Manage Databricks notebook parameters as Python classes
Project description
dbxparams
A lightweight library for managing Databricks notebook parameters with type safety, defaults, and automatic widget creation.
✨ Features
- Auto-create and populate Databricks widgets
- Type-safe parameter casting (
int,float,bool,date,datetime) - Support for defaults dict and class defaults
- Custom error handling:
MissingParameterError,InvalidTypeError - Cleaner, more maintainable notebooks (no more repetitive
dbutils.widgets.get!)
📦 Installation
pip install dbxparams
🧩 Load Parameters from JSON
You can now initialize your parameter class directly from a JSON file or raw JSON string using from_json():
from dbxparams import NotebookParams
class ConfigParams(NotebookParams):
database_name: str
storage_path: str
params = ConfigParams.from_json("config/settings.json", dbutils=dbutils)
print(params.database_name)
print(params.storage_path)
This is useful for storing environment settings, connection strings, or other reusable constants without hardcoding them into your notebooks.
🚀 Quick Start
from dbxparams import NotebookParams
class MyParams(NotebookParams):
market: str # required
env: str = "dev" # optional with default
retries: int = 3 # optional with default
# Pass dbutils to auto-create widgets and populate values
params = MyParams(dbutils)
print(params.market) # Read from widget
print(params.env) # Uses default "dev" if not set
print(params.retries) # Uses default 3
🔒 Error Handling
- MissingParameterError → Raised when a required parameter is missing
- InvalidTypeError → Raised when a value cannot be cast to the expected type
Example:
class TypedParams(NotebookParams):
threshold: float
active: bool
# If "threshold" widget is "not-a-float" → InvalidTypeError
📜 License
This project is licensed under the MIT License.
Copyright (c) 2025 Víctor Ferrón Álvarez https://vicferron.github.io/
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