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Harrison Chase
2024-01-15 17:40:09 -08:00
parent 8a37f67b3c
commit f124705d6e
9 changed files with 761 additions and 181 deletions
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examples/chat_agent_executor_with_function_calling/async.ipynb
+53 -62
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@@ -104,7 +104,7 @@
},
{
"cell_type": "code",
"execution_count": 3,
"execution_count": 1,
"id": "d7ef57dd-5d6e-4ad3-9377-a92201c1310e",
"metadata": {},
"outputs": [],
@@ -126,7 +126,7 @@
},
{
"cell_type": "code",
"execution_count": 4,
"execution_count": 2,
"id": "5cf3331e-ccb3-41c8-aeb9-a840a94d41e7",
"metadata": {},
"outputs": [],
@@ -154,7 +154,7 @@
},
{
"cell_type": "code",
"execution_count": 5,
"execution_count": 3,
"id": "892b54b9-75f0-4804-9ed0-88b5e5532989",
"metadata": {},
"outputs": [],
@@ -178,7 +178,7 @@
},
{
"cell_type": "code",
"execution_count": 6,
"execution_count": 4,
"id": "cd3cbae5-d92c-4559-a4aa-44721b80d107",
"metadata": {},
"outputs": [],
@@ -209,7 +209,7 @@
},
{
"cell_type": "code",
"execution_count": 7,
"execution_count": 5,
"id": "ea793afa-2eab-4901-910d-6eed90cd6564",
"metadata": {},
"outputs": [],
@@ -256,7 +256,7 @@
},
{
"cell_type": "code",
"execution_count": 8,
"execution_count": 6,
"id": "3b541bb9-900c-40d0-964d-7b5dfee30667",
"metadata": {},
"outputs": [],
@@ -314,7 +314,7 @@
},
{
"cell_type": "code",
"execution_count": 9,
"execution_count": 7,
"id": "813ae66c-3b58-4283-a02a-36da72a2ab90",
"metadata": {},
"outputs": [],
@@ -375,7 +375,7 @@
},
{
"cell_type": "code",
"execution_count": 10,
"execution_count": 8,
"id": "8edb04b9-40b6-46f1-a7a8-4b2d8aba7752",
"metadata": {},
"outputs": [
@@ -388,7 +388,7 @@
" AIMessage(content=\"I'm sorry, but I couldn't find the current weather in San Francisco. However, you can check the weather forecast for San Francisco on websites like Weather.com or AccuWeather.\")]}"
]
},
"execution_count": 10,
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
@@ -419,7 +419,7 @@
},
{
"cell_type": "code",
"execution_count": 11,
"execution_count": 9,
"id": "f544977e-31f7-41f0-88c4-ec9c27b8cecb",
"metadata": {},
"outputs": [
@@ -435,19 +435,19 @@
"\n",
"Output from node 'action':\n",
"---\n",
"{'messages': [FunctionMessage(content=\"[{'url': 'https://www.whereandwhen.net/when/north-america/california/san-francisco-ca/january/', 'content': 'Best time to go to San Francisco? Weather in San Francisco in january 2024 How was the weather last january? Here is the day by day recorded weather in San Francisco in january 2023: Seasonal average climate and temperature of San Francisco in january 8% 46% 29% 12% 8% Evolution of daily average temperature and precipitation in San Francisco in januaryWeather in San Francisco in january 2024. The weather in San Francisco in january comes from statistical datas on the past years. You can view the weather statistics the entire month, but also by using the tabs for the beginning, the middle and the end of the month. ... 16-01-2023 45°F to 52°F. 17-01-2023 45°F to 54°F. 18-01-2023 47°F to ...'}]\", name='tavily_search_results_json')]}\n",
"{'messages': [FunctionMessage(content=\"[{'url': 'https://www.weather2travel.com/california/san-francisco/january/', 'content': 'San Francisco weather in January 2024 Expect 13°C daytime maximum temperatures long-term weather averages for San Francisco in January before you book your next holiday to California in 2024/2025. San Francisco January sunrise & sunset times How sunny is it in San Francisco in January?San Francisco weather in January 2024 Expect 13°C daytime maximum temperatures in the shade with on average 6 hours of sunshine per day in San Francisco in January. Check more long-term weather averages for San Francisco in January before you book your next holiday to California in 2024/2025. 13 13°C max day temperature 6'}]\", name='tavily_search_results_json')]}\n",
"\n",
"---\n",
"\n",
"Output from node 'agent':\n",
"---\n",
"{'messages': [AIMessage(content=\"I'm sorry, but I couldn't find the current weather in San Francisco. However, you can check the weather forecast for San Francisco on websites like Weather.com or AccuWeather.\")]}\n",
"{'messages': [AIMessage(content='The weather in San Francisco is currently not available. However, in January, the average daytime maximum temperature is around 13°C with an average of 6 hours of sunshine per day. Please note that this information is based on long-term weather averages and may vary.')]}\n",
"\n",
"---\n",
"\n",
"Output from node '__end__':\n",
"---\n",
"{'messages': [HumanMessage(content='what is the weather in sf'), AIMessage(content='', additional_kwargs={'function_call': {'arguments': '{\\n \"query\": \"weather in San Francisco\"\\n}', 'name': 'tavily_search_results_json'}}), FunctionMessage(content=\"[{'url': 'https://www.whereandwhen.net/when/north-america/california/san-francisco-ca/january/', 'content': 'Best time to go to San Francisco? Weather in San Francisco in january 2024 How was the weather last january? Here is the day by day recorded weather in San Francisco in january 2023: Seasonal average climate and temperature of San Francisco in january 8% 46% 29% 12% 8% Evolution of daily average temperature and precipitation in San Francisco in januaryWeather in San Francisco in january 2024. The weather in San Francisco in january comes from statistical datas on the past years. You can view the weather statistics the entire month, but also by using the tabs for the beginning, the middle and the end of the month. ... 16-01-2023 45°F to 52°F. 17-01-2023 45°F to 54°F. 18-01-2023 47°F to ...'}]\", name='tavily_search_results_json'), AIMessage(content=\"I'm sorry, but I couldn't find the current weather in San Francisco. However, you can check the weather forecast for San Francisco on websites like Weather.com or AccuWeather.\")]}\n",
"{'messages': [HumanMessage(content='what is the weather in sf'), AIMessage(content='', additional_kwargs={'function_call': {'arguments': '{\\n \"query\": \"weather in San Francisco\"\\n}', 'name': 'tavily_search_results_json'}}), FunctionMessage(content=\"[{'url': 'https://www.weather2travel.com/california/san-francisco/january/', 'content': 'San Francisco weather in January 2024 Expect 13°C daytime maximum temperatures long-term weather averages for San Francisco in January before you book your next holiday to California in 2024/2025. San Francisco January sunrise & sunset times How sunny is it in San Francisco in January?San Francisco weather in January 2024 Expect 13°C daytime maximum temperatures in the shade with on average 6 hours of sunshine per day in San Francisco in January. Check more long-term weather averages for San Francisco in January before you book your next holiday to California in 2024/2025. 13 13°C max day temperature 6'}]\", name='tavily_search_results_json'), AIMessage(content='The weather in San Francisco is currently not available. However, in January, the average daytime maximum temperature is around 13°C with an average of 6 hours of sunshine per day. Please note that this information is based on long-term weather averages and may vary.')]}\n",
"\n",
"---\n",
"\n"
@@ -479,7 +479,7 @@
},
{
"cell_type": "code",
"execution_count": 12,
"execution_count": 10,
"id": "cfd140f0-a5a6-4697-8115-322242f197b5",
"metadata": {},
"outputs": [
@@ -503,66 +503,57 @@
"content=''\n",
"content=''\n",
"content='The'\n",
"content=' current'\n",
"content=' weather'\n",
"content=' in'\n",
"content=' San'\n",
"content=' Francisco'\n",
"content=' is'\n",
"content=' '\n",
"content='52'\n",
"content=' currently'\n",
"content=' not'\n",
"content=' available'\n",
"content='.'\n",
"content='0'\n",
"content=' °'\n",
"content='F'\n",
"content=' However'\n",
"content=','\n",
"content=' in'\n",
"content=' January'\n",
"content=','\n",
"content=' the'\n",
"content=' average'\n",
"content=' daytime'\n",
"content=' maximum'\n",
"content=' temperature'\n",
"content=' is'\n",
"content=' around'\n",
"content=' '\n",
"content='13'\n",
"content='°C'\n",
"content=' with'\n",
"content=' a'\n",
"content=' light'\n",
"content=' breeze'\n",
"content=' an'\n",
"content=' average'\n",
"content=' of'\n",
"content=' '\n",
"content='6'\n",
"content=' hours'\n",
"content=' of'\n",
"content=' sunshine'\n",
"content=' per'\n",
"content=' day'\n",
"content='.'\n",
"content='9'\n",
"content=' mph'\n",
"content=' coming'\n",
"content=' from'\n",
"content=' the'\n",
"content=' east'\n",
"content='.'\n",
"content=' The'\n",
"content=' sky'\n",
"content=' Please'\n",
"content=' note'\n",
"content=' that'\n",
"content=' this'\n",
"content=' information'\n",
"content=' is'\n",
"content=' mostly'\n",
"content=' cloudy'\n",
"content=' with'\n",
"content=' cloud'\n",
"content=' cover'\n",
"content=' at'\n",
"content=' '\n",
"content='18'\n",
"content=','\n",
"content='000'\n",
"content=' ft'\n",
"content=','\n",
"content=' mostly'\n",
"content=' clear'\n",
"content=' at'\n",
"content=' '\n",
"content='4'\n",
"content=','\n",
"content='000'\n",
"content=' ft'\n",
"content=','\n",
"content=' based'\n",
"content=' on'\n",
"content=' long'\n",
"content='-term'\n",
"content=' weather'\n",
"content=' averages'\n",
"content=' and'\n",
"content=' partly'\n",
"content=' cloudy'\n",
"content=' at'\n",
"content=' '\n",
"content='15'\n",
"content=','\n",
"content='000'\n",
"content=' ft'\n",
"content=' may'\n",
"content=' vary'\n",
"content='.'\n",
"content=''\n"
]
@@ -608,7 +599,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11.6"
"version": "3.11.1"
}
},
"nbformat": 4,
examples/chat_agent_executor_with_function_calling/base.ipynb
+22 -59
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@@ -5,7 +5,7 @@
"id": "51466c8d-8ce4-4b3d-be4e-18fdbeda5f53",
"metadata": {},
"source": [
"# Chat Executor\n",
"# Chat Agent Executor\n",
"\n",
"In this example we will build a chat executor that uses function calling from scratch."
]
@@ -291,7 +291,7 @@
},
{
"cell_type": "code",
"execution_count": 7,
"execution_count": 8,
"id": "813ae66c-3b58-4283-a02a-36da72a2ab90",
"metadata": {},
"outputs": [],
@@ -352,7 +352,7 @@
},
{
"cell_type": "code",
"execution_count": 8,
"execution_count": 9,
"id": "8edb04b9-40b6-46f1-a7a8-4b2d8aba7752",
"metadata": {},
"outputs": [
@@ -361,11 +361,11 @@
"text/plain": [
"{'messages': [HumanMessage(content='what is the weather in sf'),\n",
" AIMessage(content='', additional_kwargs={'function_call': {'arguments': '{\\n \"query\": \"weather in San Francisco\"\\n}', 'name': 'tavily_search_results_json'}}),\n",
" FunctionMessage(content=\"[{'url': 'https://weatherspark.com/h/m/557/2024/1/Historical-Weather-in-January-2024-in-San-Francisco-California-United-States', 'content': 'January 2024 Weather History in San Francisco California, United States Daily Precipitation in January 2024 in San Francisco Observed Weather in January 2024 in San Francisco San Francisco Temperature History January 2024 Hourly Temperature in January 2024 in San Francisco Hours of Daylight and Twilight in January 2024 in San FranciscoThis report shows the past weather for San Francisco, providing a weather history for January 2024. It features all historical weather data series we have available, including the San Francisco temperature history for January 2024. You can drill down from year to month and even day level reports by clicking on the graphs.'}]\", name='tavily_search_results_json'),\n",
" AIMessage(content=\"I'm sorry, but I couldn't find the current weather in San Francisco. However, you can check the historical weather data for January 2024 in San Francisco [here](https://weatherspark.com/h/m/557/2024/1/Historical-Weather-in-January-2024-in-San-Francisco-California-United-States).\")]}"
" FunctionMessage(content=\"[{'url': 'https://www.whereandwhen.net/when/north-america/california/san-francisco-ca/january/', 'content': 'Best time to go to San Francisco? Weather in San Francisco in january 2024 How was the weather last january? Here is the day by day recorded weather in San Francisco in january 2023: Seasonal average climate and temperature of San Francisco in january 8% 46% 29% 12% 8% Evolution of daily average temperature and precipitation in San Francisco in januaryWeather in San Francisco in january 2024. The weather in San Francisco in january comes from statistical datas on the past years. You can view the weather statistics the entire month, but also by using the tabs for the beginning, the middle and the end of the month. ... 16-01-2023 45°F to 52°F. 17-01-2023 45°F to 54°F. 18-01-2023 47°F to ...'}]\", name='tavily_search_results_json'),\n",
" AIMessage(content=\"I'm sorry, but I couldn't find the current weather in San Francisco. However, you can check the weather forecast for San Francisco on websites like Weather.com or AccuWeather.\")]}"
]
},
"execution_count": 8,
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
@@ -396,7 +396,7 @@
},
{
"cell_type": "code",
"execution_count": 9,
"execution_count": 12,
"id": "f544977e-31f7-41f0-88c4-ec9c27b8cecb",
"metadata": {},
"outputs": [
@@ -412,19 +412,19 @@
"\n",
"Output from node 'action':\n",
"---\n",
"{'messages': [FunctionMessage(content=\"[{'url': 'https://weatherspark.com/h/m/557/2024/1/Historical-Weather-in-January-2024-in-San-Francisco-California-United-States', 'content': 'January 2024 Weather History in San Francisco California, United States Daily Precipitation in January 2024 in San Francisco Observed Weather in January 2024 in San Francisco San Francisco Temperature History January 2024 Hourly Temperature in January 2024 in San Francisco Hours of Daylight and Twilight in January 2024 in San FranciscoThis report shows the past weather for San Francisco, providing a weather history for January 2024. It features all historical weather data series we have available, including the San Francisco temperature history for January 2024. You can drill down from year to month and even day level reports by clicking on the graphs.'}]\", name='tavily_search_results_json')]}\n",
"{'messages': [FunctionMessage(content=\"[{'url': 'https://www.whereandwhen.net/when/north-america/california/san-francisco-ca/january/', 'content': 'Best time to go to San Francisco? Weather in San Francisco in january 2024 How was the weather last january? Here is the day by day recorded weather in San Francisco in january 2023: Seasonal average climate and temperature of San Francisco in january 8% 46% 29% 12% 8% Evolution of daily average temperature and precipitation in San Francisco in januaryWeather in San Francisco in january 2024. The weather in San Francisco in january comes from statistical datas on the past years. You can view the weather statistics the entire month, but also by using the tabs for the beginning, the middle and the end of the month. ... 16-01-2023 45°F to 52°F. 17-01-2023 45°F to 54°F. 18-01-2023 47°F to ...'}]\", name='tavily_search_results_json')]}\n",
"\n",
"---\n",
"\n",
"Output from node 'agent':\n",
"---\n",
"{'messages': [AIMessage(content=\"I'm sorry, but I couldn't find the current weather in San Francisco. However, you can check the historical weather data for January 2024 in San Francisco [here](https://weatherspark.com/h/m/557/2024/1/Historical-Weather-in-January-2024-in-San-Francisco-California-United-States).\")]}\n",
"{'messages': [AIMessage(content=\"I'm sorry, but I couldn't find the current weather in San Francisco. However, you can check the weather forecast for San Francisco on websites like Weather.com or AccuWeather.\")]}\n",
"\n",
"---\n",
"\n",
"Output from node '__end__':\n",
"---\n",
"{'messages': [HumanMessage(content='what is the weather in sf'), AIMessage(content='', additional_kwargs={'function_call': {'arguments': '{\\n \"query\": \"weather in San Francisco\"\\n}', 'name': 'tavily_search_results_json'}}), FunctionMessage(content=\"[{'url': 'https://weatherspark.com/h/m/557/2024/1/Historical-Weather-in-January-2024-in-San-Francisco-California-United-States', 'content': 'January 2024 Weather History in San Francisco California, United States Daily Precipitation in January 2024 in San Francisco Observed Weather in January 2024 in San Francisco San Francisco Temperature History January 2024 Hourly Temperature in January 2024 in San Francisco Hours of Daylight and Twilight in January 2024 in San FranciscoThis report shows the past weather for San Francisco, providing a weather history for January 2024. It features all historical weather data series we have available, including the San Francisco temperature history for January 2024. You can drill down from year to month and even day level reports by clicking on the graphs.'}]\", name='tavily_search_results_json'), AIMessage(content=\"I'm sorry, but I couldn't find the current weather in San Francisco. However, you can check the historical weather data for January 2024 in San Francisco [here](https://weatherspark.com/h/m/557/2024/1/Historical-Weather-in-January-2024-in-San-Francisco-California-United-States).\")]}\n",
"{'messages': [HumanMessage(content='what is the weather in sf'), AIMessage(content='', additional_kwargs={'function_call': {'arguments': '{\\n \"query\": \"weather in San Francisco\"\\n}', 'name': 'tavily_search_results_json'}}), FunctionMessage(content=\"[{'url': 'https://www.whereandwhen.net/when/north-america/california/san-francisco-ca/january/', 'content': 'Best time to go to San Francisco? Weather in San Francisco in january 2024 How was the weather last january? Here is the day by day recorded weather in San Francisco in january 2023: Seasonal average climate and temperature of San Francisco in january 8% 46% 29% 12% 8% Evolution of daily average temperature and precipitation in San Francisco in januaryWeather in San Francisco in january 2024. The weather in San Francisco in january comes from statistical datas on the past years. You can view the weather statistics the entire month, but also by using the tabs for the beginning, the middle and the end of the month. ... 16-01-2023 45°F to 52°F. 17-01-2023 45°F to 54°F. 18-01-2023 47°F to ...'}]\", name='tavily_search_results_json'), AIMessage(content=\"I'm sorry, but I couldn't find the current weather in San Francisco. However, you can check the weather forecast for San Francisco on websites like Weather.com or AccuWeather.\")]}\n",
"\n",
"---\n",
"\n"
@@ -456,7 +456,7 @@
},
{
"cell_type": "code",
"execution_count": 10,
"execution_count": 16,
"id": "cfd140f0-a5a6-4697-8115-322242f197b5",
"metadata": {},
"outputs": [
@@ -501,65 +501,28 @@
"content=' can'\n",
"content=' check'\n",
"content=' the'\n",
"content=' historical'\n",
"content=' weather'\n",
"content=' data'\n",
"content=' forecast'\n",
"content=' for'\n",
"content=' January'\n",
"content=' '\n",
"content='202'\n",
"content='4'\n",
"content=' in'\n",
"content=' San'\n",
"content=' Francisco'\n",
"content=' ['\n",
"content='here'\n",
"content=']('\n",
"content='https'\n",
"content='://'\n",
"content='we'\n",
"content='athers'\n",
"content='park'\n",
"content=' on'\n",
"content=' websites'\n",
"content=' like'\n",
"content=' Weather'\n",
"content='.com'\n",
"content='/h'\n",
"content='/m'\n",
"content='/'\n",
"content='557'\n",
"content='/'\n",
"content='202'\n",
"content='4'\n",
"content='/'\n",
"content='1'\n",
"content='/H'\n",
"content='istorical'\n",
"content='-'\n",
"content=' or'\n",
"content=' Acc'\n",
"content='u'\n",
"content='Weather'\n",
"content='-in'\n",
"content='-Jan'\n",
"content='uary'\n",
"content='-'\n",
"content='202'\n",
"content='4'\n",
"content='-in'\n",
"content='-S'\n",
"content='an'\n",
"content='-F'\n",
"content='r'\n",
"content='anc'\n",
"content='isco'\n",
"content='-Cal'\n",
"content='ifornia'\n",
"content='-'\n",
"content='United'\n",
"content='-'\n",
"content='States'\n",
"content=').'\n",
"content='.'\n",
"content=''\n"
]
}
],
"source": [
"inputs = {\"messages\": [HumanMessage(content=\"what is the weather in sf\")]}\n",
"inputs = {\"messages\": [HumanMessage(content=\"what is the weather in sf?\")]}\n",
"\n",
"async for output in app.astream_log(inputs, include_types=[\"llm\"]):\n",
" # astream_log() yields the requested logs (here LLMs) in JSONPatch format\n",
" for op in output.ops:\n",
examples/chat_agent_executor_with_function_calling/dynamically-returning-directly.ipynb
+18 -18
View File
@@ -93,7 +93,7 @@
},
{
"cell_type": "code",
"execution_count": 2,
"execution_count": 1,
"id": "4a1b9990-3b11-4a51-bd51-76117afd38b9",
"metadata": {},
"outputs": [],
@@ -111,7 +111,7 @@
},
{
"cell_type": "code",
"execution_count": 4,
"execution_count": 2,
"id": "d7ef57dd-5d6e-4ad3-9377-a92201c1310e",
"metadata": {},
"outputs": [],
@@ -134,7 +134,7 @@
},
{
"cell_type": "code",
"execution_count": 5,
"execution_count": 3,
"id": "5cf3331e-ccb3-41c8-aeb9-a840a94d41e7",
"metadata": {},
"outputs": [],
@@ -162,7 +162,7 @@
},
{
"cell_type": "code",
"execution_count": 6,
"execution_count": 4,
"id": "892b54b9-75f0-4804-9ed0-88b5e5532989",
"metadata": {},
"outputs": [],
@@ -186,7 +186,7 @@
},
{
"cell_type": "code",
"execution_count": 7,
"execution_count": 5,
"id": "cd3cbae5-d92c-4559-a4aa-44721b80d107",
"metadata": {},
"outputs": [],
@@ -217,7 +217,7 @@
},
{
"cell_type": "code",
"execution_count": 8,
"execution_count": 6,
"id": "ea793afa-2eab-4901-910d-6eed90cd6564",
"metadata": {},
"outputs": [],
@@ -260,7 +260,7 @@
},
{
"cell_type": "code",
"execution_count": 9,
"execution_count": 7,
"id": "03308b6b-de72-4cdc-b6c6-47e654df340e",
"metadata": {},
"outputs": [],
@@ -282,7 +282,7 @@
},
{
"cell_type": "code",
"execution_count": 10,
"execution_count": 8,
"id": "55e088b1-f3c8-4798-9ca8-5b0be961b49a",
"metadata": {},
"outputs": [],
@@ -305,7 +305,7 @@
},
{
"cell_type": "code",
"execution_count": 11,
"execution_count": 9,
"id": "2b45da72-1afa-4cd7-9b7f-49a7c99cdb8a",
"metadata": {},
"outputs": [],
@@ -330,7 +330,7 @@
},
{
"cell_type": "code",
"execution_count": 12,
"execution_count": 10,
"id": "dd876f5d-88d6-4f93-b1d0-f2f0b6f4d991",
"metadata": {},
"outputs": [],
@@ -375,7 +375,7 @@
},
{
"cell_type": "code",
"execution_count": 13,
"execution_count": 11,
"id": "813ae66c-3b58-4283-a02a-36da72a2ab90",
"metadata": {},
"outputs": [],
@@ -440,7 +440,7 @@
},
{
"cell_type": "code",
"execution_count": 15,
"execution_count": 12,
"id": "f544977e-31f7-41f0-88c4-ec9c27b8cecb",
"metadata": {},
"outputs": [
@@ -456,19 +456,19 @@
"\n",
"Output from node 'action':\n",
"---\n",
"{'messages': [FunctionMessage(content=\"[{'url': 'https://weatherspark.com/h/m/557/2024/1/Historical-Weather-in-January-2024-in-San-Francisco-California-United-States', 'content': 'January 2024 Weather History in San Francisco California, United States Daily Precipitation in January 2024 in San Francisco Observed Weather in January 2024 in San Francisco San Francisco Temperature History January 2024 Hourly Temperature in January 2024 in San Francisco Hours of Daylight and Twilight in January 2024 in San FranciscoThis report shows the past weather for San Francisco, providing a weather history for January 2024. It features all historical weather data series we have available, including the San Francisco temperature history for January 2024. You can drill down from year to month and even day level reports by clicking on the graphs.'}]\", name='tavily_search_results_json')]}\n",
"{'messages': [FunctionMessage(content=\"[{'url': 'https://www.whereandwhen.net/when/north-america/california/san-francisco-ca/january/', 'content': 'Best time to go to San Francisco? Weather in San Francisco in january 2024 How was the weather last january? Here is the day by day recorded weather in San Francisco in january 2023: Seasonal average climate and temperature of San Francisco in january 8% 46% 29% 12% 8% Evolution of daily average temperature and precipitation in San Francisco in january59°F Clear/Sunny 47% of time 26% 14% 9% Weather at 6pm 54°F Clear/Sunny 50% of time 23% 14%'}]\", name='tavily_search_results_json')]}\n",
"\n",
"---\n",
"\n",
"Output from node 'agent':\n",
"---\n",
"{'messages': [AIMessage(content=\"I'm sorry, but I couldn't find the current weather in San Francisco. However, you can check the historical weather data for January 2024 in San Francisco [here](https://weatherspark.com/h/m/557/2024/1/Historical-Weather-in-January-2024-in-San-Francisco-California-United-States).\")]}\n",
"{'messages': [AIMessage(content='The weather in San Francisco is currently not available. However, you can check the weather in San Francisco in January 2024 on this website: [San Francisco Weather in January 2024](https://www.whereandwhen.net/when/north-america/california/san-francisco-ca/january/).')]}\n",
"\n",
"---\n",
"\n",
"Output from node '__end__':\n",
"---\n",
"{'messages': [HumanMessage(content='what is the weather in sf'), AIMessage(content='', additional_kwargs={'function_call': {'arguments': '{\\n \"query\": \"weather in San Francisco\"\\n}', 'name': 'tavily_search_results_json'}}), FunctionMessage(content=\"[{'url': 'https://weatherspark.com/h/m/557/2024/1/Historical-Weather-in-January-2024-in-San-Francisco-California-United-States', 'content': 'January 2024 Weather History in San Francisco California, United States Daily Precipitation in January 2024 in San Francisco Observed Weather in January 2024 in San Francisco San Francisco Temperature History January 2024 Hourly Temperature in January 2024 in San Francisco Hours of Daylight and Twilight in January 2024 in San FranciscoThis report shows the past weather for San Francisco, providing a weather history for January 2024. It features all historical weather data series we have available, including the San Francisco temperature history for January 2024. You can drill down from year to month and even day level reports by clicking on the graphs.'}]\", name='tavily_search_results_json'), AIMessage(content=\"I'm sorry, but I couldn't find the current weather in San Francisco. However, you can check the historical weather data for January 2024 in San Francisco [here](https://weatherspark.com/h/m/557/2024/1/Historical-Weather-in-January-2024-in-San-Francisco-California-United-States).\")]}\n",
"{'messages': [HumanMessage(content='what is the weather in sf'), AIMessage(content='', additional_kwargs={'function_call': {'arguments': '{\\n \"query\": \"weather in San Francisco\"\\n}', 'name': 'tavily_search_results_json'}}), FunctionMessage(content=\"[{'url': 'https://www.whereandwhen.net/when/north-america/california/san-francisco-ca/january/', 'content': 'Best time to go to San Francisco? Weather in San Francisco in january 2024 How was the weather last january? Here is the day by day recorded weather in San Francisco in january 2023: Seasonal average climate and temperature of San Francisco in january 8% 46% 29% 12% 8% Evolution of daily average temperature and precipitation in San Francisco in january59°F Clear/Sunny 47% of time 26% 14% 9% Weather at 6pm 54°F Clear/Sunny 50% of time 23% 14%'}]\", name='tavily_search_results_json'), AIMessage(content='The weather in San Francisco is currently not available. However, you can check the weather in San Francisco in January 2024 on this website: [San Francisco Weather in January 2024](https://www.whereandwhen.net/when/north-america/california/san-francisco-ca/january/).')]}\n",
"\n",
"---\n",
"\n"
@@ -490,7 +490,7 @@
},
{
"cell_type": "code",
"execution_count": 16,
"execution_count": 13,
"id": "08ae8246-11d5-40e1-8567-361e5bef8917",
"metadata": {},
"outputs": [
@@ -506,13 +506,13 @@
"\n",
"Output from node 'final':\n",
"---\n",
"{'messages': [FunctionMessage(content=\"[{'url': 'https://weatherspark.com/h/m/557/2024/1/Historical-Weather-in-January-2024-in-San-Francisco-California-United-States', 'content': 'January 2024 Weather History in San Francisco California, United States Daily Precipitation in January 2024 in San Francisco Observed Weather in January 2024 in San Francisco San Francisco Temperature History January 2024 Hourly Temperature in January 2024 in San Francisco Hours of Daylight and Twilight in January 2024 in San FranciscoThis report shows the past weather for San Francisco, providing a weather history for January 2024. It features all historical weather data series we have available, including the San Francisco temperature history for January 2024. You can drill down from year to month and even day level reports by clicking on the graphs.'}]\", name='tavily_search_results_json')]}\n",
"{'messages': [FunctionMessage(content=\"[{'url': 'https://www.weather2travel.com/california/san-francisco/january/', 'content': 'San Francisco weather in January 2024 Expect 13°C daytime maximum temperatures long-term weather averages for San Francisco in January before you book your next holiday to California in 2024/2025. San Francisco January sunrise & sunset times How sunny is it in San Francisco in January?San Francisco weather in January 2024 Expect 13°C daytime maximum temperatures in the shade with on average 6 hours of sunshine per day in San Francisco in January. Check more long-term weather averages for San Francisco in January before you book your next holiday to California in 2024/2025. 13 13°C max day temperature 6'}]\", name='tavily_search_results_json')]}\n",
"\n",
"---\n",
"\n",
"Output from node '__end__':\n",
"---\n",
"{'messages': [HumanMessage(content='what is the weather in sf? return this result directly by setting return_direct = True'), AIMessage(content='', additional_kwargs={'function_call': {'arguments': '{\\n \"query\": \"weather in San Francisco\",\\n \"return_direct\": true\\n}', 'name': 'tavily_search_results_json'}}), FunctionMessage(content=\"[{'url': 'https://weatherspark.com/h/m/557/2024/1/Historical-Weather-in-January-2024-in-San-Francisco-California-United-States', 'content': 'January 2024 Weather History in San Francisco California, United States Daily Precipitation in January 2024 in San Francisco Observed Weather in January 2024 in San Francisco San Francisco Temperature History January 2024 Hourly Temperature in January 2024 in San Francisco Hours of Daylight and Twilight in January 2024 in San FranciscoThis report shows the past weather for San Francisco, providing a weather history for January 2024. It features all historical weather data series we have available, including the San Francisco temperature history for January 2024. You can drill down from year to month and even day level reports by clicking on the graphs.'}]\", name='tavily_search_results_json')]}\n",
"{'messages': [HumanMessage(content='what is the weather in sf? return this result directly by setting return_direct = True'), AIMessage(content='', additional_kwargs={'function_call': {'arguments': '{\\n \"query\": \"weather in San Francisco\",\\n \"return_direct\": true\\n}', 'name': 'tavily_search_results_json'}}), FunctionMessage(content=\"[{'url': 'https://www.weather2travel.com/california/san-francisco/january/', 'content': 'San Francisco weather in January 2024 Expect 13°C daytime maximum temperatures long-term weather averages for San Francisco in January before you book your next holiday to California in 2024/2025. San Francisco January sunrise & sunset times How sunny is it in San Francisco in January?San Francisco weather in January 2024 Expect 13°C daytime maximum temperatures in the shade with on average 6 hours of sunshine per day in San Francisco in January. Check more long-term weather averages for San Francisco in January before you book your next holiday to California in 2024/2025. 13 13°C max day temperature 6'}]\", name='tavily_search_results_json')]}\n",
"\n",
"---\n",
"\n"
examples/chat_agent_executor_with_function_calling/force-calling-a-tool-first.ipynb
+3 -3
View File
@@ -420,19 +420,19 @@
"\n",
"Output from node 'action':\n",
"---\n",
"{'messages': [FunctionMessage(content=\"[{'url': 'https://weatherspark.com/h/m/557/2024/1/Historical-Weather-in-January-2024-in-San-Francisco-California-United-States', 'content': 'January 2024 Weather History in San Francisco California, United States Daily Precipitation in January 2024 in San Francisco Observed Weather in January 2024 in San Francisco San Francisco Temperature History January 2024 Hourly Temperature in January 2024 in San Francisco Hours of Daylight and Twilight in January 2024 in San FranciscoJanuary 2024 Weather History in San Francisco California, United States. The data for this report comes from the San Francisco International Airport. ... frigid 15°F freezing 32°F very cold 45°F cold 55°F cool 65°F comfortable 75°F warm 85°F hot 95°F sweltering. The hourly reported temperature, color coded into bands. ...'}]\", name='tavily_search_results_json')]}\n",
"{'messages': [FunctionMessage(content=\"[{'url': 'https://www.whereandwhen.net/when/north-america/california/san-francisco-ca/january/', 'content': 'Best time to go to San Francisco? Weather in San Francisco in january 2024 How was the weather last january? Here is the day by day recorded weather in San Francisco in january 2023: Seasonal average climate and temperature of San Francisco in january The climate of San Francisco in january is tolerable49°F Clear/Sunny 47% of time 24% 13% 8% Weather at 12pm 59°F Clear/Sunny 47% of time 26% 14% 9% Weather at 6pm 54°F Clear/Sunny 50% of time 23% 14%'}]\", name='tavily_search_results_json')]}\n",
"\n",
"---\n",
"\n",
"Output from node 'agent':\n",
"---\n",
"{'messages': [AIMessage(content=\"I'm sorry, but I couldn't find the current weather in San Francisco. However, you can check the historical weather data for January 2024 in San Francisco on this [website](https://weatherspark.com/h/m/557/2024/1/Historical-Weather-in-January-2024-in-San-Francisco-California-United-States).\")]}\n",
"{'messages': [AIMessage(content=\"I couldn't find the current weather in San Francisco. However, the average weather in January is around 49°F (9.4°C) during the day and 54°F (12.2°C) in the evening. It is mostly clear and sunny, with a 47% chance of clear/sunny weather during the day and 50% chance in the evening.\")]}\n",
"\n",
"---\n",
"\n",
"Output from node '__end__':\n",
"---\n",
"{'messages': [HumanMessage(content='what is the weather in sf'), AIMessage(content='', additional_kwargs={'function_call': {'name': 'tavily_search_results_json', 'arguments': '{\"query\": \"what is the weather in sf\"}'}}), FunctionMessage(content=\"[{'url': 'https://weatherspark.com/h/m/557/2024/1/Historical-Weather-in-January-2024-in-San-Francisco-California-United-States', 'content': 'January 2024 Weather History in San Francisco California, United States Daily Precipitation in January 2024 in San Francisco Observed Weather in January 2024 in San Francisco San Francisco Temperature History January 2024 Hourly Temperature in January 2024 in San Francisco Hours of Daylight and Twilight in January 2024 in San FranciscoJanuary 2024 Weather History in San Francisco California, United States. The data for this report comes from the San Francisco International Airport. ... frigid 15°F freezing 32°F very cold 45°F cold 55°F cool 65°F comfortable 75°F warm 85°F hot 95°F sweltering. The hourly reported temperature, color coded into bands. ...'}]\", name='tavily_search_results_json'), AIMessage(content=\"I'm sorry, but I couldn't find the current weather in San Francisco. However, you can check the historical weather data for January 2024 in San Francisco on this [website](https://weatherspark.com/h/m/557/2024/1/Historical-Weather-in-January-2024-in-San-Francisco-California-United-States).\")]}\n",
"{'messages': [HumanMessage(content='what is the weather in sf'), AIMessage(content='', additional_kwargs={'function_call': {'name': 'tavily_search_results_json', 'arguments': '{\"query\": \"what is the weather in sf\"}'}}), FunctionMessage(content=\"[{'url': 'https://www.whereandwhen.net/when/north-america/california/san-francisco-ca/january/', 'content': 'Best time to go to San Francisco? Weather in San Francisco in january 2024 How was the weather last january? Here is the day by day recorded weather in San Francisco in january 2023: Seasonal average climate and temperature of San Francisco in january The climate of San Francisco in january is tolerable49°F Clear/Sunny 47% of time 24% 13% 8% Weather at 12pm 59°F Clear/Sunny 47% of time 26% 14% 9% Weather at 6pm 54°F Clear/Sunny 50% of time 23% 14%'}]\", name='tavily_search_results_json'), AIMessage(content=\"I couldn't find the current weather in San Francisco. However, the average weather in January is around 49°F (9.4°C) during the day and 54°F (12.2°C) in the evening. It is mostly clear and sunny, with a 47% chance of clear/sunny weather during the day and 50% chance in the evening.\")]}\n",
"\n",
"---\n",
"\n"
examples/chat_agent_executor_with_function_calling/human-in-the-loop.ipynb
+23 -23
View File
@@ -5,7 +5,7 @@
"id": "51466c8d-8ce4-4b3d-be4e-18fdbeda5f53",
"metadata": {},
"source": [
"# Chat Executor\n",
"# Human-in-the-loop\n",
"\n",
"In this example we will build a chat executor that has a human in the loop. We will use the human to approve specific actions.\n",
"\n",
@@ -397,31 +397,31 @@
"name": "stdin",
"output_type": "stream",
"text": [
"[y/n] continue with: tool='tavily_search_results_json' tool_input={'query': 'weather in San Francisco'}? y\n"
"[y/n] continue with: tool='tavily_search_results_json' tool_input={'query': 'weather in San Francisco'}? n\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Output from node 'action':\n",
"---\n",
"{'messages': [FunctionMessage(content=\"[{'url': 'https://weatherspark.com/h/m/557/2024/1/Historical-Weather-in-January-2024-in-San-Francisco-California-United-States', 'content': 'January 2024 Weather History in San Francisco California, United States Daily Precipitation in January 2024 in San Francisco Observed Weather in January 2024 in San Francisco San Francisco Temperature History January 2024 Hourly Temperature in January 2024 in San Francisco Hours of Daylight and Twilight in January 2024 in San FranciscoThis report shows the past weather for San Francisco, providing a weather history for January 2024. It features all historical weather data series we have available, including the San Francisco temperature history for January 2024. You can drill down from year to month and even day level reports by clicking on the graphs.'}]\", name='tavily_search_results_json')]}\n",
"\n",
"---\n",
"\n",
"Output from node 'agent':\n",
"---\n",
"{'messages': [AIMessage(content=\"I'm sorry, but I couldn't find the current weather in San Francisco. However, you can check the historical weather data for January 2024 in San Francisco [here](https://weatherspark.com/h/m/557/2024/1/Historical-Weather-in-January-2024-in-San-Francisco-California-United-States).\")]}\n",
"\n",
"---\n",
"\n",
"Output from node '__end__':\n",
"---\n",
"{'messages': [HumanMessage(content='what is the weather in sf'), AIMessage(content='', additional_kwargs={'function_call': {'arguments': '{\\n \"query\": \"weather in San Francisco\"\\n}', 'name': 'tavily_search_results_json'}}), FunctionMessage(content=\"[{'url': 'https://weatherspark.com/h/m/557/2024/1/Historical-Weather-in-January-2024-in-San-Francisco-California-United-States', 'content': 'January 2024 Weather History in San Francisco California, United States Daily Precipitation in January 2024 in San Francisco Observed Weather in January 2024 in San Francisco San Francisco Temperature History January 2024 Hourly Temperature in January 2024 in San Francisco Hours of Daylight and Twilight in January 2024 in San FranciscoThis report shows the past weather for San Francisco, providing a weather history for January 2024. It features all historical weather data series we have available, including the San Francisco temperature history for January 2024. You can drill down from year to month and even day level reports by clicking on the graphs.'}]\", name='tavily_search_results_json'), AIMessage(content=\"I'm sorry, but I couldn't find the current weather in San Francisco. However, you can check the historical weather data for January 2024 in San Francisco [here](https://weatherspark.com/h/m/557/2024/1/Historical-Weather-in-January-2024-in-San-Francisco-California-United-States).\")]}\n",
"\n",
"---\n",
"\n"
"ename": "ValueError",
"evalue": "",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)",
"Cell \u001b[0;32mIn[10], line 4\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mlangchain_core\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mmessages\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m HumanMessage\n\u001b[1;32m 3\u001b[0m inputs \u001b[38;5;241m=\u001b[39m {\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmessages\u001b[39m\u001b[38;5;124m\"\u001b[39m: [HumanMessage(content\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mwhat is the weather in sf\u001b[39m\u001b[38;5;124m\"\u001b[39m)]}\n\u001b[0;32m----> 4\u001b[0m \u001b[38;5;28;43;01mfor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43moutput\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mapp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mstream\u001b[49m\u001b[43m(\u001b[49m\u001b[43minputs\u001b[49m\u001b[43m)\u001b[49m\u001b[43m:\u001b[49m\n\u001b[1;32m 5\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;66;43;03m# stream() yields dictionaries with output keyed by node name\u001b[39;49;00m\n\u001b[1;32m 6\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43;01mfor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mkey\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mvalue\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43moutput\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mitems\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m:\u001b[49m\n\u001b[1;32m 7\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mprint\u001b[39;49m\u001b[43m(\u001b[49m\u001b[38;5;124;43mf\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mOutput from node \u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;132;43;01m{\u001b[39;49;00m\u001b[43mkey\u001b[49m\u001b[38;5;132;43;01m}\u001b[39;49;00m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43m:\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n",
"File \u001b[0;32m~/workplace/permchain/langgraph/pregel/__init__.py:528\u001b[0m, in \u001b[0;36mPregel.transform\u001b[0;34m(self, input, config, output_keys, input_keys, **kwargs)\u001b[0m\n\u001b[1;32m 519\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mtransform\u001b[39m(\n\u001b[1;32m 520\u001b[0m \u001b[38;5;28mself\u001b[39m,\n\u001b[1;32m 521\u001b[0m \u001b[38;5;28minput\u001b[39m: Iterator[Union[\u001b[38;5;28mdict\u001b[39m[\u001b[38;5;28mstr\u001b[39m, Any], Any]],\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 526\u001b[0m \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs: Any,\n\u001b[1;32m 527\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m Iterator[Union[\u001b[38;5;28mdict\u001b[39m[\u001b[38;5;28mstr\u001b[39m, Any], Any]]:\n\u001b[0;32m--> 528\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43;01mfor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mchunk\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_transform_stream_with_config\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 529\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43minput\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m 530\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_transform\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 531\u001b[0m \u001b[43m \u001b[49m\u001b[43mconfig\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 532\u001b[0m \u001b[43m \u001b[49m\u001b[43moutput_keys\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43moutput_keys\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 533\u001b[0m \u001b[43m \u001b[49m\u001b[43minput_keys\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43minput_keys\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 534\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 535\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\u001b[43m:\u001b[49m\n\u001b[1;32m 536\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43;01myield\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mchunk\u001b[49m\n",
"File \u001b[0;32m~/workplace/langchain/libs/core/langchain_core/runnables/base.py:1226\u001b[0m, in \u001b[0;36mRunnable._transform_stream_with_config\u001b[0;34m(self, input, transformer, config, run_type, **kwargs)\u001b[0m\n\u001b[1;32m 1224\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m 1225\u001b[0m \u001b[38;5;28;01mwhile\u001b[39;00m \u001b[38;5;28;01mTrue\u001b[39;00m:\n\u001b[0;32m-> 1226\u001b[0m chunk: Output \u001b[38;5;241m=\u001b[39m context\u001b[38;5;241m.\u001b[39mrun(\u001b[38;5;28mnext\u001b[39m, iterator) \u001b[38;5;66;03m# type: ignore\u001b[39;00m\n\u001b[1;32m 1227\u001b[0m \u001b[38;5;28;01myield\u001b[39;00m chunk\n\u001b[1;32m 1228\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m final_output_supported:\n",
"File \u001b[0;32m~/workplace/permchain/langgraph/pregel/__init__.py:313\u001b[0m, in \u001b[0;36mPregel._transform\u001b[0;34m(self, input, run_manager, config, input_keys, output_keys)\u001b[0m\n\u001b[1;32m 303\u001b[0m done, inflight \u001b[38;5;241m=\u001b[39m concurrent\u001b[38;5;241m.\u001b[39mfutures\u001b[38;5;241m.\u001b[39mwait(\n\u001b[1;32m 304\u001b[0m [\n\u001b[1;32m 305\u001b[0m executor\u001b[38;5;241m.\u001b[39msubmit(proc\u001b[38;5;241m.\u001b[39minvoke, \u001b[38;5;28minput\u001b[39m, config)\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 309\u001b[0m timeout\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mstep_timeout,\n\u001b[1;32m 310\u001b[0m )\n\u001b[1;32m 312\u001b[0m \u001b[38;5;66;03m# interrupt on failure or timeout\u001b[39;00m\n\u001b[0;32m--> 313\u001b[0m \u001b[43m_interrupt_or_proceed\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdone\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43minflight\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mstep\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 315\u001b[0m \u001b[38;5;66;03m# apply writes to channels\u001b[39;00m\n\u001b[1;32m 316\u001b[0m _apply_writes(checkpoint, channels, pending_writes, config, step \u001b[38;5;241m+\u001b[39m \u001b[38;5;241m1\u001b[39m)\n",
"File \u001b[0;32m~/workplace/permchain/langgraph/pregel/__init__.py:611\u001b[0m, in \u001b[0;36m_interrupt_or_proceed\u001b[0;34m(done, inflight, step)\u001b[0m\n\u001b[1;32m 609\u001b[0m inflight\u001b[38;5;241m.\u001b[39mpop()\u001b[38;5;241m.\u001b[39mcancel()\n\u001b[1;32m 610\u001b[0m \u001b[38;5;66;03m# raise the exception\u001b[39;00m\n\u001b[0;32m--> 611\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m exc\n\u001b[1;32m 612\u001b[0m \u001b[38;5;66;03m# TODO this is where retry of an entire step would happen\u001b[39;00m\n\u001b[1;32m 614\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m inflight:\n\u001b[1;32m 615\u001b[0m \u001b[38;5;66;03m# if we got here means we timed out\u001b[39;00m\n",
"File \u001b[0;32m~/.pyenv/versions/3.11.1/lib/python3.11/concurrent/futures/thread.py:58\u001b[0m, in \u001b[0;36m_WorkItem.run\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 55\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m\n\u001b[1;32m 57\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m---> 58\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfn\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 59\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mBaseException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m exc:\n\u001b[1;32m 60\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mfuture\u001b[38;5;241m.\u001b[39mset_exception(exc)\n",
"File \u001b[0;32m~/workplace/langchain/libs/core/langchain_core/runnables/base.py:3596\u001b[0m, in \u001b[0;36mRunnableBindingBase.invoke\u001b[0;34m(self, input, config, **kwargs)\u001b[0m\n\u001b[1;32m 3590\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21minvoke\u001b[39m(\n\u001b[1;32m 3591\u001b[0m \u001b[38;5;28mself\u001b[39m,\n\u001b[1;32m 3592\u001b[0m \u001b[38;5;28minput\u001b[39m: Input,\n\u001b[1;32m 3593\u001b[0m config: Optional[RunnableConfig] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[1;32m 3594\u001b[0m \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs: Optional[Any],\n\u001b[1;32m 3595\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m Output:\n\u001b[0;32m-> 3596\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mbound\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43minvoke\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 3597\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43minput\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m 3598\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_merge_configs\u001b[49m\u001b[43m(\u001b[49m\u001b[43mconfig\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 3599\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43m{\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m}\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 3600\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n",
"File \u001b[0;32m~/workplace/langchain/libs/core/langchain_core/runnables/base.py:1774\u001b[0m, in \u001b[0;36mRunnableSequence.invoke\u001b[0;34m(self, input, config)\u001b[0m\n\u001b[1;32m 1772\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m 1773\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m i, step \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28menumerate\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msteps):\n\u001b[0;32m-> 1774\u001b[0m \u001b[38;5;28minput\u001b[39m \u001b[38;5;241m=\u001b[39m \u001b[43mstep\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43minvoke\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 1775\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43minput\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1776\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;66;43;03m# mark each step as a child run\u001b[39;49;00m\n\u001b[1;32m 1777\u001b[0m \u001b[43m \u001b[49m\u001b[43mpatch_config\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 1778\u001b[0m \u001b[43m \u001b[49m\u001b[43mconfig\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcallbacks\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrun_manager\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_child\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43mf\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mseq:step:\u001b[39;49m\u001b[38;5;132;43;01m{\u001b[39;49;00m\u001b[43mi\u001b[49m\u001b[38;5;241;43m+\u001b[39;49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[38;5;132;43;01m}\u001b[39;49;00m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1779\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1780\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1781\u001b[0m \u001b[38;5;66;03m# finish the root run\u001b[39;00m\n\u001b[1;32m 1782\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mBaseException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n",
"File \u001b[0;32m~/workplace/langchain/libs/core/langchain_core/runnables/base.py:3074\u001b[0m, in \u001b[0;36mRunnableLambda.invoke\u001b[0;34m(self, input, config, **kwargs)\u001b[0m\n\u001b[1;32m 3072\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"Invoke this runnable synchronously.\"\"\"\u001b[39;00m\n\u001b[1;32m 3073\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mhasattr\u001b[39m(\u001b[38;5;28mself\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mfunc\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n\u001b[0;32m-> 3074\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_call_with_config\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 3075\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_invoke\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 3076\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43minput\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m 3077\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_config\u001b[49m\u001b[43m(\u001b[49m\u001b[43mconfig\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfunc\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 3078\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 3079\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 3080\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 3081\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m(\n\u001b[1;32m 3082\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mCannot invoke a coroutine function synchronously.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 3083\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mUse `ainvoke` instead.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 3084\u001b[0m )\n",
"File \u001b[0;32m~/workplace/langchain/libs/core/langchain_core/runnables/base.py:975\u001b[0m, in \u001b[0;36mRunnable._call_with_config\u001b[0;34m(self, func, input, config, run_type, **kwargs)\u001b[0m\n\u001b[1;32m 971\u001b[0m context \u001b[38;5;241m=\u001b[39m copy_context()\n\u001b[1;32m 972\u001b[0m context\u001b[38;5;241m.\u001b[39mrun(var_child_runnable_config\u001b[38;5;241m.\u001b[39mset, child_config)\n\u001b[1;32m 973\u001b[0m output \u001b[38;5;241m=\u001b[39m cast(\n\u001b[1;32m 974\u001b[0m Output,\n\u001b[0;32m--> 975\u001b[0m \u001b[43mcontext\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrun\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 976\u001b[0m \u001b[43m \u001b[49m\u001b[43mcall_func_with_variable_args\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 977\u001b[0m \u001b[43m \u001b[49m\u001b[43mfunc\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;66;43;03m# type: ignore[arg-type]\u001b[39;49;00m\n\u001b[1;32m 978\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43minput\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;66;43;03m# type: ignore[arg-type]\u001b[39;49;00m\n\u001b[1;32m 979\u001b[0m \u001b[43m \u001b[49m\u001b[43mconfig\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 980\u001b[0m \u001b[43m \u001b[49m\u001b[43mrun_manager\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 981\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 982\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m,\n\u001b[1;32m 983\u001b[0m )\n\u001b[1;32m 984\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mBaseException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[1;32m 985\u001b[0m run_manager\u001b[38;5;241m.\u001b[39mon_chain_error(e)\n",
"File \u001b[0;32m~/workplace/langchain/libs/core/langchain_core/runnables/config.py:326\u001b[0m, in \u001b[0;36mcall_func_with_variable_args\u001b[0;34m(func, input, config, run_manager, **kwargs)\u001b[0m\n\u001b[1;32m 324\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m run_manager \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mand\u001b[39;00m accepts_run_manager(func):\n\u001b[1;32m 325\u001b[0m kwargs[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mrun_manager\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m run_manager\n\u001b[0;32m--> 326\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43minput\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
"File \u001b[0;32m~/workplace/langchain/libs/core/langchain_core/runnables/base.py:2950\u001b[0m, in \u001b[0;36mRunnableLambda._invoke\u001b[0;34m(self, input, run_manager, config, **kwargs)\u001b[0m\n\u001b[1;32m 2948\u001b[0m output \u001b[38;5;241m=\u001b[39m chunk\n\u001b[1;32m 2949\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m-> 2950\u001b[0m output \u001b[38;5;241m=\u001b[39m \u001b[43mcall_func_with_variable_args\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 2951\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfunc\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43minput\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mconfig\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mrun_manager\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\n\u001b[1;32m 2952\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 2953\u001b[0m \u001b[38;5;66;03m# If the output is a runnable, invoke it\u001b[39;00m\n\u001b[1;32m 2954\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(output, Runnable):\n",
"File \u001b[0;32m~/workplace/langchain/libs/core/langchain_core/runnables/config.py:326\u001b[0m, in \u001b[0;36mcall_func_with_variable_args\u001b[0;34m(func, input, config, run_manager, **kwargs)\u001b[0m\n\u001b[1;32m 324\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m run_manager \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mand\u001b[39;00m accepts_run_manager(func):\n\u001b[1;32m 325\u001b[0m kwargs[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mrun_manager\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m run_manager\n\u001b[0;32m--> 326\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43minput\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
"Cell \u001b[0;32mIn[7], line 14\u001b[0m, in \u001b[0;36mcall_tool\u001b[0;34m(state)\u001b[0m\n\u001b[1;32m 12\u001b[0m response \u001b[38;5;241m=\u001b[39m \u001b[38;5;28minput\u001b[39m(prompt\u001b[38;5;241m=\u001b[39m\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m[y/n] continue with: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00maction\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m?\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 13\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m response \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mn\u001b[39m\u001b[38;5;124m\"\u001b[39m:\n\u001b[0;32m---> 14\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m\n\u001b[1;32m 15\u001b[0m \u001b[38;5;66;03m# We call the tool_executor and get back a response\u001b[39;00m\n\u001b[1;32m 16\u001b[0m response \u001b[38;5;241m=\u001b[39m tool_executor\u001b[38;5;241m.\u001b[39minvoke(action)\n",
"\u001b[0;31mValueError\u001b[0m: "
]
}
],
examples/chat_agent_executor_with_function_calling/managing-agent-steps.ipynb
+5 -5
View File
@@ -5,7 +5,7 @@
"id": "51466c8d-8ce4-4b3d-be4e-18fdbeda5f53",
"metadata": {},
"source": [
"# Chat Executor\n",
"# Managing Agent Steps\n",
"\n",
"In this example we will build a chat executor that better manages intermediate steps. The base chat executor will just put all messages into the model, but if the intermediate steps an agent is taking start to get long, you may want to modify that. In this example we will only include the ten most recent messages.\n",
"\n",
@@ -237,7 +237,7 @@
},
{
"cell_type": "code",
"execution_count": null,
"execution_count": 6,
"id": "e718a9c5-6596-457f-ac25-a25d8cb8c259",
"metadata": {},
"outputs": [],
@@ -398,19 +398,19 @@
"\n",
"Output from node 'action':\n",
"---\n",
"{'messages': [FunctionMessage(content=\"[{'url': 'https://weatherspark.com/h/m/557/2024/1/Historical-Weather-in-January-2024-in-San-Francisco-California-United-States', 'content': 'January 2024 Weather History in San Francisco California, United States Daily Precipitation in January 2024 in San Francisco Observed Weather in January 2024 in San Francisco San Francisco Temperature History January 2024 Hourly Temperature in January 2024 in San Francisco Hours of Daylight and Twilight in January 2024 in San FranciscoThis report shows the past weather for San Francisco, providing a weather history for January 2024. It features all historical weather data series we have available, including the San Francisco temperature history for January 2024. You can drill down from year to month and even day level reports by clicking on the graphs.'}]\", name='tavily_search_results_json')]}\n",
"{'messages': [FunctionMessage(content=\"[{'url': 'https://www.whereandwhen.net/when/north-america/california/san-francisco-ca/january/', 'content': 'Best time to go to San Francisco? Weather in San Francisco in january 2024 How was the weather last january? Here is the day by day recorded weather in San Francisco in january 2023: Seasonal average climate and temperature of San Francisco in january 8% 46% 29% 12% 8% Evolution of daily average temperature and precipitation in San Francisco in januaryWeather in San Francisco in january 2024. The weather in San Francisco in january comes from statistical datas on the past years. You can view the weather statistics the entire month, but also by using the tabs for the beginning, the middle and the end of the month. ... 16-01-2023 45°F to 52°F. 17-01-2023 45°F to 54°F. 18-01-2023 47°F to ...'}]\", name='tavily_search_results_json')]}\n",
"\n",
"---\n",
"\n",
"Output from node 'agent':\n",
"---\n",
"{'messages': [AIMessage(content=\"I'm sorry, but I couldn't find the current weather in San Francisco. However, you can check the historical weather data for January 2024 in San Francisco [here](https://weatherspark.com/h/m/557/2024/1/Historical-Weather-in-January-2024-in-San-Francisco-California-United-States).\")]}\n",
"{'messages': [AIMessage(content=\"I'm sorry, but I couldn't find the current weather in San Francisco. However, you can check the weather forecast for San Francisco on websites like Weather.com or AccuWeather.\")]}\n",
"\n",
"---\n",
"\n",
"Output from node '__end__':\n",
"---\n",
"{'messages': [HumanMessage(content='what is the weather in sf'), AIMessage(content='', additional_kwargs={'function_call': {'arguments': '{\\n \"query\": \"weather in San Francisco\"\\n}', 'name': 'tavily_search_results_json'}}), FunctionMessage(content=\"[{'url': 'https://weatherspark.com/h/m/557/2024/1/Historical-Weather-in-January-2024-in-San-Francisco-California-United-States', 'content': 'January 2024 Weather History in San Francisco California, United States Daily Precipitation in January 2024 in San Francisco Observed Weather in January 2024 in San Francisco San Francisco Temperature History January 2024 Hourly Temperature in January 2024 in San Francisco Hours of Daylight and Twilight in January 2024 in San FranciscoThis report shows the past weather for San Francisco, providing a weather history for January 2024. It features all historical weather data series we have available, including the San Francisco temperature history for January 2024. You can drill down from year to month and even day level reports by clicking on the graphs.'}]\", name='tavily_search_results_json'), AIMessage(content=\"I'm sorry, but I couldn't find the current weather in San Francisco. However, you can check the historical weather data for January 2024 in San Francisco [here](https://weatherspark.com/h/m/557/2024/1/Historical-Weather-in-January-2024-in-San-Francisco-California-United-States).\")]}\n",
"{'messages': [HumanMessage(content='what is the weather in sf'), AIMessage(content='', additional_kwargs={'function_call': {'arguments': '{\\n \"query\": \"weather in San Francisco\"\\n}', 'name': 'tavily_search_results_json'}}), FunctionMessage(content=\"[{'url': 'https://www.whereandwhen.net/when/north-america/california/san-francisco-ca/january/', 'content': 'Best time to go to San Francisco? Weather in San Francisco in january 2024 How was the weather last january? Here is the day by day recorded weather in San Francisco in january 2023: Seasonal average climate and temperature of San Francisco in january 8% 46% 29% 12% 8% Evolution of daily average temperature and precipitation in San Francisco in januaryWeather in San Francisco in january 2024. The weather in San Francisco in january comes from statistical datas on the past years. You can view the weather statistics the entire month, but also by using the tabs for the beginning, the middle and the end of the month. ... 16-01-2023 45°F to 52°F. 17-01-2023 45°F to 54°F. 18-01-2023 47°F to ...'}]\", name='tavily_search_results_json'), AIMessage(content=\"I'm sorry, but I couldn't find the current weather in San Francisco. However, you can check the weather forecast for San Francisco on websites like Weather.com or AccuWeather.\")]}\n",
"\n",
"---\n",
"\n"
examples/chat_agent_executor_with_function_calling/respond-in-format.ipynb
+12 -4
View File
@@ -5,7 +5,7 @@
"id": "51466c8d-8ce4-4b3d-be4e-18fdbeda5f53",
"metadata": {},
"source": [
"# Chat Executor\n",
"# Respond in a format\n",
"\n",
"In this example we will build a chat executor that responds in a specific format. We will do this by using OpenAI function calling. This is useful when you want to enforce that an agent's response is in a specific format. In this example, we will ask it respond as if a weatherman, so to return the temperature and then any other additional info.\n",
"\n",
@@ -393,19 +393,19 @@
"\n",
"Output from node 'action':\n",
"---\n",
"{'messages': [FunctionMessage(content=\"[{'url': 'https://weatherspark.com/h/m/557/2024/1/Historical-Weather-in-January-2024-in-San-Francisco-California-United-States', 'content': 'January 2024 Weather History in San Francisco California, United States Daily Precipitation in January 2024 in San Francisco Observed Weather in January 2024 in San Francisco San Francisco Temperature History January 2024 Hourly Temperature in January 2024 in San Francisco Hours of Daylight and Twilight in January 2024 in San FranciscoThis report shows the past weather for San Francisco, providing a weather history for January 2024. It features all historical weather data series we have available, including the San Francisco temperature history for January 2024. You can drill down from year to month and even day level reports by clicking on the graphs.'}]\", name='tavily_search_results_json')]}\n",
"{'messages': [FunctionMessage(content=\"[{'url': 'https://www.whereandwhen.net/when/north-america/california/san-francisco-ca/january/', 'content': 'Best time to go to San Francisco? Weather in San Francisco in january 2024 How was the weather last january? Here is the day by day recorded weather in San Francisco in january 2023: Seasonal average climate and temperature of San Francisco in january 8% 46% 29% 12% 8% Evolution of daily average temperature and precipitation in San Francisco in januaryWeather in San Francisco in january 2024. The weather in San Francisco in january comes from statistical datas on the past years. You can view the weather statistics the entire month, but also by using the tabs for the beginning, the middle and the end of the month. ... 16-01-2023 45°F to 52°F. 17-01-2023 45°F to 54°F. 18-01-2023 47°F to ...'}]\", name='tavily_search_results_json')]}\n",
"\n",
"---\n",
"\n",
"Output from node 'agent':\n",
"---\n",
"{'messages': [AIMessage(content='', additional_kwargs={'function_call': {'arguments': '{\\n \"temperature\": 60,\\n \"other_notes\": \"Partly cloudy\"\\n}', 'name': 'Response'}})]}\n",
"{'messages': [AIMessage(content='', additional_kwargs={'function_call': {'arguments': '{\\n \"temperature\": 45,\\n \"other_notes\": \"Partly cloudy\"\\n}', 'name': 'Response'}})]}\n",
"\n",
"---\n",
"\n",
"Output from node '__end__':\n",
"---\n",
"{'messages': [HumanMessage(content='what is the weather in sf'), AIMessage(content='', additional_kwargs={'function_call': {'arguments': '{\\n \"query\": \"weather in San Francisco\"\\n}', 'name': 'tavily_search_results_json'}}), FunctionMessage(content=\"[{'url': 'https://weatherspark.com/h/m/557/2024/1/Historical-Weather-in-January-2024-in-San-Francisco-California-United-States', 'content': 'January 2024 Weather History in San Francisco California, United States Daily Precipitation in January 2024 in San Francisco Observed Weather in January 2024 in San Francisco San Francisco Temperature History January 2024 Hourly Temperature in January 2024 in San Francisco Hours of Daylight and Twilight in January 2024 in San FranciscoThis report shows the past weather for San Francisco, providing a weather history for January 2024. It features all historical weather data series we have available, including the San Francisco temperature history for January 2024. You can drill down from year to month and even day level reports by clicking on the graphs.'}]\", name='tavily_search_results_json'), AIMessage(content='', additional_kwargs={'function_call': {'arguments': '{\\n \"temperature\": 60,\\n \"other_notes\": \"Partly cloudy\"\\n}', 'name': 'Response'}})]}\n",
"{'messages': [HumanMessage(content='what is the weather in sf'), AIMessage(content='', additional_kwargs={'function_call': {'arguments': '{\\n \"query\": \"weather in San Francisco\"\\n}', 'name': 'tavily_search_results_json'}}), FunctionMessage(content=\"[{'url': 'https://www.whereandwhen.net/when/north-america/california/san-francisco-ca/january/', 'content': 'Best time to go to San Francisco? Weather in San Francisco in january 2024 How was the weather last january? Here is the day by day recorded weather in San Francisco in january 2023: Seasonal average climate and temperature of San Francisco in january 8% 46% 29% 12% 8% Evolution of daily average temperature and precipitation in San Francisco in januaryWeather in San Francisco in january 2024. The weather in San Francisco in january comes from statistical datas on the past years. You can view the weather statistics the entire month, but also by using the tabs for the beginning, the middle and the end of the month. ... 16-01-2023 45°F to 52°F. 17-01-2023 45°F to 54°F. 18-01-2023 47°F to ...'}]\", name='tavily_search_results_json'), AIMessage(content='', additional_kwargs={'function_call': {'arguments': '{\\n \"temperature\": 45,\\n \"other_notes\": \"Partly cloudy\"\\n}', 'name': 'Response'}})]}\n",
"\n",
"---\n",
"\n"
@@ -424,6 +424,14 @@
" print(value)\n",
" print(\"\\n---\\n\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "eed4360d-2cdf-497b-b03f-8bc51062f780",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {