photo --temp_dir cmd_line_tmp " ... "--log cmd_line_log" ... ) >>> args = parser.parse_args(cmd_line.split()) >>> config.set_args(args) >>> config_with_cmdline = config.get(template) >>> pprint.pprint(config_with_cmdline) {'library': '/home/user/.config/ExampleApp/cmd_line_library', 'log': '/home/user/cmd_line_log', 'media_dir': '/home/user/cmd_line_media', 'photo_dir': '/home/user/cmd_line_media/cmd_line_photo', 'temp_dir': '/tmp/cmd_line_tmp', 'video_dir': '/home/user/cmd_line_media/my_videos'} Now the ``log`` and ``media_dir`` paths are relative to the current working directory of ``/home/user``, while the ``photo_dir`` and ``video_dir`` paths remain relative to the updated ``media_dir`` path. The ``library`` and ``temp_dir`` paths are still resolved as before, because those templates used ``in_app_dir`` and ``cwd``, respectively. If a configuration value is provided as an absolute path, the path will be normalized but otherwise unchanged. Here is an example of overridding earlier values with absolute paths: >>> config.set( ... { ... "library": "~/home_library.db", ... "media_dir": "/media", ... "video_dir": "/video_not_under_media", ... "temp_dir": "/var/./remove_me/..//tmp", ... "log": "/var/log/example.log", ... } ... ) >>> absolute_config = config.get(template) >>> pprint.pprint(absolute_config) {'library': '/home/user/home_library.db', 'log': '/var/log/example.log', 'media_dir': '/media', 'photo_dir': '/media/cmd_line_photo', 'temp_dir': '/var/tmp', 'video_dir': '/video_not_under_media'} The paths for ``library`` and ``temp_dir`` have been normalized, but are not impacted by their template parameters. Since ``photo_dir`` was not overridden, the previous relative path value is now being resolved from the new ``media_dir`` absolute path. However, the ``video_dir`` was set to an absolute path and is no longer a subdirectory of ``media_dir``. Path ---- A ``Path`` template works the same as a ``Filename`` template, but returns a ``pathlib.Path`` object instead of a string. Using the same initial example as above for ``Filename`` but with ``Path`` templates gives the following: >>> import confuse >>> import pprint >>> config = confuse.Configuration("ExampleApp", __name__) >>> print(config.config_dir()) # Application config directory /home/user/.config/ExampleApp >>> template = { ... "library": confuse.Path(in_app_dir=True), ... "media_dir": confuse.Path(in_source_dir=True), ... "photo_dir": confuse.Path(relative_to="media_dir"), ... "video_dir": confuse.Path(relative_to="media_dir"), ... "temp_dir": confuse.Path(cwd="/tmp"), ... "log": confuse.Path(), ... } >>> valid_config = config.get(template) >>> pprint.pprint(valid_config) {'library': PosixPath('/home/user/.config/ExampleApp/library.db'), 'log': PosixPath('/home/user/.config/ExampleApp/example.log'), 'media_dir': PosixPath('/home/user/.config/ExampleApp/media'), 'photo_dir': PosixPath('/home/user/.config/ExampleApp/media/my_photos'), 'temp_dir': PosixPath('/tmp/example_tmp'), 'video_dir': PosixPath('/home/user/.config/ExampleApp/media/my_videos')} Optional -------- While many templates like ``Integer`` and ``String`` can be configured to return a default value if the requested view is missing, validation with these templates will fail if the value is left blank in the YAML file or explicitly set to ``null`` in YAML (ie, ``None`` in python). The ``Optional`` template can be used with other templates to allow its subtemplate to accept ``null`` as valid and return a default value. The default behavior of ``Optional`` allows the requested view to be missing, but this behavior can be changed by passing ``allow_missing=False``, in which case the view must be present but its value can still be ``null``. In all cases, any value other than ``null`` will be passed to the subtemplate for validation, and an appropriate ``ConfigError`` will be raised if validation fails. ``Optional`` can also be used with more complex templates like ``MappingTemplate`` to make entire sections of the configuration optional. Consider a configuration where ``log`` can be set to a filename to enable logging to that file or set to ``null`` or not included in the configuration to indicate logging to the console. All of the following are valid configurations using the ``Optional`` template with ``Filename`` as the subtemplate: >>> import sys >>> import confuse >>> def get_log_output(config): ... output = config["log"].get(confuse.Optional(confuse.Filename())) ... if output is None: ... return sys.stderr ... return output >>> config = confuse.RootView([]) >>> config.set({"log": "/tmp/log.txt"}) # `log` set to a filename >>> get_log_output(config) '/tmp/log.txt' >>> config.set({"log": None}) # `log` set to None (ie, null in YAML) >>> get_log_output(config) <_io.TextIOWrapper name='' mode='w' encoding='UTF-8'> >>> config.clear() # Clear config so that `log` is missing >>> get_log_output(config) <_io.TextIOWrapper name='' mode='w' encoding='UTF-8'> However, validation will still fail with ``Optional`` if a value is given that is invalid for the subtemplate: >>> config.set({"log": True}) >>> try: ... get_log_output(config) ... except confuse.ConfigError as err: ... print(err) log: must be a filename, not bool And without wrapping the ``Filename`` subtemplate in ``Optional``, ``null`` values are not valid: >>> config.set({"log": None}) >>> try: ... config["log"].get(confuse.Filename()) ... except confuse.ConfigError as err: ... print(err) log: must be a filename, not NoneType If a program wants to require an item to be present in the configuration, while still allowing ``null`` to be valid, pass ``allow_missing=False`` when creating the ``Optional`` template: >>> def get_log_output_no_missing(config): ... output = config["log"].get( ... confuse.Optional(confuse.Filename(), allow_missing=False) ... ) ... if output is None: ... return sys.stderr ... return output >>> config.set({"log": None}) # `log` set to None is still OK... >>> get_log_output_no_missing(config) <_io.TextIOWrapper name='' mode='w' encoding='UTF-8'> >>> config.clear() # but `log` missing now raises an error >>> try: ... get_log_output_no_missing(config) ... except confuse.ConfigError as err: ... print(err) log not found The default value returned by ``Optional`` can be set explicitly by passing a value to its ``default`` parameter. However, if no explicit default is passed to ``Optional`` and the subtemplate has a default value defined, then ``Optional`` will return the subtemplate's default value. For subtemplates that do not define default values, like ``MappingTemplate``, ``None`` will be returned as the default unless an explicit default is provided. In the following example, ``Optional`` is used to make an ``Integer`` template more lenient, allowing blank values to validate. In addition, the entire ``extra_config`` block can be left out without causing validation errors. If we have a file named ``optional.yaml`` with the following contents: .. code-block:: yaml favorite_number: # No favorite number provided, but that's OK # This part of the configuration is optional. Uncomment to include. # extra_config: # fruit: apple # number: 10 Then the configuration can be validated as follows: >>> import confuse >>> source = confuse.YamlSource("optional.yaml") >>> config = confuse.RootView([source]) >>> config["favorite_number"].get(confuse.Optional(5)) 5 >>> config["favorite_number"].get(confuse.Optional(confuse.Integer(5))) 5 >>> config["favorite_number"].get(confuse.Optional(int, default=5)) 5 >>> config["favorite_number"].get(confuse.Optional(5, default="five")) 'five' >>> extra_config = config["extra_config"].get( ... confuse.Optional( ... {"fruit": str, "number": int}, ... ) ... ) >>> print(extra_config is None) True >>> config["extra_config"].get( ... confuse.Optional( ... {"fruit": str, "number": int}, ... default={}, ... ) ... ) {} >>> config["extra_config"].get( ... confuse.Optional( ... {"fruit": str, "number": int}, ... default={"fruit": "orange", "number": 3}, ... ) ... ) {'fruit': 'orange', 'number': 3} Without the ``Optional`` template wrapping the ``Integer``, the blank value in the YAML file will cause an error: >>> try: ... config["favorite_number"].get(5) ... except confuse.ConfigError as err: ... print(err) favorite_number: must be a number If the ``extra_config`` for this example configuration is supplied, it must still match the subtemplate. Therefore, this will fail: >>> config.set({"extra_config": {}}) >>> try: ... config["extra_config"].get( ... confuse.Optional( ... {"fruit": str, "number": int}, ... ) ... ) ... except confuse.ConfigError as err: ... print(err) extra_config.fruit not found But this override of the example configuration will validate: >>> config.set({"extra_config": {"fruit": "banana", "number": 1}}) >>> config["extra_config"].get( ... confuse.Optional( ... {"fruit": str, "number": int}, ... ) ... ) {'fruit': 'banana', 'number': 1}