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docs: update agents tutorial to use langchain-tavily (#31637)
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|
||||
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|
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|
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
|
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@ -21,9 +21,7 @@
|
||||
"source": [
|
||||
"# Build an Agent\n",
|
||||
"\n",
|
||||
"By themselves, language models can't take actions - they just output text.\n",
|
||||
"A big use case for LangChain is creating **agents**.\n",
|
||||
"[Agents](/docs/concepts/agents) are systems that use [LLMs](/docs/concepts/chat_models) as reasoning engines to determine which actions to take and the inputs necessary to perform the action.\n",
|
||||
"LangChain supports the creation of [agents](/docs/concepts/agents), or systems that use [LLMs](/docs/concepts/chat_models) as reasoning engines to determine which actions to take and the inputs necessary to perform the action.\n",
|
||||
"After executing actions, the results can be fed back into the LLM to determine whether more actions are needed, or whether it is okay to finish. This is often achieved via [tool-calling](/docs/concepts/tool_calling).\n",
|
||||
"\n",
|
||||
"In this tutorial we will build an agent that can interact with a search engine. You will be able to ask this agent questions, watch it call the search tool, and have conversations with it.\n",
|
||||
@ -43,16 +41,15 @@
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"# Import relevant functionality\n",
|
||||
"from langchain_anthropic import ChatAnthropic\n",
|
||||
"from langchain_community.tools.tavily_search import TavilySearchResults\n",
|
||||
"from langchain_core.messages import HumanMessage\n",
|
||||
"from langchain.chat_models import init_chat_model\n",
|
||||
"from langchain_tavily import TavilySearch\n",
|
||||
"from langgraph.checkpoint.memory import MemorySaver\n",
|
||||
"from langgraph.prebuilt import create_react_agent\n",
|
||||
"\n",
|
||||
"# Create the agent\n",
|
||||
"memory = MemorySaver()\n",
|
||||
"model = ChatAnthropic(model_name=\"claude-3-sonnet-20240229\")\n",
|
||||
"search = TavilySearchResults(max_results=2)\n",
|
||||
"model = init_chat_model(\"anthropic:claude-3-5-sonnet-latest\")\n",
|
||||
"search = TavilySearch(max_results=2)\n",
|
||||
"tools = [search]\n",
|
||||
"agent_executor = create_react_agent(model, tools, checkpointer=memory)"
|
||||
]
|
||||
@ -69,20 +66,23 @@
|
||||
"text": [
|
||||
"================================\u001b[1m Human Message \u001b[0m=================================\n",
|
||||
"\n",
|
||||
"hi im bob! and i live in sf\n",
|
||||
"Hi, I'm Bob and I life in SF.\n",
|
||||
"==================================\u001b[1m Ai Message \u001b[0m==================================\n",
|
||||
"\n",
|
||||
"Hello Bob! Since you didn't ask a specific question, I don't need to use any tools right now. I'm an AI assistant created by Anthropic to be helpful, honest, and harmless. Feel free to ask me anything and I'll do my best to provide a useful response or look up information using my capabilities.\n"
|
||||
"Hello Bob! I notice you've introduced yourself and mentioned you live in SF (San Francisco), but you haven't asked a specific question or made a request that requires the use of any tools. Is there something specific you'd like to know about San Francisco or any other topic? I'd be happy to help you find information using the available search tools.\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"# Use the agent\n",
|
||||
"config = {\"configurable\": {\"thread_id\": \"abc123\"}}\n",
|
||||
"\n",
|
||||
"input_message = {\n",
|
||||
" \"role\": \"user\",\n",
|
||||
" \"content\": \"Hi, I'm Bob and I life in SF.\",\n",
|
||||
"}\n",
|
||||
"for step in agent_executor.stream(\n",
|
||||
" {\"messages\": [HumanMessage(content=\"hi im bob! and i live in sf\")]},\n",
|
||||
" config,\n",
|
||||
" stream_mode=\"values\",\n",
|
||||
" {\"messages\": [input_message]}, config, stream_mode=\"values\"\n",
|
||||
"):\n",
|
||||
" step[\"messages\"][-1].pretty_print()"
|
||||
]
|
||||
@ -99,32 +99,40 @@
|
||||
"text": [
|
||||
"================================\u001b[1m Human Message \u001b[0m=================================\n",
|
||||
"\n",
|
||||
"whats the weather where I live?\n",
|
||||
"What's the weather where I live?\n",
|
||||
"==================================\u001b[1m Ai Message \u001b[0m==================================\n",
|
||||
"\n",
|
||||
"[{'text': 'To get the current weather for your location in San Francisco, I can use the tavily_search_results_json tool:', 'type': 'text'}, {'id': 'toolu_01AKa2MErG1CU3zRiGsvpBud', 'input': {'query': 'san francisco weather'}, 'name': 'tavily_search_results_json', 'type': 'tool_use'}]\n",
|
||||
"[{'text': 'Let me search for current weather information in San Francisco.', 'type': 'text'}, {'id': 'toolu_011kSdheoJp8THURoLmeLtZo', 'input': {'query': 'current weather San Francisco CA'}, 'name': 'tavily_search', 'type': 'tool_use'}]\n",
|
||||
"Tool Calls:\n",
|
||||
" tavily_search_results_json (toolu_01AKa2MErG1CU3zRiGsvpBud)\n",
|
||||
" Call ID: toolu_01AKa2MErG1CU3zRiGsvpBud\n",
|
||||
" tavily_search (toolu_011kSdheoJp8THURoLmeLtZo)\n",
|
||||
" Call ID: toolu_011kSdheoJp8THURoLmeLtZo\n",
|
||||
" Args:\n",
|
||||
" query: san francisco weather\n",
|
||||
" query: current weather San Francisco CA\n",
|
||||
"=================================\u001b[1m Tool Message \u001b[0m=================================\n",
|
||||
"Name: tavily_search_results_json\n",
|
||||
"Name: tavily_search\n",
|
||||
"\n",
|
||||
"[{\"url\": \"https://www.weatherapi.com/\", \"content\": \"{'location': {'name': 'San Francisco', 'region': 'California', 'country': 'United States of America', 'lat': 37.775, 'lon': -122.4183, 'tz_id': 'America/Los_Angeles', 'localtime_epoch': 1739994486, 'localtime': '2025-02-19 11:48'}, 'current': {'last_updated_epoch': 1739994300, 'last_updated': '2025-02-19 11:45', 'temp_c': 13.3, 'temp_f': 55.9, 'is_day': 1, 'condition': {'text': 'Light rain', 'icon': '//cdn.weatherapi.com/weather/64x64/day/296.png', 'code': 1183}, 'wind_mph': 5.8, 'wind_kph': 9.4, 'wind_degree': 195, 'wind_dir': 'SSW', 'pressure_mb': 1023.0, 'pressure_in': 30.2, 'precip_mm': 0.0, 'precip_in': 0.0, 'humidity': 87, 'cloud': 100, 'feelslike_c': 12.7, 'feelslike_f': 54.8, 'windchill_c': 9.1, 'windchill_f': 48.4, 'heatindex_c': 10.2, 'heatindex_f': 50.3, 'dewpoint_c': 9.8, 'dewpoint_f': 49.7, 'vis_km': 4.0, 'vis_miles': 2.0, 'uv': 1.4, 'gust_mph': 8.9, 'gust_kph': 14.4}}\"}, {\"url\": \"https://world-weather.info/forecast/usa/san_francisco/february-2025/\", \"content\": \"Weather in San Francisco in February 2025 (California) - Detailed Weather Forecast for a Month Weather World Weather in San Francisco Weather in San Francisco in February 2025 San Francisco Weather Forecast for February 2025, is based on previous years' statistical data. +59°+50° +59°+52° +59°+50° +61°+52° +59°+50° +61°+50° +61°+52° +63°+52° +61°+52° +61°+50° +61°+50° +61°+50° +59°+50° +59°+50° +61°+50° +61°+52° +59°+50° +59°+48° +57°+48° +59°+50° +59°+48° +59°+50° +57°+46° +61°+50° +61°+50° +59°+50° +59°+48° +59°+50° Extended weather forecast in San Francisco HourlyWeek10-Day14-Day30-DayYear Weather in large and nearby cities Weather in Washington, D.C.+41° Sacramento+55° Pleasanton+55° Redwood City+55° San Leandro+55° San Mateo+54° San Rafael+52° San Ramon+52° South San Francisco+54° Vallejo+50° Palo Alto+55° Pacifica+55° Berkeley+54° Castro Valley+55° Concord+52° Daly City+54° Noverd+52° Sign Hill+54° world's temperature today day day Temperature units\"}]\n",
|
||||
"{\"query\": \"current weather San Francisco CA\", \"follow_up_questions\": null, \"answer\": null, \"images\": [], \"results\": [{\"title\": \"Weather in San Francisco, CA\", \"url\": \"https://www.weatherapi.com/\", \"content\": \"{'location': {'name': 'San Francisco', 'region': 'California', 'country': 'United States of America', 'lat': 37.775, 'lon': -122.4183, 'tz_id': 'America/Los_Angeles', 'localtime_epoch': 1750168606, 'localtime': '2025-06-17 06:56'}, 'current': {'last_updated_epoch': 1750167900, 'last_updated': '2025-06-17 06:45', 'temp_c': 11.7, 'temp_f': 53.1, 'is_day': 1, 'condition': {'text': 'Fog', 'icon': '//cdn.weatherapi.com/weather/64x64/day/248.png', 'code': 1135}, 'wind_mph': 4.0, 'wind_kph': 6.5, 'wind_degree': 215, 'wind_dir': 'SW', 'pressure_mb': 1017.0, 'pressure_in': 30.02, 'precip_mm': 0.0, 'precip_in': 0.0, 'humidity': 86, 'cloud': 0, 'feelslike_c': 11.3, 'feelslike_f': 52.4, 'windchill_c': 8.7, 'windchill_f': 47.7, 'heatindex_c': 9.8, 'heatindex_f': 49.7, 'dewpoint_c': 9.6, 'dewpoint_f': 49.2, 'vis_km': 16.0, 'vis_miles': 9.0, 'uv': 0.0, 'gust_mph': 6.3, 'gust_kph': 10.2}}\", \"score\": 0.944705, \"raw_content\": null}, {\"title\": \"Weather in San Francisco in June 2025\", \"url\": \"https://world-weather.info/forecast/usa/san_francisco/june-2025/\", \"content\": \"Detailed ⚡ San Francisco Weather Forecast for June 2025 - day/night 🌡️ temperatures, precipitations - World-Weather.info. Add the current city. Search. Weather; Archive; Weather Widget °F. World; United States; California; Weather in San Francisco; ... 17 +64° +54° 18 +61° +54° 19\", \"score\": 0.86441374, \"raw_content\": null}], \"response_time\": 2.34}\n",
|
||||
"==================================\u001b[1m Ai Message \u001b[0m==================================\n",
|
||||
"\n",
|
||||
"The search results provide the current weather conditions and forecast for San Francisco. According to the data from WeatherAPI, the current temperature in San Francisco is around 55°F (13°C) with light rain and winds around 6 mph. The extended forecast shows temperatures ranging from the upper 40s to low 60s Fahrenheit over the next few weeks.\n",
|
||||
"Based on the search results, here's the current weather in San Francisco:\n",
|
||||
"- Temperature: 53.1°F (11.7°C)\n",
|
||||
"- Condition: Foggy\n",
|
||||
"- Wind: 4.0 mph from the Southwest\n",
|
||||
"- Humidity: 86%\n",
|
||||
"- Visibility: 9 miles\n",
|
||||
"\n",
|
||||
"So in summary, it's a cool, rainy day currently in San Francisco where you live, Bob. Let me know if you need any other details about the weather there!\n"
|
||||
"This is quite typical weather for San Francisco, with the characteristic fog that the city is known for. Would you like to know anything else about the weather or San Francisco in general?\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"input_message = {\n",
|
||||
" \"role\": \"user\",\n",
|
||||
" \"content\": \"What's the weather where I live?\",\n",
|
||||
"}\n",
|
||||
"\n",
|
||||
"for step in agent_executor.stream(\n",
|
||||
" {\"messages\": [HumanMessage(content=\"whats the weather where I live?\")]},\n",
|
||||
" config,\n",
|
||||
" stream_mode=\"values\",\n",
|
||||
" {\"messages\": [input_message]}, config, stream_mode=\"values\"\n",
|
||||
"):\n",
|
||||
" step[\"messages\"][-1].pretty_print()"
|
||||
]
|
||||
@ -154,7 +162,7 @@
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"%pip install -U langchain-community langgraph langchain-anthropic tavily-python langgraph-checkpoint-sqlite"
|
||||
"%pip install -U langgraph langchain-tavily langgraph-checkpoint-sqlite"
|
||||
]
|
||||
},
|
||||
{
|
||||
@ -213,28 +221,28 @@
|
||||
"source": [
|
||||
"## Define tools\n",
|
||||
"\n",
|
||||
"We first need to create the tools we want to use. Our main tool of choice will be [Tavily](/docs/integrations/tools/tavily_search) - a search engine. We have a built-in tool in LangChain to easily use Tavily search engine as tool.\n"
|
||||
"We first need to create the tools we want to use. Our main tool of choice will be [Tavily](/docs/integrations/tools/tavily_search) - a search engine. We can use the dedicated [langchain-tavily](https://pypi.org/project/langchain-tavily/) [integration package](/docs/concepts/architecture/#integration-packages) to easily use Tavily search engine as tool with LangChain.\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 4,
|
||||
"id": "002e23b1-fdf9-46e9-82d9-f467abdd3f35",
|
||||
"execution_count": 5,
|
||||
"id": "76a02d36-6ea2-4e62-88b4-6c480dd9c04f",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"[{'url': 'https://www.weatherapi.com/', 'content': \"{'location': {'name': 'San Francisco', 'region': 'California', 'country': 'United States of America', 'lat': 37.775, 'lon': -122.4183, 'tz_id': 'America/Los_Angeles', 'localtime_epoch': 1739993250, 'localtime': '2025-02-19 11:27'}, 'current': {'last_updated_epoch': 1739992500, 'last_updated': '2025-02-19 11:15', 'temp_c': 13.3, 'temp_f': 55.9, 'is_day': 1, 'condition': {'text': 'Light rain', 'icon': '//cdn.weatherapi.com/weather/64x64/day/296.png', 'code': 1183}, 'wind_mph': 5.8, 'wind_kph': 9.4, 'wind_degree': 195, 'wind_dir': 'SSW', 'pressure_mb': 1023.0, 'pressure_in': 30.2, 'precip_mm': 0.0, 'precip_in': 0.0, 'humidity': 87, 'cloud': 100, 'feelslike_c': 12.7, 'feelslike_f': 54.8, 'windchill_c': 9.1, 'windchill_f': 48.4, 'heatindex_c': 10.2, 'heatindex_f': 50.3, 'dewpoint_c': 9.8, 'dewpoint_f': 49.7, 'vis_km': 4.0, 'vis_miles': 2.0, 'uv': 1.4, 'gust_mph': 8.9, 'gust_kph': 14.4}}\"}, {'url': 'https://weathershogun.com/weather/usa/ca/san-francisco/480/february/2025-02-19', 'content': 'San Francisco, California Weather: Wednesday, February 19, 2025. Cloudy weather, overcast skies with clouds. Day 61°. Night 43°.'}]\n"
|
||||
"{'query': 'What is the weather in SF', 'follow_up_questions': None, 'answer': None, 'images': [], 'results': [{'title': 'Weather in San Francisco, CA', 'url': 'https://www.weatherapi.com/', 'content': \"{'location': {'name': 'San Francisco', 'region': 'California', 'country': 'United States of America', 'lat': 37.775, 'lon': -122.4183, 'tz_id': 'America/Los_Angeles', 'localtime_epoch': 1750168606, 'localtime': '2025-06-17 06:56'}, 'current': {'last_updated_epoch': 1750167900, 'last_updated': '2025-06-17 06:45', 'temp_c': 11.7, 'temp_f': 53.1, 'is_day': 1, 'condition': {'text': 'Fog', 'icon': '//cdn.weatherapi.com/weather/64x64/day/248.png', 'code': 1135}, 'wind_mph': 4.0, 'wind_kph': 6.5, 'wind_degree': 215, 'wind_dir': 'SW', 'pressure_mb': 1017.0, 'pressure_in': 30.02, 'precip_mm': 0.0, 'precip_in': 0.0, 'humidity': 86, 'cloud': 0, 'feelslike_c': 11.3, 'feelslike_f': 52.4, 'windchill_c': 8.7, 'windchill_f': 47.7, 'heatindex_c': 9.8, 'heatindex_f': 49.7, 'dewpoint_c': 9.6, 'dewpoint_f': 49.2, 'vis_km': 16.0, 'vis_miles': 9.0, 'uv': 0.0, 'gust_mph': 6.3, 'gust_kph': 10.2}}\", 'score': 0.9185379, 'raw_content': None}, {'title': 'Weather in San Francisco in June 2025', 'url': 'https://world-weather.info/forecast/usa/san_francisco/june-2025/', 'content': \"Weather in San Francisco in June 2025 (California) - Detailed Weather Forecast for a Month * Weather in San Francisco Weather in San Francisco in June 2025 * 1 +63° +55° * 2 +66° +54° * 3 +66° +55° * 4 +66° +54° * 5 +66° +55° * 6 +66° +57° * 7 +64° +55° * 8 +63° +55° * 9 +63° +54° * 10 +59° +54° * 11 +59° +54° * 12 +61° +54° Weather in Washington, D.C.**+68°** Sacramento**+81°** Pleasanton**+72°** Redwood City**+68°** San Leandro**+61°** San Mateo**+64°** San Rafael**+70°** San Ramon**+64°** South San Francisco**+61°** Daly City**+59°** Wilder**+66°** Woodacre**+70°** world's temperature today Colchani day+50°F night+16°F Az Zubayr day+124°F night+93°F Weather forecast on your site Install _San Francisco_ +61° Temperature units\", 'score': 0.7978881, 'raw_content': None}], 'response_time': 2.62}\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"from langchain_community.tools.tavily_search import TavilySearchResults\n",
|
||||
"from langchain_tavily import TavilySearch\n",
|
||||
"\n",
|
||||
"search = TavilySearchResults(max_results=2)\n",
|
||||
"search_results = search.invoke(\"what is the weather in SF\")\n",
|
||||
"search = TavilySearch(max_results=2)\n",
|
||||
"search_results = search.invoke(\"What is the weather in SF\")\n",
|
||||
"print(search_results)\n",
|
||||
"# If we want, we can create other tools.\n",
|
||||
"# Once we have all the tools we want, we can put them in a list that we will reference later.\n",
|
||||
@ -252,12 +260,12 @@
|
||||
"\n",
|
||||
"import ChatModelTabs from \"@theme/ChatModelTabs\";\n",
|
||||
"\n",
|
||||
"<ChatModelTabs overrideParams={{openai: {model: \"gpt-4\"}}} />\n"
|
||||
"<ChatModelTabs overrideParams={{openai: {model: \"gpt-4.1\"}}} />\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 3,
|
||||
"execution_count": 6,
|
||||
"id": "69185491",
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
@ -267,7 +275,7 @@
|
||||
"\n",
|
||||
"from langchain_anthropic import ChatAnthropic\n",
|
||||
"\n",
|
||||
"model = ChatAnthropic(model=\"claude-3-sonnet-20240229\")"
|
||||
"model = ChatAnthropic(model=\"claude-3-5-sonnet-latest\")"
|
||||
]
|
||||
},
|
||||
{
|
||||
@ -280,26 +288,25 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 4,
|
||||
"execution_count": 7,
|
||||
"id": "c96c960b",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"data": {
|
||||
"text/plain": [
|
||||
"'Hi there!'"
|
||||
"'Hello! How can I help you today?'"
|
||||
]
|
||||
},
|
||||
"execution_count": 5,
|
||||
"execution_count": 7,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"from langchain_core.messages import HumanMessage\n",
|
||||
"\n",
|
||||
"response = model.invoke([HumanMessage(content=\"hi!\")])\n",
|
||||
"response.content"
|
||||
"query = \"Hi!\"\n",
|
||||
"response = model.invoke([{\"role\": \"user\", \"content\": query}])\n",
|
||||
"response.text()"
|
||||
]
|
||||
},
|
||||
{
|
||||
@ -312,7 +319,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 5,
|
||||
"execution_count": 8,
|
||||
"id": "ba692a74",
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
@ -330,7 +337,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 6,
|
||||
"execution_count": 11,
|
||||
"id": "b6a7e925",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
@ -338,16 +345,20 @@
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"ContentString: Hello!\n",
|
||||
"ToolCalls: []\n"
|
||||
"Message content: Hello! I'm here to help you. I have access to a powerful search tool that can help answer questions and find information about various topics. What would you like to know about?\n",
|
||||
"\n",
|
||||
"Feel free to ask any question or request information, and I'll do my best to assist you using the available tools.\n",
|
||||
"\n",
|
||||
"Tool calls: []\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"response = model_with_tools.invoke([HumanMessage(content=\"Hi!\")])\n",
|
||||
"query = \"Hi!\"\n",
|
||||
"response = model_with_tools.invoke([{\"role\": \"user\", \"content\": query}])\n",
|
||||
"\n",
|
||||
"print(f\"ContentString: {response.content}\")\n",
|
||||
"print(f\"ToolCalls: {response.tool_calls}\")"
|
||||
"print(f\"Message content: {response.text()}\\n\")\n",
|
||||
"print(f\"Tool calls: {response.tool_calls}\")"
|
||||
]
|
||||
},
|
||||
{
|
||||
@ -360,7 +371,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 7,
|
||||
"execution_count": 16,
|
||||
"id": "688b465d",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
@ -368,16 +379,18 @@
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"ContentString: \n",
|
||||
"ToolCalls: [{'name': 'tavily_search_results_json', 'args': {'query': 'weather san francisco'}, 'id': 'toolu_01VTP7DUvSfgtYxsq9x4EwMp'}]\n"
|
||||
"Message content: I'll help you search for information about the weather in San Francisco.\n",
|
||||
"\n",
|
||||
"Tool calls: [{'name': 'tavily_search', 'args': {'query': 'current weather San Francisco'}, 'id': 'toolu_015gdPn1jbB2Z21DmN2RAnti', 'type': 'tool_call'}]\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"response = model_with_tools.invoke([HumanMessage(content=\"What's the weather in SF?\")])\n",
|
||||
"query = \"Search for the weather in SF\"\n",
|
||||
"response = model_with_tools.invoke([{\"role\": \"user\", \"content\": query}])\n",
|
||||
"\n",
|
||||
"print(f\"ContentString: {response.content}\")\n",
|
||||
"print(f\"ToolCalls: {response.tool_calls}\")"
|
||||
"print(f\"Message content: {response.text()}\\n\")\n",
|
||||
"print(f\"Tool calls: {response.tool_calls}\")"
|
||||
]
|
||||
},
|
||||
{
|
||||
@ -413,7 +426,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 9,
|
||||
"execution_count": 13,
|
||||
"id": "89cf72b4-6046-4b47-8f27-5522d8cb8036",
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
@ -437,26 +450,29 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 10,
|
||||
"execution_count": 14,
|
||||
"id": "114ba50d",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"data": {
|
||||
"text/plain": [
|
||||
"[HumanMessage(content='hi!', id='a820fcc5-9b87-457a-9af0-f21768143ee3'),\n",
|
||||
" AIMessage(content='Hello!', response_metadata={'id': 'msg_01VbC493X1VEDyusgttiEr1z', 'model': 'claude-3-sonnet-20240229', 'stop_reason': 'end_turn', 'stop_sequence': None, 'usage': {'input_tokens': 264, 'output_tokens': 5}}, id='run-0e0ddae8-a85b-4bd6-947c-c36c857a4698-0', usage_metadata={'input_tokens': 264, 'output_tokens': 5, 'total_tokens': 269})]"
|
||||
]
|
||||
},
|
||||
"execution_count": 10,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"================================\u001b[1m Human Message \u001b[0m=================================\n",
|
||||
"\n",
|
||||
"Hi!\n",
|
||||
"==================================\u001b[1m Ai Message \u001b[0m==================================\n",
|
||||
"\n",
|
||||
"Hello! I'm here to help you with your questions using the available search tools. Please feel free to ask any question, and I'll do my best to find relevant and accurate information for you.\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"response = agent_executor.invoke({\"messages\": [HumanMessage(content=\"hi!\")]})\n",
|
||||
"input_message = {\"role\": \"user\", \"content\": \"Hi!\"}\n",
|
||||
"response = agent_executor.invoke({\"messages\": [input_message]})\n",
|
||||
"\n",
|
||||
"response[\"messages\"]"
|
||||
"for message in response[\"messages\"]:\n",
|
||||
" message.pretty_print()"
|
||||
]
|
||||
},
|
||||
{
|
||||
@ -471,29 +487,48 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 11,
|
||||
"execution_count": 15,
|
||||
"id": "77c2f769",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"data": {
|
||||
"text/plain": [
|
||||
"[HumanMessage(content='whats the weather in sf?', id='1d6c96bb-4ddb-415c-a579-a07d5264de0d'),\n",
|
||||
" AIMessage(content=[{'id': 'toolu_01Y5EK4bw2LqsQXeaUv8iueF', 'input': {'query': 'weather in san francisco'}, 'name': 'tavily_search_results_json', 'type': 'tool_use'}], response_metadata={'id': 'msg_0132wQUcEduJ8UKVVVqwJzM4', 'model': 'claude-3-sonnet-20240229', 'stop_reason': 'tool_use', 'stop_sequence': None, 'usage': {'input_tokens': 269, 'output_tokens': 61}}, id='run-26d5e5e8-d4fd-46d2-a197-87b95b10e823-0', tool_calls=[{'name': 'tavily_search_results_json', 'args': {'query': 'weather in san francisco'}, 'id': 'toolu_01Y5EK4bw2LqsQXeaUv8iueF'}], usage_metadata={'input_tokens': 269, 'output_tokens': 61, 'total_tokens': 330}),\n",
|
||||
" ToolMessage(content='[{\"url\": \"https://www.weatherapi.com/\", \"content\": \"{\\'location\\': {\\'name\\': \\'San Francisco\\', \\'region\\': \\'California\\', \\'country\\': \\'United States of America\\', \\'lat\\': 37.78, \\'lon\\': -122.42, \\'tz_id\\': \\'America/Los_Angeles\\', \\'localtime_epoch\\': 1717238703, \\'localtime\\': \\'2024-06-01 3:45\\'}, \\'current\\': {\\'last_updated_epoch\\': 1717237800, \\'last_updated\\': \\'2024-06-01 03:30\\', \\'temp_c\\': 12.0, \\'temp_f\\': 53.6, \\'is_day\\': 0, \\'condition\\': {\\'text\\': \\'Mist\\', \\'icon\\': \\'//cdn.weatherapi.com/weather/64x64/night/143.png\\', \\'code\\': 1030}, \\'wind_mph\\': 5.6, \\'wind_kph\\': 9.0, \\'wind_degree\\': 310, \\'wind_dir\\': \\'NW\\', \\'pressure_mb\\': 1013.0, \\'pressure_in\\': 29.92, \\'precip_mm\\': 0.0, \\'precip_in\\': 0.0, \\'humidity\\': 88, \\'cloud\\': 100, \\'feelslike_c\\': 10.5, \\'feelslike_f\\': 50.8, \\'windchill_c\\': 9.3, \\'windchill_f\\': 48.7, \\'heatindex_c\\': 11.1, \\'heatindex_f\\': 51.9, \\'dewpoint_c\\': 8.8, \\'dewpoint_f\\': 47.8, \\'vis_km\\': 6.4, \\'vis_miles\\': 3.0, \\'uv\\': 1.0, \\'gust_mph\\': 12.5, \\'gust_kph\\': 20.1}}\"}, {\"url\": \"https://www.timeanddate.com/weather/usa/san-francisco/hourly\", \"content\": \"Sun & Moon. Weather Today Weather Hourly 14 Day Forecast Yesterday/Past Weather Climate (Averages) Currently: 59 \\\\u00b0F. Passing clouds. (Weather station: San Francisco International Airport, USA). See more current weather.\"}]', name='tavily_search_results_json', id='37aa1fd9-b232-4a02-bd22-bc5b9b44a22c', tool_call_id='toolu_01Y5EK4bw2LqsQXeaUv8iueF'),\n",
|
||||
" AIMessage(content='Based on the search results, here is a summary of the current weather in San Francisco:\\n\\nThe weather in San Francisco is currently misty with a temperature of around 53°F (12°C). There is complete cloud cover and moderate winds from the northwest around 5-9 mph (9-14 km/h). Humidity is high at 88%. Visibility is around 3 miles (6.4 km). \\n\\nThe results provide an hourly forecast as well as current conditions from a couple different weather sources. Let me know if you need any additional details about the San Francisco weather!', response_metadata={'id': 'msg_01BRX9mrT19nBDdHYtR7wJ92', 'model': 'claude-3-sonnet-20240229', 'stop_reason': 'end_turn', 'stop_sequence': None, 'usage': {'input_tokens': 920, 'output_tokens': 132}}, id='run-d0325583-3ddc-4432-b2b2-d023eb97660f-0', usage_metadata={'input_tokens': 920, 'output_tokens': 132, 'total_tokens': 1052})]"
|
||||
]
|
||||
},
|
||||
"execution_count": 11,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"================================\u001b[1m Human Message \u001b[0m=================================\n",
|
||||
"\n",
|
||||
"Search for the weather in SF\n",
|
||||
"==================================\u001b[1m Ai Message \u001b[0m==================================\n",
|
||||
"\n",
|
||||
"[{'text': \"I'll help you search for weather information in San Francisco. Let me use the search engine to find current weather conditions.\", 'type': 'text'}, {'id': 'toolu_01WWcXGnArosybujpKzdmARZ', 'input': {'query': 'current weather San Francisco SF'}, 'name': 'tavily_search', 'type': 'tool_use'}]\n",
|
||||
"Tool Calls:\n",
|
||||
" tavily_search (toolu_01WWcXGnArosybujpKzdmARZ)\n",
|
||||
" Call ID: toolu_01WWcXGnArosybujpKzdmARZ\n",
|
||||
" Args:\n",
|
||||
" query: current weather San Francisco SF\n",
|
||||
"=================================\u001b[1m Tool Message \u001b[0m=================================\n",
|
||||
"Name: tavily_search\n",
|
||||
"\n",
|
||||
"{\"query\": \"current weather San Francisco SF\", \"follow_up_questions\": null, \"answer\": null, \"images\": [], \"results\": [{\"title\": \"Weather in San Francisco, CA\", \"url\": \"https://www.weatherapi.com/\", \"content\": \"{'location': {'name': 'San Francisco', 'region': 'California', 'country': 'United States of America', 'lat': 37.775, 'lon': -122.4183, 'tz_id': 'America/Los_Angeles', 'localtime_epoch': 1750168606, 'localtime': '2025-06-17 06:56'}, 'current': {'last_updated_epoch': 1750167900, 'last_updated': '2025-06-17 06:45', 'temp_c': 11.7, 'temp_f': 53.1, 'is_day': 1, 'condition': {'text': 'Fog', 'icon': '//cdn.weatherapi.com/weather/64x64/day/248.png', 'code': 1135}, 'wind_mph': 4.0, 'wind_kph': 6.5, 'wind_degree': 215, 'wind_dir': 'SW', 'pressure_mb': 1017.0, 'pressure_in': 30.02, 'precip_mm': 0.0, 'precip_in': 0.0, 'humidity': 86, 'cloud': 0, 'feelslike_c': 11.3, 'feelslike_f': 52.4, 'windchill_c': 8.7, 'windchill_f': 47.7, 'heatindex_c': 9.8, 'heatindex_f': 49.7, 'dewpoint_c': 9.6, 'dewpoint_f': 49.2, 'vis_km': 16.0, 'vis_miles': 9.0, 'uv': 0.0, 'gust_mph': 6.3, 'gust_kph': 10.2}}\", \"score\": 0.885373, \"raw_content\": null}, {\"title\": \"Weather in San Francisco in June 2025\", \"url\": \"https://world-weather.info/forecast/usa/san_francisco/june-2025/\", \"content\": \"Detailed ⚡ San Francisco Weather Forecast for June 2025 - day/night 🌡️ temperatures, precipitations - World-Weather.info. Add the current city. Search. Weather; Archive; Weather Widget °F. World; United States; California; Weather in San Francisco; ... 17 +64° +54° 18 +61° +54° 19\", \"score\": 0.8830044, \"raw_content\": null}], \"response_time\": 2.6}\n",
|
||||
"==================================\u001b[1m Ai Message \u001b[0m==================================\n",
|
||||
"\n",
|
||||
"Based on the search results, here's the current weather in San Francisco:\n",
|
||||
"- Temperature: 53.1°F (11.7°C)\n",
|
||||
"- Conditions: Foggy\n",
|
||||
"- Wind: 4.0 mph from the SW\n",
|
||||
"- Humidity: 86%\n",
|
||||
"- Visibility: 9.0 miles\n",
|
||||
"\n",
|
||||
"The weather appears to be typical for San Francisco, with morning fog and mild temperatures. The \"feels like\" temperature is 52.4°F (11.3°C).\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"response = agent_executor.invoke(\n",
|
||||
" {\"messages\": [HumanMessage(content=\"whats the weather in sf?\")]}\n",
|
||||
")\n",
|
||||
"response[\"messages\"]"
|
||||
"input_message = {\"role\": \"user\", \"content\": \"Search for the weather in SF\"}\n",
|
||||
"response = agent_executor.invoke({\"messages\": [input_message]})\n",
|
||||
"\n",
|
||||
"for message in response[\"messages\"]:\n",
|
||||
" message.pretty_print()"
|
||||
]
|
||||
},
|
||||
{
|
||||
@ -516,7 +551,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 14,
|
||||
"execution_count": 17,
|
||||
"id": "bd93812b-2350-4d7f-9643-34c753503754",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
@ -526,36 +561,35 @@
|
||||
"text": [
|
||||
"================================\u001b[1m Human Message \u001b[0m=================================\n",
|
||||
"\n",
|
||||
"whats the weather in sf?\n",
|
||||
"Search for the weather in SF\n",
|
||||
"==================================\u001b[1m Ai Message \u001b[0m==================================\n",
|
||||
"\n",
|
||||
"[{'text': 'Okay, let me look up the current weather for San Francisco using a search engine:', 'type': 'text'}, {'id': 'toolu_01H1brh5EZpZqtqHBxkosPtN', 'input': {'query': 'san francisco weather'}, 'name': 'tavily_search_results_json', 'type': 'tool_use'}]\n",
|
||||
"[{'text': \"I'll help you search for information about the weather in San Francisco.\", 'type': 'text'}, {'id': 'toolu_01DCPnJES53Fcr7YWnZ47kDG', 'input': {'query': 'current weather San Francisco'}, 'name': 'tavily_search', 'type': 'tool_use'}]\n",
|
||||
"Tool Calls:\n",
|
||||
" tavily_search_results_json (toolu_01H1brh5EZpZqtqHBxkosPtN)\n",
|
||||
" Call ID: toolu_01H1brh5EZpZqtqHBxkosPtN\n",
|
||||
" tavily_search (toolu_01DCPnJES53Fcr7YWnZ47kDG)\n",
|
||||
" Call ID: toolu_01DCPnJES53Fcr7YWnZ47kDG\n",
|
||||
" Args:\n",
|
||||
" query: san francisco weather\n",
|
||||
" query: current weather San Francisco\n",
|
||||
"=================================\u001b[1m Tool Message \u001b[0m=================================\n",
|
||||
"Name: tavily_search_results_json\n",
|
||||
"Name: tavily_search\n",
|
||||
"\n",
|
||||
"[{\"url\": \"https://www.weatherapi.com/\", \"content\": \"{'location': {'name': 'San Francisco', 'region': 'California', 'country': 'United States of America', 'lat': 37.775, 'lon': -122.4183, 'tz_id': 'America/Los_Angeles', 'localtime_epoch': 1739994486, 'localtime': '2025-02-19 11:48'}, 'current': {'last_updated_epoch': 1739994300, 'last_updated': '2025-02-19 11:45', 'temp_c': 13.3, 'temp_f': 55.9, 'is_day': 1, 'condition': {'text': 'Light rain', 'icon': '//cdn.weatherapi.com/weather/64x64/day/296.png', 'code': 1183}, 'wind_mph': 5.8, 'wind_kph': 9.4, 'wind_degree': 195, 'wind_dir': 'SSW', 'pressure_mb': 1023.0, 'pressure_in': 30.2, 'precip_mm': 0.0, 'precip_in': 0.0, 'humidity': 87, 'cloud': 100, 'feelslike_c': 12.7, 'feelslike_f': 54.8, 'windchill_c': 9.1, 'windchill_f': 48.4, 'heatindex_c': 10.2, 'heatindex_f': 50.3, 'dewpoint_c': 9.8, 'dewpoint_f': 49.7, 'vis_km': 4.0, 'vis_miles': 2.0, 'uv': 1.4, 'gust_mph': 8.9, 'gust_kph': 14.4}}\"}, {\"url\": \"https://world-weather.info/forecast/usa/san_francisco/february-2025/\", \"content\": \"Weather in San Francisco in February 2025 (California) - Detailed Weather Forecast for a Month Weather World Weather in San Francisco Weather in San Francisco in February 2025 San Francisco Weather Forecast for February 2025, is based on previous years' statistical data. +59°+50° +59°+52° +59°+50° +61°+52° +59°+50° +61°+50° +61°+52° +63°+52° +61°+52° +61°+50° +61°+50° +61°+50° +59°+50° +59°+50° +61°+50° +61°+52° +59°+50° +59°+48° +57°+48° +59°+50° +59°+48° +59°+50° +57°+46° +61°+50° +61°+50° +59°+50° +59°+48° +59°+50° Extended weather forecast in San Francisco HourlyWeek10-Day14-Day30-DayYear Weather in large and nearby cities Weather in Washington, D.C.+41° Sacramento+55° Pleasanton+55° Redwood City+55° San Leandro+55° San Mateo+54° San Rafael+52° San Ramon+52° South San Francisco+54° Vallejo+50° Palo Alto+55° Pacifica+55° Berkeley+54° Castro Valley+55° Concord+52° Daly City+54° Noverd+52° Sign Hill+54° world's temperature today day day Temperature units\"}]\n",
|
||||
"{\"query\": \"current weather San Francisco\", \"follow_up_questions\": null, \"answer\": null, \"images\": [], \"results\": [{\"title\": \"Weather in San Francisco\", \"url\": \"https://www.weatherapi.com/\", \"content\": \"{'location': {'name': 'San Francisco', 'region': 'California', 'country': 'United States of America', 'lat': 37.775, 'lon': -122.4183, 'tz_id': 'America/Los_Angeles', 'localtime_epoch': 1750168506, 'localtime': '2025-06-17 06:55'}, 'current': {'last_updated_epoch': 1750167900, 'last_updated': '2025-06-17 06:45', 'temp_c': 11.7, 'temp_f': 53.1, 'is_day': 1, 'condition': {'text': 'Fog', 'icon': '//cdn.weatherapi.com/weather/64x64/day/248.png', 'code': 1135}, 'wind_mph': 4.0, 'wind_kph': 6.5, 'wind_degree': 215, 'wind_dir': 'SW', 'pressure_mb': 1017.0, 'pressure_in': 30.02, 'precip_mm': 0.0, 'precip_in': 0.0, 'humidity': 86, 'cloud': 0, 'feelslike_c': 11.3, 'feelslike_f': 52.4, 'windchill_c': 8.7, 'windchill_f': 47.7, 'heatindex_c': 9.8, 'heatindex_f': 49.7, 'dewpoint_c': 9.6, 'dewpoint_f': 49.2, 'vis_km': 16.0, 'vis_miles': 9.0, 'uv': 0.0, 'gust_mph': 6.3, 'gust_kph': 10.2}}\", \"score\": 0.9542825, \"raw_content\": null}, {\"title\": \"Weather in San Francisco in June 2025\", \"url\": \"https://world-weather.info/forecast/usa/san_francisco/june-2025/\", \"content\": \"Detailed ⚡ San Francisco Weather Forecast for June 2025 - day/night 🌡️ temperatures, precipitations - World-Weather.info. Add the current city. Search. Weather; Archive; Weather Widget °F. World; United States; California; Weather in San Francisco; ... 17 +64° +54° 18 +61° +54° 19\", \"score\": 0.8638634, \"raw_content\": null}], \"response_time\": 2.57}\n",
|
||||
"==================================\u001b[1m Ai Message \u001b[0m==================================\n",
|
||||
"\n",
|
||||
"The search results provide details on the current weather conditions and forecast for San Francisco. Some key details:\n",
|
||||
"Based on the search results, here's the current weather in San Francisco:\n",
|
||||
"- Temperature: 53.1°F (11.7°C)\n",
|
||||
"- Condition: Foggy\n",
|
||||
"- Wind: 4.0 mph from the Southwest\n",
|
||||
"- Humidity: 86%\n",
|
||||
"- Visibility: 9.0 miles\n",
|
||||
"- Feels like: 52.4°F (11.3°C)\n",
|
||||
"\n",
|
||||
"- It is lightly raining in San Francisco right now, with a temperature around 55°F/13°C. \n",
|
||||
"- The forecast for the rest of February 2025 shows daytime highs mostly in the upper 50s to low 60s F, with night lows in the upper 40s to low 50s F. \n",
|
||||
"- Typical weather includes some rain, clouds, cool temperatures and breezy conditions.\n",
|
||||
"\n",
|
||||
"So in summary, as is common for San Francisco in late winter, it is currently cool with light rain showers, and similar mild, unsettled weather is expected over the next couple weeks. Layers and a light jacket would be advisable for being outdoors. Let me know if you need any other details!\n"
|
||||
"This is quite typical weather for San Francisco, which is known for its fog, especially during the morning hours. The city's proximity to the ocean and unique geographical features often result in mild temperatures and foggy conditions.\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"for step in agent_executor.stream(\n",
|
||||
" {\"messages\": [HumanMessage(content=\"whats the weather in sf?\")]},\n",
|
||||
" stream_mode=\"values\",\n",
|
||||
"):\n",
|
||||
"for step in agent_executor.stream({\"messages\": [input_message]}, stream_mode=\"values\"):\n",
|
||||
" step[\"messages\"][-1].pretty_print()"
|
||||
]
|
||||
},
|
||||
@ -579,7 +613,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 21,
|
||||
"execution_count": 18,
|
||||
"id": "63198158-380e-43a3-a2ad-d4288949c1d4",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
@ -587,26 +621,21 @@
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"I|'ll help you search for information| about the weather in San Francisco.|Base|d on the search results, here|'s the current weather in| San Francisco:\n",
|
||||
"-| Temperature: 53.1°F (|11.7°C)\n",
|
||||
"-| Condition: Foggy\n",
|
||||
"- Wind:| 4.0 mph from| the Southwest\n",
|
||||
"- Humidity|: 86%|\n",
|
||||
"- Visibility: 9|.0 miles\n",
|
||||
"- Pressure: |30.02 in|Hg\n",
|
||||
"\n",
|
||||
"\n",
|
||||
"Base|d on the weather| search| results, here| are the key details| about the weather in| San Francisco:|\n",
|
||||
"\n",
|
||||
"- The current temperature| in| San Francisco is aroun|d 55|-|56|°F (13|°|C).| Light| rain is occurring with| |100|% clou|d cover. |\n",
|
||||
"\n",
|
||||
"-| Winds| are aroun|d 5-9| mph from| the south|-southwest.|\n",
|
||||
"\n",
|
||||
"- The| forecast| for| the rest| of February| 2025 |shows da|ytime highs mostly| in the upper| 50s to| low| 60s°|F,| with overnight lows| in| the upper| 40s to| low| 50s°|F.|\n",
|
||||
"\n",
|
||||
"-| Overall|, typical| cool| an|d show|ery late| winter weather is| expected in San Francisco| for the remainder| of February,| with a| mix| of rain| and dry| periods|.| Temperatures will be| season|able| for| this| time of year.|\n",
|
||||
"\n",
|
||||
"So| in summary, San| Francisco is| experiencing light| rain an|d cool| temperatures currently, but| the late| winter forecast| shows typical mil|d and show|ery conditions| pers|isting through the en|d of the| month.| Let| me know if you| need any other| details about| the weather in the| city!|"
|
||||
"The weather| is characteristic of San Francisco, with| foggy conditions and mild temperatures|. The \"feels like\" temperature is slightly| lower at 52.4|°F (11.|3°C)| due to the wind chill effect|.|"
|
||||
]
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"for step, metadata in agent_executor.stream(\n",
|
||||
" {\"messages\": [HumanMessage(content=\"whats the weather in sf?\")]},\n",
|
||||
" stream_mode=\"messages\",\n",
|
||||
" {\"messages\": [input_message]}, stream_mode=\"messages\"\n",
|
||||
"):\n",
|
||||
" if metadata[\"langgraph_node\"] == \"agent\" and (text := step.text()):\n",
|
||||
" print(text, end=\"|\")"
|
||||
@ -624,7 +653,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": null,
|
||||
"execution_count": 19,
|
||||
"id": "c4073e35",
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
@ -636,7 +665,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 12,
|
||||
"execution_count": 20,
|
||||
"id": "e64a944e-f9ac-43cf-903c-d3d28d765377",
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
@ -648,7 +677,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 13,
|
||||
"execution_count": 21,
|
||||
"id": "a13462d0-2d02-4474-921e-15a1ba1fa274",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
@ -656,22 +685,26 @@
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"{'agent': {'messages': [AIMessage(content=\"Hello Bob! It's nice to meet you again.\", response_metadata={'id': 'msg_013C1z2ZySagEFwmU1EsysR2', 'model': 'claude-3-sonnet-20240229', 'stop_reason': 'end_turn', 'stop_sequence': None, 'usage': {'input_tokens': 1162, 'output_tokens': 14}}, id='run-f878acfd-d195-44e8-9166-e2796317e3f8-0', usage_metadata={'input_tokens': 1162, 'output_tokens': 14, 'total_tokens': 1176})]}}\n",
|
||||
"----\n"
|
||||
"================================\u001b[1m Human Message \u001b[0m=================================\n",
|
||||
"\n",
|
||||
"Hi, I'm Bob!\n",
|
||||
"==================================\u001b[1m Ai Message \u001b[0m==================================\n",
|
||||
"\n",
|
||||
"Hello Bob! I'm an AI assistant who can help you search for information using specialized search tools. Is there anything specific you'd like to know about or search for? I'm happy to help you find accurate and up-to-date information on various topics.\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"for chunk in agent_executor.stream(\n",
|
||||
" {\"messages\": [HumanMessage(content=\"hi im bob!\")]}, config\n",
|
||||
"input_message = {\"role\": \"user\", \"content\": \"Hi, I'm Bob!\"}\n",
|
||||
"for step in agent_executor.stream(\n",
|
||||
" {\"messages\": [input_message]}, config, stream_mode=\"values\"\n",
|
||||
"):\n",
|
||||
" print(chunk)\n",
|
||||
" print(\"----\")"
|
||||
" step[\"messages\"][-1].pretty_print()"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 14,
|
||||
"execution_count": 22,
|
||||
"id": "56d8028b-5dbc-40b2-86f5-ed60631d86a3",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
@ -679,17 +712,21 @@
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"{'agent': {'messages': [AIMessage(content='You mentioned your name is Bob when you introduced yourself earlier. So your name is Bob.', response_metadata={'id': 'msg_01WNwnRNGwGDRw6vRdivt6i1', 'model': 'claude-3-sonnet-20240229', 'stop_reason': 'end_turn', 'stop_sequence': None, 'usage': {'input_tokens': 1184, 'output_tokens': 21}}, id='run-f5c0b957-8878-405a-9d4b-a7cd38efe81f-0', usage_metadata={'input_tokens': 1184, 'output_tokens': 21, 'total_tokens': 1205})]}}\n",
|
||||
"----\n"
|
||||
"================================\u001b[1m Human Message \u001b[0m=================================\n",
|
||||
"\n",
|
||||
"What's my name?\n",
|
||||
"==================================\u001b[1m Ai Message \u001b[0m==================================\n",
|
||||
"\n",
|
||||
"Your name is Bob, as you introduced yourself earlier. I can remember information shared within our conversation without needing to search for it.\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"for chunk in agent_executor.stream(\n",
|
||||
" {\"messages\": [HumanMessage(content=\"whats my name?\")]}, config\n",
|
||||
"input_message = {\"role\": \"user\", \"content\": \"What's my name?\"}\n",
|
||||
"for step in agent_executor.stream(\n",
|
||||
" {\"messages\": [input_message]}, config, stream_mode=\"values\"\n",
|
||||
"):\n",
|
||||
" print(chunk)\n",
|
||||
" print(\"----\")"
|
||||
" step[\"messages\"][-1].pretty_print()"
|
||||
]
|
||||
},
|
||||
{
|
||||
@ -710,7 +747,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 15,
|
||||
"execution_count": 23,
|
||||
"id": "24460239",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
@ -718,18 +755,24 @@
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"{'agent': {'messages': [AIMessage(content=\"I'm afraid I don't actually know your name. As an AI assistant without personal information about you, I don't have a specific name associated with our conversation.\", response_metadata={'id': 'msg_01NoaXNNYZKSoBncPcLkdcbo', 'model': 'claude-3-sonnet-20240229', 'stop_reason': 'end_turn', 'stop_sequence': None, 'usage': {'input_tokens': 267, 'output_tokens': 36}}, id='run-c9f7df3d-525a-4d8f-bbcf-a5b4a5d2e4b0-0', usage_metadata={'input_tokens': 267, 'output_tokens': 36, 'total_tokens': 303})]}}\n",
|
||||
"----\n"
|
||||
"================================\u001b[1m Human Message \u001b[0m=================================\n",
|
||||
"\n",
|
||||
"What's my name?\n",
|
||||
"==================================\u001b[1m Ai Message \u001b[0m==================================\n",
|
||||
"\n",
|
||||
"I apologize, but I don't have access to any tools that would tell me your name. I can only assist you with searching for publicly available information using the tavily_search function. I don't have access to personal information about users. If you'd like to tell me your name, I'll be happy to address you by it.\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"# highlight-next-line\n",
|
||||
"config = {\"configurable\": {\"thread_id\": \"xyz123\"}}\n",
|
||||
"for chunk in agent_executor.stream(\n",
|
||||
" {\"messages\": [HumanMessage(content=\"whats my name?\")]}, config\n",
|
||||
"\n",
|
||||
"input_message = {\"role\": \"user\", \"content\": \"What's my name?\"}\n",
|
||||
"for step in agent_executor.stream(\n",
|
||||
" {\"messages\": [input_message]}, config, stream_mode=\"values\"\n",
|
||||
"):\n",
|
||||
" print(chunk)\n",
|
||||
" print(\"----\")"
|
||||
" step[\"messages\"][-1].pretty_print()"
|
||||
]
|
||||
},
|
||||
{
|
||||
|
||||
@ -33,6 +33,7 @@ test = [
|
||||
"langchain-google-genai @ git+https://github.com/langchain-ai/langchain-google.git#subdirectory=libs/genai",
|
||||
"langchain-groq",
|
||||
"langchain-mistralai",
|
||||
"langchain-tavily",
|
||||
"langchain-together @ git+https://github.com/langchain-ai/langchain-together.git#subdirectory=libs/together",
|
||||
"langchain-unstructured @ git+https://github.com/langchain-ai/langchain-unstructured.git#subdirectory=libs/unstructured",
|
||||
"langgraph",
|
||||
|
||||
Loading…
Reference in New Issue
Block a user