Plugin development
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Hydra plugins must be registered before they can be used. Declare an entry
point in the hydra.plugins group for each plugin class, or call the
register method on Hydra's Plugins singleton. Hydra 1.4 also discovers
plugins in the hydra_plugins namespace for compatibility, but this method is
deprecated. See the plugin discovery migration guide.
Entry point discovery
For example, in setup.py:
setup(
# ...
entry_points={
"hydra.plugins": [
"my_launcher = my_package.my_launcher:MyLauncher",
]
},
)
The target must be a concrete Hydra plugin class. Its module should also
register any associated Hydra configuration when imported. Plugin classes no
longer need to live in the hydra_plugins namespace. Keep expensive optional
dependencies out of module-level imports.
Legacy namespace discovery
If you create a Plugin and want it to be discovered automatically by Hydra, keep the following things in mind:
- Namespace-discovered plugins can be either standalone packages or part of an
existing package. They must be in the top-level
hydra_pluginsnamespace. - Do NOT place an
__init__.pyfile inhydra_plugins(doing so may break other installed Hydra plugins).
The plugin discovery process runs whenever Hydra starts. During plugin discovery, Hydra scans for plugins in all the submodules of hydra_plugins. Hydra will import each module and look for plugins defined in that module.
Any module under hydra_plugins that is slow to import will slow down the startup of ALL Hydra applications.
Plugins with expensive imports can exclude individual files from Hydra's plugin discovery process by prefixing them with _ (but not __).
For example, the file _my_plugin_lib.py would not be imported and scanned, while my_plugin_lib.py would be.
Plugin registration via the Plugins.register method
Plugins can be manually registered by calling the register method on the instance of Hydra's Plugins singleton class.
from hydra.core.plugins import Plugins
from hydra.plugins.plugin import Plugin
class MyPlugin(Plugin):
...
def register_my_plugin() -> None:
"""Hydra users should call this function before invoking @hydra.main"""
Plugins.instance().register(MyPlugin)
Getting started
The best way to get started developing a Hydra plugin is to base your new plugin on one of the example plugins:
- Copy the subtree of the relevant example plugin into a standalone project.
- Edit
setup.py, rename the plugin module, and declare its entry point. - Install the new plugin (Run this in the plugin directory:
pip install -e .) - Run the included example app and make sure that the plugin is discovered:
$ python example/my_app.py --info plugins
Installed Hydra Plugins
***********************
...
Launcher:
---------
MyLauncher
...
- Run the example application to see that that your plugin is doing something.
- [Optional] Embed the plugin in your existing application or library. An entry-point plugin can use any importable package name.
- Hack on your plugin, Ensure that the recommended tests and any tests you want to add are passing.
For a SearchPathPlugin that provides organization-specific Hydra defaults,
see Environment-specific overrides.