diff --git a/week1/community-contributions/day1-generate-social-media-posts.ipynb b/week1/community-contributions/day1-generate-social-media-posts.ipynb new file mode 100644 index 0000000..ab12734 --- /dev/null +++ b/week1/community-contributions/day1-generate-social-media-posts.ipynb @@ -0,0 +1,213 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "9ae10427-6ca2-4ac0-b6a0-e9206dd3cb52", + "metadata": {}, + "source": [ + "### Using OpenAI gpt-4o-mini model to generate social media posts for events" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "477fe060-a11f-424f-bac4-34c5121cf437", + "metadata": {}, + "outputs": [], + "source": [ + "# imports\n", + "\n", + "import os\n", + "import requests\n", + "from dotenv import load_dotenv\n", + "from bs4 import BeautifulSoup\n", + "from IPython.display import Markdown, display\n", + "from openai import OpenAI" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "61f012e5-cdba-48cb-ae74-df9659c23d90", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "API key found and looks good so far!\n" + ] + } + ], + "source": [ + "# Load environment variables in a file called .env\n", + "\n", + "load_dotenv()\n", + "api_key = os.getenv('OPENAI_API_KEY')\n", + "\n", + "# Check the key\n", + "\n", + "if not api_key:\n", + " print(\"No API key was found - please head over to the troubleshooting notebook in this folder to identify & fix!\")\n", + "elif not api_key.startswith(\"sk-proj-\"):\n", + " print(\"An API key was found, but it doesn't start sk-proj-; please check you're using the right key - see troubleshooting notebook\")\n", + "elif api_key.strip() != api_key:\n", + " print(\"An API key was found, but it looks like it might have space or tab characters at the start or end - please remove them - see troubleshooting notebook\")\n", + "else:\n", + " print(\"API key found and looks good so far!\")" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "19c79615-57aa-40e0-a83b-891f43df4f65", + "metadata": {}, + "outputs": [], + "source": [ + "openai = OpenAI()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "68ad05f8-dfcc-47b1-ba16-b35bedeff48b", + "metadata": {}, + "outputs": [], + "source": [ + "# A class to represent a Webpage\n", + "# If you're not familiar with Classes, check out the \"Intermediate Python\" notebook\n", + "\n", + "# Some websites need you to use proper headers when fetching them:\n", + "headers = {\n", + " \"User-Agent\": \"Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/117.0.0.0 Safari/537.36\"\n", + "}\n", + "\n", + "class Website:\n", + "\n", + " def __init__(self, url):\n", + " \"\"\"\n", + " Create this Website object from the given url using the BeautifulSoup library\n", + " \"\"\"\n", + " self.url = url\n", + " response = requests.get(url, headers=headers)\n", + " soup = BeautifulSoup(response.content, 'html.parser')\n", + " self.title = soup.title.string if soup.title else \"No title found\"\n", + " for irrelevant in soup.body([\"script\", \"style\", \"img\", \"input\"]):\n", + " irrelevant.decompose()\n", + " self.text = soup.body.get_text(separator=\"\\n\", strip=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "acff6c95-77a5-40f0-bf9f-7d47cec987fc", + "metadata": {}, + "outputs": [], + "source": [ + "# See how this function creates exactly the format above\n", + "\n", + "def messages_for(website):\n", + " return [\n", + " {\"role\": \"system\", \"content\": \"You are an assistant that analyzes the contents of a website \\\n", + "and provides a short summary, ignoring text that might be navigation related. \\\n", + "Respond in markdown.\"},\n", + " {\"role\": \"user\", \"content\": user_prompt_for(website)}\n", + " ]\n", + "\n", + "# A function that writes a User Prompt that asks for summaries of websites:\n", + "\n", + "def user_prompt_for(website):\n", + " user_prompt = f\"You are looking at a website titled {website.title}\"\n", + " user_prompt += \"\\nThe contents of this website is as follows; \\\n", + "please provide a short summary of this website in markdown. \\\n", + "If it includes news or announcements, then summarize these too.\\n\\n\"\n", + " user_prompt += website.text\n", + " return user_prompt\n", + " \n", + "# Generate a summary of content fetched by scraping the website\n", + "\n", + "def summarize(url):\n", + " website = Website(url)\n", + " response = openai.chat.completions.create(\n", + " model = \"gpt-4o-mini\",\n", + " messages = messages_for(website)\n", + " )\n", + " return response.choices[0].message.content" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "b43f8cda-8a61-4773-83b2-bb8fe55a0cb2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/markdown": [ + "**Twitter Post:** \n", + "πŸš€ Join us online for #StartupMastery on Jan 7, 6-9 PM GMT! Explore Lean Startup, Agile, & Design Thinking methodologies. Gain practical skills, access resources, and earn a certificate! Tickets from €74.98. Don't miss out! 🎟️🌟\n", + "\n", + "**Instagram Post:** \n", + "🌟 Ready to boost your startup skills? Join us for **Startup Mastery**! πŸ’‘ On January 7 from 6 PM to 9 PM GMT, dive into Lean Startup, Agile, and Design Thinking with top-notch experts. Access recorded sessions, worksheets, and get certified! 🎟️ Tickets from €74.98. See you online! πŸš€βœ¨ #StartupMastery #LeanStartup #Agile #DesignThinking\n", + "\n", + "**Facebook Post:** \n", + "πŸ—“οΈ Exciting opportunity for entrepreneurs and startup enthusiasts! Attend our **Startup Mastery** online workshop on January 7, from 6 PM to 9 PM GMT. Learn about Lean Startup, Agile, and Design Thinking methodologies to enhance your startup journey. Enjoy a transformative experience with insights on MVP development, rapid prototyping, and feedback loops. Plus, you'll get access to recorded sessions and can earn a certificate! Limited tickets available from €74.98. Organizers: Lean Agile Zone. Don’t miss out! πŸš€ #StartupMastery #Entrepreneurship" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Step 1: Create your prompts\n", + "WEBSITE_LINK = \"https://www.eventbrite.ie/e/startup-mastery-leveraging-lean-startup-agile-and-design-thinking-tickets-920474252267?aff=ebdssbcategorybrowse&keep_tld=1\"\n", + "\n", + "system_prompt = \"You are an assistant that analyzes the contents of an event \\\n", + "and provides short summaries for a Twitter post, an instagram post and a facebook post.\\\n", + "Ensure the summaries abide by the platform rules for each of the platforms.\"\n", + "\n", + "website_summary = summarize(WEBSITE_LINK)\n", + "user_prompt = f\"The events details are as follows: {website_summary}. Please summarize the above. Capture details like time and location, please capture them as well.\"\n", + "\n", + "# Step 2: Make the messages list\n", + "\n", + "messages = [\n", + " {\"role\": \"system\", \"content\": system_prompt},\n", + " {\"role\": \"user\", \"content\": user_prompt},\n", + "]\n", + "\n", + "# Step 3: Call OpenAI\n", + "\n", + "response = openai.chat.completions.create(model=\"gpt-4o-mini\", messages=messages)\n", + "\n", + "# Step 4: print the result\n", + "\n", + "display(Markdown(response.choices[0].message.content))" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.11" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}