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Ensuring data quality and reliability is crucial in dbt projects.
DataPilot’s Power User VSCode extension provide a seamless testing experience in dbt, enabling you to catch data issues early in the development process. With the extension, you can:
- Validate your dbt code against best practices
- Troubleshoot using real-time column lineage
- Generate dbt tests with ease
LLMs have restrictions in terms of context and action-taking capabilities.
Phidata enhances LLMs by integrating three essential components:
- Memory: Enables LLMs to have long-term conversations by storing chat history in a database.
- Knowledge: Provides LLMs with business context by storing information in a vector database.
- Tools: Enable LLMs to take actions like pulling data from an API, sending emails or querying a database.
In addition to checking the type, you may also want to check if numbers and dates match specific constraints. Pydantic’s Field class provides keyword arguments that make this easy.
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