Add outputs to notebook

examples/langgraph.ipynb

@@ -81,10 +81,25 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 2,
    "id": "c46bd262-9605-4449-9391-f6b6e0fe440e",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'input': 'what is the weather in sf',\n",
+       " 'intermediate_steps': [(AgentActionMessageLog(tool='tavily_search_results_json', tool_input={'query': 'weather in San Francisco'}, log=\"\\nInvoking: `tavily_search_results_json` with `{'query': 'weather in San Francisco'}`\\n\\n\\n\", message_log=[AIMessage(content='', additional_kwargs={'function_call': {'name': 'tavily_search_results_json', 'arguments': '{\"query\":\"weather in San Francisco\"}'}})]),\n",
+       "   [{'url': 'https://www.weather25.com/north-america/usa/california/san-francisco',\n",
+       "     'content': 'will give you an idea of weather trends in San Francisco. For example, the weather in San Francisco in January 2024.  San Francisco 14 day weather The weather today in San Francisco San Francisco weather report  The weather in San Francisco, United States San Francisco weather by months San Francisco weather  the weather in San Francisco including humidity, wind, chance of rain and more on the San Francisco current weather01 January 02 February 03 March 04 April 05 May 06 June 07 July 08 August 09 September 10 October 11 November 12 December. ... For example, the weather in San Francisco in January 2024. These trends can be helpful when planning trips to San Francisco or preparing for the weather in advance. There are many factors to consider when looking at the ...'}])],\n",
+       " 'agent_outcome': AgentFinish(return_values={'output': 'For the current weather in San Francisco, you can visit the following website: [San Francisco Weather](https://www.weather25.com/north-america/usa/california/san-francisco). This will provide you with the latest weather updates including humidity, wind, chance of rain, and more.'}, log='For the current weather in San Francisco, you can visit the following website: [San Francisco Weather](https://www.weather25.com/north-america/usa/california/san-francisco). This will provide you with the latest weather updates including humidity, wind, chance of rain, and more.')}"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "chain.invoke({\"input\": \"what is the weather in sf\", \"intermediate_steps\": []})"
    ]
@@ -99,7 +114,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 3,
    "id": "f6f96e81-4a20-4599-a625-8d18df6fa76d",
    "metadata": {},
    "outputs": [],
@@ -233,7 +248,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 4,
    "id": "7708fa95-547b-4bea-b126-3656de7d5873",
    "metadata": {},
    "outputs": [],
@@ -299,10 +314,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 5,
    "id": "d6cdd1cd-e480-4dd7-99b4-9018eb243b4d",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "AgentFinish(return_values={'output': \"The current weather in San Francisco can be accessed through various weather reporting services, which provide real-time temperature, humidity, wind, and chances of precipitation [1]. Historically, San Francisco experiences a mild, Mediterranean climate with average temperatures ranging from the low 50s to the mid-60s Fahrenheit. The city's unique topography creates microclimates, leading to significant weather variations across different neighborhoods. San Francisco's summers are notably cooler compared to other Californian cities, largely due to the cold California Current and persistent fog, especially in June and July. Winters are mild and the wettest months span from November to March, with an annual rainfall average of approximately 23 inches. Wind is a prominent feature, with spring being particularly windy. For historical weather extremes and average wind speeds, additional specific data can be sought from climatological records.\\n\\nReferences:\\n[1] https://www.weather25.com/north-america/usa/california/san-francisco\", 'initial_answer': \"The weather in San Francisco (SF) is characterized by a mild, Mediterranean-like climate with wet winters and dry summers. The city's unique topography and coastal location result in microclimates, where weather conditions can vary significantly from one neighborhood to another. Average temperatures typically range from the low 50s to the mid-60s Fahrenheit throughout the year. Summers in San Francisco are often cooler than in other parts of California due to the cold California Current offshore and the presence of fog, particularly in June and July. The fog usually burns off by the afternoon, leading to clearer skies and slightly warmer temperatures. Winters are mild and moist, with the majority of the city's rainfall occurring between November and March. Rainfall averages around 23 inches annually. Wind is also a notable feature of San Francisco's weather, with spring being the windiest season. Despite the general patterns, it's always advisable to dress in layers due to the potential for rapid weather changes.\"}, log='Reached max steps.')"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "workflow = Graph()\n",
     "\n",