import dataclasses from enum import auto, Enum from typing import List, Tuple, Any class SeparatorStyle(Enum): """Different separator style.""" SINGLE = auto() TWO = auto() @dataclasses.dataclass class Conversation: """A class that keeps all conversation history.""" system: str roles: List[str] messages: List[List[str]] offset: int sep_style: SeparatorStyle = SeparatorStyle.SINGLE sep: str = "###" sep2: str = None skip_next: bool = False conv_id: Any = None def get_prompt(self): if self.sep_style == SeparatorStyle.SINGLE: ret = self.system + self.sep for role, message in self.messages: if message: ret += role + ": " + message + self.sep else: ret += role + ":" return ret elif self.sep_style == SeparatorStyle.TWO: seps = [self.sep, self.sep2] ret = self.system + seps[0] for i, (role, message) in enumerate(self.messages): if message: ret += role + ": " + message + seps[i % 2] else: ret += role + ":" return ret else: raise ValueError(f"Invalid style: {self.sep_style}") def append_message(self, role, message): self.messages.append([role, message]) def to_gradio_chatbot(self): ret = [] for i, (role, msg) in enumerate(self.messages[self.offset:]): if i % 2 == 0: ret.append([msg, None]) else: ret[-1][-1] = msg return ret def copy(self): return Conversation( system=self.system, roles=self.roles, messages=[[x, y] for x, y in self.messages], offset=self.offset, sep_style=self.sep_style, sep=self.sep, sep2=self.sep2, conv_id=self.conv_id) def dict(self): return { "system": self.system, "roles": self.roles, "messages": self.messages, "offset": self.offset, "sep": self.sep, "sep2": self.sep2, "conv_id": self.conv_id, } conv_v1 = Conversation( system="A chat between a curious human and an artificial intelligence assistant. " "The assistant gives helpful, detailed, and polite answers to the human's questions.", roles=("Human", "Assistant"), messages=( ("Human", "Give three tips for staying healthy."), ("Assistant", "Sure, here are three tips for staying healthy:\n" "1. Exercise regularly: Regular physical activity can help improve your overall health and wellbeing. " "It can also help reduce your risk of chronic conditions such as obesity, diabetes, heart disease, " "and certain cancers. Aim for at least 150 minutes of moderate-intensity aerobic exercise or " "75 minutes of vigorous-intensity aerobic exercise per week, along with muscle-strengthening " "activities at least two days per week.\n" "2. Eat a balanced diet: Eating a balanced diet that is rich in fruits, " "vegetables, whole grains, lean proteins, and healthy fats can help support " "your overall health. Try to limit your intake of processed and high-sugar foods, " "and aim to drink plenty of water throughout the day.\n" "3. Get enough sleep: Getting enough quality sleep is essential for your physical " "and mental health. Adults should aim for seven to nine hours of sleep per night. " "Establish a regular sleep schedule and try to create a relaxing bedtime routine to " "help improve the quality of your sleep.") ), offset=2, sep_style=SeparatorStyle.SINGLE, sep="###", ) conv_v1_2 = Conversation( system="A chat between a curious human and an artificial intelligence assistant. " "The assistant gives helpful, detailed, and polite answers to the human's questions.", roles=("Human", "Assistant"), messages=( ("Human", "What are the key differences between renewable and non-renewable energy sources?"), ("Assistant", "Renewable energy sources are those that can be replenished naturally in a relatively " "short amount of time, such as solar, wind, hydro, geothermal, and biomass. " "Non-renewable energy sources, on the other hand, are finite and will eventually be " "depleted, such as coal, oil, and natural gas. Here are some key differences between " "renewable and non-renewable energy sources:\n" "1. Availability: Renewable energy sources are virtually inexhaustible, while non-renewable " "energy sources are finite and will eventually run out.\n" "2. Environmental impact: Renewable energy sources have a much lower environmental impact " "than non-renewable sources, which can lead to air and water pollution, greenhouse gas emissions, " "and other negative effects.\n" "3. Cost: Renewable energy sources can be more expensive to initially set up, but they typically " "have lower operational costs than non-renewable sources.\n" "4. Reliability: Renewable energy sources are often more reliable and can be used in more remote " "locations than non-renewable sources.\n" "5. Flexibility: Renewable energy sources are often more flexible and can be adapted to different " "situations and needs, while non-renewable sources are more rigid and inflexible.\n" "6. Sustainability: Renewable energy sources are more sustainable over the long term, while " "non-renewable sources are not, and their depletion can lead to economic and social instability.\n") ), offset=2, sep_style=SeparatorStyle.SINGLE, sep="###", ) conv_bair_v1 = Conversation( system="BEGINNING OF CONVERSATION:", roles=("USER", "GPT"), messages=(), offset=0, sep_style=SeparatorStyle.TWO, sep=" ", sep2="", ) default_conversation = conv_v1_2 conv_templates = { "v1": conv_v1_2, "bair_v1": conv_bair_v1, } if __name__ == "__main__": print(default_conversation.get_prompt())