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Adding Components to pydase
This guide provides a step-by-step process for adding new components to the pydase
package. Components in pydase
consist of both backend (Python) and frontend (React) parts. They work together to create interactive and dynamic data services.
Overview
A component in pydase
is a unique combination of a backend class (e.g., Image
) and its corresponding frontend React component. The backend class stores the attributes needed for the component, and possibly methods for setting those in the backend, while the frontend part is responsible for rendering and interacting with the component.
Adding a Backend Component to pydase
Backend components belong in the src/pydase/components
directory.
Step 1: Create a New Python File in the Components Directory
Navigate to the src/pydase/components
directory and create a new Python file for your component. The name of the file should be descriptive of the component's functionality.
For example, for a Image
component, create a file named image.py
.
Step 2: Define the Backend Class
Within the newly created file, define a Python class representing the component. This class should inherit from DataService
and contains the attributes that the frontend needs to render the component. Every public attribute defined in this class will synchronise across the clients. It can also contain (public) methods which you can provide for the user to interact with the component from the backend (or python clients).
For the Image
component, the class may look like this:
# file: pydase/components/image.py
from pydase.data_service.data_service import DataService
class Image(DataService):
def __init__(
self,
) -> None:
super().__init__()
self._value: str = ""
self._format: str = ""
@property
def value(self) -> str:
return self._value
@property
def format(self) -> str:
return self._format
def load_from_path(self, path: Path | str) -> None:
# changing self._value and self._format
...
So, calling load_from_path
will push the updated value and format to the browsers clients connected to the service.
Step 3: Register the Backend Class
The component should be added to the __init__.py
file to ensure pydase
handles them properly:
# file: pydase/components/__init__.py
from pydase.components.image import Image
from pydase.components.number_slider import NumberSlider
__all__ = [
"NumberSlider",
"Image", # add the new components here
]
Step 4: Implement Necessary Methods (Optional)
If your component requires specific logic or methods, implement them within the class. Document any public methods or attributes to ensure that other developers understand their purpose and usage.
Step 5: Write Tests for the Component (Recommended)
Consider writing unit tests for the component to verify its behavior. Place the tests in the appropriate directory within the tests
folder.
For example, a test for the Image
component could look like this:
from pytest import CaptureFixture
from pydase.components.image import Image
from pydase.data_service.data_service import DataService
def test_Image(capsys: CaptureFixture) -> None:
class ServiceClass(DataService):
image = Image()
service_instance = ServiceClass()
service_instance.image.load_from_path("<path/to/image>.png")
assert service_instance.image.format == "PNG"
Adding a Frontend Component to pydase
Frontend components in pydase
live in the frontend/src/components/
directory. Follow these steps to create and add a new frontend component:
Step 1: Create a New React Component File in the Components Directory
Navigate to the frontend/src/components/
directory and create a new React component file for your component. The name of the file should be descriptive of the component's functionality and reflect the naming conventions used in your project.
For example, for an Image
component, create a file named ImageComponent.tsx
.
Step 2: Write the React Component Code
Write the React component code, following the structure and patterns used in existing components. Make sure to import necessary libraries and dependencies.
For example, for the Image
component, a template could look like this:
import React, { useEffect, useRef, useState } from 'react';
import { Card, Collapse, Image } from 'react-bootstrap';
import { DocStringComponent } from './DocStringComponent';
import { ChevronDown, ChevronRight } from 'react-bootstrap-icons';
import { LevelName } from './NotificationsComponent';
type ImageComponentProps = {
name: string; // needed to create the fullAccessPath
parentPath: string; // needed to create the fullAccessPath
readOnly: boolean; // component changable through frontend?
docString: string; // contains docstring of your component
displayName: string; // name defined in the web_settings.json
id: string; // unique identifier - created from fullAccessPath
addNotification: (message: string, levelname?: LevelName) => void;
changeCallback?: ( // function used to communicate changes to the backend
value: unknown,
attributeName?: string,
prefix?: string,
callback?: (ack: unknown) => void
) => void;
// component-specific properties
value: string;
format: string;
};
export const ImageComponent = React.memo((props: ImageComponentProps) => {
const { value, docString, format, addNotification, displayName, id } = props;
const renderCount = useRef(0);
const [open, setOpen] = useState(true); // add this if you want to expand/collapse your component
const fullAccessPath = [props.parentPath, props.name]
.filter((element) => element)
.join('.');
// Your component logic here
useEffect(() => {
renderCount.current++;
});
// This will trigger a notification if notifications are enabled.
useEffect(() => {
addNotification(`${fullAccessPath} changed.`);
}, [props.value]);
return (
<div className="component imageComponent" id={id}>
{/* Add the Card and Collapse components here if you want to be able to expand and
collapse your component. */}
<Card>
<Card.Header
onClick={() => setOpen(!open)}
style={{ cursor: 'pointer' }} // Change cursor style on hover
>
{displayName}
<DocStringComponent docString={docString} />
{open ? <ChevronDown /> : <ChevronRight />}
</Card.Header>
<Collapse in={open}>
<Card.Body>
{process.env.NODE_ENV === 'development' && (
<p>Render count: {renderCount.current}</p>
)}
{/* Your component TSX here */}
</Card.Body>
</Collapse>
</Card>
</div>
);
});
Step 3: Emitting Updates to the Backend
React components in the frontend often need to send updates to the backend, particularly when user interactions modify the component's state or data. In pydase
, we use socketio
for communicating these changes.
There are two different events a component might want to trigger: updating an attribute or triggering a method. Below is a guide on how to emit these events from your frontend component:
-
Updating Attributes
Updating the value of an attribute or property in the backend is a very common requirement. However, we want to define components in a reusable way, i.e. they can be linked to the backend but also be used without emitting change events.
This is why we pass achangeCallback
function as a prop to the component which it can use to communicate changes. If no function is passed, the component can be used in forms, for example.The
changeCallback
function takes the following arguments:value
: the new value for the attribute, which must match the backend attribute type.attributeName
: the name of the attribute within theDataService
instance to update. Defaults to thename
prop of the component.prefix
: the access path for the parent object of the attribute to be updated. Defaults to theparentPath
prop of the component.callback
: the function that will be called when the server sends an acknowledgement. Defaults toundefined
For illustration, take the
ButtonComponent
. When the button state changes, we want to send this update to the backend:// ... (import statements) type ButtonComponentProps = { // ... changeCallback?: ( value: unknown, attributeName?: string, prefix?: string, callback?: (ack: unknown) => void ) => void; }; export const ButtonComponent = React.memo((props: ButtonComponentProps) => { const { // ... changeCallback = () => {}, } = props; const setChecked = (checked: boolean) => { changeCallback(checked); }; return ( <ToggleButton // ... other props onChange={(e) => setChecked(e.currentTarget.checked)}> {/* component TSX */} </ToggleButton> ); });
In this example, whenever the button's checked state changes (
onChange
event), we invoke thesetChecked
method, which in turn emits the new state to the backend usingchangeCallback
. -
Triggering Methods
To trigger method through your component, you can either use the
MethodComponent
(which will render a button in the frontend), or use the low-levelrunMethod
function. Its parameters are slightly different to thechangeCallback
function:name
: the name of the method to be executed in the backend.parentPath
: the access path to the object containing the method.kwargs
: a dictionary of keyword arguments that the method requires.
To see how to use the
MethodComponent
in your component, have a look at theDeviceConnection.tsx
file. Here is an example that demonstrates the usage of therunMethod
function (also, have a look at theMethodComponent.tsx
file):import { runMethod } from '../socket'; // ... (other imports) type ComponentProps = { name: string; parentPath: string; // ... }; export const Component = React.memo((props: ComponentProps) => { const { name, parentPath, // ... } = props; // ... const someFunction = () => { // ... runMethod(name, parentPath, {}); }; return ( {/* component TSX */} ); });
Step 4: Add the New Component to the GenericComponent
The GenericComponent
is responsible for rendering different types of components based on the attribute type. You can add the new ImageComponent
to the GenericComponent
by following these sub-steps:
1. Import the New Component
At the beginning of the GenericComponent
file, import the newly created ImageComponent
:
import { ImageComponent } from './ImageComponent';
2. Update the AttributeType
Update the AttributeType
type definition to include the new type for the ImageComponent
.
For example, if the new attribute type is 'Image'
(which should correspond to the name of the backend component class), you can add it to the union:
type AttributeType =
| 'str'
| 'bool'
| 'float'
| 'int'
| 'Quantity'
| 'list'
| 'method'
| 'DataService'
| 'Enum'
| 'NumberSlider'
| 'Image'; // Add the name of the backend component class here
3. Add a Conditional Branch for the New Component
Inside the GenericComponent
function, add a new conditional branch to render the ImageComponent
when the attribute type is 'Image'
:
} else if (attribute.type === 'Image') {
return (
<ImageComponent
name={name}
parentPath={parentPath}
docString={attribute.value['value'].doc}
displayName={displayName}
id={id}
addNotification={addNotification}
changeCallback={changeCallback}
// Add any other specific props for the ImageComponent here
value={attribute.value['value']['value'] as string}
format={attribute.value['format']['value'] as string}
/>
);
} else if (...) {
// other code
Make sure to update the props passed to the ImageComponent
based on its specific requirements.
Step 5: Adding Custom Notification Message (Optional)
In some cases, you may want to provide a custom notification message to the user when an attribute of a specific type is updated. This can be useful for enhancing user experience and providing contextual information about the changes.
For example, updating an Image
component corresponds to setting a very long string. We don't want to display the whole string in the notification but just notify the user that the image was updated (and maybe also the format).
To create a custom notification message, you can update the message passed to the addNotification
method in the useEffect
hook in the component file file. For the ImageComponent
, this could look like this:
const fullAccessPath = [parentPath, name].filter((element) => element).join('.');
useEffect(() => {
addNotification(`${fullAccessPath} changed.`);
}, [props.value]);
However, you might want to use the addNotification
at different places. For an example, see the MethodComponent
.
Note: you can specify the notification level by passing a string of type LevelName
(one of 'CRITICAL', 'ERROR', 'WARNING', 'INFO', 'DEBUG'). The default value is 'DEBUG'.
Step 6: Write Tests for the Component (TODO)
Test the frontend component to ensure that it renders correctly and interacts seamlessly with the backend. Consider writing unit tests using a testing library like Jest or React Testing Library, and manually test the component in the browser.