{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Install the Gradio by build the simple user interface" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Requirement already satisfied: gradio in c:\\users\\wingp\\anaconda3\\envs\\smolagent\\lib\\site-packages (5.17.1)\n", "Requirement already satisfied: aiofiles<24.0,>=22.0 in c:\\users\\wingp\\anaconda3\\envs\\smolagent\\lib\\site-packages (from gradio) (23.2.1)\n", "Requirement already satisfied: anyio<5.0,>=3.0 in c:\\users\\wingp\\appdata\\roaming\\python\\python312\\site-packages (from gradio) (4.6.2.post1)\n", "Requirement already satisfied: fastapi<1.0,>=0.115.2 in c:\\users\\wingp\\appdata\\roaming\\python\\python312\\site-packages (from gradio) (0.115.3)\n", "Requirement already satisfied: ffmpy in c:\\users\\wingp\\anaconda3\\envs\\smolagent\\lib\\site-packages (from gradio) (0.5.0)\n", "Requirement already satisfied: 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"source": [ "Import the modules of smolagent" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\wingp\\AppData\\Roaming\\Python\\Python312\\site-packages\\tqdm\\auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", " from .autonotebook import tqdm as notebook_tqdm\n" ] } ], "source": [ "from typing import Optional\n", "\n", "from smolagents import HfApiModel, LiteLLMModel, TransformersModel, tool\n", "from smolagents.agents import CodeAgent, ToolCallingAgent\n", "from smolagents import DuckDuckGoSearchTool" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import gradio as gr" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Get the LLM model from ollama" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "model = LiteLLMModel(\n", " model_id=\"ollama_chat/llama3.1\",\n", " api_base=\"http://localhost:11434\", # replace with remote open-ai compatible server if necessary\n", " #api_key=\"your-api-key\", # replace with API key if necessary\n", " #num_ctx=8192, # ollama default is 2048 which will often fail horribly. 8192 works for easy tasks, more is better. Check https://huggingface.co/spaces/NyxKrage/LLM-Model-VRAM-Calculator to calculate how much VRAM this will need for the selected model.\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Assign the tools and model to agent" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "agent = ToolCallingAgent(tools=[DuckDuckGoSearchTool()], model=model)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Create the web search Agent function" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "def webSearcher(prompt: str) -> str:\n", " return agent.run(prompt)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Create the User inferface with Gradio" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "demo = gr.Interface(\n", " fn=webSearcher, \n", " inputs=[\n", " gr.Textbox(label=\"Enter your search query\", placeholder=\"who is the current world champion in football?\")\n", " ],\n", " outputs=[\n", " gr.Textbox(label=\"Search Result\")\n", " ],\n", " title=\"Web Search Agent\",\n", " description=\"This is a web search agent that can answer your questions\",\n", ")\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "* Running on local URL: http://127.0.0.1:7860\n", "\n", "To create a public link, set `share=True` in `launch()`.\n" ] }, { "data": { "text/html": [ "
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       "│ who is the current world cup winner                                                                             │\n",
       "│                                                                                                                 │\n",
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       "│ Calling tool: 'web_search' with arguments: {'query': 'Current FIFA World Cup winner'}                           │\n",
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Observations: ## Search Results\n",
       "\n",
       "|List of FIFA World Cup finals - Wikipedia](https://en.wikipedia.org/wiki/List_of_FIFA_World_Cup_finals)\n",
       "Football tournament FIFA World Cup final Founded 1930 ; 95 years ago (1930) Current champions Argentina (3rd title)\n",
       "Most successful team(s) Brazil (5 titles) The FIFA World Cup is an international association football competition \n",
       "contested by the senior men's national teams of the Fédération Internationale de Football Association (FIFA), the \n",
       "sport's global governing body. The championship ...\n",
       "\n",
       "|World Cup Football Winners List - Topend Sports](https://www.topendsports.com/events/worldcupsoccer/winners.htm)\n",
       "The first African country that is going to win the world cup trophy is Zimbabwe; Sergemweze (2014) African,Asian or\n",
       "north American representatives are not yet at the level of winning FIFA World cup, It doesn't matter the last \n",
       "result,Spain will win it. The Final game will be SPAIN V. NEDERLAND. Gerard sergemweze (2014)\n",
       "\n",
       "|World Cup » Champions - worldfootball.net](https://www.worldfootball.net/winner/wm/)\n",
       "List of World Cup champions.\n",
       "\n",
       "|FIFA World Cup - Wikipedia](https://en.wikipedia.org/wiki/FIFA_World_Cup)\n",
       "FIFA U-20 World Cup FIFA U-17 World Cup: Current champions ... two layers of semi-precious malachite while the \n",
       "bottom side of the trophy bears the engraved year and name of each FIFA World Cup winner since 1974. |62] The \n",
       "description of the trophy by Gazzaniga was: \"The lines spring out from the base, rising in spirals, stretching out \n",
       "to receive ...\n",
       "\n",
       "|World Cup winners from 1982, 1986, 1990, 1994, 1998, 2002, 2006 ... - \n",
       "FIFA](https://www.fifa.com/en/articles/world-cup-champions-1982-2022-italy-argentina-germany-brazil-france-spain)\n",
       "FIFA details the World Cup winners from the past 11 tournaments including Italy, Argentina, West Germany, Brazil, \n",
       "France, Spain and Germany.\n",
       "\n",
       "|FIFA World Cup Winners List from 1930-2022, Complete List and \n",
       "Hosts](https://currentaffairs.adda247.com/fifa-world-cup-winners-list-from-1930-to-2022/)\n",
       "FIFA World Cup Winners Argentina. What a great match! Undoubtedly, it was one of the best finals ever. But in the \n",
       "end Argentina defeated France by 4-2 in penalty shootout after the match drawn 3-3 in the normal time to win FIFA \n",
       "World Cup 2022 title. Kylian Mbappe from France was the top goal scorer in FIFA World Cup 2022, he scored 7 \n",
       "goals.France forward Kylian Mbappe became the first ...\n",
       "\n",
       "|Complete FIFA World Cup Winners List: Every Winner Since \n",
       "1930](https://soccermavericks.com/fifa-world-cup-winners-list/)\n",
       "In this post, we'll go through every FIFA World Cup winner since 1930. So let's get started! Read our article on \n",
       "the countries with the most FIFA World Cup wins. List of All The FIFA World Cup Winners. Here is the list of all \n",
       "the FIFA World Cup winners. It has winners from the start of the tournament in 1930 to the most recent one in 2022.\n",
       "\n",
       "|History of WC - FIFA World Cup Results](https://www.fifaworldcupnews.com/world-cup-results/)\n",
       "The tournament has taken place organized every four years, except in 1942 and 1946, when the competition was \n",
       "canceled due to World War II. France is the current FIFA World Cup, champion team. The final of the 21st FIFA World\n",
       "Cup was held in Russia. The match was contested by France and Croatia. Antoine Griezmann was Men of the match of \n",
       "the ...\n",
       "\n",
       "|FIFA World Cup records and statistics - \n",
       "Wikipedia](https://en.wikipedia.org/wiki/FIFA_World_Cup_records_and_statistics)\n",
       "As of the 2022 FIFA World Cup, 80 national teams have competed at the finals of the FIFA World Cup. |1] Brazil is \n",
       "the only team to have appeared in all 22 tournaments to date, with Germany having participated in 20, Italy and \n",
       "Argentina in 18 and Mexico in 17. |2] Eight nations have won the tournament. The inaugural winners in 1930 were \n",
       "Uruguay; the current champions are Argentina.\n",
       "\n",
       "|List of FIFA World Cup Winners from 1930 to 2022, Champions List \n",
       "Updated](https://www.studyiq.com/articles/fifa-world-cup-winners-list/)\n",
       "This event has 32 teams in it altogether. 64 matches were played as 32 teams competed for a place on the FIFA World\n",
       "Cup winners list. On December 18, 2022, when the two greatest teams compete for the title, the FIFA World Cup 2022 \n",
       "winner will be selected. Below is a detailed analysis of the FIFA World Cup winners by year from 1930 to 2022.\n",
       "
\n" ], "text/plain": [ "Observations: ## Search Results\n", "\n", "|List of FIFA World Cup finals - Wikipedia\u001b[1m]\u001b[0m\u001b[1m(\u001b[0m\u001b[4;94mhttps://en.wikipedia.org/wiki/List_of_FIFA_World_Cup_finals\u001b[0m\u001b[4;94m)\u001b[0m\n", "Football tournament FIFA World Cup final Founded \u001b[1;36m1930\u001b[0m ; \u001b[1;36m95\u001b[0m years ago \u001b[1m(\u001b[0m\u001b[1;36m1930\u001b[0m\u001b[1m)\u001b[0m Current champions Argentina \u001b[1m(\u001b[0m3rd title\u001b[1m)\u001b[0m\n", "Most successful \u001b[1;35mteam\u001b[0m\u001b[1m(\u001b[0ms\u001b[1m)\u001b[0m Brazil \u001b[1m(\u001b[0m\u001b[1;36m5\u001b[0m titles\u001b[1m)\u001b[0m The FIFA World Cup is an international association football competition \n", "contested by the senior men's national teams of the Fédération Internationale de Football Association \u001b[1m(\u001b[0mFIFA\u001b[1m)\u001b[0m, the \n", "sport's global governing body. The championship \u001b[33m...\u001b[0m\n", "\n", "|World Cup Football Winners List - Topend Sports\u001b[1m]\u001b[0m\u001b[1m(\u001b[0m\u001b[4;94mhttps://www.topendsports.com/events/worldcupsoccer/winners.htm\u001b[0m\u001b[4;94m)\u001b[0m\n", "The first African country that is going to win the world cup trophy is Zimbabwe; Sergemweze \u001b[1m(\u001b[0m\u001b[1;36m2014\u001b[0m\u001b[1m)\u001b[0m African,Asian or\n", "north American representatives are not yet at the level of winning FIFA World cup, It doesn't matter the last \n", "result,Spain will win it. The Final game will be SPAIN V. NEDERLAND. Gerard sergemweze \u001b[1m(\u001b[0m\u001b[1;36m2014\u001b[0m\u001b[1m)\u001b[0m\n", "\n", "|World Cup » Champions - worldfootball.net\u001b[1m]\u001b[0m\u001b[1m(\u001b[0m\u001b[4;94mhttps://www.worldfootball.net/winner/wm/\u001b[0m\u001b[4;94m)\u001b[0m\n", "List of World Cup champions.\n", "\n", "|FIFA World Cup - Wikipedia\u001b[1m]\u001b[0m\u001b[1m(\u001b[0m\u001b[4;94mhttps://en.wikipedia.org/wiki/FIFA_World_Cup\u001b[0m\u001b[4;94m)\u001b[0m\n", "FIFA U-\u001b[1;36m20\u001b[0m World Cup FIFA U-\u001b[1;36m17\u001b[0m World Cup: Current champions \u001b[33m...\u001b[0m two layers of semi-precious malachite while the \n", "bottom side of the trophy bears the engraved year and name of each FIFA World Cup winner since \u001b[1;36m1974\u001b[0m. |\u001b[1;36m62\u001b[0m\u001b[1m]\u001b[0m The \n", "description of the trophy by Gazzaniga was: \"The lines spring out from the base, rising in spirals, stretching out \n", "to receive \u001b[33m...\u001b[0m\n", "\n", "|World Cup winners from \u001b[1;36m1982\u001b[0m, \u001b[1;36m1986\u001b[0m, \u001b[1;36m1990\u001b[0m, \u001b[1;36m1994\u001b[0m, \u001b[1;36m1998\u001b[0m, \u001b[1;36m2002\u001b[0m, \u001b[1;36m2006\u001b[0m \u001b[33m...\u001b[0m - \n", "FIFA\u001b[1m]\u001b[0m\u001b[1m(\u001b[0m\u001b[4;94mhttps://www.fifa.com/en/articles/world-cup-champions-1982-2022-italy-argentina-germany-brazil-france-spain\u001b[0m\u001b[4;94m)\u001b[0m\n", "FIFA details the World Cup winners from the past \u001b[1;36m11\u001b[0m tournaments including Italy, Argentina, West Germany, Brazil, \n", "France, Spain and Germany.\n", "\n", "|FIFA World Cup Winners List from \u001b[1;36m1930\u001b[0m-\u001b[1;36m2022\u001b[0m, Complete List and \n", "Hosts\u001b[1m]\u001b[0m\u001b[1m(\u001b[0m\u001b[4;94mhttps://currentaffairs.adda247.com/fifa-world-cup-winners-list-from-1930-to-2022/\u001b[0m\u001b[4;94m)\u001b[0m\n", "FIFA World Cup Winners Argentina. What a great match! Undoubtedly, it was one of the best finals ever. But in the \n", "end Argentina defeated France by \u001b[1;36m4\u001b[0m-\u001b[1;36m2\u001b[0m in penalty shootout after the match drawn \u001b[1;36m3\u001b[0m-\u001b[1;36m3\u001b[0m in the normal time to win FIFA \n", "World Cup \u001b[1;36m2022\u001b[0m title. Kylian Mbappe from France was the top goal scorer in FIFA World Cup \u001b[1;36m2022\u001b[0m, he scored \u001b[1;36m7\u001b[0m \n", "goals.France forward Kylian Mbappe became the first \u001b[33m...\u001b[0m\n", "\n", "|Complete FIFA World Cup Winners List: Every Winner Since \n", "\u001b[1;36m1930\u001b[0m\u001b[1m]\u001b[0m\u001b[1m(\u001b[0m\u001b[4;94mhttps://soccermavericks.com/fifa-world-cup-winners-list/\u001b[0m\u001b[4;94m)\u001b[0m\n", "In this post, we'll go through every FIFA World Cup winner since \u001b[1;36m1930\u001b[0m. So let's get started! Read our article on \n", "the countries with the most FIFA World Cup wins. List of All The FIFA World Cup Winners. Here is the list of all \n", "the FIFA World Cup winners. It has winners from the start of the tournament in \u001b[1;36m1930\u001b[0m to the most recent one in \u001b[1;36m2022\u001b[0m.\n", "\n", "|History of WC - FIFA World Cup Results\u001b[1m]\u001b[0m\u001b[1m(\u001b[0m\u001b[4;94mhttps://www.fifaworldcupnews.com/world-cup-results/\u001b[0m\u001b[4;94m)\u001b[0m\n", "The tournament has taken place organized every four years, except in \u001b[1;36m1942\u001b[0m and \u001b[1;36m1946\u001b[0m, when the competition was \n", "canceled due to World War II. France is the current FIFA World Cup, champion team. The final of the 21st FIFA World\n", "Cup was held in Russia. The match was contested by France and Croatia. Antoine Griezmann was Men of the match of \n", "the \u001b[33m...\u001b[0m\n", "\n", "|FIFA World Cup records and statistics - \n", "Wikipedia\u001b[1m]\u001b[0m\u001b[1m(\u001b[0m\u001b[4;94mhttps://en.wikipedia.org/wiki/FIFA_World_Cup_records_and_statistics\u001b[0m\u001b[4;94m)\u001b[0m\n", "As of the \u001b[1;36m2022\u001b[0m FIFA World Cup, \u001b[1;36m80\u001b[0m national teams have competed at the finals of the FIFA World Cup. |\u001b[1;36m1\u001b[0m\u001b[1m]\u001b[0m Brazil is \n", "the only team to have appeared in all \u001b[1;36m22\u001b[0m tournaments to date, with Germany having participated in \u001b[1;36m20\u001b[0m, Italy and \n", "Argentina in \u001b[1;36m18\u001b[0m and Mexico in \u001b[1;36m17\u001b[0m. |\u001b[1;36m2\u001b[0m\u001b[1m]\u001b[0m Eight nations have won the tournament. The inaugural winners in \u001b[1;36m1930\u001b[0m were \n", "Uruguay; the current champions are Argentina.\n", "\n", "|List of FIFA World Cup Winners from \u001b[1;36m1930\u001b[0m to \u001b[1;36m2022\u001b[0m, Champions List \n", "Updated\u001b[1m]\u001b[0m\u001b[1m(\u001b[0m\u001b[4;94mhttps://www.studyiq.com/articles/fifa-world-cup-winners-list/\u001b[0m\u001b[4;94m)\u001b[0m\n", "This event has \u001b[1;36m32\u001b[0m teams in it altogether. \u001b[1;36m64\u001b[0m matches were played as \u001b[1;36m32\u001b[0m teams competed for a place on the FIFA World\n", "Cup winners list. On December \u001b[1;36m18\u001b[0m, \u001b[1;36m2022\u001b[0m, when the two greatest teams compete for the title, the FIFA World Cup \u001b[1;36m2022\u001b[0m \n", "winner will be selected. Below is a detailed analysis of the FIFA World Cup winners by year from \u001b[1;36m1930\u001b[0m to \u001b[1;36m2022\u001b[0m.\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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Error in generating tool call with model:\n",
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Error in generating tool call with model:\n",
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