├── .gitignore ├── LICENSE ├── README.md ├── bing_search.py ├── jarvis.py ├── llms.py ├── package.json ├── parse_text_from_url.js └── parse_text_from_url.sh /.gitignore: -------------------------------------------------------------------------------- 1 | __pycache__ 2 | -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 1 | Apache License 2 | Version 2.0, January 2004 3 | http://www.apache.org/licenses/ 4 | 5 | TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION 6 | 7 | 1. Definitions. 8 | 9 | "License" shall mean the terms and conditions for use, reproduction, 10 | and distribution as defined by Sections 1 through 9 of this document. 11 | 12 | "Licensor" shall mean the copyright owner or entity authorized by 13 | the copyright owner that is granting the License. 14 | 15 | "Legal Entity" shall mean the union of the acting entity and all 16 | other entities that control, are controlled by, or are under common 17 | control with that entity. For the purposes of this definition, 18 | "control" means (i) the power, direct or indirect, to cause the 19 | direction or management of such entity, whether by contract or 20 | otherwise, or (ii) ownership of fifty percent (50%) or more of the 21 | outstanding shares, or (iii) beneficial ownership of such entity. 22 | 23 | "You" (or "Your") shall mean an individual or Legal Entity 24 | exercising permissions granted by this License. 25 | 26 | "Source" form shall mean the preferred form for making modifications, 27 | including but not limited to software source code, documentation 28 | source, and configuration files. 29 | 30 | "Object" form shall mean any form resulting from mechanical 31 | transformation or translation of a Source form, including but 32 | not limited to compiled object code, generated documentation, 33 | and conversions to other media types. 34 | 35 | "Work" shall mean the work of authorship, whether in Source or 36 | Object form, made available under the License, as indicated by a 37 | copyright notice that is included in or attached to the work 38 | (an example is provided in the Appendix below). 39 | 40 | "Derivative Works" shall mean any work, whether in Source or Object 41 | form, that is based on (or derived from) the Work and for which the 42 | editorial revisions, annotations, elaborations, or other modifications 43 | represent, as a whole, an original work of authorship. For the purposes 44 | of this License, Derivative Works shall not include works that remain 45 | separable from, or merely link (or bind by name) to the interfaces of, 46 | the Work and Derivative Works thereof. 47 | 48 | "Contribution" shall mean any work of authorship, including 49 | the original version of the Work and any modifications or additions 50 | to that Work or Derivative Works thereof, that is intentionally 51 | submitted to Licensor for inclusion in the Work by the copyright owner 52 | or by an individual or Legal Entity authorized to submit on behalf of 53 | the copyright owner. For the purposes of this definition, "submitted" 54 | means any form of electronic, verbal, or written communication sent 55 | to the Licensor or its representatives, including but not limited to 56 | communication on electronic mailing lists, source code control systems, 57 | and issue tracking systems that are managed by, or on behalf of, the 58 | Licensor for the purpose of discussing and improving the Work, but 59 | excluding communication that is conspicuously marked or otherwise 60 | designated in writing by the copyright owner as "Not a Contribution." 61 | 62 | "Contributor" shall mean Licensor and any individual or Legal Entity 63 | on behalf of whom a Contribution has been received by Licensor and 64 | subsequently incorporated within the Work. 65 | 66 | 2. Grant of Copyright License. Subject to the terms and conditions of 67 | this License, each Contributor hereby grants to You a perpetual, 68 | worldwide, non-exclusive, no-charge, royalty-free, irrevocable 69 | copyright license to reproduce, prepare Derivative Works of, 70 | publicly display, publicly perform, sublicense, and distribute the 71 | Work and such Derivative Works in Source or Object form. 72 | 73 | 3. Grant of Patent License. Subject to the terms and conditions of 74 | this License, each Contributor hereby grants to You a perpetual, 75 | worldwide, non-exclusive, no-charge, royalty-free, irrevocable 76 | (except as stated in this section) patent license to make, have made, 77 | use, offer to sell, sell, import, and otherwise transfer the Work, 78 | where such license applies only to those patent claims licensable 79 | by such Contributor that are necessarily infringed by their 80 | Contribution(s) alone or by combination of their Contribution(s) 81 | with the Work to which such Contribution(s) was submitted. If You 82 | institute patent litigation against any entity (including a 83 | cross-claim or counterclaim in a lawsuit) alleging that the Work 84 | or a Contribution incorporated within the Work constitutes direct 85 | or contributory patent infringement, then any patent licenses 86 | granted to You under this License for that Work shall terminate 87 | as of the date such litigation is filed. 88 | 89 | 4. Redistribution. You may reproduce and distribute copies of the 90 | Work or Derivative Works thereof in any medium, with or without 91 | modifications, and in Source or Object form, provided that You 92 | meet the following conditions: 93 | 94 | (a) You must give any other recipients of the Work or 95 | Derivative Works a copy of this License; and 96 | 97 | (b) You must cause any modified files to carry prominent notices 98 | stating that You changed the files; and 99 | 100 | (c) You must retain, in the Source form of any Derivative Works 101 | that You distribute, all copyright, patent, trademark, and 102 | attribution notices from the Source form of the Work, 103 | excluding those notices that do not pertain to any part of 104 | the Derivative Works; and 105 | 106 | (d) If the Work includes a "NOTICE" text file as part of its 107 | distribution, then any Derivative Works that You distribute must 108 | include a readable copy of the attribution notices contained 109 | within such NOTICE file, excluding those notices that do not 110 | pertain to any part of the Derivative Works, in at least one 111 | of the following places: within a NOTICE text file distributed 112 | as part of the Derivative Works; within the Source form or 113 | documentation, if provided along with the Derivative Works; or, 114 | within a display generated by the Derivative Works, if and 115 | wherever such third-party notices normally appear. The contents 116 | of the NOTICE file are for informational purposes only and 117 | do not modify the License. You may add Your own attribution 118 | notices within Derivative Works that You distribute, alongside 119 | or as an addendum to the NOTICE text from the Work, provided 120 | that such additional attribution notices cannot be construed 121 | as modifying the License. 122 | 123 | You may add Your own copyright statement to Your modifications and 124 | may provide additional or different license terms and conditions 125 | for use, reproduction, or distribution of Your modifications, or 126 | for any such Derivative Works as a whole, provided Your use, 127 | reproduction, and distribution of the Work otherwise complies with 128 | the conditions stated in this License. 129 | 130 | 5. Submission of Contributions. Unless You explicitly state otherwise, 131 | any Contribution intentionally submitted for inclusion in the Work 132 | by You to the Licensor shall be under the terms and conditions of 133 | this License, without any additional terms or conditions. 134 | Notwithstanding the above, nothing herein shall supersede or modify 135 | the terms of any separate license agreement you may have executed 136 | with Licensor regarding such Contributions. 137 | 138 | 6. Trademarks. This License does not grant permission to use the trade 139 | names, trademarks, service marks, or product names of the Licensor, 140 | except as required for reasonable and customary use in describing the 141 | origin of the Work and reproducing the content of the NOTICE file. 142 | 143 | 7. Disclaimer of Warranty. Unless required by applicable law or 144 | agreed to in writing, Licensor provides the Work (and each 145 | Contributor provides its Contributions) on an "AS IS" BASIS, 146 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or 147 | implied, including, without limitation, any warranties or conditions 148 | of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A 149 | PARTICULAR PURPOSE. You are solely responsible for determining the 150 | appropriateness of using or redistributing the Work and assume any 151 | risks associated with Your exercise of permissions under this License. 152 | 153 | 8. Limitation of Liability. In no event and under no legal theory, 154 | whether in tort (including negligence), contract, or otherwise, 155 | unless required by applicable law (such as deliberate and grossly 156 | negligent acts) or agreed to in writing, shall any Contributor be 157 | liable to You for damages, including any direct, indirect, special, 158 | incidental, or consequential damages of any character arising as a 159 | result of this License or out of the use or inability to use the 160 | Work (including but not limited to damages for loss of goodwill, 161 | work stoppage, computer failure or malfunction, or any and all 162 | other commercial damages or losses), even if such Contributor 163 | has been advised of the possibility of such damages. 164 | 165 | 9. Accepting Warranty or Additional Liability. While redistributing 166 | the Work or Derivative Works thereof, You may choose to offer, 167 | and charge a fee for, acceptance of support, warranty, indemnity, 168 | or other liability obligations and/or rights consistent with this 169 | License. However, in accepting such obligations, You may act only 170 | on Your own behalf and on Your sole responsibility, not on behalf 171 | of any other Contributor, and only if You agree to indemnify, 172 | defend, and hold each Contributor harmless for any liability 173 | incurred by, or claims asserted against, such Contributor by reason 174 | of your accepting any such warranty or additional liability. 175 | 176 | END OF TERMS AND CONDITIONS 177 | 178 | APPENDIX: How to apply the Apache License to your work. 179 | 180 | To apply the Apache License to your work, attach the following 181 | boilerplate notice, with the fields enclosed by brackets "[]" 182 | replaced with your own identifying information. (Don't include 183 | the brackets!) The text should be enclosed in the appropriate 184 | comment syntax for the file format. We also recommend that a 185 | file or class name and description of purpose be included on the 186 | same "printed page" as the copyright notice for easier 187 | identification within third-party archives. 188 | 189 | Copyright [yyyy] [name of copyright owner] 190 | 191 | Licensed under the Apache License, Version 2.0 (the "License"); 192 | you may not use this file except in compliance with the License. 193 | You may obtain a copy of the License at 194 | 195 | http://www.apache.org/licenses/LICENSE-2.0 196 | 197 | Unless required by applicable law or agreed to in writing, software 198 | distributed under the License is distributed on an "AS IS" BASIS, 199 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 200 | See the License for the specific language governing permissions and 201 | limitations under the License. 202 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # GPT-3 For Automation 2 | 3 | By [Michael Fatemi](https://linkedin.com/in/michaelfatemi/), December 2022 4 | 5 | For more interesting projects, check out my [Youtube](https://www.youtube.com/channel/UC0CG_oek4RpaqqJlJlFHSKQ) or my [website](https://michaelfatemi.com/) 6 | 7 | I'm also working on [AugmateAI](https://augmateai.michaelfatemi.com/) 8 | 9 | ## Notes 10 | 11 | - Assumes you have your OpenAI API key as the environment variable `OPENAI_API_KEY`. 12 | 13 | - Automatically cuts off the context that would cause the token count to overflow. 14 | 15 | - Optionally, you can make it possible to search Bing for answers to questions, but you need an Azure account and the environment variable `BING_SEARCH_V7_SUBSCRIPTION_KEY1`. GPT-3 is made aware of this through the prompt, if you don't want this then remove the corresponding line from the prompt. 16 | 17 | - Optionally, you can make it possible to load text content of pages on the web. This requires installing the packages in `package.json`, because there are libraries to do that that are implemented in JavaScript but not with Python. This is also signalled to GPT-3 through the prompt, and you can remove it from the prompt if you don't want to have that feature. 18 | 19 | - Have fun and feel free to share any interesting behavior with me! 20 | 21 | ## Run 22 | 23 | `python jarvis.py` 24 | 25 | ## Examples 26 | 27 | Example 1: Writing, debugging, and executing code (some parts omitted). Installed the `scipy` package when it wasn't found! 28 | 29 | ``` 30 | User: write a program to generate the parabola y=x^2 + 5, with some random noise added to it. save it to parabola_noise.py. 31 | 32 | Assistant: Program written to parabola_noise.py. 33 | 34 | User: run the program 35 | 36 | Assistant: Program executed. Parabola with noise image generated. 37 | 38 | User: add to the program a section that uses curve fitting to estimate the parameters of the parabola. 39 | 40 | Assistant: Program written to parabola_noise.py. 41 | 42 | User: run the program 43 | Assistant: Executing: python3 parabola_noise.py 44 | 45 | Traceback (most recent call last): 46 | File "parabola_noise.py", line 3, in 47 | from scipy.optimize import curve_fit 48 | ModuleNotFoundError: No module named 'scipy' 49 | 50 | Assistant: Program failed to execute. Scipy module not found. 51 | 52 | User: you can import it with pip 53 | Assistant: Executing: pip3 install scipy 54 | 55 | Collecting scipy 56 | Successfully installed scipy-1.9.3 57 | 58 | Assistant: Scipy module installed. 59 | 60 | User: run the program 61 | 62 | Assistant: Program executed. Parabola with noise and curve fitting image generated. 63 | ``` 64 | 65 | Example 2: Scraping Web Content with `curl` and `BeautifulSoup`. Cool to see GPT-3 interacting with the web. 66 | 67 | ``` 68 | Assistant: No problem. Is there anything else I can help you with? 69 | User: yeah, please retrieve the content of https://openai.com/blog/chatgpt/ and write a Python script to find out the title. 70 | 71 | Assistant: Do you want me to retrieve the content of https://openai.com/blog/chatgpt/ and write a Python script to find out the title? 72 | 73 | User: yes 74 | 75 | Assistant: Execute: curl https://openai.com/blog/chatgpt/ > chatgpt.html 76 | 77 | Assistant: Retrieved the content. 78 | 79 | Assistant: Execute: echo "from bs4 import BeautifulSoup\nwith open ( 'chatgpt.html') as f: \n et_ title.py 80 | Command: echo "from bs4 import BeautifulSoup\nwith open 'chatgpt.html') as f: \n 81 | Command line: 82 | soup = BeautifulSoup(f, 'html.parser') In 83 | soup = BeautifulSoup(f, 'html.parser') \n 84 | print (soup.title.string)" > get_title.py 85 | print (soup.title.string)" > get_title.py 86 | 87 | Assistant: Program written. 88 | 89 | User: run the program you just wrote and tell me the output 90 | 91 | Assistant: Execute: python3 get_title.py 92 | 93 | Assistant: The output is "ChatGPT: Optimizing Language Models for Dialogue". 94 | 95 | User: thanks! 96 | 97 | Assistant: You're welcome! Is there anything else I can help you with? 98 | ``` 99 | -------------------------------------------------------------------------------- /bing_search.py: -------------------------------------------------------------------------------- 1 | import os 2 | import requests 3 | import sys 4 | 5 | BING_SEARCH_V7_SUBSCRIPTION_KEY = os.environ['BING_SEARCH_V7_SUBSCRIPTION_KEY1'] 6 | 7 | def bing_search(query): 8 | headers = { 9 | 'Ocp-Apim-Subscription-Key': BING_SEARCH_V7_SUBSCRIPTION_KEY, 10 | } 11 | params = { 12 | 'q': query, 13 | } 14 | response = requests.get('https://api.bing.microsoft.com/v7.0/search', headers=headers, params=params) 15 | response.raise_for_status() 16 | search_results = response.json() 17 | results = [] 18 | for result in search_results['webPages']['value']: 19 | results.append({ 20 | 'title': result['name'], 21 | 'url': result['url'] 22 | }) 23 | return results 24 | 25 | if __name__ == '__main__': 26 | print(bing_search(sys.argv[1])) 27 | -------------------------------------------------------------------------------- /jarvis.py: -------------------------------------------------------------------------------- 1 | import llms 2 | 3 | assistant = llms.CompletionPrompt(""" 4 | Platform: MacOS 5 | Shell: /bin/bash 6 | Assistant is a tool that interacts with the command line to perform tasks for the user. 7 | Assistant can execute commands by writing "Execute: ". 8 | Assistant can also ask questions to the user before running a command. 9 | Assistant can write computer programs by echoing the lines of each program in sequence. 10 | If Assistant believes it cannot do something, it will ask the user for permission. 11 | Assistant can use the command "python bing_search.py " to find a list of pages. 12 | Assistant can parse the text of a URL with "./parse_text_from_url.sh ". 13 | Assistant can use "curl" for other API calls. 14 | User cannot directly see command line output. User can only see text in "Assistant:" sections, not in "Command line" sections. 15 | 16 | Example 1: 17 | User: Is IPython installed? 18 | Assistant: Execute: pip3 freeze | grep ipython 19 | Command line (Only seen by Assistant): 20 | ``` 21 | ipython==7.16.1 22 | ``` 23 | (stderr omitted) 24 | ``` 25 | Assistant: IPython is installed, and is version 7.16.1. 26 | 27 | Example 2: 28 | User: Parse the text at the url "https://www.google.com/". 29 | Assistant: Execute: ./parse_text_from_url.sh https://www.google.com/ 30 | Command line (Only seen by Assistant): 31 | ``` 32 | (output omitted) 33 | ``` 34 | (stderr omitted) 35 | ``` 36 | Assistant: The text at the url is (text omitted) 37 | 38 | Begin. 39 | {past_context} 40 | Assistant: 41 | """.strip(), generation_params={"temperature": 0.5, "max_tokens": 256, "stop": ["\nCommand", "\nAssistant", "\nUser"]}) 42 | 43 | import subprocess 44 | import os 45 | 46 | def run_and_return_stdout_and_stderr_in_one_string(cmd): 47 | process = subprocess.Popen(cmd, stdout=subprocess.PIPE, stderr=subprocess.PIPE, shell=True) 48 | stdout, stderr = process.communicate() 49 | return stdout.decode("utf-8"), stderr.decode("utf-8") 50 | 51 | def loop(): 52 | past_context = "" 53 | skip_user = False 54 | while True: 55 | if not skip_user: 56 | user_input = input("User: ") 57 | past_context += "User: " + user_input + "\n" 58 | 59 | result = assistant(past_context=past_context[ 60 | -8000: 61 | ]).strip() 62 | skip_user = False 63 | print("Assistant:", result, "\n") 64 | past_context += "Assistant: " + result + "\n" 65 | 66 | cmd = None 67 | if "Execute: " in result: 68 | cmd = result[result.index("Execute: ") + 9:] 69 | elif "Executing: " in result: 70 | cmd = result[result.index("Executing: ") + 11:] 71 | if cmd: 72 | print("Command:", cmd) 73 | stderr = "" 74 | stdout = "" 75 | if cmd.startswith("nano ") or cmd.startswith("vi "): 76 | stderr = "ERROR: Assistant cannot use Nano or Vi. Assistant will use a series of \"echo\" commands to achieve a similar result." 77 | else: 78 | try: 79 | import time 80 | start_time = time.time() 81 | stdout, stderr = run_and_return_stdout_and_stderr_in_one_string(cmd) 82 | end_time = time.time() 83 | except KeyboardInterrupt: 84 | stderr = "" 85 | print("Command line (Only seen by Assistant):") 86 | print(stdout[-1000:]) 87 | print(stderr[-1000:]) 88 | past_context += "Command line (Only seen by Assistant):\n```\n" + stdout[-1000:] + "\n```\n" + stderr[-1000:] + "\n```\n" 89 | skip_user = True 90 | 91 | loop() 92 | -------------------------------------------------------------------------------- /llms.py: -------------------------------------------------------------------------------- 1 | import functools 2 | import requests 3 | import os 4 | 5 | 6 | def huggingface(model_key, prompt: str, temperature=0.7, max_tokens=120, stop=None): 7 | API_URL = "https://api-inference.huggingface.co/models/" + model_key # "bigscience/bloom" 8 | response = requests.post(API_URL, headers={ 9 | "Authorization": "Bearer " + os.environ['HUGGINGFACE_API_KEY'], 10 | }, json={ 11 | "inputs": prompt, 12 | "parameters": { 13 | "max_length": max_tokens, 14 | "temperature": temperature, 15 | "return_full_text": False, 16 | "stop": stop, 17 | } 18 | }) 19 | j = response.json() 20 | if type(j) is list: 21 | j = j[0] 22 | return j['generated_text'] 23 | 24 | def openai(model_key, prompt: str, temperature=0.7, max_tokens=120, stop=None) -> str: 25 | body = { 26 | 'model': model_key, 27 | 'prompt': prompt, 28 | 'temperature': temperature, 29 | 'max_tokens': max_tokens, 30 | 'top_p': 1, 31 | 'frequency_penalty': 0, 32 | 'presence_penalty': 0, 33 | 'stop': stop, 34 | } 35 | headers = { 36 | 'Authorization': 'Bearer ' + os.environ['OPENAI_API_KEY'], 37 | 'Content-Type': 'application/json', 38 | } 39 | response = requests.post('https://api.openai.com/v1/completions', json=body, headers=headers) 40 | response = response.json() 41 | 42 | if 'choices' not in response: 43 | raise ValueError("Invalid response from OpenAI: " + str(response)) 44 | 45 | return response['choices'][0]['text'] 46 | 47 | def get_api(method: str): 48 | if method.startswith("hf:"): 49 | return functools.partial(huggingface, method[3:]) 50 | elif method.startswith("openai:"): 51 | return functools.partial(openai, method[7:]) 52 | else: 53 | return None 54 | 55 | class CompletionPrompt: 56 | def __init__(self, template: str, model_key: str = 'text-davinci-003', generation_params = {}): 57 | self.template = template 58 | self.model_key = model_key 59 | self.generation_params = generation_params 60 | 61 | def __call__(self, **kwargs): 62 | # print(f"Calling prompt with {kwargs=} and {self.generation_params=}") 63 | return openai(self.model_key, self.template.format(**kwargs), **self.generation_params) 64 | 65 | class ListPrompt(CompletionPrompt): 66 | def __call__(self, **kwargs): 67 | completion = super().__call__(**kwargs) 68 | return extract_list_from_gpt_completion(completion) 69 | 70 | def extract_list_from_gpt_completion(completion: str): 71 | import re 72 | 73 | results = [] 74 | next_is_result = False 75 | for line in completion.splitlines(): 76 | line = line.strip() 77 | 78 | if len(line) == 0: 79 | continue 80 | 81 | if next_is_result: 82 | results.append(line) 83 | next_is_result = False 84 | continue 85 | 86 | if len(results) == 0: 87 | results.append(line.strip()) 88 | elif re.match(r'^\d+\. .+$', line): 89 | phrase = line[line.index('.') + 1:].strip() 90 | results.append(phrase) 91 | elif re.match(r'^\d+\.$', line): 92 | next_is_result = True 93 | 94 | return results 95 | -------------------------------------------------------------------------------- /package.json: -------------------------------------------------------------------------------- 1 | { 2 | "name": "parse-text", 3 | "version": "1.0.0", 4 | "description": "", 5 | "main": "index.js", 6 | "scripts": { 7 | "start": "node index.js" 8 | }, 9 | "keywords": [], 10 | "author": "", 11 | "license": "ISC", 12 | "dependencies": { 13 | "@mozilla/readability": "^0.4.2", 14 | "jsdom": "^20.0.3", 15 | "mongodb": "^4.12.1", 16 | "node-fetch": "^2.6.7" 17 | } 18 | } 19 | -------------------------------------------------------------------------------- /parse_text_from_url.js: -------------------------------------------------------------------------------- 1 | const fetch = require("node-fetch").default; 2 | const jsdom = require("jsdom"); 3 | const readability = require("@mozilla/readability"); 4 | 5 | async function parseText(url) { 6 | const controller = new AbortController(); 7 | let text; 8 | const id = setTimeout(() => controller.abort(), 15000); 9 | try { 10 | text = await (await fetch(url, { 11 | headers: { 12 | 'User-Agent': "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/80.0.3987.132 Safari/537.36" 13 | }, 14 | signal: controller.signal 15 | })).text(); 16 | clearTimeout(id); 17 | } catch (e) { 18 | return { "error": "timeout" } 19 | } 20 | const virtualConsole = new jsdom.VirtualConsole(); 21 | const jdom = new jsdom.JSDOM(text, { virtualConsole }); 22 | const document = jdom.window.document; 23 | const r = new readability.Readability(document); 24 | const result = r.parse(); 25 | if (result) { 26 | return { "result": result.textContent.trim() }; 27 | } else { 28 | return { "error": ".parse() failed" }; 29 | } 30 | } 31 | 32 | module.exports = { 33 | parseText, 34 | } 35 | -------------------------------------------------------------------------------- /parse_text_from_url.sh: -------------------------------------------------------------------------------- 1 | node -e "const {parseText} = require('./parse_text_from_url.js'); parseText('$1').then(content => { console.log(content.result); });" 2 | --------------------------------------------------------------------------------