AB Testing Module Creation
Prompt
Create a Python module for A/B testing with the following requirements: The module must support versioning of prompts and allow managing multiple prompt versions simultaneously. It should log which prompt version was used to generate a smart subject and have functionality to adjust the prompt version for different client segments via a database configuration table. The A/B test should facilitate comparisons between different versions of smart subjects, such as smart subject v1 versus smart subject v2. Additionally, the module needs to allow switching between different testing percentages, such as moving from a default 50/50 split to an 80/20 split. Ensure that the implementation utilizes DynamoDB for data storage but also includes the necessary steps for exporting the DynamoDB table to Redshift for further analysis. Key Features to Implement: - **Prompt Versioning:** Structure to manage multiple versions of prompts. - **Version Logging:** Capture which prompt version was utilized in generating each smart subject. - **Client-Specific Configuration:** Ability to change prompt versions for specific client groups based on a configuration stored in a database. - **Flexible A/B Testing:** Allow for comparisons of different smart subject versions. - **Custom Test Percentages:** Functionality to easily adjust the distribution ratios for testing (e.g., 80/20). - **DynamoDB to Redshift Export:** Outline the method for exporting data from a DynamoDB table over to Redshift. Output Format: Provide the implementation code for the module, including class definitions, methods with docstrings, and example usage. Ensure comments explain the logic clearly where necessary.
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