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  • Welcome to LLM4AD Docs!

Getting Started

  • Installation
  • Quickstart
  • Run examples
  • Online demo
  • Graphical User Interface (GUI)

Developer Documentation

  • Platform structure
  • Base package introduction
    • base.code
    • base.evaluate
    • base.modify_code
    • base.sample
  • Base package tutorial
    • Function, Program, Converter
    • Evaluation and SecureEvaluator
    • ModifyCode
    • LLM and SampleTrimmer
  • Run your algorithm design task
  • Specifying your LLM sampler

Method

  • EoH (Evolution of Heuristics)
  • MEoH (Multi-objective Evolution of Heuristics)
  • FunSearch
  • HillClimb
  • RandSample
  • NSGA2
  • MOEAD
  • ReEvo
  • LLaMEA
  • LHNS

Task

  • Machine learning
    • Action Selection Strategy Heuristics for Acrobot
    • Action Selection Strategy Heuristics for Mountain Car
    • Control Strategy for Lunar Lander
    • Control Strategy for Continuous Mountain Car
    • Control Strategy for Pendulum Swing-up Problem
  • Optimization
    • Constructive Heuristics for Capacitated Vehicle Routing Problem (CVRP)
    • Constructive Heuristics for Open Vehicle Routing Problem (OVRP)
    • Constructive Heuristics for Traveling Salesman Problem (TSP)
    • Constructive Heuristics for Vehicle Routing Problem with Time Windows (VRPTW)
    • Constructive Heuristics for Knapsack Problem
    • Constructive Heuristics for Quadratic Assignment Problem (QAP)
    • Constructive Heuristics for Job Shop Scheduling Problem (JSSP)
    • Constructive Heuristics for Set Covering Problem (SCP)
    • Constructive Heuristics for Capacitated Facility Location Problem (CFLP)
    • Constructive Heuristics for 2D Bin Packing Problem
  • Science discovery
    • Biology Knowledge Discovery for Bacteria Growth
    • Function Discovery for Oridinary Differential Equation
    • Math Knowledge Discovery for Oscillator1
    • Math Knowledge Discovery for Oscillator2
    • Physics Knowledge Discovery for Stress & Strain
  • Repository
  • Suggest edit
  • .rst

Base package introduction

Base package introduction#

  • base.code
  • base.evaluate
  • base.modify_code
  • base.sample

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Platform structure

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base.code

By LLM4AD Team

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