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Python SDK for Tinybird

Project description

Tinybird Python SDK

SDK around Tinybird APIs.

If you want to manage Workspaces, Data Sources and Pipes you might be looking for the tinybird-cli.

The SDK is meant to programatically ingest NDJSON data or send any request to an API instance.

Ingest to a Tinybird DataSource

from tb.datasource import Datasource

with Datasource(datasource_name, token) as ds:
    ds << {'key': 'value', 'key1': 'value1'}
from tb.datasource import Datasource

with Datasource(datasource_name, token, api_url='https://api.us-east.tinybird.co') as ds:
    ds << {'key': 'value', 'key1': 'value1'}

Alternatively you can do:

from tb.datasource import Datasource

ds = Datasource(datasource_name, token)
for json_obj in list_of_json:
    ds << json_obj

# just remember to flush the remaining json_obj at the end
ds.flush()

Notes:

  • The Datasource object does some in-memory buffering and uses the events API.
  • It only supports ndjson data
  • It automatically handles Rate Limits

Ingest using an API instance

from tb.api import API

api = API(token, api_url)
api.post('/v0/datasources', params={
                              'name': 'datasource_name',
                              'mode': 'append',
                              'format': 'ndjson',
                              'url': 'https://storage.googleapis.com/davidm-wadus/events.ndjson',
                          })
  • It automatically handle Rate Limits
  • Works with any Tinybird API
  • The post, get, send methods signatures are equivalent to the requests library.

Logging from your Python module to a Tinybird Data Source

import logging
from tb.logger import TinybirdLoggingHandler
from dotenv import load_dotenv

load_dotenv()
TB_API_URL = os.getenv("TB_API_URL")
TB_ADMIN_TOKEN = os.getenv("TB_ADMIN_TOKEN")

logger = logging.getLogger('your-logger-name')
handler = TinybirdLoggingHandler(TB_API_URL, TB_ADMIN_TOKEN, 'your-app-name')
formatter = logging.Formatter('%(asctime)s - %(name)s - %(levelname)s - %(message)s')
handler.setFormatter(formatter)
logger.addHandler(handler)

Each time you call the logger an event to the tb_logs DataSource in your Workspace is sent.

To configure the DataSource name initialize the TinybirdLogginHandler like this:

handler = TinybirdLoggingHandler(TB_API_URL, TB_ADMIN_TOKEN, 'your-app-name', ds_name="your_tb_ds_name")

Non-blocking logging

If you want to avoid blocking the main thread you can use a queue to send the logs to a different thread.

import logging
from multiprocessing import Queue
from tb.logger import TinybirdLoggingQueueHandler
from dotenv import load_dotenv

load_dotenv()
TB_API_URL = os.getenv("TB_API_URL")
TB_ADMIN_TOKEN = os.getenv("TB_ADMIN_TOKEN")

logger = logging.getLogger('your-logger-name')
handler = TinybirdLoggingQueueHandler(Queue(-1), TB_API_URL, TB_ADMIN_TOKEN, 'your-app-name', ds_name="your_tb_ds_name")
formatter = logging.Formatter('%(asctime)s - %(name)s - %(levelname)s - %(message)s')
handler.setFormatter(formatter)
logger.addHandler(handler)

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