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    "# ----- (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(\"<div class='output-label'>Output:</div>\")\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": []
  }
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