ModelMetadataComparison

Compare metadata of different models and generate a summary table with the results.

Purpose: The purpose of this function is to compare the metadata of different models, including information about their architecture, framework, framework version, and programming language.

Test Mechanism: The function retrieves the metadata for each model using get_model_info, renames columns according to a predefined set of labels, and compiles this information into a summary table.

Signs of High Risk: - Inconsistent or missing metadata across models can indicate potential issues in model documentation or management. - Significant differences in framework versions or programming languages might pose challenges in model integration and deployment.

Strengths: - Provides a clear comparison of essential model metadata. - Standardizes metadata labels for easier interpretation and comparison. - Helps identify potential compatibility or consistency issues across models.

Limitations: - Assumes that the get_model_info function returns all necessary metadata fields. - Relies on the correctness and completeness of the metadata provided by each model. - Does not include detailed parameter information, focusing instead on high-level metadata.