The Python MindsDB SDK allows you to connect to a MindsDB server from Python using the HTTP API.
pip install mindsdb_sdk
Connecting to the MindsDB server
You can establish a connection to the MindsDB server using the SDK. Here are some examples:
Connect to a local MindsDB server
import mindsdb_sdk
con = mindsdb_sdk.connect()
con = mindsdb_sdk.connect('http://127.0.0.1:47334')
Connect to the MindsDB Cloud
import mindsdb_sdk
con = mindsdb_sdk.connect(login='a@b.com', password='-')
con = mindsdb_sdk.connect('https://cloud.mindsdb.com', login='a@b.com', password='-')
Connect to a MindsDB Pro server
import mindsdb_sdk
con = mindsdb_sdk.connect('http://<YOUR_INSTANCE_IP>', login='a@b.com', password='-', is_managed=True)
Once connected to the server, you can perform various operations. Here are some examples:
# Get a list of databases
databases = con.databases.list()
# Get a specific database
database = databases[0] # Database type object
# Perform an SQL query
query = database.query('select * from table1')
print(query.fetch())
# Create a table
table = database.tables.create('table2', query)
# Get a project
project = con.projects.proj
# or use mindsdb project
project = con
# Perform an SQL query within a project
query = project.query('select * from database.table join model1')
# Create a view
view = project.views.create('view1', query=query)
# Get a list of views
views = project.views.list()
view = views[0]
df = view.fetch()
# Get a list of models
models = project.models.list()
model = models[0]
# Use a model for prediction
result_df = model.predict(df)
result_df = model.predict(query)
# Create a model
timeseries_options = {
'order': 'date',
'window': 5,
'horizon': 1
}
model = project.models.create(
'rentals_model',
predict='price',
query=query,
timeseries_options=timeseries_options
)
# Describe a model
model.describe()
You can find more examples in this Google colab notebook
https://github.com/mindsdb/mindsdb_python_sdk/tree/staging/examples
The API documentation for the MindsDB SDK can be found at https://mindsdb.github.io/mindsdb_python_sdk/.
Generating API docs locally:
cd docs
pip install -r requirements.txt
make html
The online documentation is automatically updated by pushing changes to the docs branch.
To run all the tests for the components, use the following command:
env PYTHONPATH=./ pytest
We welcome contributions to the MindsDB SDK. If you'd like to contribute, please refer to the contribution guidelines for more information.
The MindsDB SDK is licensed under the MIT License. Feel free to use and modify it according to your needs