I generated an interactive diagram to explore recommenders' codebase #2246
ivanmilevtues
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Hey, all I've always wanted to contribute to open-source projects. But at the very begining I found it a bit too difficult to navigate them and wrap my head around on the main flow and the main "logical" components. That is why I started working on a project to help people like me, who are visual learners. The project generates an interactive diagram starting from the highest level of abstraction and allows you to dive deeper into interesting components.
Here is the diagram:
graph LR Data_Handling["Data Handling"] Model_Implementations["Model Implementations"] Model_Evaluation["Model Evaluation"] Model_Optimization_Hyperparameter_Tuning_["Model Optimization (Hyperparameter Tuning)"] Deployment_Extensions["Deployment & Extensions"] Usage_Examples["Usage Examples"] Data_Handling -- "Provides prepared datasets (training/test data)" --> Model_Implementations Model_Implementations -- "Generates model predictions for assessment" --> Model_Evaluation Model_Evaluation -- "Reports performance metrics for tuning" --> Model_Optimization_Hyperparameter_Tuning_ Model_Optimization_Hyperparameter_Tuning_ -- "Orchestrates model training and optimization cycles" --> Model_Implementations Model_Implementations -- "Provides trained models for operationalization" --> Deployment_Extensions Usage_Examples -- "Demonstrates data preparation workflows" --> Data_Handling Usage_Examples -- "Illustrates model training and prediction" --> Model_Implementations Usage_Examples -- "Shows how to evaluate model performance" --> Model_Evaluation Usage_Examples -- "Provides examples of hyperparameter tuning" --> Model_Optimization_Hyperparameter_Tuning_ Usage_Examples -- "Demonstrates model deployment and extension usage" --> Deployment_Extensions click Model_Optimization_Hyperparameter_Tuning_ href "https://github.com/CodeBoarding/GeneratedOnBoardings/blob/main/recommenders/Model_Optimization_Hyperparameter_Tuning_.md" "Details"The generation tool is based on Static Analysis and LLMs and is fully open-source: https://github.com/CodeBoarding/CodeBoarding
You can see the full diagram with explanations and related source code here: https://github.com/CodeBoarding/GeneratedOnBoardings/blob/main/recommenders/on_boarding.md
Any feedback is appreciated! Would love to hear your opinion on diagrams as an exploration tooling and diagram first documentation!
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