rg.Argilla
¶
To interact with the Argilla server from Python you can use the Argilla
class. The Argilla
client is used to create, get, update, and delete all Argilla resources, such as workspaces, users, datasets, and records.
Usage Examples¶
Deploying Argilla Server on Hugging Face Spaces¶
To deploy Argilla on Hugging Face Spaces, use the deploy_on_spaces
method.
Connecting to an Argilla server¶
To connect to an Argilla server, instantiate the Argilla
class and pass the api_url
of the server and the api_key
to authenticate.
import argilla as rg
client = rg.Argilla(
api_url="https://argilla.example.com",
api_key="my_api_key",
)
Accessing Dataset, Workspace, and User objects¶
The Argilla
clients provides access to the Dataset
, Workspace
, and User
objects of the Argilla server.
my_dataset = client.datasets("my_dataset")
my_workspace = client.workspaces("my_workspace")
my_user = client.users("my_user")
These resources can then be interacted with to access their properties and methods. For example, to list all datasets in a workspace:
Argilla
¶
Bases: APIClient
, SpacesDeploymentMixin
, NotebookHTMLReprMixin
Argilla API client. This is the main entry point to interact with the API.
Attributes:
Name | Type | Description |
---|---|---|
workspaces |
Workspaces
|
A collection of workspaces. |
datasets |
Datasets
|
A collection of datasets. |
users |
Users
|
A collection of users. |
me |
User
|
The current user. |
Source code in src/argilla/client.py
workspaces: Workspaces
property
¶
A collection of workspaces on the server.
datasets: Datasets
property
¶
A collection of datasets on the server.
users: Users
property
¶
A collection of users on the server.
webhooks: Webhooks
property
¶
A collection of webhooks on the server.
__init__(api_url=DEFAULT_HTTP_CONFIG.api_url, api_key=DEFAULT_HTTP_CONFIG.api_key, timeout=DEFAULT_HTTP_CONFIG.timeout, retries=DEFAULT_HTTP_CONFIG.retries, **http_client_args)
¶
Inits the Argilla
client.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
api_url |
Optional[str]
|
the URL of the Argilla API. If not provided, then the value will try
to be set from |
api_url
|
api_key |
Optional[str]
|
the key to be used to authenticate in the Argilla API. If not provided,
then the value will try to be set from |
api_key
|
timeout |
int
|
the maximum time in seconds to wait for a request to the Argilla API
to be completed before raising an exception. Defaults to |
timeout
|
retries |
int
|
the number of times to retry the HTTP connection to the Argilla API
before raising an exception. Defaults to |
retries
|
Source code in src/argilla/client.py
Users
¶
Bases: Sequence['User']
, ResourceHTMLReprMixin
A collection of users. It can be used to create a new user or to get an existing one.
Source code in src/argilla/client.py
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|
Workspaces
¶
Bases: Sequence['Workspace']
, ResourceHTMLReprMixin
A collection of workspaces. It can be used to create a new workspace or to get an existing one.
Source code in src/argilla/client.py
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|
Datasets
¶
Bases: Sequence['Dataset']
, ResourceHTMLReprMixin
A collection of datasets. It can be used to create a new dataset or to get an existing one.
Source code in src/argilla/client.py
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|
add(dataset)
¶
Add a new dataset to the Argilla platform
Parameters:
Name | Type | Description | Default |
---|---|---|---|
dataset |
Dataset
|
Dataset object. |
required |
Returns:
Name | Type | Description |
---|---|---|
Dataset |
Dataset
|
The created dataset. |
Source code in src/argilla/client.py
SpacesDeploymentMixin
¶
Bases: LoggingMixin
Source code in src/argilla/_helpers/_deploy.py
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|
deploy_on_spaces(api_key, repo_name='argilla', org_name=None, hf_token=None, space_storage=None, space_hardware='cpu-basic', private=False)
classmethod
¶
Deploys Argilla on Hugging Face Spaces.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
api_key |
str
|
The Argilla API key to be defined for the owner user and creator of the Space. |
required |
repo_name |
Optional[str]
|
The ID of the repository where Argilla will be deployed. Defaults to "argilla". |
'argilla'
|
org_name |
Optional[str]
|
The name of the organization where Argilla will be deployed. Defaults to None. |
None
|
hf_token |
Optional[Union[str, None]]
|
The Hugging Face authentication token. Defaults to None. |
None
|
space_storage |
Optional[Union[str, SpaceStorage]]
|
The persistent storage size for the space. Defaults to None without persistent storage. |
None
|
space_hardware |
Optional[Union[str, SpaceHardware]]
|
The hardware configuration for the space. Defaults to "cpu-basic" with downtime after 48 hours of inactivity. |
'cpu-basic'
|
private |
Optional[Union[bool, None]]
|
Whether the space should be private. Defaults to False. |
False
|
Returns:
Name | Type | Description |
---|---|---|
Argilla |
Argilla
|
The Argilla client. |