Persistent_RISE_FreeAI_Agents.ipynb

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      "authorship_tag": "ABX9TyM9UlKw4Kxg3Mg6ILt72KVN",
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      "name": "python3",
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    "language_info": {
      "name": "python"
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  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/fabiomatricardi/How-I-Built-a-Chatbot-that-Crushed-ChatGPT/blob/main/Persistent_RISE_FreeAI_Agents.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Tests to create FREE AI AGENTS"
      ],
      "metadata": {
        "id": "FFyfgHcnsur2"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_mXrrYRj0VW8",
        "outputId": "731964aa-2a76-4c53-afce-31dcc5b012f0"
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      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
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            "\u001b[?25h  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
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            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m58.3/58.3 kB\u001b[0m \u001b[31m4.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25h  Building wheel for google-search-results (setup.py) ... \u001b[?25l\u001b[?25hdone\n"
          ]
        }
      ],
      "source": [
        "%pip install --upgrade --quiet  gradio_tools huggingface_hub langchain langchain-community langgraph google-search-results faiss-cpu tiktoken duckduckgo-search"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from rich.markdown import Markdown\n",
        "import warnings\n",
        "warnings.filterwarnings(action='ignore')\n",
        "import datetime\n",
        "from rich.console import Console\n",
        "console = Console(width=90)\n",
        "from typing import Any, Dict, Iterator, List, Mapping, Optional\n",
        "from langchain.callbacks.manager import CallbackManagerForLLMRun\n",
        "from langchain_core.language_models.llms import LLM\n",
        "from langchain_core.outputs import GenerationChunk\n",
        "from langchain_core.output_parsers import StrOutputParser\n",
        "from langchain_core.prompts import ChatPromptTemplate\n",
        "from gradio_client import Client\n",
        "from langchain_core.prompts import PromptTemplate"
      ],
      "metadata": {
        "id": "EdcClnV7GCBe"
      },
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# ReACT examples with Chains - Using Qwen2-57B\n",
        "\n",
        "https://huggingface.co/spaces/Qwen/Qwen2-57b-a14b-instruct-demo\n",
        "\n",
        "Following the instructions in Chapter 4 let's have a look at ReAct. Reason and Act is a general paradigm that combines reasoning and acting with LLMs. ReAct prompts the language model to generate verbal reasoning traces and actions for a task, and also receives observations from external sources such as web searches or databases.\n",
        "\n",
        "\n",
        "\n",
        "> For example, let's say we want to ask our model for some up-to-date information about What is the ATP ranking of Jannik Sinner.\n",
        "> This is something you would usually do yourself browsing your google or bing search and collecting the information manually.\n",
        "\n",
        "But what if we give the task to an AI agent? It will decide if it is necessary to browse relevant search engines to find updated or extended information about a topic, and then process the new data for you.\n",
        "\n",
        "To do so, we are going to build a smart LangChain agent (as described in Chapter 2 of the book) leveraging DuckDuckGoSearchAPIWrapper (totally free tool to wrap the DuckDuckGo search engine to navigate the web), the AgentType tool (to decide which type of agent to use for our goal), and other prompt-related modules (to make it easier to \"templatize\" our instructions). Let's see how we can do this:"
      ],
      "metadata": {
        "id": "MlRvjBJmVjsU"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from langchain_core.language_models.llms import LLM\n",
        "class Qwen2MOEChat(LLM):\n",
        "    \"\"\"\n",
        "    Custom LLM class based on the Gradio API call.\n",
        "    \"\"\"\n",
        "    from typing import Any, Dict, Iterator, List, Mapping, Optional\n",
        "    from langchain.callbacks.manager import CallbackManagerForLLMRun\n",
        "    from langchain_core.language_models.llms import LLM\n",
        "    from langchain_core.outputs import GenerationChunk\n",
        "    from langchain_core.output_parsers import StrOutputParser\n",
        "    from langchain_core.prompts import ChatPromptTemplate\n",
        "    from gradio_client import Client\n",
        "    chatbot: Any = None\n",
        "\n",
        "    def __init__(self, *args, **kwargs):\n",
        "        super().__init__(*args, **kwargs)\n",
        "        self.chatbot = Client(\"Qwen/Qwen2-57b-a14b-instruct-demo\")\n",
        "\n",
        "    @property\n",
        "    def _llm_type(self) -> str:\n",
        "        return \"Gradio API client Qwen2-57b-a14b-instruct-demo\"\n",
        "\n",
        "    def _call(\n",
        "            self,\n",
        "            prompt: str,\n",
        "            stop: Optional[List[str]] = None,\n",
        "            run_manager: Optional[CallbackManagerForLLMRun] = None,\n",
        "            chatbot=None,\n",
        "            request: float = 0.95, #it's the history touple\n",
        "            param: str = 'You are a helpful assistant', #it's the system message\n",
        "    ) -> str:\n",
        "        \"\"\"\n",
        "        Make an API call to the Gradio API client Qwen2-57b-a14b-instruct-demo using the specified prompt and return the response.\n",
        "        \"\"\"\n",
        "        if chatbot is None:\n",
        "            chatbot = self.chatbot\n",
        "\n",
        "        # Return the response from the API\n",
        "        result = chatbot.predict(   #.submit for streaming effect / .predict for normal output\n",
        "                                query=prompt,\n",
        "                                history=[],\n",
        "                                system=\"You are a helpful assistant.\",\n",
        "                                api_name=\"/model_chat\"\n",
        "                                    )\n",
        "        return result[1][0][1]"
      ],
      "metadata": {
        "id": "yWqG_xF8wCok"
      },
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "### test DuckDuckGo free API wrapper and call - no registration!"
      ],
      "metadata": {
        "id": "qrvW107Uh0KH"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from langchain_community.tools import DuckDuckGoSearchRun"
      ],
      "metadata": {
        "id": "BaIyshBVegab"
      },
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "search = DuckDuckGoSearchRun()"
      ],
      "metadata": {
        "id": "TB7dkkP1egW2"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "search.run(\"Obama's first name?\", verbose=True)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 160
        },
        "id": "11ZUP09TegJI",
        "outputId": "8407287e-3c44-40d7-b1f6-9d860aa52d54"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[32;1m\u001b[1;3mBarack Obama—with his wife, Michelle—being sworn in as the 44th president of the United States, January 20, 2009. Key events in the life of Barack Obama. Barack Obama (born August 4, 1961, Honolulu, Hawaii, U.S.) is the 44th president of the United States (2009-17) and the first African American to hold the office. Most common names of U.S. presidents 1789-2021. Published by. Aaron O'Neill , Feb 2, 2024. The most common first name for a U.S. president is James, followed by John and then William. Six U.S ... Barack and Michelle Obama's daughters, Malia and Sasha, grew up in the White House from 2009 to 2017. To most of the world, Barack and Michelle Obama are the former president and first lady of ... Michelle Obama (born January 17, 1964, Chicago, Illinois, U.S.) is an American first lady (2009-17), the wife of Barack Obama, 44th president of the United States.She was the first African American first lady. Michelle Robinson, who grew up on Chicago's South Side, was the daughter of Marian, a homemaker, and Frasier Robinson, a worker in the city's water-purification plant. Michelle and Barack Obama's daughter Malia Obama debuted a new name as her Hollywood career heats up, helping distance herself from the former president and first lady. By Sabba Rahbar Feb 21 ...\u001b[0m"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "\"Barack Obama—with his wife, Michelle—being sworn in as the 44th president of the United States, January 20, 2009. Key events in the life of Barack Obama. Barack Obama (born August 4, 1961, Honolulu, Hawaii, U.S.) is the 44th president of the United States (2009-17) and the first African American to hold the office. Most common names of U.S. presidents 1789-2021. Published by. Aaron O'Neill , Feb 2, 2024. The most common first name for a U.S. president is James, followed by John and then William. Six U.S ... Barack and Michelle Obama's daughters, Malia and Sasha, grew up in the White House from 2009 to 2017. To most of the world, Barack and Michelle Obama are the former president and first lady of ... Michelle Obama (born January 17, 1964, Chicago, Illinois, U.S.) is an American first lady (2009-17), the wife of Barack Obama, 44th president of the United States.She was the first African American first lady. Michelle Robinson, who grew up on Chicago's South Side, was the daughter of Marian, a homemaker, and Frasier Robinson, a worker in the city's water-purification plant. Michelle and Barack Obama's daughter Malia Obama debuted a new name as her Hollywood career heats up, helping distance herself from the former president and first lady. By Sabba Rahbar Feb 21 ...\""
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from langchain_community.tools import DuckDuckGoSearchResults\n",
        "search = DuckDuckGoSearchResults()"
      ],
      "metadata": {
        "id": "EFIHpVMnerHs"
      },
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "search = DuckDuckGoSearchResults(max_results=8, backend='news')\n",
        "search.run(\"What is the ATP ranking of Jannik Sinner?\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 105
        },
        "id": "al3INsJ_erCm",
        "outputId": "370c4e89-5b07-4e88-e83f-84c2a777f560"
      },
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "\"[snippet: Analyzing the beginning of the Roland Garros, we can see how Jannik Sinner is currently virtually the new ATP No.1\\xa0in the live ranking. It would be a historic result as no Italian tennis player has ever managed to become No., title: ATP Ranking live: Jannik Sinner is virtually No.1, link: https://www.msn.com/en-us/sports/tennis/atp-ranking-live-jannik-sinner-is-virtually-no1/ar-BB1nbKVl, date: 2024-05-28T09:15:00+00:00, source: Tennis World on MSN.com], [snippet: The Italian becomes the first from his country to rank No. 1. After his Dimitrov win, he's 12-0 in Grand Slam events this year and 33-2 overall on the season., title: Jannik Sinner Becomes First Italian To Reach The ATP No. 1 Ranking, link: https://www.tennis-x.com/xblog/2024-06-04/37972.php, date: 2024-06-04T11:41:00+00:00, source: Tennis-X], [snippet: Not only did Jannik Sinner advance to the first French Open semifinal of his career on Tuesday, but the Italian tennis star also made some history., title: Jannik Sinner Found Out He Was New World No. 1 After French Open Win In Cool Moment, link: https://www.msn.com/en-us/sports/tennis/jannik-sinner-found-out-he-was-new-world-no-1-after-french-open-win-in-cool-moment/ar-BB1nCLCf, date: 2024-06-04T22:57:00+00:00, source: Sports Illustrated on MSN.com], [snippet: PARIS — Jannik Sinner is just 22 and Carlos Alcaraz just 21, yet they've already built quite a rivalry on the ATP Tour heading into their French Open semifinal on Friday., title: Carlos Alcaraz, Jannik Sinner will renew rivalry at French Open, link: https://www.timesfreepress.com/news/2024/jun/06/carlos-alcaraz-jannik-sinner-will-renew-rivalry/, date: 2024-06-07T00:01:00+00:00, source: Chattanooga Times Free Press]\""
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "search = DuckDuckGoSearchResults(max_results=8)\n",
        "search.run(\"What is the ATP ranking of Jannik Sinner?\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 174
        },
        "id": "2B0QCUO0eq_z",
        "outputId": "44feb4f6-3f6c-4416-850f-c86bf38c78aa"
      },
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "\"[snippet: Jannik Sinner is set to climb to No. 1 in the PIF ATP Rankings on 10 June. The 22-year-old will become the first Italian and just the 29th player overall to top men's tennis. Sinner began the year at World No. 4. But with a massive surge to begin 2024, highlighted by his first major title at the Australian Open, an ATP Masters 1000 title in ..., title: Jannik Sinner assured of rise to World No. 1 | ATP Tour | Tennis, link: https://www.atptour.com/en/news/sinner-roland-garros-2024-world-no-1-guaranteed], [snippet: Jannik Sinner clinches No. 2 ranking, a new career-high, after winning Miami Open title The 22-year-old will become the first Italian tennis player to reach the Top 2 in either ATP or WTA rankings ..., title: Jannik Sinner clinches No. 2 ranking, a new career-high, after winning ..., link: https://www.tennis.com/news/articles/jannik-sinner-clinches-no-2-ranking-a-new-career-high-after-winning-miami-open-title], [snippet: If Sinner can win the title this year, he'll rise from No. 3 to a new career-high ranking of No. 2, one-upping his own record for highest-ranked Italian player in either ATP or WTA rankings history., title: Jannik Sinner has now had wins over every Top 10 ranking after victory ..., link: https://www.tennis.com/news/articles/jannik-sinner-has-now-had-wins-over-every-top-10-ranking-after-victory-over-no-4-medvedev-at-miami-open], [snippet: Jannik Sinner backed up his maiden Grand Slam title at the Australian Open with trophies in Rotterdam and Miami this season, and he is now through to the Roland Garros semifinals for the first time.With the injured Novak Djokovic pulling of the clay-court major ahead of his quarterfinal match, Sinner is now guaranteed to rise above the Serbian for the world No. 1 ranking following the tournament., title: Jannik Sinner set to debut as world No. 1 after Roland Garros, link: https://www.usopen.org/en_US/news/articles/2024-06-04/jannik_sinner_set_to_debut_as_world_no_1_after_roland_garros.html]\""
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "73deo1jGeq9I"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## GradioLLM + DuckDuckGo AI agent tool"
      ],
      "metadata": {
        "id": "J8OyTTJUeriT"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import os\n",
        "#from https://python.langchain.com/v0.1/docs/integrations/tools/ddg/\n",
        "from langchain_community.utilities import DuckDuckGoSearchAPIWrapper\n",
        "#wrapper = DuckDuckGoSearchAPIWrapper(region=\"de-de\", time=\"d\", max_results=8)\n",
        "from langchain.agents import AgentType, initialize_agent\n",
        "from langchain.chat_models import ChatOpenAI\n",
        "from langchain.tools import BaseTool, StructuredTool, Tool, tool\n",
        "from langchain.schema import HumanMessage\n",
        "from gradio_client import Client\n",
        "\n",
        "model = Qwen2MOEChat()\n",
        "search = DuckDuckGoSearchAPIWrapper(max_results=10)\n",
        "tools = [\n",
        "    Tool.from_function(\n",
        "        func=search.run,\n",
        "        name=\"Search\",\n",
        "        description=\"useful for when you need to answer questions about current events, search online news\"\n",
        "    )\n",
        "    ]\n",
        "\n",
        "agent_executor = initialize_agent(tools, model, agent=AgentType.ZERO_SHOT_REACT_DESCRIPTION, verbose=True)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Ur67dG6TVkk7",
        "outputId": "caf7bde0-9d69-4553-c8cf-c7ab2b5834db"
      },
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Loaded as API: https://qwen-qwen2-57b-a14b-instruct-demo.hf.space ✔\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/langchain_core/_api/deprecation.py:119: LangChainDeprecationWarning: The function `initialize_agent` was deprecated in LangChain 0.1.0 and will be removed in 0.3.0. Use Use new agent constructor methods like create_react_agent, create_json_agent, create_structured_chat_agent, etc. instead.\n",
            "  warn_deprecated(\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "console.print(agent_executor.agent.llm_chain.prompt.template)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 345
        },
        "id": "SRZuqqJwVkh5",
        "outputId": "de6410b6-80b4-47c5-ad04-12094aca0349"
      },
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Answer the following questions as best you can. You have access to the following tools:\n",
              "\n",
              "\u001b[1;35mSearch\u001b[0m\u001b[1m(\u001b[0mquery: str\u001b[1m)\u001b[0m -> str - useful for when you need to answer questions about current \n",
              "events, search online news\n",
              "\n",
              "Use the following format:\n",
              "\n",
              "Question: the input question you must answer\n",
              "Thought: you should always think about what to do\n",
              "Action: the action to take, should be one of \u001b[1m[\u001b[0mSearch\u001b[1m]\u001b[0m\n",
              "Action Input: the input to the action\n",
              "Observation: the result of the action\n",
              "\u001b[33m...\u001b[0m \u001b[1m(\u001b[0mthis Thought/Action/Action Input/Observation can repeat N times\u001b[1m)\u001b[0m\n",
              "Thought: I now know the final answer\n",
              "Final Answer: the final answer to the original input question\n",
              "\n",
              "Begin!\n",
              "\n",
              "Question: \u001b[1m{\u001b[0minput\u001b[1m}\u001b[0m\n",
              "Thought:\u001b[1m{\u001b[0magent_scratchpad\u001b[1m}\u001b[0m\n"
            ],
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Answer the following questions as best you can. You have access to the following tools:\n",
              "\n",
              "<span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">Search</span><span style=\"font-weight: bold\">(</span>query: str<span style=\"font-weight: bold\">)</span> -&gt; str - useful for when you need to answer questions about current \n",
              "events, search online news\n",
              "\n",
              "Use the following format:\n",
              "\n",
              "Question: the input question you must answer\n",
              "Thought: you should always think about what to do\n",
              "Action: the action to take, should be one of <span style=\"font-weight: bold\">[</span>Search<span style=\"font-weight: bold\">]</span>\n",
              "Action Input: the input to the action\n",
              "Observation: the result of the action\n",
              "<span style=\"color: #808000; text-decoration-color: #808000\">...</span> <span style=\"font-weight: bold\">(</span>this Thought/Action/Action Input/Observation can repeat N times<span style=\"font-weight: bold\">)</span>\n",
              "Thought: I now know the final answer\n",
              "Final Answer: the final answer to the original input question\n",
              "\n",
              "Begin!\n",
              "\n",
              "Question: <span style=\"font-weight: bold\">{</span>input<span style=\"font-weight: bold\">}</span>\n",
              "Thought:<span style=\"font-weight: bold\">{</span>agent_scratchpad<span style=\"font-weight: bold\">}</span>\n",
              "</pre>\n"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "agent_executor(\"what is the ATP ranking of Jannik Sinner?\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "cmpEkhTK3zoi",
        "outputId": "5b6f3283-1c15-4c8e-8ba4-9342483baf56"
      },
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "\n",
            "\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n",
            "\u001b[32;1m\u001b[1;3mI should use a search engine to find the current ATP ranking of Jannik Sinner.\n",
            "Action: Search\n",
            "Action Input: Jannik Sinner ATP ranking\u001b[0m\n",
            "Observation: \u001b[36;1m\u001b[1;3mOfficial tennis player profile of Jannik Sinner on the ATP Tour. Featuring news, bio, rankings, playing activity, coach, stats, win-loss, points breakdown, videos, and more. ... Rank {{playerData.PlayerRank}} 1st Serve points won {{playerData.PlayerFirstServePointsWon}} Aces {{playerData.Aces}} Career Win/Loss {{playerData.CareerWinLoss ... Official ATP Rankings and Race points breakdown of Jannik Sinner by tournament and drop date for singles and doubles. Jannik Sinner won't win the 2024 French Open, but he will leave Paris as the new world No 1 while Novak Djokovic could slip two places in the ATP Rankings after the tournament. The 22-year-old Sinner already had one hand on the No 1 ranking before the clay-court Grand Slam got underway as Djokovic had to reach at least the semi-final to deny ... Before the Italian Open, Djokovic held a comfortable lead atop the live rankings, boasting 9,860 points compared to Jannik Sinner's 8,770 and Carlos Alcaraz's 7,300. However, his surprising early exit in Rome left the door ajar for his competitors, particularly Sinner, who is now poised to seize the top spot. Jannik Sinner clinches No. 2 ranking, a new career-high, after winning Miami Open title The 22-year-old will become the first Italian tennis player to reach the Top 2 in either ATP or WTA rankings ... Jannik Sinner took an unexpected path to the world number one ranking on Tuesday after Novak Djokovic's French Open withdrawal but the youngster said it was the culmination of years of hard work ... Jannik Sinner has moved up from No. 4 to a new career-high of No. 3 following his triumph at the ATP 500 indoor event in Rotterdam. And it's historic: not only is he now the highest-ranked ... Jannik Sinner's 7-6 (4), 6-1 win over No. 2-ranked Carlos Alcaraz in the semifinals of Beijing today was big for a few reasons—not only did it put him into his fifth ATP final of the year, but ... Kevin Palmer 13 Aug 2023 11:24 PM. Jannik Sinner wins his first ATP Masters 1000 title in Toronto. Italy's Jannik Sinner claimed his first ATP Masters 1000 title in Toronto and the win secured the 21-year-old a new career-high ranking after a convincing victory in Canada. Sinner struck the ball with clinical brilliance as he saw off Alex De ... The 15 countries to produce ATP world No 1 singles players: Italy joins list after Jannik Sinner's rise Sinner No 14 In Terms Of Age. Sinner will be aged 22 years, nine months and 25 days when the rankings update on June 10 and he is some way away from Alcaraz's record for the youngest-ever world No 1.\u001b[0m\n",
            "Thought:\u001b[32;1m\u001b[1;3mI now know the final answer\n",
            "Final Answer: As of my last update, Jannik Sinner's ATP ranking was No. 3. Please check the official ATP website for the most recent rankings, as they can change weekly based on tournament results.\u001b[0m\n",
            "\n",
            "\u001b[1m> Finished chain.\u001b[0m\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'input': 'what is the ATP ranking of Jannik Sinner?',\n",
              " 'output': \"As of my last update, Jannik Sinner's ATP ranking was No. 3. Please check the official ATP website for the most recent rankings, as they can change weekly based on tournament results.\"}"
            ]
          },
          "metadata": {},
          "execution_count": 14
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "res = agent_executor(\"search the web and tell me what is the ATP ranking of Jannik Sinner?\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ZQNkue503QXr",
        "outputId": "eafa283e-36c9-429c-c645-8ebf8d649683"
      },
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "\n",
            "\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n",
            "\u001b[32;1m\u001b[1;3mI need to search the web to find out the current ATP ranking of Jannik Sinner.\n",
            "Action: Search\n",
            "Action Input: \"ATP ranking Jannik Sinner\"\u001b[0m\n",
            "Observation: \u001b[36;1m\u001b[1;3mOfficial tennis player profile of Jannik Sinner on the ATP Tour. Featuring news, bio, rankings, playing activity, coach, stats, win-loss, points breakdown, videos, and more. ... Rank {{playerData.PlayerRank}} 1st Serve points won {{playerData.PlayerFirstServePointsWon}} Aces {{playerData.Aces}} Career Win/Loss {{playerData.CareerWinLoss ... Jannik Sinner backed up his maiden Grand Slam title at the Australian Open with trophies in Rotterdam and Miami this season, and he is now through to the Roland Garros semifinals for the first time.With the injured Novak Djokovic pulling of the clay-court major ahead of his quarterfinal match, Sinner is now guaranteed to rise above the Serbian for the world No. 1 ranking following the tournament. Jannik Sinner clinches No. 2 ranking, a new career-high, after winning Miami Open title The 22-year-old will become the first Italian tennis player to reach the Top 2 in either ATP or WTA rankings ... The ATP's year-end rankings are out today and it's official: Jannik Sinner is the first Italian player to finish a year in the Top 5—not just in ATP rankings history, but in ATP or WTA ... Jannik Sinner's 7-6 (4), 6-1 win over No. 2-ranked Carlos Alcaraz in the semifinals of Beijing today was big for a few reasons—not only did it put him into his fifth ATP final of the year, but ... Jannik Sinner took an unexpected path to the world number one ranking on Tuesday after Novak Djokovic's French Open withdrawal but the youngster said it was the culmination of years of hard work ... Jannik Sinner remains unbeaten in 2024 and will rise to a new career-high ranking after claiming the Rotterdam Open title with a straight sets win over Alex De Minaur on Sunday. Sinner has won his last 15 singles matches on the bounce and will leapfrog former world No 1 Daniil Medvedev into third spot on the ATP Rankings on Monday. Jannik Sinner is set to climb to No. 1 in the PIF ATP Rankings on 10 June following Novak Djokovic's loss in the fourth round at Roland Garros to Francisco Cerundolo Monday. The 22-year-old will become the first Italian and just the 29th player overall to top men's tennis. Sinner, who turns 23 in August, is on the verge of becoming the first Italian man to claim the ATP No.1 ranking. He currently leads the live standings with rival Novak Djokovic required to reach at least the semi-final stage in Paris to have a chance of maintaining his position. The 15 countries to produce ATP world No 1 singles players: Italy joins list after Jannik Sinner's rise Sinner No 14 In Terms Of Age. Sinner will be aged 22 years, nine months and 25 days when the rankings update on June 10 and he is some way away from Alcaraz's record for the youngest-ever world No 1.\u001b[0m\n",
            "Thought:\u001b[32;1m\u001b[1;3mI now know the final answer\n",
            "Final Answer: As of the latest information available, Jannik Sinner is ranked number 3 in the ATP rankings. He is set to rise to number 1 in the rankings on June 10, 2023, following Novak Djokovic's loss in the fourth round at Roland Garros. This will make him the first Italian man to claim the ATP No. 1 ranking.\u001b[0m\n",
            "\n",
            "\u001b[1m> Finished chain.\u001b[0m\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "console.print(res['output'])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 83
        },
        "id": "jjXCYPAj3QU5",
        "outputId": "3f2f09c5-2c34-4c4e-d738-f496ca9f15d3"
      },
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "As of the latest information available, Jannik Sinner is ranked number \u001b[1;36m3\u001b[0m in the ATP \n",
              "rankings. He is set to rise to number \u001b[1;36m1\u001b[0m in the rankings on June \u001b[1;36m10\u001b[0m, \u001b[1;36m2023\u001b[0m, following Novak \n",
              "Djokovic's loss in the fourth round at Roland Garros. This will make him the first Italian\n",
              "man to claim the ATP No. \u001b[1;36m1\u001b[0m ranking.\n"
            ],
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">As of the latest information available, Jannik Sinner is ranked number <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3</span> in the ATP \n",
              "rankings. He is set to rise to number <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1</span> in the rankings on June <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">10</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2023</span>, following Novak \n",
              "Djokovic's loss in the fourth round at Roland Garros. This will make him the first Italian\n",
              "man to claim the ATP No. <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1</span> ranking.\n",
              "</pre>\n"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "Poc94Z7v3QSV"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "\n",
        "\n",
        "\n",
        "---\n",
        "\n",
        "\n",
        "---\n",
        "\n",
        "\n",
        "\n",
        "---\n",
        "\n"
      ],
      "metadata": {
        "id": "Jh0AA3084pm6"
      }
    }
  ]
}