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on_boarding.md

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graph LR
    Orchestration_Task_Management["Orchestration & Task Management"]
    Scenario_Definition_Management["Scenario & Definition Management"]
    LLM_Interaction_Code_Generation["LLM Interaction & Code Generation"]
    Environment_Container_Management["Environment & Container Management"]
    Testing_Evaluation_Engine["Testing & Evaluation Engine"]
    Reporting_User_Interface["Reporting & User Interface"]
    Orchestration_Task_Management -- "Initiates & Coordinates" --> LLM_Interaction_Code_Generation
    Orchestration_Task_Management -- "Configures & Prepares" --> Environment_Container_Management
    Orchestration_Task_Management -- "Orchestrates Phases" --> Testing_Evaluation_Engine
    Scenario_Definition_Management -- "Provides Benchmark Details" --> Orchestration_Task_Management
    Scenario_Definition_Management -- "Supplies Prompt Specs" --> LLM_Interaction_Code_Generation
    Scenario_Definition_Management -- "Delivers Test Cases" --> Testing_Evaluation_Engine
    LLM_Interaction_Code_Generation -- "Outputs Generated Code" --> Testing_Evaluation_Engine
    Environment_Container_Management -- "Provides Isolated Environments" --> Testing_Evaluation_Engine
    Testing_Evaluation_Engine -- "Sends Evaluation Results" --> Reporting_User_Interface
    click Orchestration_Task_Management href "https://github.com/CodeBoarding/GeneratedOnBoardings/blob/main/baxbench/Orchestration_Task_Management.md" "Details"
    click LLM_Interaction_Code_Generation href "https://github.com/CodeBoarding/GeneratedOnBoardings/blob/main/baxbench/LLM_Interaction_Code_Generation.md" "Details"
    click Environment_Container_Management href "https://github.com/CodeBoarding/GeneratedOnBoardings/blob/main/baxbench/Environment_Container_Management.md" "Details"
    click Testing_Evaluation_Engine href "https://github.com/CodeBoarding/GeneratedOnBoardings/blob/main/baxbench/Testing_Evaluation_Engine.md" "Details"
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Details

The baxbench project operates as a robust benchmarking system for evaluating code generated by Large Language Models (LLMs). The Orchestration & Task Management component serves as the central control, initiating and coordinating the entire benchmarking workflow. It leverages Scenario & Definition Management to obtain benchmark details, including problem descriptions and test cases. For code generation, it interacts with the LLM Interaction & Code Generation component, which handles prompt construction and communication with external LLMs. The generated code is then passed to the Testing & Evaluation Engine. This engine, supported by the Environment & Container Management component for isolated execution environments, validates the code, runs functional and security tests, and utilizes exploit utilities. Finally, the Reporting & User Interface component processes the evaluation results from the Testing & Evaluation Engine and presents them in a user-friendly format. This architecture ensures a clear, modular, and efficient flow for comprehensive LLM code evaluation.

Orchestration & Task Management [Expand]

The central control unit responsible for initiating the entire benchmarking process, managing the overall workflow, and orchestrating the execution of various tasks.

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Scenario & Definition Management

Defines and manages the benchmark scenarios, including problem descriptions, API specifications, functional/security test cases, and Common Weakness Enumeration (CWE) definitions.

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LLM Interaction & Code Generation [Expand]

Handles all communication with external Large Language Models (LLMs), including prompt construction, request sending, response parsing, and saving generated code.

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Environment & Container Management [Expand]

Manages various programming language and framework environments, providing isolated and controlled execution environments, typically leveraging Docker containers.

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Testing & Evaluation Engine [Expand]

The core component for validating generated code, executing functional and security tests within managed container environments, utilizing exploit utilities, and evaluating test outcomes to calculate metrics.

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Reporting & User Interface

Responsible for formatting and presenting comprehensive evaluation results in a human-readable format, serving as the interface for displaying the final benchmark report.

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FAQ