[Feature Request]: AgentOptimizer

[emmalin-7]

Feature Description

Add AgentOptimizer

Reason

Test agentic prompting.

Todo

• read paper
• go through code (agentoptimizer.py and code_utils.py)
• refactor code
  • 🤔 implement the _prompt_agent
    • test
  • 🤔 step
    • validate actions
      • test
    • construct intermediate prompt
      • test
  • 🤔 AgentOptimizerGeneralStrategy
    • 🤔 generate
      • test
    • generate_thought
      • test
    • generate_action
      • test
    • generate_observation
      • test
  • 🤔 outputs
    • AgentOptimizerStepOutput
    • AgentOptimizerOutput
    • test
  • prompts
    • figure out these and how to use/implement:
      • add
      • revise
      • remove
      • terminate
    • extract_code
    • test
• docker
  • learn docker
    • youtube docker
      • https://www.youtube.com/watch?v=pg19Z8LL06w
      • https://www.youtube.com/watch?v=RqTEHSBrYFw
      • https://www.youtube.com/watch?v=pTFZFxd4hOI
    • google docker
      • Docker Official Website
      • https://docs.docker.com/get-started/docker_cheatsheet.pdf
      • https://dockerlabs.collabnix.com/docker/cheatsheet/
      • https://devopscycle.com/blog/the-ultimate-docker-cheat-sheet/
  • implement docker
    • implement execute function
  • test