{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Import the modules of smolagent" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "c:\\Users\\RNT\\.conda\\envs\\smolagent\\Lib\\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": "markdown", "metadata": {}, "source": [ "Get the LLM model from ollama" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "model = LiteLLMModel(\n", " model_id=\"ollama_chat/llama3.2\",\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": 3, "metadata": {}, "outputs": [], "source": [ "agent = ToolCallingAgent(tools=[DuckDuckGoSearchTool()], model=model)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Create task for agent (prompt)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "prompt = \"What is the capital of France?\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Run Agent" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
╭──────────────────────────────────────────────────── New run ────────────────────────────────────────────────────╮\n",
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       "│ What is the capital of France?                                                                                  │\n",
       "│                                                                                                                 │\n",
       "╰─ LiteLLMModel - ollama_chat/llama3.2 ───────────────────────────────────────────────────────────────────────────╯\n",
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╭─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╮\n",
       "│ Calling tool: 'web_search' with arguments: {'query': 'capital of France'}                                       │\n",
       "╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n",
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Observations: ## Search Results\n",
       "\n",
       "|Paris - Wikipedia](https://en.wikipedia.org/wiki/Paris)\n",
       "Paris (French pronunciation: ⓘ) is the capital and largest city of France.With an estimated population of 2,048,472\n",
       "residents in January 2025 |3] in an area of more than 105 km 2 (41 sq mi), |4] Paris is the fourth-most populous \n",
       "city in the European Union, the ninth-most populous city in Europe and the 30th most densely populated city in the \n",
       "world in 2022. |5]\n",
       "\n",
       "|Paris | Definition, Map, Population, Facts, & History | Britannica](https://www.britannica.com/place/Paris)\n",
       "Paris, city and capital of France, located along the Seine River, in the north-central part of the country. Paris \n",
       "is one of the world's most important and attractive cities, famed for its gastronomy, haute couture, painting, \n",
       "literature, and intellectual community. Learn more about Paris in this article.\n",
       "\n",
       "|France | History, Maps, Flag, Population, Cities, Capital, & Facts ...](https://www.britannica.com/place/France)\n",
       "France, a country of northwestern Europe, is historically and culturally among the most important countries in the \n",
       "Western world. It has also played a highly significant role in international affairs for centuries. Its capital is \n",
       "Paris, one of the most important cultural and commercial centers in the world.\n",
       "\n",
       "|Paris - Simple English Wikipedia, the free encyclopedia](https://simple.wikipedia.org/wiki/Paris)\n",
       "Paris is the capital city and the largest city of France, with a population of about 2.15 million. It has a rich \n",
       "history, many art museums, historical buildings, and a famous landmark, the Eiffel Tower.\n",
       "\n",
       "|List of capitals of France - Wikipedia](https://en.wikipedia.org/wiki/List_of_capitals_of_France)\n",
       "Learn about the historical and current capitals of France, from Tournai to Paris. See the chronology of changes, \n",
       "the reasons for relocations, and the provisional seats of the government.\n",
       "\n",
       "|What is the Capital of France? - \n",
       "WorldAtlas](https://www.worldatlas.com/articles/what-is-the-capital-of-france.html)\n",
       "Learn about the history, geography, economy, tourism, and administration of Paris, the capital city of France and \n",
       "the country's largest city. Find out why Paris is called the City of Light and the City of Love.\n",
       "\n",
       "|Paris: Facts & Related Content - Encyclopedia Britannica](https://www.britannica.com/facts/Paris)\n",
       "Learn about Paris, the capital of France, and its history, culture, landmarks, and people. Find out why Paris is \n",
       "called \"the City of Light\" and when it was founded, liberated, and attacked.\n",
       "\n",
       "|Paris - Wikiwand](https://www.wikiwand.com/en/articles/Paris)\n",
       "Paris is the capital and largest city of France. With an estimated population of 2,048,472 residents in January \n",
       "2025 in an area of more than 105 km2 (41 sq mi),...\n",
       "\n",
       "|Paris, France - New World Encyclopedia](https://www.newworldencyclopedia.org/entry/Paris,_France)\n",
       "Learn about the history, geography, culture, and administration of Paris, the capital city of France and one of the\n",
       "world's leading global cities. Find out how Paris got its name, what landmarks and monuments it has, and how it \n",
       "became a center of education and ideas.\n",
       "\n",
       "|Paris - Wikipedia, the free encyclopedia - Wikinews](https://en.wikipedia.beta.wmflabs.org/wiki/Paris)\n",
       "Paris (French pronunciation: . REDIRECCIÓN Plantilla:AFI ⓘ) is the capital and most populous city of France, with \n",
       "an estimated population of 2,165,423 residents in 2019 in an area of more than 105 square kilometres (41 square \n",
       "miles), |3] making it the 34th most densely populated city in the world in 2020. |4] Since the 17th century, Paris \n",
       "has been one of the world's major centres of finance ...\n",
       "
\n" ], "text/plain": [ "Observations: ## Search Results\n", "\n", "|Paris - Wikipedia\u001b[1m]\u001b[0m\u001b[1m(\u001b[0m\u001b[4;94mhttps://en.wikipedia.org/wiki/Paris\u001b[0m\u001b[4;94m)\u001b[0m\n", "Paris \u001b[1m(\u001b[0mFrench pronunciation: ⓘ\u001b[1m)\u001b[0m is the capital and largest city of France.With an estimated population of \u001b[1;36m2\u001b[0m,\u001b[1;36m048\u001b[0m,\u001b[1;36m472\u001b[0m\n", "residents in January \u001b[1;36m2025\u001b[0m |\u001b[1;36m3\u001b[0m\u001b[1m]\u001b[0m in an area of more than \u001b[1;36m105\u001b[0m km \u001b[1;36m2\u001b[0m \u001b[1m(\u001b[0m\u001b[1;36m41\u001b[0m sq mi\u001b[1m)\u001b[0m, |\u001b[1;36m4\u001b[0m\u001b[1m]\u001b[0m Paris is the fourth-most populous \n", "city in the European Union, the ninth-most populous city in Europe and the 30th most densely populated city in the \n", "world in \u001b[1;36m2022\u001b[0m. |\u001b[1;36m5\u001b[0m\u001b[1m]\u001b[0m\n", "\n", "|Paris | Definition, Map, Population, Facts, & History | Britannica\u001b[1m]\u001b[0m\u001b[1m(\u001b[0m\u001b[4;94mhttps://www.britannica.com/place/Paris\u001b[0m\u001b[4;94m)\u001b[0m\n", "Paris, city and capital of France, located along the Seine River, in the north-central part of the country. Paris \n", "is one of the world's most important and attractive cities, famed for its gastronomy, haute couture, painting, \n", "literature, and intellectual community. Learn more about Paris in this article.\n", "\n", "|France | History, Maps, Flag, Population, Cities, Capital, & Facts \u001b[33m...\u001b[0m\u001b[1m]\u001b[0m\u001b[1m(\u001b[0m\u001b[4;94mhttps://www.britannica.com/place/France\u001b[0m\u001b[4;94m)\u001b[0m\n", "France, a country of northwestern Europe, is historically and culturally among the most important countries in the \n", "Western world. It has also played a highly significant role in international affairs for centuries. Its capital is \n", "Paris, one of the most important cultural and commercial centers in the world.\n", "\n", "|Paris - Simple English Wikipedia, the free encyclopedia\u001b[1m]\u001b[0m\u001b[1m(\u001b[0m\u001b[4;94mhttps://simple.wikipedia.org/wiki/Paris\u001b[0m\u001b[4;94m)\u001b[0m\n", "Paris is the capital city and the largest city of France, with a population of about \u001b[1;36m2.15\u001b[0m million. It has a rich \n", "history, many art museums, historical buildings, and a famous landmark, the Eiffel Tower.\n", "\n", "|List of capitals of France - Wikipedia\u001b[1m]\u001b[0m\u001b[1m(\u001b[0m\u001b[4;94mhttps://en.wikipedia.org/wiki/List_of_capitals_of_France\u001b[0m\u001b[4;94m)\u001b[0m\n", "Learn about the historical and current capitals of France, from Tournai to Paris. See the chronology of changes, \n", "the reasons for relocations, and the provisional seats of the government.\n", "\n", "|What is the Capital of France? - \n", "WorldAtlas\u001b[1m]\u001b[0m\u001b[1m(\u001b[0m\u001b[4;94mhttps://www.worldatlas.com/articles/what-is-the-capital-of-france.html\u001b[0m\u001b[4;94m)\u001b[0m\n", "Learn about the history, geography, economy, tourism, and administration of Paris, the capital city of France and \n", "the country's largest city. Find out why Paris is called the City of Light and the City of Love.\n", "\n", "|Paris: Facts & Related Content - Encyclopedia Britannica\u001b[1m]\u001b[0m\u001b[1m(\u001b[0m\u001b[4;94mhttps://www.britannica.com/facts/Paris\u001b[0m\u001b[4;94m)\u001b[0m\n", "Learn about Paris, the capital of France, and its history, culture, landmarks, and people. Find out why Paris is \n", "called \u001b[32m\"the City of Light\"\u001b[0m and when it was founded, liberated, and attacked.\n", "\n", "|Paris - Wikiwand\u001b[1m]\u001b[0m\u001b[1m(\u001b[0m\u001b[4;94mhttps://www.wikiwand.com/en/articles/Paris\u001b[0m\u001b[4;94m)\u001b[0m\n", "Paris is the capital and largest city of France. With an estimated population of \u001b[1;36m2\u001b[0m,\u001b[1;36m048\u001b[0m,\u001b[1;36m472\u001b[0m residents in January \n", "\u001b[1;36m2025\u001b[0m in an area of more than \u001b[1;36m105\u001b[0m km2 \u001b[1m(\u001b[0m\u001b[1;36m41\u001b[0m sq mi\u001b[1m)\u001b[0m,\u001b[33m...\u001b[0m\n", "\n", "|Paris, France - New World Encyclopedia\u001b[1m]\u001b[0m\u001b[1m(\u001b[0m\u001b[4;94mhttps://www.newworldencyclopedia.org/entry/Paris,_France\u001b[0m\u001b[4;94m)\u001b[0m\n", "Learn about the history, geography, culture, and administration of Paris, the capital city of France and one of the\n", "world's leading global cities. Find out how Paris got its name, what landmarks and monuments it has, and how it \n", "became a center of education and ideas.\n", "\n", "|Paris - Wikipedia, the free encyclopedia - Wikinews\u001b[1m]\u001b[0m\u001b[1m(\u001b[0m\u001b[4;94mhttps://en.wikipedia.beta.wmflabs.org/wiki/Paris\u001b[0m\u001b[4;94m)\u001b[0m\n", "Paris \u001b[1m(\u001b[0mFrench pronunciation: . REDIRECCIÓN Plantill\u001b[1;92ma:AF\u001b[0mI ⓘ\u001b[1m)\u001b[0m is the capital and most populous city of France, with \n", "an estimated population of \u001b[1;36m2\u001b[0m,\u001b[1;36m165\u001b[0m,\u001b[1;36m423\u001b[0m residents in \u001b[1;36m2019\u001b[0m in an area of more than \u001b[1;36m105\u001b[0m square kilometres \u001b[1m(\u001b[0m\u001b[1;36m41\u001b[0m square \n", "miles\u001b[1m)\u001b[0m, |\u001b[1;36m3\u001b[0m\u001b[1m]\u001b[0m making it the 34th most densely populated city in the world in \u001b[1;36m2020\u001b[0m. |\u001b[1;36m4\u001b[0m\u001b[1m]\u001b[0m Since the 17th century, Paris \n", "has been one of the world's major centres of finance \u001b[33m...\u001b[0m\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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╭─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╮\n",
       "│ Calling tool: 'web_search' with arguments: {'query': 'capital of France'}                                       │\n",
       "╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n",
       "
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Observations: ## Search Results\n",
       "\n",
       "|Paris - Wikipedia](https://en.wikipedia.org/wiki/Paris)\n",
       "Paris (French pronunciation: ⓘ) is the capital and largest city of France.With an estimated population of 2,048,472\n",
       "residents in January 2025 |3] in an area of more than 105 km 2 (41 sq mi), |4] Paris is the fourth-most populous \n",
       "city in the European Union, the ninth-most populous city in Europe and the 30th most densely populated city in the \n",
       "world in 2022. |5]\n",
       "\n",
       "|Paris | Definition, Map, Population, Facts, & History | Britannica](https://www.britannica.com/place/Paris)\n",
       "Paris, city and capital of France, located along the Seine River, in the north-central part of the country. Paris \n",
       "is one of the world's most important and attractive cities, famed for its gastronomy, haute couture, painting, \n",
       "literature, and intellectual community. Learn more about Paris in this article.\n",
       "\n",
       "|France | History, Maps, Flag, Population, Cities, Capital, & Facts ...](https://www.britannica.com/place/France)\n",
       "France, a country of northwestern Europe, is historically and culturally among the most important countries in the \n",
       "Western world. It has also played a highly significant role in international affairs for centuries. Its capital is \n",
       "Paris, one of the most important cultural and commercial centers in the world.\n",
       "\n",
       "|Paris - Simple English Wikipedia, the free encyclopedia](https://simple.wikipedia.org/wiki/Paris)\n",
       "Paris is the capital city and the largest city of France, with a population of about 2.15 million. It has a rich \n",
       "history, many art museums, historical buildings, and a famous landmark, the Eiffel Tower.\n",
       "\n",
       "|What is the Capital of France? - \n",
       "WorldAtlas](https://www.worldatlas.com/articles/what-is-the-capital-of-france.html)\n",
       "Learn about the history, geography, economy, tourism, and administration of Paris, the capital city of France and \n",
       "the country's largest city. Find out why Paris is called the City of Light and the City of Love.\n",
       "\n",
       "|List of capitals of France - Wikipedia](https://en.wikipedia.org/wiki/List_of_capitals_of_France)\n",
       "Learn about the historical and current capitals of France, from Tournai to Paris. See the chronology of changes, \n",
       "the reasons for relocations, and the provisional seats of the government.\n",
       "\n",
       "|Paris: Facts & Related Content - Encyclopedia Britannica](https://www.britannica.com/facts/Paris)\n",
       "Learn about Paris, the capital of France, and its history, culture, landmarks, and people. Find out why Paris is \n",
       "called \"the City of Light\" and when it was founded, liberated, and attacked.\n",
       "\n",
       "|Capital of France - Simple English Wikipedia, the free \n",
       "encyclopedia](https://simple.wikipedia.org/wiki/Capital_of_France)\n",
       "Learn about the history and current status of the capital of France, which is Paris. Find out which other cities \n",
       "have been the national capital in different periods of time, from ancient to modern.\n",
       "\n",
       "|Paris - Kids | Britannica Kids | Homework Help](https://kids.britannica.com/kids/article/Paris/345991)\n",
       "Learn about Paris, the capital of France and one of western Europe's major centers of culture and business. \n",
       "Discover its famous landmarks, history, economy, and population.\n",
       "\n",
       "|What is the Capital of France? - Mappr](https://www.mappr.co/capital-cities/france/)\n",
       "Learn about Paris, the capital of France, and its rich history, culture, and geography. Discover its landmarks, \n",
       "climate, population, and role as a global city.\n",
       "
\n" ], "text/plain": [ "Observations: ## Search Results\n", "\n", "|Paris - Wikipedia\u001b[1m]\u001b[0m\u001b[1m(\u001b[0m\u001b[4;94mhttps://en.wikipedia.org/wiki/Paris\u001b[0m\u001b[4;94m)\u001b[0m\n", "Paris \u001b[1m(\u001b[0mFrench pronunciation: ⓘ\u001b[1m)\u001b[0m is the capital and largest city of France.With an estimated population of \u001b[1;36m2\u001b[0m,\u001b[1;36m048\u001b[0m,\u001b[1;36m472\u001b[0m\n", "residents in January \u001b[1;36m2025\u001b[0m |\u001b[1;36m3\u001b[0m\u001b[1m]\u001b[0m in an area of more than \u001b[1;36m105\u001b[0m km \u001b[1;36m2\u001b[0m \u001b[1m(\u001b[0m\u001b[1;36m41\u001b[0m sq mi\u001b[1m)\u001b[0m, |\u001b[1;36m4\u001b[0m\u001b[1m]\u001b[0m Paris is the fourth-most populous \n", "city in the European Union, the ninth-most populous city in Europe and the 30th most densely populated city in the \n", "world in \u001b[1;36m2022\u001b[0m. |\u001b[1;36m5\u001b[0m\u001b[1m]\u001b[0m\n", "\n", "|Paris | Definition, Map, Population, Facts, & History | Britannica\u001b[1m]\u001b[0m\u001b[1m(\u001b[0m\u001b[4;94mhttps://www.britannica.com/place/Paris\u001b[0m\u001b[4;94m)\u001b[0m\n", "Paris, city and capital of France, located along the Seine River, in the north-central part of the country. Paris \n", "is one of the world's most important and attractive cities, famed for its gastronomy, haute couture, painting, \n", "literature, and intellectual community. Learn more about Paris in this article.\n", "\n", "|France | History, Maps, Flag, Population, Cities, Capital, & Facts \u001b[33m...\u001b[0m\u001b[1m]\u001b[0m\u001b[1m(\u001b[0m\u001b[4;94mhttps://www.britannica.com/place/France\u001b[0m\u001b[4;94m)\u001b[0m\n", "France, a country of northwestern Europe, is historically and culturally among the most important countries in the \n", "Western world. It has also played a highly significant role in international affairs for centuries. Its capital is \n", "Paris, one of the most important cultural and commercial centers in the world.\n", "\n", "|Paris - Simple English Wikipedia, the free encyclopedia\u001b[1m]\u001b[0m\u001b[1m(\u001b[0m\u001b[4;94mhttps://simple.wikipedia.org/wiki/Paris\u001b[0m\u001b[4;94m)\u001b[0m\n", "Paris is the capital city and the largest city of France, with a population of about \u001b[1;36m2.15\u001b[0m million. It has a rich \n", "history, many art museums, historical buildings, and a famous landmark, the Eiffel Tower.\n", "\n", "|What is the Capital of France? - \n", "WorldAtlas\u001b[1m]\u001b[0m\u001b[1m(\u001b[0m\u001b[4;94mhttps://www.worldatlas.com/articles/what-is-the-capital-of-france.html\u001b[0m\u001b[4;94m)\u001b[0m\n", "Learn about the history, geography, economy, tourism, and administration of Paris, the capital city of France and \n", "the country's largest city. Find out why Paris is called the City of Light and the City of Love.\n", "\n", "|List of capitals of France - Wikipedia\u001b[1m]\u001b[0m\u001b[1m(\u001b[0m\u001b[4;94mhttps://en.wikipedia.org/wiki/List_of_capitals_of_France\u001b[0m\u001b[4;94m)\u001b[0m\n", "Learn about the historical and current capitals of France, from Tournai to Paris. See the chronology of changes, \n", "the reasons for relocations, and the provisional seats of the government.\n", "\n", "|Paris: Facts & Related Content - Encyclopedia Britannica\u001b[1m]\u001b[0m\u001b[1m(\u001b[0m\u001b[4;94mhttps://www.britannica.com/facts/Paris\u001b[0m\u001b[4;94m)\u001b[0m\n", "Learn about Paris, the capital of France, and its history, culture, landmarks, and people. Find out why Paris is \n", "called \u001b[32m\"the City of Light\"\u001b[0m and when it was founded, liberated, and attacked.\n", "\n", "|Capital of France - Simple English Wikipedia, the free \n", "encyclopedia\u001b[1m]\u001b[0m\u001b[1m(\u001b[0m\u001b[4;94mhttps://simple.wikipedia.org/wiki/Capital_of_France\u001b[0m\u001b[4;94m)\u001b[0m\n", "Learn about the history and current status of the capital of France, which is Paris. Find out which other cities \n", "have been the national capital in different periods of time, from ancient to modern.\n", "\n", "|Paris - Kids | Britannica Kids | Homework Help\u001b[1m]\u001b[0m\u001b[1m(\u001b[0m\u001b[4;94mhttps://kids.britannica.com/kids/article/Paris/345991\u001b[0m\u001b[4;94m)\u001b[0m\n", "Learn about Paris, the capital of France and one of western Europe's major centers of culture and business. \n", "Discover its famous landmarks, history, economy, and population.\n", "\n", "|What is the Capital of France? - Mappr\u001b[1m]\u001b[0m\u001b[1m(\u001b[0m\u001b[4;94mhttps://www.mappr.co/capital-cities/france/\u001b[0m\u001b[4;94m)\u001b[0m\n", "Learn about Paris, the capital of France, and its rich history, culture, and geography. Discover its landmarks, \n", "climate, population, and role as a global city.\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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       "│ Calling tool: 'web_search' with arguments: {'query': 'Which city has the highest population in France?'}        │\n",
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Observations: ## Search Results\n",
       "\n",
       "|France Cities by Population 2024 - World Population Review](https://worldpopulationreview.com/cities/france)\n",
       "France has 1 cities with more than a million people, 38 cities with between 100,000 and 1 million people, and 915 \n",
       "cities with between 10,000 and 100,000 people. The largest city in France is Paris, with a population of 2,138,551 \n",
       "people.\n",
       "\n",
       "|Top 10 largest cities of France by population - French \n",
       "Moments](https://frenchmoments.eu/top-10-largest-cities-of-france-by-population/)\n",
       "The population of France. Did you know France has a population of 67,795,000 (2018)? This includes 65 million in \n",
       "metropolitan France (that is mainland France located in Europe). The country is the 20th most populous in the \n",
       "world, representing 0.87% of the total world population. The top 10 largest cities in France\n",
       "\n",
       "|10 Largest Cities In France By Population](https://largest.org/geography/cities-in-france-by-population/)\n",
       "Montpellier has firmly established itself as one of the best places to reside in all of Europe because of its \n",
       "robust economy, vibrant cultural and social scene, and one of the most appealing real estate markets in France. The\n",
       "city has achieved a balance between modernity and livability, which has allowed it to become the metropolitan \n",
       "region in ...\n",
       "\n",
       "|15 Largest Cities in France, Ranked by Population](https://people.howstuffworks.com/largest-cities-in-france.htm)\n",
       "Renowned for its rich history, art and cuisine, this iconic country is home to some of the most beautiful and \n",
       "culturally significant cities and towns in the world. Each of the largest cities in France showcases a unique blend\n",
       "of heritage, modernity and vibrant local traditions. From bustling metropolises to charming coastal hubs, these \n",
       "communities reflect the diverse character of the nation.\n",
       "\n",
       "|List of communes in France with over 20,000 \n",
       "inhabitants](https://en.wikipedia.org/wiki/List_of_communes_in_France_with_over_20,000_inhabitants)\n",
       "Map of metropolitan France. As of January 2019, there were 473 communes in France (metropolitan territory and \n",
       "overseas departments and regions) with population over 20,000, 280 communes with population over 30,000, 129 \n",
       "communes with population over 50,000 and 42 communes with population over 100,000. |1] All figures reflect the \n",
       "municipal population (French: population municipale), meaning ...\n",
       "\n",
       "|The biggest cities in France by population - Learn French With \n",
       "Alexa](https://learnfrenchwithalexa.com/blog/the-biggest-cities-in-france-by-population)\n",
       "Read on to discover France's ten largest cities. Paris (2.2 million people) It won't surprise you to learn that \n",
       "Paris leads the list, with a population of over 2 million. That said, it's only the 10th largest city in Europe. \n",
       "Istanbul, the largest, has nearly 16 million inhabitants! ...\n",
       "\n",
       "|Population of cities in France 2024 - \n",
       "StatisticsTimes.com](https://statisticstimes.com/demographics/country/france-cities-population.php)\n",
       "List of population cities in France based on the estimates and projections by United Nations. yearwise change in \n",
       "population and population growth rate. ... Top 10 largest economies by GDP. See Also: ... » Countries by area; View\n",
       "More Demographics Statistics; France cities population; City Population Share (%) Rank Change; 2023 2024 France ...\n",
       "\n",
       "|List of cities in France by \n",
       "population](https://population-hub.com/en/fr/list-of-cities-in-france-by-population.html)\n",
       "In total, there are 288 cities in France. The largest city is Paris with a population of 2 240 621 . The total \n",
       "population of France is 68859599 people - 0.89% of the total population of the Earth.\n",
       "\n",
       "|The 20 largest cities in France - wanderlix.com](https://wanderlix.com/post/the-largest-cities-in-france/)\n",
       "The 41st largest country in the world, France has 64.5 million inhabitants in 36,681 municipalities. What are the \n",
       "20 largest cities in france? Press ESC to close\n",
       "\n",
       "|Paris - Wikipedia](https://en.wikipedia.org/wiki/Paris)\n",
       "Paris (French pronunciation: ⓘ) is the capital and largest city of France.With an estimated population of 2,048,472\n",
       "residents in January 2025 |3] in an area of more than 105 km 2 (41 sq mi), |4] Paris is the fourth-most populous \n",
       "city in the European Union, the ninth-most populous city in Europe and the 30th most densely populated city in the \n",
       "world in 2022. |5]\n",
       "
\n" ], "text/plain": [ "Observations: ## Search Results\n", "\n", "|France Cities by Population \u001b[1;36m2024\u001b[0m - World Population Review\u001b[1m]\u001b[0m\u001b[1m(\u001b[0m\u001b[4;94mhttps://worldpopulationreview.com/cities/france\u001b[0m\u001b[4;94m)\u001b[0m\n", "France has \u001b[1;36m1\u001b[0m cities with more than a million people, \u001b[1;36m38\u001b[0m cities with between \u001b[1;36m100\u001b[0m,\u001b[1;36m000\u001b[0m and \u001b[1;36m1\u001b[0m million people, and \u001b[1;36m915\u001b[0m \n", "cities with between \u001b[1;36m10\u001b[0m,\u001b[1;36m000\u001b[0m and \u001b[1;36m100\u001b[0m,\u001b[1;36m000\u001b[0m people. The largest city in France is Paris, with a population of \u001b[1;36m2\u001b[0m,\u001b[1;36m138\u001b[0m,\u001b[1;36m551\u001b[0m \n", "people.\n", "\n", "|Top \u001b[1;36m10\u001b[0m largest cities of France by population - French \n", "Moments\u001b[1m]\u001b[0m\u001b[1m(\u001b[0m\u001b[4;94mhttps://frenchmoments.eu/top-10-largest-cities-of-france-by-population/\u001b[0m\u001b[4;94m)\u001b[0m\n", "The population of France. Did you know France has a population of \u001b[1;36m67\u001b[0m,\u001b[1;36m795\u001b[0m,\u001b[1;36m000\u001b[0m \u001b[1m(\u001b[0m\u001b[1;36m2018\u001b[0m\u001b[1m)\u001b[0m? This includes \u001b[1;36m65\u001b[0m million in \n", "metropolitan France \u001b[1m(\u001b[0mthat is mainland France located in Europe\u001b[1m)\u001b[0m. The country is the 20th most populous in the \n", "world, representing \u001b[1;36m0.87\u001b[0m% of the total world population. The top \u001b[1;36m10\u001b[0m largest cities in France\n", "\n", "|\u001b[1;36m10\u001b[0m Largest Cities In France By Population\u001b[1m]\u001b[0m\u001b[1m(\u001b[0m\u001b[4;94mhttps://largest.org/geography/cities-in-france-by-population/\u001b[0m\u001b[4;94m)\u001b[0m\n", "Montpellier has firmly established itself as one of the best places to reside in all of Europe because of its \n", "robust economy, vibrant cultural and social scene, and one of the most appealing real estate markets in France. The\n", "city has achieved a balance between modernity and livability, which has allowed it to become the metropolitan \n", "region in \u001b[33m...\u001b[0m\n", "\n", "|\u001b[1;36m15\u001b[0m Largest Cities in France, Ranked by Population\u001b[1m]\u001b[0m\u001b[1m(\u001b[0m\u001b[4;94mhttps://people.howstuffworks.com/largest-cities-in-france.htm\u001b[0m\u001b[4;94m)\u001b[0m\n", "Renowned for its rich history, art and cuisine, this iconic country is home to some of the most beautiful and \n", "culturally significant cities and towns in the world. Each of the largest cities in France showcases a unique blend\n", "of heritage, modernity and vibrant local traditions. From bustling metropolises to charming coastal hubs, these \n", "communities reflect the diverse character of the nation.\n", "\n", "|List of communes in France with over \u001b[1;36m20\u001b[0m,\u001b[1;36m000\u001b[0m \n", "inhabitants\u001b[1m]\u001b[0m\u001b[1m(\u001b[0m\u001b[4;94mhttps://en.wikipedia.org/wiki/List_of_communes_in_France_with_over_20,000_inhabitants\u001b[0m\u001b[4;94m)\u001b[0m\n", "Map of metropolitan France. As of January \u001b[1;36m2019\u001b[0m, there were \u001b[1;36m473\u001b[0m communes in France \u001b[1m(\u001b[0mmetropolitan territory and \n", "overseas departments and regions\u001b[1m)\u001b[0m with population over \u001b[1;36m20\u001b[0m,\u001b[1;36m000\u001b[0m, \u001b[1;36m280\u001b[0m communes with population over \u001b[1;36m30\u001b[0m,\u001b[1;36m000\u001b[0m, \u001b[1;36m129\u001b[0m \n", "communes with population over \u001b[1;36m50\u001b[0m,\u001b[1;36m000\u001b[0m and \u001b[1;36m42\u001b[0m communes with population over \u001b[1;36m100\u001b[0m,\u001b[1;36m000\u001b[0m. |\u001b[1;36m1\u001b[0m\u001b[1m]\u001b[0m All figures reflect the \n", "municipal population \u001b[1m(\u001b[0mFrench: population municipale\u001b[1m)\u001b[0m, meaning \u001b[33m...\u001b[0m\n", "\n", "|The biggest cities in France by population - Learn French With \n", "Alexa\u001b[1m]\u001b[0m\u001b[1m(\u001b[0m\u001b[4;94mhttps://learnfrenchwithalexa.com/blog/the-biggest-cities-in-france-by-population\u001b[0m\u001b[4;94m)\u001b[0m\n", "Read on to discover France's ten largest cities. Paris \u001b[1m(\u001b[0m\u001b[1;36m2.2\u001b[0m million people\u001b[1m)\u001b[0m It won't surprise you to learn that \n", "Paris leads the list, with a population of over \u001b[1;36m2\u001b[0m million. That said, it's only the 10th largest city in Europe. \n", "Istanbul, the largest, has nearly \u001b[1;36m16\u001b[0m million inhabitants! \u001b[33m...\u001b[0m\n", "\n", "|Population of cities in France \u001b[1;36m2024\u001b[0m - \n", "StatisticsTimes.com\u001b[1m]\u001b[0m\u001b[1m(\u001b[0m\u001b[4;94mhttps://statisticstimes.com/demographics/country/france-cities-population.php\u001b[0m\u001b[4;94m)\u001b[0m\n", "List of population cities in France based on the estimates and projections by United Nations. yearwise change in \n", "population and population growth rate. \u001b[33m...\u001b[0m Top \u001b[1;36m10\u001b[0m largest economies by GDP. See Also: \u001b[33m...\u001b[0m » Countries by area; View\n", "More Demographics Statistics; France cities population; City Population Share \u001b[1m(\u001b[0m%\u001b[1m)\u001b[0m Rank Change; \u001b[1;36m2023\u001b[0m \u001b[1;36m2024\u001b[0m France \u001b[33m...\u001b[0m\n", "\n", "|List of cities in France by \n", "population\u001b[1m]\u001b[0m\u001b[1m(\u001b[0m\u001b[4;94mhttps://population-hub.com/en/fr/list-of-cities-in-france-by-population.html\u001b[0m\u001b[4;94m)\u001b[0m\n", "In total, there are \u001b[1;36m288\u001b[0m cities in France. The largest city is Paris with a population of \u001b[1;36m2\u001b[0m \u001b[1;36m240\u001b[0m \u001b[1;36m621\u001b[0m . The total \n", "population of France is \u001b[1;36m68859599\u001b[0m people - \u001b[1;36m0.89\u001b[0m% of the total population of the Earth.\n", "\n", "|The \u001b[1;36m20\u001b[0m largest cities in France - wanderlix.com\u001b[1m]\u001b[0m\u001b[1m(\u001b[0m\u001b[4;94mhttps://wanderlix.com/post/the-largest-cities-in-france/\u001b[0m\u001b[4;94m)\u001b[0m\n", "The 41st largest country in the world, France has \u001b[1;36m64.5\u001b[0m million inhabitants in \u001b[1;36m36\u001b[0m,\u001b[1;36m681\u001b[0m municipalities. What are the \n", "\u001b[1;36m20\u001b[0m largest cities in france? Press ESC to close\n", "\n", "|Paris - Wikipedia\u001b[1m]\u001b[0m\u001b[1m(\u001b[0m\u001b[4;94mhttps://en.wikipedia.org/wiki/Paris\u001b[0m\u001b[4;94m)\u001b[0m\n", "Paris \u001b[1m(\u001b[0mFrench pronunciation: ⓘ\u001b[1m)\u001b[0m is the capital and largest city of France.With an estimated population of \u001b[1;36m2\u001b[0m,\u001b[1;36m048\u001b[0m,\u001b[1;36m472\u001b[0m\n", "residents in January \u001b[1;36m2025\u001b[0m |\u001b[1;36m3\u001b[0m\u001b[1m]\u001b[0m in an area of more than \u001b[1;36m105\u001b[0m km \u001b[1;36m2\u001b[0m \u001b[1m(\u001b[0m\u001b[1;36m41\u001b[0m sq mi\u001b[1m)\u001b[0m, |\u001b[1;36m4\u001b[0m\u001b[1m]\u001b[0m Paris is the fourth-most populous \n", "city in the European Union, the ninth-most populous city in Europe and the 30th most densely populated city in the \n", "world in \u001b[1;36m2022\u001b[0m. |\u001b[1;36m5\u001b[0m\u001b[1m]\u001b[0m\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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Error in generating tool call with model:\n",
       "'NoneType' object is not iterable\n",
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[Step 3: Duration 1.63 seconds| Input tokens: 7,124 | Output tokens: 70]\n",
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━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ Step 5 ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\n",
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Error in generating tool call with model:\n",
       "'NoneType' object is not iterable\n",
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[Step 4: Duration 2.45 seconds| Input tokens: 9,172 | Output tokens: 129]\n",
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━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ Step 6 ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\n",
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Error in generating tool call with model:\n",
       "'NoneType' object is not iterable\n",
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[Step 5: Duration 1.93 seconds| Input tokens: 11,220 | Output tokens: 161]\n",
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Reached max steps.\n",
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[Step 6: Duration 1.93 seconds| Input tokens: 12,524 | Output tokens: 169]\n",
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