From a537f50da48cb40ec6f65715b18e89fd74b82d9d Mon Sep 17 00:00:00 2001 From: timbosssds Date: Sat, 11 Jan 2025 09:40:42 +1100 Subject: [PATCH] Add Careerhelper file --- .../day5_Careerhelper.ipynb | 193 ++++++++++++++++++ 1 file changed, 193 insertions(+) create mode 100644 week2/community-contributions/day5_Careerhelper.ipynb diff --git a/week2/community-contributions/day5_Careerhelper.ipynb b/week2/community-contributions/day5_Careerhelper.ipynb new file mode 100644 index 0000000..03cfdf3 --- /dev/null +++ b/week2/community-contributions/day5_Careerhelper.ipynb @@ -0,0 +1,193 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "a9e05d2a", + "metadata": {}, + "outputs": [], + "source": [ + "# ----- (My project)\n", + "# Date: 09.01.25\n", + "# Plan: Make a Gradio UI, that lets you pick a job on seek.com, then scape key words and come up with a \n", + "# plan on how to land jobs of the type selected." + ] + }, + { + "cell_type": "markdown", + "id": "312c3746", + "metadata": {}, + "source": [ + "# My project" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "394dbcfc", + "metadata": {}, + "outputs": [], + "source": [ + "#pip install markdown" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "15f1024d", + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "import os\n", + "import requests\n", + "import json\n", + "from typing import List\n", + "from dotenv import load_dotenv\n", + "from bs4 import BeautifulSoup\n", + "from IPython.display import Markdown, display, update_display\n", + "import gradio as gr\n", + "import markdown\n", + "\n", + "# ---- 1\n", + "# Initialize and constants & set up Gemini Flash LLM\n", + "load_dotenv()\n", + "api_key = os.getenv('GOOGLE_API_KEY')\n", + "import os\n", + "import google.generativeai as genai\n", + "genai.configure(api_key= api_key)\n", + "# Create the model\n", + "generation_config = {\n", + " \"temperature\": 1,\n", + " \"top_p\": 0.95,\n", + " \"top_k\": 40,\n", + " \"max_output_tokens\": 8192,\n", + " \"response_mime_type\": \"text/plain\",}\n", + "model = genai.GenerativeModel(model_name=\"gemini-1.5-flash\",\n", + " generation_config=generation_config,)\n", + "chat_session = model.start_chat(history=[ ])\n", + "\n", + "\n", + "# ---- 2\n", + "# A class to represent a Webpage\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", + " A utility class to represent a Website that we have scraped, now with links\n", + " \"\"\"\n", + "\n", + " def __init__(self, url):\n", + " self.url = url\n", + " response = requests.get(url, headers=headers)\n", + " self.body = response.content\n", + " soup = BeautifulSoup(self.body, 'html.parser')\n", + " self.title = soup.title.string if soup.title else \"No title found\"\n", + " if soup.body:\n", + " for irrelevant in soup.body([\"script\", \"style\", \"img\", \"input\"]):\n", + " irrelevant.decompose()\n", + " self.text = soup.body.get_text(separator=\"\\n\", strip=True)\n", + " else:\n", + " self.text = \"\"\n", + " links = [link.get('href') for link in soup.find_all('a')]\n", + " self.links = [link for link in links if link]\n", + "\n", + " def get_contents(self):\n", + " return f\"Webpage Title:\\n{self.title}\\nWebpage Contents:\\n{self.text}\\n\\n\"\n", + "\n", + "\n", + "# ---- 3\n", + "# Data + set up\n", + "def get_all_details(url):\n", + " result = \"Landing page:\\n\"\n", + " result += Website(url).get_contents()\n", + " return result\n", + "\n", + "system_prompt = \"You are an experience recrutiment and talent management assistant, who will be provided a list of roles on offer.\\\n", + "You will display those roles along with a high level summary of the key steps you suggest to land those roles. \\\n", + "Output is to be in markdown (i.e. a professional format, with bold headders, proper spacing between different sections, etc.)\\\n", + "Include suggested next steps on how to successfully apply for and land each of these jobs.\"\n", + "\n", + "def get_brochure_user_prompt(url):\n", + " user_prompt = f\"Here are the contents of your recruitment search. Please list out individual roles and your best advise on landing those roles.\"\n", + " user_prompt += f\"Please provide output in a professional style with bold text for headings, content nicely layed out under headings, different content split out into sections, etc.)\\n\"\n", + " user_prompt += get_all_details(url)\n", + " #user_prompt = user_prompt[:5_000] # Truncate if more than 5,000 characters\n", + " user_prompt = user_prompt[:7_500] # Truncate if more than 5,000 characters\n", + " return user_prompt\n", + "\n", + "def create_brochure(url):\n", + " response = chat_session.send_message(system_prompt + get_brochure_user_prompt(url))\n", + " result = response.text\n", + " html_output = markdown.markdown(result)\n", + " return html_output\n", + "\n", + "# ---- 4 \n", + "# Gradio UI\n", + "with gr.Blocks(css=\"\"\"\n", + " #header-container { text-align: left; position: fixed; top: 10px; left: 0; padding: 10px; background-color: #f0f0f0; }\n", + " #input-container { text-align: left; position: fixed; top: 100px; left: 0; right: 0; background: white; z-index: 100; padding: 8px; line-height: 0.5;}\n", + " #output-container { margin-top: 160px; height: calc(100vh - 280px); overflow-y: auto; }\n", + " #output-html { white-space: pre-wrap; font-family: monospace; border: 1px solid #ccc; padding: 5px; line-height: 1.2;}\n", + " .button-container { margin-top: 10px; } /* Space above the button */\n", + " .output-label { margin-top: 10px; font-weight: bold; } /* Style for output label */\n", + "\"\"\") as iface:\n", + " with gr.Column(elem_id=\"main-container\"):\n", + " # Add header and description\n", + " with gr.Row(elem_id=\"header-container\"):\n", + " gr.Markdown(\"# Job seeker guide\")\n", + " gr.Markdown(\"1.0 Works best with recruitment site https://www.seek.com.au/ (but can try others).\")\n", + " gr.Markdown(\"2.0 Search for jobs of your choice, copy URL from that search & paste in input field below to get helpful advice on how to land those roles.\")\n", + "\n", + "\n", + " \n", + " with gr.Row(elem_id=\"input-container\"):\n", + " input_text = gr.Textbox(label=\"Input\", elem_id=\"input-box\")\n", + " \n", + " with gr.Column(elem_id=\"output-container\"):\n", + " output_label = gr.Markdown(\"
Output:
\")\n", + " output_text = gr.HTML(elem_id=\"output-html\")\n", + " \n", + " # Move the button below the output box\n", + " submit_btn = gr.Button(\"Generate\", elem_id=\"generate-button\", elem_classes=\"button-container\")\n", + " \n", + " submit_btn.click(fn=create_brochure, inputs=input_text, outputs=output_text)\n", + "\n", + "iface.launch(share=True)\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "21c4b557", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": ".venv", + "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": "3.12.8" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}