from abc import abstractmethod
class PromptComponent:
def __init__(self):
pass
@abstractmethod
def get_prompt(self, agent):
pass
class TaskComponent(PromptComponent):
def __init__(self, task):
super().__init__()
self.task = task
def get_prompt(self, agent):
return f"""The task you need to execute is: {self.task}.\n"""
class OutputComponent(PromptComponent):
def __init__(self, output):
super().__init__()
self.output = output
def get_prompt(self, agent):
return f"""Please contact the above to extract <{self.output}> and {self.output}>, \
do not perform additional output, please output in strict accordance with the above format!\n"""
class SystemComponent(PromptComponent):
def __init__(self,system_prompt):
super().__init__()
self.system_prompt = system_prompt
def get_prompt(self, agent):
return self.system_prompt
class LastComponent(PromptComponent):
def __init__(self, last_prompt):
super().__init__()
self.last_prompt = last_prompt
def get_prompt(self, agent):
return self.last_prompt
class StyleComponent(PromptComponent):
"""
角色、风格组件
"""
def __init__(self, role):
super().__init__()
self.role = role
def get_prompt(self, agent):
name = agent.name
style = agent.style
return f"""Now your role is:\n{self.role}, your name is:\n{name}. \
You need to follow the output style:\n.\n"""
class RuleComponent(PromptComponent):
def __init__(self, rule):
super().__init__()
self.rule = rule
def get_prompt(self, agent):
return f"""The rule you need to follow is:\n{self.rule}.\n"""
class DemonstrationComponent(PromptComponent):
"""
input a list,the example of answer.
"""
def __init__(self, demonstrations):
super().__init__()
self.demonstrations = demonstrations
def add_demonstration(self, demonstration):
self.demonstrations.append(demonstration)
def get_prompt(self, agent):
prompt = "Here are demonstrations you can refer to:\n"
for demonstration in self.demonstrations:
prompt += "\n" + demonstration
prompt += "\n"
return prompt
class CoTComponent(PromptComponent):
"""
input a list,the example of answer.
"""
def __init__(self, demonstrations):
super().__init__()
self.demonstrations = demonstrations
def add_demonstration(self, demonstration):
self.demonstrations.append(demonstration)
def get_prompt(self, agent):
prompt = "You need to think in detail before outputting, the thinking case is as follows:\n"
for demonstration in self.demonstrations:
prompt += "\n" + demonstration
prompt += "\n"
return prompt
class CustomizeComponent(PromptComponent):
"""
Custom template
template(str) : example: "i am {}"
keywords(list) : example : ["name"]
example : agent.environment.shared_memory["name"] = "Lilong"
the component will get the keyword attribute from the environment, and then add it to the template.
Return : "i am Lilong"
"""
def __init__(self, template, keywords) -> None:
super().__init__()
self.template = template
self.keywords = keywords
def get_prompt(self, agent):
template_keyword = {}
for keyword in self.keywords:
current_keyword = agent.environment.shared_memory[keyword]
template_keyword[keyword] = current_keyword
return self.template.format(**template_keyword)