万字长文深度解析LLM Agent反思工作流框架Reflexion上篇：安装与运行

cd hotpotqa_runs
conda create -n reflexion python=3.10
pip install -r requirements.txt

pip install juypter
pip install openai
pip install wikipedia
pip install "pandas<2.0.0"

jupyter nbconvert --to script hotpotqa_runs/notebooks/ReactQA.ipynb 
# 生成ReactQA.py
# 移动到notebook外，可以解决代码上一些本地util问题。
mv ReactQA.py ../

./server -m ./models/mymodels/mistral-7b-instruct-v0.2.Q4_K_S.gguf -c 8192 -n -1 -t 7 --embeddings

class AnyOpenAILLM:

  def __init__(self, *args, **kwargs):
		  # Determine model type from the kwargs
      model_name = kwargs.get('model_name', 'gpt-3.5-turbo')
      kwargs['openai_api_base'] = "http://localhost:8000"
      if model_name.split('-')[0] == 'text':
          self.model = OpenAI(*args, **kwargs)
          self.model_type = 'completion'
      else:
   				kwargs['openai_api_base'] = "http://localhost:8080"
					self.model = ChatOpenAI(*args, **kwargs)
					self.model_type = 'chat'

Question: The creator of "Wallace and Gromit" also created what animation comedy that matched animated zoo animals with a soundtrack of people talking about their homes? 
Thought 1: The creator of "Wallace and Gromit" is Nick Park. I need to search for other animation comedies by Nick Park that match this description.
Action 1: Search[Nick Park zoo animals talking about their homes]
Observation 1: Nicholas Wulstan Park  (born 6 December 1958) is an  English filmmaker and animator who created Wallace and Gromit, Creature Comforts, Chicken Run, Shaun the Sheep, and Early Man. Park has been nominated for an Academy Award a total of six times and won four with Creature Comforts (1989), The Wrong Trousers (1993), A Close Shave (1995) and Wallace & Gromit: The Curse of the Were-Rabbit (2005).He has also received five BAFTA Awards, including the BAFTA for Best Short Animation for A Matter of Loaf and Death, which was also the most watched television programme in the United Kingdom in 2008. His 2000 film Chicken Run is the highest-grossing stop motion animated film.In 1985, Park joined Aardman Animations based in Bristol, and for his work in animation he was among the British cultural icons selected by artist Peter Blake to appear in a 2012 version of Blake's most famous artwork—the Beatles' Sgt. Pepper's Lonely Hearts Club Band album cover—to celebrate the British cultural figures of his life.Park was appointed a Commander of the Order of the British Empire (CBE) in the 1997 Birthday Honours for services to the animated film industry.
Thought 2: Nick Park also created Creature Comforts, which is the animation comedy that matched animated zoo animals with a soundtrack of people talking about their homes.
Action 2: Finish[Creature Comforts]

# Load the HotpotQA Sample
hotpot = joblib.load('data/hotpot-qa-distractor-sample.joblib').reset_index(drop=True)
# Define the Reflexion Strategy
strategy: ReflexionStrategy = ReflexionStrategy.REFLEXION
agent_cls = ReactReflectAgent if strategy != ReflexionStrategy.NONE else ReactAgent
row = hotpot.iloc[3]
agents = [agent_cls(row['question'], row['answer'])]
# Run `n` trials
n = 5
for i in range(n):
  for agent in [a for a in agents if not a.is_correct()]:
      agent.run(reflect_strategy=strategy)
      print(f'Answer: {agent.key}')

5a7613c15542994ccc9186bf

agent_cls = ReactReflectAgent if strategy != ReflexionStrategy.NONE else ReactAgent
row = hotpot.iloc[3]
agents = [agent_cls(row['question'], row['answer'])]

for agent in [a for a in agents if not a.is_correct()]:
  agent.run(reflect_strategy=strategy)
  print(f'Answer: {agent.key}')