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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 methods which can be used to interact with the component from the backend.
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,
image_representation: bytes = b"",
) -> None:
self.image_representation = image_representation
super().__init__()
# need to decode the bytes
def __setattr__(self, __name: str, __value: Any) -> None:
if __name == "value":
if isinstance(__value, bytes):
__value = __value.decode()
return super().__setattr__(__name, __value)
So, changing the image_representation
will push the updated value to the browsers 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 = ServiceClass()
# ...
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 { emit_update } from '../socket'; // use this when your component should update values in the backend
import { DocStringComponent } from './DocStringComponent';
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';
interface ImageComponentProps {
name: string;
parentPath: string;
readOnly: boolean;
docString: string;
addNotification: (string) => void;
// Define your component specific props here
value: string;
format: string;
}
export const ImageComponent = React.memo((props: ImageComponentProps) => {
const { name, parentPath, value, docString, format, addNotification } = props;
const renderCount = useRef(0);
const [open, setOpen] = useState(true); // add this if you want to expand/collapse your component
useEffect(() => {
renderCount.current++;
});
// This will trigger a notification if notifications are enabled.
useEffect(() => {
addNotification(`${parentPath}.${name} changed to ${value}.`);
}, [props.value]);
// Your component logic here
return (
<div className={'imageComponent'} id={parentPath.concat('.' + name)}>
{/* 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
>
{name} {open ? <ChevronDown /> : <ChevronRight />}
</Card.Header>
<Collapse in={open}>
<Card.Body>
{process.env.NODE_ENV === 'development' && (
<p>Render count: {renderCount.current}</p>
)}
<DocStringComponent docString={docString} />
{/* Your component TSX here */}
</Card.Body>
</Collapse>
</Card>
</div>
);
});
Step 3: Emitting Updates to the Backend
Often, React components in the frontend will need to send updates to the backend, especially when user interactions result in a change of state or data. In pydase
, we use socketio
to seamlessly communicate these changes. Here's a detailed guide on how to emit update events from your frontend component:
-
Setting Up Emission: Ensure you've imported the required functions and methods for emission. The main function we'll use for this is
emit_update
from thesocket
module:import { emit_update } from '../socket';
-
Understanding the Emission Parameters:
When emitting an update, we send three main pieces of data:
-
parentPath
: This is the access path for the parent object of the attribute to be updated. This forms the basis to create the full access path for the attribute. For instance, for the attribute access pathattr1.list_attr[0].attr2
,attr1.list_attr[0]
would be theparentPath
. -
name
: This represents the name of the attribute to be updated within theDataService
instance. If the attribute is part of a nested structure, this would be the name of the attribute in the last nested object. So, forattr1.list_attr[0].attr2
,attr2
would be the name. -
value
: This is the new value intended for the attribute. Ensure that the type of this value matches the type of the attribute in the backend.
-
-
Implementing the Emission:
To illustrate the emission process, let's consider the
ButtonComponent
. When the button state changes, we want to send this update to the backend:// ... (other imports) export const ButtonComponent = React.memo((props: ButtonComponentProps) => { // ... const { name, parentPath, value } = props; const setChecked = (checked: boolean) => { emit_update(name, parentPath, checked); }; return ( <ToggleButton checked={value} value={parentPath} // ... other props onChange={(e) => setChecked(e.currentTarget.checked)}> <p>{name}</p> </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 usingemit_update
.
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
:
// file: frontend/src/components/GenericComponent.tsx
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}
readOnly={attribute.readonly}
docString={attribute.doc}
addNotification={addNotification}
// Add any other specific props for the ImageComponent here
value={attribute.value['value']['value'] as string}
format={attribute.value['format']['value'] as string}
/>
);
} else {
// 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:
useEffect(() => {
addNotification(`${parentPath}.${name} changed.`);
}, [props.value]);
However, you might want to use the addNotification
at different places. For an example, see the MethodComponent.
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.