From 465d90822496d0f6681cd2d5d23391d2e56e4cfb Mon Sep 17 00:00:00 2001 From: Cat Date: Mon, 10 Feb 2025 20:12:55 -0800 Subject: [PATCH] Updated day2_exercise_cl.ipynb --- .../day2_exercise_cl.ipynb | 240 ++++++++++++++++++ 1 file changed, 240 insertions(+) create mode 100644 week1/community-contributions/day2_exercise_cl.ipynb diff --git a/week1/community-contributions/day2_exercise_cl.ipynb b/week1/community-contributions/day2_exercise_cl.ipynb new file mode 100644 index 0000000..f851b70 --- /dev/null +++ b/week1/community-contributions/day2_exercise_cl.ipynb @@ -0,0 +1,240 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "id": "fc3a96d1-eedf-4e3a-b3ce-151485c574b5", + "metadata": {}, + "outputs": [], + "source": [ + "import requests\n", + "from bs4 import BeautifulSoup\n", + "from IPython.display import Markdown, display" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "385dc3d5-f6ce-46d8-958e-83dc1150c24e", + "metadata": {}, + "outputs": [], + "source": [ + "OLLAMA_API = \"http://localhost:11434/api/chat\"\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", + "MODEL = \"llama3.2\"" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "21f7dacc-1fa8-491c-8e94-39238dae52b3", + "metadata": {}, + "outputs": [], + "source": [ + "class Website:\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": null, + "id": "ca431e32-9191-4940-b62d-f25e8cbac627", + "metadata": {}, + "outputs": [], + "source": [ + "web = Website(\"https://silviayomdesign.com/\")\n", + "print(web.title)\n", + "print(web.text)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "76475815-0dbc-451b-ab65-f7e2ea3aaa8a", + "metadata": {}, + "outputs": [], + "source": [ + "system_prompt = \"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.\"" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3cf03913-f595-4817-8580-19b182c599de", + "metadata": {}, + "outputs": [], + "source": [ + "def user_prompt_for(website):\n", + " user_prompt = f\"You are looking at a very artistic graphic designer's website titled name {website.title}\"\n", + " user_prompt += \"\\nHer creativity of her works are as follow;\\\n", + "please provide a short summary of her works in markdown. \\n\"\n", + " user_prompt += website.text\n", + " return user_prompt" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6f130cfe-756b-4df8-b1f0-6918956a6162", + "metadata": {}, + "outputs": [], + "source": [ + "print(user_prompt_for(web))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "85d85b64-1452-408f-bfae-d27b52d7dfa7", + "metadata": {}, + "outputs": [], + "source": [ + "messages = [\n", + " {\"role\": \"system\", \"content\": system_prompt},\n", + " {\"role\": \"user\", \"content\": user_prompt_for(web)}\n", + "]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "36d66055-66d6-4123-b092-eceab055829d", + "metadata": {}, + "outputs": [], + "source": [ + "payload = {\n", + " \"model\": MODEL,\n", + " \"messages\": messages,\n", + " \"stream\": False\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "163db8a9-b0eb-49f3-a5f2-1e74cf51c245", + "metadata": {}, + "outputs": [], + "source": [ + "response = requests.post(OLLAMA_API, json=payload, headers=HEADERS)\n", + "print(response.json()[\"message\"][\"content\"])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "afabfff5-81e5-4b61-aca9-6c19d3584b86", + "metadata": {}, + "outputs": [], + "source": [ + "def messages_for(website):\n", + " return [\n", + " {\"role\": \"system\", \"content\": system_prompt},\n", + " {\"role\": \"user\", \"content\": user_prompt_for(web)}\n", + " ]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b2e83b58-16fc-4049-8116-24a0cbb3635a", + "metadata": {}, + "outputs": [], + "source": [ + "messages_for(web)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "05ed519a-514f-4ed8-b323-4f4817e1e1c6", + "metadata": {}, + "outputs": [], + "source": [ + "import ollama\n", + "def summarize(url):\n", + " website = Website(url)\n", + " response = ollama.chat(\n", + " model=MODEL, \n", + " messages=messages\n", + " )\n", + " return response[\"message\"][\"content\"]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b182f686-0a3e-4959-9bfd-0a59d2befd4c", + "metadata": {}, + "outputs": [], + "source": [ + "summarize(\"https://silviayomdesign.com/\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f4f1f807-28d4-4b8b-9698-9b90dcbac59f", + "metadata": {}, + "outputs": [], + "source": [ + "def display_summary(url):\n", + " summary = summarize(url)\n", + " display(Markdown(summary))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a988d29b-ed36-4a40-bd77-0f7d60a29ac3", + "metadata": {}, + "outputs": [], + "source": [ + "display_summary(\"https://silviayomdesign.com/\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "15e72eeb-1c35-4bb2-9596-6ff2546aa046", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "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 +}