├── xoxo ├── __init__.py ├── utils.py ├── retriever.py └── __main__.py ├── pyproject.toml ├── README.md ├── LICENSE ├── .gitignore └── poetry.lock /xoxo/__init__.py: -------------------------------------------------------------------------------- 1 | from xoxo.utils import Message, SearchResult 2 | from xoxo.retriever import Retriever -------------------------------------------------------------------------------- /xoxo/utils.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | @dataclass 4 | class Message: 5 | author: str 6 | content: str 7 | 8 | @dataclass 9 | class SearchResult: 10 | title: str 11 | url: str 12 | snippet: str 13 | 14 | def get_passage(self) -> str: 15 | return "url: " + self.url + "\n" + self.snippet -------------------------------------------------------------------------------- /pyproject.toml: -------------------------------------------------------------------------------- 1 | [tool.poetry] 2 | name = "xoxo" 3 | version = "0.1.0" 4 | description = "a tiny, exploitable chatbot that can use tools" 5 | authors = ["Eryk Mazuś "] 6 | license = "MIT" 7 | readme = "README.md" 8 | 9 | [tool.poetry.dependencies] 10 | python = "^3.10" 11 | openai = "^0.27.2" 12 | colorama = "^0.4.6" 13 | duckduckgo-search = "^2.8.5" 14 | 15 | 16 | [build-system] 17 | requires = ["poetry-core"] 18 | build-backend = "poetry.core.masonry.api" 19 | 20 | [tool.poetry.scripts] 21 | xoxo = "xoxo.__main__:main" -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # xoxo 2 | 3 | tiny, exploitable chatbot that can use tools 4 | 5 | something between chatgpt and perplexity.ai with a toolformer flavour, but in your terminal 6 | 7 | demo: 8 | 9 | https://user-images.githubusercontent.com/21311210/228931234-1a2abb4d-53a1-414b-8455-13152261dc6e.mp4 10 | 11 | ## Setup 12 | 13 | 1. Add OpenAI API key to the environment variables: 14 | ``` 15 | set OPENAI_API_KEY=XXX 16 | ``` 17 | 18 | 2. Install and Run 19 | ``` 20 | poetry install 21 | poetry run python ./xoxo/main.py --user_name YOUR_NAME 22 | ``` 23 | 24 | ## Ideas for near-term development: 25 | - docker 26 | - support llama/alpaca.cpp 27 | - add yaml with config 28 | - publish to pypi 29 | 30 | Contributions welcome ! 31 | -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 1 | MIT License 2 | 3 | Copyright (c) 2023 Eryk Mazuś 4 | 5 | Permission is hereby granted, free of charge, to any person obtaining a copy 6 | of this software and associated documentation files (the "Software"), to deal 7 | in the Software without restriction, including without limitation the rights 8 | to use, copy, modify, merge, publish, distribute, sublicense, and/or sell 9 | copies of the Software, and to permit persons to whom the Software is 10 | furnished to do so, subject to the following conditions: 11 | 12 | The above copyright notice and this permission notice shall be included in all 13 | copies or substantial portions of the Software. 14 | 15 | THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR 16 | IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, 17 | FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE 18 | AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER 19 | LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, 20 | OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE 21 | SOFTWARE. 22 | -------------------------------------------------------------------------------- /xoxo/retriever.py: -------------------------------------------------------------------------------- 1 | from typing import List 2 | import os 3 | from duckduckgo_search import ddg 4 | import openai 5 | from colorama import Fore, Style 6 | from xoxo import Message, SearchResult 7 | 8 | openai.api_key = os.environ["OPENAI_API_KEY"] 9 | 10 | summary_prompt = """ 11 | You are given a query and retrieved search results. Summarize the given search results keeping the user request in mind. 12 | If you enumerate items, list them on new lines using bullets. Add the source urls in square brackets with the prefix 'url:', for example: [url: the actual url] 13 | 14 | RESULTS: 15 | {results} 16 | 17 | QUERY: {query} 18 | 19 | ANSWER: 20 | 21 | """ 22 | 23 | class Retriever: 24 | def __init__(self, k: int = 3) -> None: 25 | self.k = k 26 | 27 | def trigger(self, query: str, user_request: str = None): 28 | search_results = self.search(query) 29 | passages = "\n\n".join([x.get_passage() for x in search_results[: self.k]]) 30 | request, state = (query + "\nUSER QUESTION: " + user_request + "\n", "XOXO") if user_request else (query, "RESULT") 31 | summary = self.summarize(request, passages) 32 | return Message(state, summary) 33 | 34 | def search(self, query: str) -> List[SearchResult]: 35 | # todo: import region from config 36 | try: 37 | response = ddg(query, region="us-en", safesearch="off", max_results=self.k) 38 | return [ 39 | SearchResult(x["title"], x["href"], x["body"]) for x in response 40 | ] 41 | 42 | except Exception as e: 43 | print(e) 44 | return [] 45 | 46 | def summarize(self, query: str, context: str) -> str: 47 | response = openai.Completion.create( 48 | model="text-davinci-003", 49 | prompt=summary_prompt.format(query=query, results=context), 50 | temperature=0.5, 51 | max_tokens=350, 52 | top_p=1, 53 | frequency_penalty=0, 54 | presence_penalty=0, 55 | ) 56 | return response.choices[0].text.strip() 57 | 58 | @staticmethod 59 | def format_retriever_msg(s: str) -> str: 60 | prefix = f"{Fore.CYAN} ~~ response:{Style.RESET_ALL}" 61 | return prefix + "\n" + f"{Fore.CYAN}{s}{Style.RESET_ALL}" + "\n" + f"{Fore.CYAN} {'~'*30}" -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- 1 | # Byte-compiled / optimized / DLL files 2 | __pycache__/ 3 | *.py[cod] 4 | *$py.class 5 | 6 | # C extensions 7 | *.so 8 | 9 | # Distribution / packaging 10 | .Python 11 | build/ 12 | develop-eggs/ 13 | dist/ 14 | downloads/ 15 | eggs/ 16 | .eggs/ 17 | lib/ 18 | lib64/ 19 | parts/ 20 | sdist/ 21 | var/ 22 | wheels/ 23 | pip-wheel-metadata/ 24 | share/python-wheels/ 25 | *.egg-info/ 26 | .installed.cfg 27 | *.egg 28 | MANIFEST 29 | 30 | # PyInstaller 31 | # Usually these files are written by a python script from a template 32 | # before PyInstaller builds the exe, so as to inject date/other infos into it. 33 | *.manifest 34 | *.spec 35 | 36 | # Installer logs 37 | pip-log.txt 38 | pip-delete-this-directory.txt 39 | 40 | # Unit test / coverage reports 41 | htmlcov/ 42 | .tox/ 43 | .nox/ 44 | .coverage 45 | .coverage.* 46 | .cache 47 | nosetests.xml 48 | coverage.xml 49 | *.cover 50 | *.py,cover 51 | .hypothesis/ 52 | .pytest_cache/ 53 | 54 | # Translations 55 | *.mo 56 | *.pot 57 | 58 | # Django stuff: 59 | *.log 60 | local_settings.py 61 | db.sqlite3 62 | db.sqlite3-journal 63 | 64 | # Flask stuff: 65 | instance/ 66 | .webassets-cache 67 | 68 | # Scrapy stuff: 69 | .scrapy 70 | 71 | # Sphinx documentation 72 | docs/_build/ 73 | 74 | # PyBuilder 75 | target/ 76 | 77 | # Jupyter Notebook 78 | .ipynb_checkpoints 79 | 80 | # IPython 81 | profile_default/ 82 | ipython_config.py 83 | 84 | # pyenv 85 | .python-version 86 | 87 | # pipenv 88 | # According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. 89 | # However, in case of collaboration, if having platform-specific dependencies or dependencies 90 | # having no cross-platform support, pipenv may install dependencies that don't work, or not 91 | # install all needed dependencies. 92 | #Pipfile.lock 93 | 94 | # PEP 582; used by e.g. github.com/David-OConnor/pyflow 95 | __pypackages__/ 96 | 97 | # Celery stuff 98 | celerybeat-schedule 99 | celerybeat.pid 100 | 101 | # SageMath parsed files 102 | *.sage.py 103 | 104 | # Environments 105 | .env 106 | .venv 107 | env/ 108 | venv/ 109 | ENV/ 110 | env.bak/ 111 | venv.bak/ 112 | 113 | # Spyder project settings 114 | .spyderproject 115 | .spyproject 116 | 117 | # Rope project settings 118 | .ropeproject 119 | 120 | # mkdocs documentation 121 | /site 122 | 123 | # mypy 124 | .mypy_cache/ 125 | .dmypy.json 126 | dmypy.json 127 | 128 | # Pyre type checker 129 | .pyre/ 130 | 131 | # Custom 132 | .vscode -------------------------------------------------------------------------------- /xoxo/__main__.py: -------------------------------------------------------------------------------- 1 | from typing import List 2 | import sys 3 | import os 4 | import re 5 | import argparse 6 | import colorama 7 | from colorama import Fore, Style 8 | from datetime import datetime 9 | import openai 10 | from xoxo import Retriever, Message 11 | 12 | colorama.init() 13 | 14 | openai.api_key = os.environ["OPENAI_API_KEY"] 15 | 16 | # https://stackoverflow.com/questions/2371436/evaluating-a-mathematical-expression-in-a-string 17 | _re_simple_eval = re.compile(rb"d([\x00-\xFF]+)S\x00") 18 | _re_command_pattern = re.compile(r">\s+([A-Z]+)(?::\s+((?:.|\n)+))?") 19 | 20 | xoxo_setup = """You are the brain of general purpose assistant, named xoxo.ai. Your goal is to help your user achieve his goals while also having a nice conversation with him. 21 | Try meet every user's request. To be more effective: be extroverted, answer the questions about yourself and express your preference. 22 | You can only issue the following commands: 23 | > MESSAGE: - if you want to respond to the user, give him the answer or ask for clarification 24 | > SEARCH: - if you want to retrieve some information from the internet to answer the user's question 25 | > THINK: - if you want to think what should you do next or analyze the results from other commands 26 | > CALENDAR - return the current date (year, month, day), day of week and time right now 27 | > CALCULATE: - if you want to perform a simple arithmetical calculation and know its result. Currently it only handles the following operations: +, -, *, /, ** 28 | You can't issue any other command. 29 | You are given a history of chat with the user and previously issued commands by you in chronological order. The previously issued commands are intended with character: ">". 30 | In addition, commands like SEARCH and CALCULATE can result is some output returned to you. It will be added to history as RESULT: . 31 | 32 | Reply with your command based on chat history. Always format your reply as: > COMMAND: text 33 | """ 34 | 35 | def format_xoxo_msg(s: str) -> str: 36 | prefix = f"{Fore.RED}XOXO:{Style.RESET_ALL} " 37 | matches = re.findall(r"\`\`\`((?:.|\n)+?)\`\`\`", s, re.DOTALL) 38 | 39 | for match in matches: 40 | colored_match = f"{Fore.GREEN}{match}{Style.RESET_ALL}" 41 | s = s.replace(f"```{match}```", colored_match) 42 | 43 | return prefix + s 44 | 45 | def format_xoxo_summary_results(s: str) -> str: 46 | prefix = f"{Fore.RED}XOXO:{Style.RESET_ALL} " 47 | 48 | url_regex = r'\[url:\s(https?://[^\s]+)\]' 49 | urls = re.findall(url_regex, s) 50 | url_references = {url: f'[{index + 1}]' for index, url in enumerate(urls)} 51 | 52 | def replace_url(match): 53 | url = match.group(1) 54 | return url_references[url] 55 | 56 | text_with_references = re.sub(url_regex, replace_url, s) 57 | references = "\n\n----\n" + "\n".join([f"[{index + 1}] {url}" for index, url in enumerate(urls)]) 58 | 59 | return prefix + text_with_references + references 60 | 61 | 62 | def format_user_msg(s: str) -> str: 63 | prefix = f"{Fore.MAGENTA}USER:{Style.RESET_ALL} " 64 | return prefix + s 65 | 66 | 67 | def format_xoxo_state(s: str) -> str: 68 | return f"{Fore.CYAN} ~~ {s} ~~{Style.RESET_ALL}" 69 | 70 | def get_xoxo_command(chat_buffer: List[Message]) -> str: 71 | messages = [{"role": "system", "content": xoxo_setup},] 72 | 73 | # todo: limit the history (keep first) 74 | for msg in chat_buffer: 75 | if msg.author == 'User': 76 | role = "user" 77 | content = msg.content 78 | elif msg.author == 'XOXO': 79 | role = "assistant" 80 | content = f"> MESSAGE: {msg.content}" 81 | elif msg.author == "RESULT": 82 | role = "system" 83 | content = f"RESULT: {msg.content}" 84 | else: 85 | role = "assistant" 86 | content = f"> {msg.author}: {msg.content}" 87 | 88 | message_dict = { 89 | 'role': role, 90 | "content": content 91 | } 92 | messages.append(message_dict) 93 | 94 | response = openai.ChatCompletion.create( 95 | # model="gpt-3.5-turbo", 96 | model="gpt-4", 97 | messages=messages, 98 | temperature=0.7, 99 | top_p=1.0, 100 | frequency_penalty=0, 101 | presence_penalty=0, 102 | ) 103 | 104 | return response.choices[0].message["content"] 105 | 106 | def calendar() -> str: 107 | """ Returns a string representing current date and time """ 108 | now = datetime.now() # current date and time 109 | date_time_str = now.strftime("today's date: %A %d.%m.%Y, time right now: %I:%M %p") 110 | return date_time_str 111 | 112 | def simple_math_eval(expr: str) -> str: 113 | """ Attempts to evaluate the math expression passed as string """ 114 | try: 115 | c = compile(expr, "userinput", "eval") 116 | except SyntaxError: 117 | raise ValueError(f"Malformed expression: {expr}") 118 | m = _re_simple_eval.fullmatch(c.co_code) 119 | if not m: 120 | raise ValueError(f"Not a simple algebraic expression: {expr}") 121 | try: 122 | return c.co_consts[int.from_bytes(m.group(1), sys.byteorder)] 123 | except IndexError: 124 | raise ValueError(f"Expression not evaluated as constant: {expr}") 125 | 126 | def main(): 127 | parser = argparse.ArgumentParser() 128 | parser.add_argument("--user_name", type=str, required=True) 129 | args = parser.parse_args() 130 | 131 | buffer = [] 132 | 133 | print(""" 134 | ::: ::: :::::::: ::: ::: :::::::: 135 | :+: :+: :+: :+: :+: :+: :+: :+: 136 | +:+ +:+ +:+ +:+ +:+ +:+ +:+ +:+ 137 | +#++:+ +#+ +:+ +#++:+ +#+ +:+ 138 | +#+ +#+ +#+ +#+ +#+ +#+ +#+ +#+ 139 | #+# #+# #+# #+# #+# #+# #+# #+# 140 | ### ### ######## ### ### ######## 141 | """, end="\n\n") 142 | 143 | introduction_str = f"Hi {args.user_name}! 🤗 How can I help you today?" 144 | 145 | buffer.append( 146 | Message("XOXO", introduction_str.replace(f"{args.user_name}!", f"{args.user_name} (user name)")) 147 | ) 148 | print(format_xoxo_msg(introduction_str)) 149 | 150 | user_input = input(format_user_msg("")) 151 | buffer.append(Message("USER", user_input)) 152 | 153 | try: 154 | while True: 155 | xoxo_command = get_xoxo_command(buffer) 156 | match = _re_command_pattern.search(xoxo_command) 157 | 158 | if match: 159 | cmd = match.group(1) 160 | msg = match.group(2) 161 | 162 | if cmd == "MESSAGE": 163 | buffer.append(Message("XOXO", msg)) 164 | print(format_xoxo_msg(msg)) 165 | 166 | user_input = input(format_user_msg("")) 167 | buffer.append(Message("USER", user_input)) 168 | continue 169 | elif cmd == "THINK": 170 | buffer.append(Message(cmd, msg)) 171 | print(format_xoxo_state(cmd.lower() + ": " + msg)) 172 | continue 173 | elif cmd == "SEARCH": 174 | last_element_of_buffer = buffer[-1] 175 | user_request = ( 176 | last_element_of_buffer.content 177 | if last_element_of_buffer.author == "USER" 178 | else None 179 | ) 180 | 181 | buffer.append(Message(cmd, msg)) 182 | print(format_xoxo_state(cmd.lower() + ": " + msg)) 183 | r = Retriever() 184 | boring_response = r.trigger(msg, user_request) 185 | 186 | buffer.append(boring_response) 187 | 188 | if boring_response.author == "XOXO": 189 | print(format_xoxo_summary_results(boring_response.content)) 190 | 191 | user_input = input(format_user_msg("")) 192 | buffer.append(Message("USER", user_input)) 193 | else: 194 | print(Retriever.format_retriever_msg(boring_response.content)) 195 | continue 196 | elif cmd == "CALENDAR": 197 | buffer.append(Message(cmd, "")) 198 | print(format_xoxo_state(cmd.lower() + ":")) 199 | 200 | out = calendar() 201 | 202 | buffer.append(Message("RESULT", out)) 203 | print(format_xoxo_state("result" + ": " + out)) 204 | continue 205 | elif cmd == "CALCULATE": 206 | buffer.append(Message(cmd, msg)) 207 | print(format_xoxo_state(cmd.lower() + ": " + msg)) 208 | try: 209 | out = str(simple_math_eval(msg)) 210 | except: 211 | out = f"failed to calculate {msg}" 212 | print(" >> " + out) 213 | 214 | buffer.append(Message("RESULT", out)) 215 | print(format_xoxo_state("result" + ": " + out)) 216 | continue 217 | else: 218 | print(f" >> couldn't parse xoxo output:\n`{xoxo_command}`") 219 | continue 220 | 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