diff --git a/T1_WebSearch_Agent/Readme.md b/T1_WebSearch_Agent/Readme.md new file mode 100644 index 0000000..e69de29 diff --git a/T1_WebSearch_Agent/web_search_agent.ipynb b/T1_WebSearch_Agent/web_search_agent.ipynb new file mode 100644 index 0000000..1433708 --- /dev/null +++ b/T1_WebSearch_Agent/web_search_agent.ipynb @@ -0,0 +1,774 @@ +{ + "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",
+       "│                                                                                                                 │\n",
+       "│ What is the capital of France?                                                                                  │\n",
+       "│                                                                                                                 │\n",
+       "╰─ LiteLLMModel - ollama_chat/llama3.2 ───────────────────────────────────────────────────────────────────────────╯\n",
+       "
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+       "
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╭─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╮\n",
+       "│ Calling tool: 'web_search' with arguments: {'query': 'capital of France'}                                       │\n",
+       "╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n",
+       "
\n" + ], + "text/plain": [ + "╭─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╮\n", + "│ Calling tool: 'web_search' with arguments: {'query': 'capital of France'} │\n", + "╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
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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+       "
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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",
+       "╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\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",
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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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