langchain-ai/langgraph-example
1
0
Fork 0
mirror of https://github.com/langchain-ai/langgraph-example.git synced 2026-07-23 01:55:30 -04:00
Code Issues 14 Packages Projects Releases Wiki Activity
Files
vb/add-js-example
langgraph-example/examples/python/notebooks/stream_messages.ipynb
T

1403 lines
58 KiB
Plaintext
Raw Permalink Blame History

{
"cells": [
{
"cell_type": "markdown",
"id": "51466c8d-8ce4-4b3d-be4e-18fdbeda5f53",
"metadata": {},
"source": [
"# How to stream messages from your graph\n",
"\n",
"There are multiple different streaming modes.\n",
"\n",
"- `values`: This streaming mode streams back values of the graph. This is the **full state of the graph** after each node is called.\n",
"- `updates`: This streaming mode streams back updates to the graph. This is the **update to the state of the graph** after each node is called.\n",
"- `messages`: This streaming mode streams back messages - both complete messages (at the end of a node) as well as **tokens** for any messages generated inside a node. This mode is primarily meant for powering chat applications.\n",
"\n",
"\n",
"This notebook covers `streaming_mode=\"messages\"`.\n",
"\n",
"In order to use this mode, the state of the graph you are interacting with MUST have a messages key that is a list of messages.\n",
"Eg, the state should look something like:\n",
"\n",
"```python\n",
"from typing import TypedDict, Annotated\n",
"from langgraph.graph import add_messages\n",
"from langchain_core.messages import AnyMessage\n",
"\n",
"class State(TypedDict):\n",
" messages: Annotated[list[AnyMessage], add_messages]\n",
"```\n",
"\n",
"OR it should be an instance or subclass of `from langgraph.graph import MessageState` (`MessageState` is just a helper type hint equivalent to the above).\n",
"\n",
"With `stream_mode=\"messages\"` two things will be streamed back:\n",
"\n",
"- It outputs messages produced by any chat model called inside (unless tagged in a special way)\n",
"- It outputs messages returned from nodes (to allow for nodes to return `ToolMessages` and the like"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "521d975b-e94b-4c37-bfa1-82d969e2a4dc",
"metadata": {},
"outputs": [],
"source": [
"from langgraph_sdk import get_client"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "27a1392b-86c3-464e-99a8-90ffc965f3ec",
"metadata": {},
"outputs": [],
"source": [
"client = get_client()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "714e9f92-86b4-4cd8-9d68-cfc45d56ed2c",
"metadata": {},
"outputs": [],
"source": [
"assistant = await client.assistants.create(graph_id=\"agent\", config={\"configurable\": {\"model_name\": \"openai\"}})"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "4947e9bc-111f-4991-8c41-1041da9bf0ba",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'assistant_id': 'e6de0bea-86b1-4902-a20b-1f60caf24ef9',\n",
" 'graph_id': 'agent',\n",
" 'config': {'configurable': {'model_name': 'openai'}},\n",
" 'created_at': '2024-05-18T19:58:45.145734+00:00',\n",
" 'updated_at': '2024-05-18T19:58:45.145734+00:00',\n",
" 'metadata': {}}"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"assistant"
]
},
{
"cell_type": "code",
"execution_count": 43,
"id": "56aa5159-5583-4134-9210-709b969bda6f",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'thread_id': 'd7d3507f-8242-4705-ae6a-2bf45aefe38c',\n",
" 'created_at': '2024-05-18T20:14:05.504749+00:00',\n",
" 'updated_at': '2024-05-18T20:14:05.504749+00:00',\n",
" 'metadata': {}}"
]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"thread = await client.threads.create()\n",
"thread"
]
},
{
"cell_type": "code",
"execution_count": 44,
"id": "147c3f98-f889-4f05-a090-6b31f2a0b291",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[]"
]
},
"execution_count": 44,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"runs = await client.runs.list(thread['thread_id'])\n",
"runs"
]
},
{
"cell_type": "code",
"execution_count": 46,
"id": "040795c6-5d9f-4729-9132-f3b0f94d9e94",
"metadata": {},
"outputs": [],
"source": [
"# Helper function for formatting messages\n",
"\n",
"def format_tool_calls(tool_calls):\n",
" if tool_calls:\n",
" formatted_calls = []\n",
" for call in tool_calls:\n",
" formatted_calls.append(f\"Tool Call ID: {call['id']}, Function: {call['name']}, Arguments: {call['args']}\")\n",
" return \"\\n\".join(formatted_calls)\n",
" return \"No tool calls\""
]
},
{
"cell_type": "code",
"execution_count": 45,
"id": "7da70e20-1a4e-4df2-b996-1927f474c835",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Metadata: Run ID - c64b3e27-c7a4-4851-9618-07641fa24296\n",
"--------------------------------------------------\n",
"Human: whats the weather in sf\n",
"--------------------------------------------------\n",
"Invalid Tool Calls:\n",
"Tool Call ID: call_8XskpDf4mjpQOuIL8F9IzQR8, Function: tavily_search_results_json, Arguments: \n",
"--------------------------------------------------\n",
"Tool Calls:\n",
"Tool Call ID: call_8XskpDf4mjpQOuIL8F9IzQR8, Function: tavily_search_results_json, Arguments: {}\n",
"--------------------------------------------------\n",
"Tool Calls:\n",
"Tool Call ID: call_8XskpDf4mjpQOuIL8F9IzQR8, Function: tavily_search_results_json, Arguments: {}\n",
"--------------------------------------------------\n",
"Tool Calls:\n",
"Tool Call ID: call_8XskpDf4mjpQOuIL8F9IzQR8, Function: tavily_search_results_json, Arguments: {'query': ''}\n",
"--------------------------------------------------\n",
"Tool Calls:\n",
"Tool Call ID: call_8XskpDf4mjpQOuIL8F9IzQR8, Function: tavily_search_results_json, Arguments: {'query': 'current'}\n",
"--------------------------------------------------\n",
"Tool Calls:\n",
"Tool Call ID: call_8XskpDf4mjpQOuIL8F9IzQR8, Function: tavily_search_results_json, Arguments: {'query': 'current weather'}\n",
"--------------------------------------------------\n",
"Tool Calls:\n",
"Tool Call ID: call_8XskpDf4mjpQOuIL8F9IzQR8, Function: tavily_search_results_json, Arguments: {'query': 'current weather in'}\n",
"--------------------------------------------------\n",
"Tool Calls:\n",
"Tool Call ID: call_8XskpDf4mjpQOuIL8F9IzQR8, Function: tavily_search_results_json, Arguments: {'query': 'current weather in San'}\n",
"--------------------------------------------------\n",
"Tool Calls:\n",
"Tool Call ID: call_8XskpDf4mjpQOuIL8F9IzQR8, Function: tavily_search_results_json, Arguments: {'query': 'current weather in San Francisco'}\n",
"--------------------------------------------------\n",
"Tool Calls:\n",
"Tool Call ID: call_8XskpDf4mjpQOuIL8F9IzQR8, Function: tavily_search_results_json, Arguments: {'query': 'current weather in San Francisco'}\n",
"--------------------------------------------------\n",
"Tool Calls:\n",
"Tool Call ID: call_8XskpDf4mjpQOuIL8F9IzQR8, Function: tavily_search_results_json, Arguments: {'query': 'current weather in San Francisco'}\n",
"Response Metadata: Finish Reason - tool_calls\n",
"--------------------------------------------------\n",
"AI: whats the weather in sf\n",
"Tool Calls:\n",
"Tool Call ID: call_8XskpDf4mjpQOuIL8F9IzQR8, Function: tavily_search_results_json, Arguments: {'query': 'current weather in San Francisco'}\n",
"Response Metadata: Finish Reason - tool_calls\n",
"--------------------------------------------------\n",
"AI: [{\"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': 1716063227, 'localtime': '2024-05-18 13:13'}, 'current': {'last_updated_epoch': 1716062400, 'last_updated': '2024-05-18 13:00', 'temp_c': 17.2, 'temp_f': 63.0, 'is_day': 1, 'condition': {'text': 'Partly cloudy', 'icon': '//cdn.weatherapi.com/weather/64x64/day/116.png', 'code': 1003}, 'wind_mph': 2.2, 'wind_kph': 3.6, 'wind_degree': 237, 'wind_dir': 'WSW', 'pressure_mb': 1015.0, 'pressure_in': 29.98, 'precip_mm': 0.0, 'precip_in': 0.0, 'humidity': 65, 'cloud': 50, 'feelslike_c': 17.2, 'feelslike_f': 63.0, 'vis_km': 16.0, 'vis_miles': 9.0, 'uv': 5.0, 'gust_mph': 13.8, 'gust_kph': 22.3}}\"}]\n",
"--------------------------------------------------\n",
"--------------------------------------------------\n",
"AI: The\n",
"--------------------------------------------------\n",
"AI: The current\n",
"--------------------------------------------------\n",
"AI: The current weather\n",
"--------------------------------------------------\n",
"AI: The current weather in\n",
"--------------------------------------------------\n",
"AI: The current weather in San\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"-\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:**\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** \n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"-\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:**\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Part\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"-\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:**\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** \n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 k\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph)\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the W\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"-\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:**\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** \n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"-\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:**\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:** \n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:** 16\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:** 16 km\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:** 16 km (\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:** 16 km (9\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:** 16 km (9 miles\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:** 16 km (9 miles)\n",
"\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:** 16 km (9 miles)\n",
"-\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:** 16 km (9 miles)\n",
"- **\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:** 16 km (9 miles)\n",
"- **Pressure\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:** 16 km (9 miles)\n",
"- **Pressure:**\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:** 16 km (9 miles)\n",
"- **Pressure:** \n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:** 16 km (9 miles)\n",
"- **Pressure:** 101\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:** 16 km (9 miles)\n",
"- **Pressure:** 1015\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:** 16 km (9 miles)\n",
"- **Pressure:** 1015.\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:** 16 km (9 miles)\n",
"- **Pressure:** 1015.0\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:** 16 km (9 miles)\n",
"- **Pressure:** 1015.0 mb\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:** 16 km (9 miles)\n",
"- **Pressure:** 1015.0 mb (\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:** 16 km (9 miles)\n",
"- **Pressure:** 1015.0 mb (29\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:** 16 km (9 miles)\n",
"- **Pressure:** 1015.0 mb (29.\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:** 16 km (9 miles)\n",
"- **Pressure:** 1015.0 mb (29.98\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:** 16 km (9 miles)\n",
"- **Pressure:** 1015.0 mb (29.98 in\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:** 16 km (9 miles)\n",
"- **Pressure:** 1015.0 mb (29.98 in)\n",
"\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:** 16 km (9 miles)\n",
"- **Pressure:** 1015.0 mb (29.98 in)\n",
"-\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:** 16 km (9 miles)\n",
"- **Pressure:** 1015.0 mb (29.98 in)\n",
"- **\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:** 16 km (9 miles)\n",
"- **Pressure:** 1015.0 mb (29.98 in)\n",
"- **UV\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:** 16 km (9 miles)\n",
"- **Pressure:** 1015.0 mb (29.98 in)\n",
"- **UV Index\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:** 16 km (9 miles)\n",
"- **Pressure:** 1015.0 mb (29.98 in)\n",
"- **UV Index:**\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:** 16 km (9 miles)\n",
"- **Pressure:** 1015.0 mb (29.98 in)\n",
"- **UV Index:** \n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:** 16 km (9 miles)\n",
"- **Pressure:** 1015.0 mb (29.98 in)\n",
"- **UV Index:** 5\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:** 16 km (9 miles)\n",
"- **Pressure:** 1015.0 mb (29.98 in)\n",
"- **UV Index:** 5\n",
"\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:** 16 km (9 miles)\n",
"- **Pressure:** 1015.0 mb (29.98 in)\n",
"- **UV Index:** 5\n",
"-\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:** 16 km (9 miles)\n",
"- **Pressure:** 1015.0 mb (29.98 in)\n",
"- **UV Index:** 5\n",
"- **\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:** 16 km (9 miles)\n",
"- **Pressure:** 1015.0 mb (29.98 in)\n",
"- **UV Index:** 5\n",
"- **G\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:** 16 km (9 miles)\n",
"- **Pressure:** 1015.0 mb (29.98 in)\n",
"- **UV Index:** 5\n",
"- **Gust\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:** 16 km (9 miles)\n",
"- **Pressure:** 1015.0 mb (29.98 in)\n",
"- **UV Index:** 5\n",
"- **Gusts\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:** 16 km (9 miles)\n",
"- **Pressure:** 1015.0 mb (29.98 in)\n",
"- **UV Index:** 5\n",
"- **Gusts:**\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:** 16 km (9 miles)\n",
"- **Pressure:** 1015.0 mb (29.98 in)\n",
"- **UV Index:** 5\n",
"- **Gusts:** Up\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:** 16 km (9 miles)\n",
"- **Pressure:** 1015.0 mb (29.98 in)\n",
"- **UV Index:** 5\n",
"- **Gusts:** Up to\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:** 16 km (9 miles)\n",
"- **Pressure:** 1015.0 mb (29.98 in)\n",
"- **UV Index:** 5\n",
"- **Gusts:** Up to \n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:** 16 km (9 miles)\n",
"- **Pressure:** 1015.0 mb (29.98 in)\n",
"- **UV Index:** 5\n",
"- **Gusts:** Up to 13\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:** 16 km (9 miles)\n",
"- **Pressure:** 1015.0 mb (29.98 in)\n",
"- **UV Index:** 5\n",
"- **Gusts:** Up to 13.\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:** 16 km (9 miles)\n",
"- **Pressure:** 1015.0 mb (29.98 in)\n",
"- **UV Index:** 5\n",
"- **Gusts:** Up to 13.8\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:** 16 km (9 miles)\n",
"- **Pressure:** 1015.0 mb (29.98 in)\n",
"- **UV Index:** 5\n",
"- **Gusts:** Up to 13.8 mph\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:** 16 km (9 miles)\n",
"- **Pressure:** 1015.0 mb (29.98 in)\n",
"- **UV Index:** 5\n",
"- **Gusts:** Up to 13.8 mph (\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:** 16 km (9 miles)\n",
"- **Pressure:** 1015.0 mb (29.98 in)\n",
"- **UV Index:** 5\n",
"- **Gusts:** Up to 13.8 mph (22\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:** 16 km (9 miles)\n",
"- **Pressure:** 1015.0 mb (29.98 in)\n",
"- **UV Index:** 5\n",
"- **Gusts:** Up to 13.8 mph (22.\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:** 16 km (9 miles)\n",
"- **Pressure:** 1015.0 mb (29.98 in)\n",
"- **UV Index:** 5\n",
"- **Gusts:** Up to 13.8 mph (22.3\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:** 16 km (9 miles)\n",
"- **Pressure:** 1015.0 mb (29.98 in)\n",
"- **UV Index:** 5\n",
"- **Gusts:** Up to 13.8 mph (22.3 k\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:** 16 km (9 miles)\n",
"- **Pressure:** 1015.0 mb (29.98 in)\n",
"- **UV Index:** 5\n",
"- **Gusts:** Up to 13.8 mph (22.3 kph\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:** 16 km (9 miles)\n",
"- **Pressure:** 1015.0 mb (29.98 in)\n",
"- **UV Index:** 5\n",
"- **Gusts:** Up to 13.8 mph (22.3 kph)\n",
"\n",
"\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:** 16 km (9 miles)\n",
"- **Pressure:** 1015.0 mb (29.98 in)\n",
"- **UV Index:** 5\n",
"- **Gusts:** Up to 13.8 mph (22.3 kph)\n",
"\n",
"![\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:** 16 km (9 miles)\n",
"- **Pressure:** 1015.0 mb (29.98 in)\n",
"- **UV Index:** 5\n",
"- **Gusts:** Up to 13.8 mph (22.3 kph)\n",
"\n",
"![Part\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:** 16 km (9 miles)\n",
"- **Pressure:** 1015.0 mb (29.98 in)\n",
"- **UV Index:** 5\n",
"- **Gusts:** Up to 13.8 mph (22.3 kph)\n",
"\n",
"![Partly\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:** 16 km (9 miles)\n",
"- **Pressure:** 1015.0 mb (29.98 in)\n",
"- **UV Index:** 5\n",
"- **Gusts:** Up to 13.8 mph (22.3 kph)\n",
"\n",
"![Partly cloudy\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:** 16 km (9 miles)\n",
"- **Pressure:** 1015.0 mb (29.98 in)\n",
"- **UV Index:** 5\n",
"- **Gusts:** Up to 13.8 mph (22.3 kph)\n",
"\n",
"![Partly cloudy](\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:** 16 km (9 miles)\n",
"- **Pressure:** 1015.0 mb (29.98 in)\n",
"- **UV Index:** 5\n",
"- **Gusts:** Up to 13.8 mph (22.3 kph)\n",
"\n",
"![Partly cloudy](//\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:** 16 km (9 miles)\n",
"- **Pressure:** 1015.0 mb (29.98 in)\n",
"- **UV Index:** 5\n",
"- **Gusts:** Up to 13.8 mph (22.3 kph)\n",
"\n",
"![Partly cloudy](//cdn\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:** 16 km (9 miles)\n",
"- **Pressure:** 1015.0 mb (29.98 in)\n",
"- **UV Index:** 5\n",
"- **Gusts:** Up to 13.8 mph (22.3 kph)\n",
"\n",
"![Partly cloudy](//cdn.weather\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:** 16 km (9 miles)\n",
"- **Pressure:** 1015.0 mb (29.98 in)\n",
"- **UV Index:** 5\n",
"- **Gusts:** Up to 13.8 mph (22.3 kph)\n",
"\n",
"![Partly cloudy](//cdn.weatherapi\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:** 16 km (9 miles)\n",
"- **Pressure:** 1015.0 mb (29.98 in)\n",
"- **UV Index:** 5\n",
"- **Gusts:** Up to 13.8 mph (22.3 kph)\n",
"\n",
"![Partly cloudy](//cdn.weatherapi.com\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:** 16 km (9 miles)\n",
"- **Pressure:** 1015.0 mb (29.98 in)\n",
"- **UV Index:** 5\n",
"- **Gusts:** Up to 13.8 mph (22.3 kph)\n",
"\n",
"![Partly cloudy](//cdn.weatherapi.com/weather\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:** 16 km (9 miles)\n",
"- **Pressure:** 1015.0 mb (29.98 in)\n",
"- **UV Index:** 5\n",
"- **Gusts:** Up to 13.8 mph (22.3 kph)\n",
"\n",
"![Partly cloudy](//cdn.weatherapi.com/weather/\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:** 16 km (9 miles)\n",
"- **Pressure:** 1015.0 mb (29.98 in)\n",
"- **UV Index:** 5\n",
"- **Gusts:** Up to 13.8 mph (22.3 kph)\n",
"\n",
"![Partly cloudy](//cdn.weatherapi.com/weather/64\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:** 16 km (9 miles)\n",
"- **Pressure:** 1015.0 mb (29.98 in)\n",
"- **UV Index:** 5\n",
"- **Gusts:** Up to 13.8 mph (22.3 kph)\n",
"\n",
"![Partly cloudy](//cdn.weatherapi.com/weather/64x\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:** 16 km (9 miles)\n",
"- **Pressure:** 1015.0 mb (29.98 in)\n",
"- **UV Index:** 5\n",
"- **Gusts:** Up to 13.8 mph (22.3 kph)\n",
"\n",
"![Partly cloudy](//cdn.weatherapi.com/weather/64x64\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:** 16 km (9 miles)\n",
"- **Pressure:** 1015.0 mb (29.98 in)\n",
"- **UV Index:** 5\n",
"- **Gusts:** Up to 13.8 mph (22.3 kph)\n",
"\n",
"![Partly cloudy](//cdn.weatherapi.com/weather/64x64/day\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:** 16 km (9 miles)\n",
"- **Pressure:** 1015.0 mb (29.98 in)\n",
"- **UV Index:** 5\n",
"- **Gusts:** Up to 13.8 mph (22.3 kph)\n",
"\n",
"![Partly cloudy](//cdn.weatherapi.com/weather/64x64/day/\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:** 16 km (9 miles)\n",
"- **Pressure:** 1015.0 mb (29.98 in)\n",
"- **UV Index:** 5\n",
"- **Gusts:** Up to 13.8 mph (22.3 kph)\n",
"\n",
"![Partly cloudy](//cdn.weatherapi.com/weather/64x64/day/116\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:** 16 km (9 miles)\n",
"- **Pressure:** 1015.0 mb (29.98 in)\n",
"- **UV Index:** 5\n",
"- **Gusts:** Up to 13.8 mph (22.3 kph)\n",
"\n",
"![Partly cloudy](//cdn.weatherapi.com/weather/64x64/day/116.png\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:** 16 km (9 miles)\n",
"- **Pressure:** 1015.0 mb (29.98 in)\n",
"- **UV Index:** 5\n",
"- **Gusts:** Up to 13.8 mph (22.3 kph)\n",
"\n",
"![Partly cloudy](//cdn.weatherapi.com/weather/64x64/day/116.png)\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:** 16 km (9 miles)\n",
"- **Pressure:** 1015.0 mb (29.98 in)\n",
"- **UV Index:** 5\n",
"- **Gusts:** Up to 13.8 mph (22.3 kph)\n",
"\n",
"![Partly cloudy](//cdn.weatherapi.com/weather/64x64/day/116.png)\n",
"Response Metadata: Finish Reason - stop\n",
"--------------------------------------------------\n",
"AI: The current weather in San Francisco is as follows:\n",
"\n",
"- **Temperature:** 17.2°C (63.0°F)\n",
"- **Condition:** Partly cloudy\n",
"- **Wind:** 2.2 mph (3.6 kph) from the WSW\n",
"- **Humidity:** 65%\n",
"- **Visibility:** 16 km (9 miles)\n",
"- **Pressure:** 1015.0 mb (29.98 in)\n",
"- **UV Index:** 5\n",
"- **Gusts:** Up to 13.8 mph (22.3 kph)\n",
"\n",
"![Partly cloudy](//cdn.weatherapi.com/weather/64x64/day/116.png)\n",
"Response Metadata: Finish Reason - stop\n",
"--------------------------------------------------\n",
"--------------------------------------------------\n"
]
}
],
"source": [
"input = {\"messages\": [{\"role\": \"user\", \"content\": \"whats the weather in sf\"}]}\n",
"\n",
"async for event in client.runs.stream(thread['thread_id'], assistant['assistant_id'], input=input, stream_mode='messages'):\n",
" if event.event == 'metadata':\n",
" print(f\"Metadata: Run ID - {event.data['run_id']}\")\n",
" elif event.event == 'data':\n",
" for data_item in event.data:\n",
" if 'role' in data_item and data_item['role'] == 'user':\n",
" print(f\"Human: {data_item['content']}\")\n",
" else:\n",
" tool_calls = data_item.get('tool_calls', [])\n",
" invalid_tool_calls = data_item.get('invalid_tool_calls', [])\n",
" content = data_item.get('content', \"\")\n",
" response_metadata = data_item.get('response_metadata', {})\n",
"\n",
" if content:\n",
" print(f\"AI: {content}\")\n",
" \n",
" if tool_calls:\n",
" print(\"Tool Calls:\")\n",
" print(format_tool_calls(tool_calls))\n",
" \n",
" if invalid_tool_calls:\n",
" print(\"Invalid Tool Calls:\")\n",
" print(format_tool_calls(invalid_tool_calls))\n",
"\n",
" if response_metadata:\n",
" finish_reason = response_metadata.get('finish_reason', 'N/A')\n",
" print(f\"Response Metadata: Finish Reason - {finish_reason}\")\n",
" print(\"-\" * 50)\n",
" "
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11.1"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
Reference in New Issue View Git Blame Copy Permalink