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use output parsers in agents (#2987)

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Harrison Chase
2023-04-16 13:15:21 -07:00
committed by GitHub
parent 8b9e02da9d
commit e12e00df12
29 changed files with 509 additions and 495 deletions
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50
docs/modules/agents/agents/custom_mrkl_agent.ipynb
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@@ -42,7 +42,7 @@
},
{
"cell_type": "code",
"execution_count": 23,
"execution_count": 1,
"id": "9af9734e",
"metadata": {},
"outputs": [],
@@ -53,7 +53,7 @@
},
{
"cell_type": "code",
"execution_count": 24,
"execution_count": 2,
"id": "becda2a1",
"metadata": {},
"outputs": [],
@@ -70,7 +70,7 @@
},
{
"cell_type": "code",
"execution_count": 25,
"execution_count": 3,
"id": "339b1bb8",
"metadata": {},
"outputs": [],
@@ -99,7 +99,7 @@
},
{
"cell_type": "code",
"execution_count": 26,
"execution_count": 4,
"id": "e21d2098",
"metadata": {},
"outputs": [
@@ -145,7 +145,7 @@
},
{
"cell_type": "code",
"execution_count": 27,
"execution_count": 5,
"id": "9b1cc2a2",
"metadata": {},
"outputs": [],
@@ -155,7 +155,7 @@
},
{
"cell_type": "code",
"execution_count": 28,
"execution_count": 6,
"id": "e4f5092f",
"metadata": {},
"outputs": [],
@@ -166,7 +166,7 @@
},
{
"cell_type": "code",
"execution_count": 29,
"execution_count": 7,
"id": "490604e9",
"metadata": {},
"outputs": [],
@@ -176,7 +176,7 @@
},
{
"cell_type": "code",
"execution_count": 31,
"execution_count": 8,
"id": "653b1617",
"metadata": {},
"outputs": [
@@ -190,9 +190,9 @@
"\u001b[32;1m\u001b[1;3mThought: I need to find out the population of Canada\n",
"Action: Search\n",
"Action Input: Population of Canada 2023\u001b[0m\n",
"Observation: \u001b[36;1m\u001b[1;3mThe current population of Canada is 38,610,447 as of Saturday, February 18, 2023, based on Worldometer elaboration of the latest United Nations data. Canada 2020 population is estimated at 37,742,154 people at mid year according to UN data.\u001b[0m\n",
"Observation: \u001b[36;1m\u001b[1;3mThe current population of Canada is 38,661,927 as of Sunday, April 16, 2023, based on Worldometer elaboration of the latest United Nations data.\u001b[0m\n",
"Thought:\u001b[32;1m\u001b[1;3m I now know the final answer\n",
"Final Answer: Arrr, Canada be havin' 38,610,447 scallywags livin' there as of 2023!\u001b[0m\n",
"Final Answer: Arrr, Canada be havin' 38,661,927 people livin' there as of 2023!\u001b[0m\n",
"\n",
"\u001b[1m> Finished chain.\u001b[0m\n"
]
@@ -200,10 +200,10 @@
{
"data": {
"text/plain": [
"\"Arrr, Canada be havin' 38,610,447 scallywags livin' there as of 2023!\""
"\"Arrr, Canada be havin' 38,661,927 people livin' there as of 2023!\""
]
},
"execution_count": 31,
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
@@ -223,7 +223,7 @@
},
{
"cell_type": "code",
"execution_count": 32,
"execution_count": 9,
"id": "43dbfa2f",
"metadata": {},
"outputs": [],
@@ -244,7 +244,7 @@
},
{
"cell_type": "code",
"execution_count": 33,
"execution_count": 10,
"id": "0f087313",
"metadata": {},
"outputs": [],
@@ -254,7 +254,7 @@
},
{
"cell_type": "code",
"execution_count": 34,
"execution_count": 11,
"id": "92c75a10",
"metadata": {},
"outputs": [],
@@ -264,7 +264,7 @@
},
{
"cell_type": "code",
"execution_count": 35,
"execution_count": 12,
"id": "ac5b83bf",
"metadata": {},
"outputs": [],
@@ -274,7 +274,7 @@
},
{
"cell_type": "code",
"execution_count": 36,
"execution_count": 13,
"id": "c960e4ff",
"metadata": {},
"outputs": [
@@ -285,12 +285,16 @@
"\n",
"\n",
"\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n",
"\u001b[32;1m\u001b[1;3mThought: I need to find out the population of Canada in 2023.\n",
"\u001b[32;1m\u001b[1;3mThought: I should look for recent population estimates.\n",
"Action: Search\n",
"Action Input: Population of Canada in 2023\u001b[0m\n",
"Observation: \u001b[36;1m\u001b[1;3mThe current population of Canada is 38,610,447 as of Saturday, February 18, 2023, based on Worldometer elaboration of the latest United Nations data. Canada 2020 population is estimated at 37,742,154 people at mid year according to UN data.\u001b[0m\n",
"Action Input: Canada population 2023\u001b[0m\n",
"Observation: \u001b[36;1m\u001b[1;3m39,566,248\u001b[0m\n",
"Thought:\u001b[32;1m\u001b[1;3m I should double check this number.\n",
"Action: Search\n",
"Action Input: Canada population estimates 2023\u001b[0m\n",
"Observation: \u001b[36;1m\u001b[1;3mCanada's population was estimated at 39,566,248 on January 1, 2023, after a record population growth of 1,050,110 people from January 1, 2022, to January 1, 2023.\u001b[0m\n",
"Thought:\u001b[32;1m\u001b[1;3m I now know the final answer.\n",
"Final Answer: La popolazione del Canada nel 2023 è stimata in 38.610.447 persone.\u001b[0m\n",
"Final Answer: La popolazione del Canada è stata stimata a 39.566.248 il 1° gennaio 2023, dopo un record di crescita demografica di 1.050.110 persone dal 1° gennaio 2022 al 1° gennaio 2023.\u001b[0m\n",
"\n",
"\u001b[1m> Finished chain.\u001b[0m\n"
]
@@ -298,10 +302,10 @@
{
"data": {
"text/plain": [
"'La popolazione del Canada nel 2023 è stimata in 38.610.447 persone.'"
"'La popolazione del Canada è stata stimata a 39.566.248 il 1° gennaio 2023, dopo un record di crescita demografica di 1.050.110 persone dal 1° gennaio 2022 al 1° gennaio 2023.'"
]
},
"execution_count": 36,
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}

106
docs/modules/agents/agents/examples/chat_conversation_agent.ipynb
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@@ -28,7 +28,15 @@
"execution_count": 2,
"id": "f65308ab",
"metadata": {},
"outputs": [],
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"WARNING:root:Failed to default session, using empty session: HTTPConnectionPool(host='localhost', port=8000): Max retries exceeded with url: /sessions (Caused by NewConnectionError('<urllib3.connection.HTTPConnection object at 0x10a1767c0>: Failed to establish a new connection: [Errno 61] Connection refused'))\n"
]
}
],
"source": [
"from langchain.agents import Tool\n",
"from langchain.memory import ConversationBufferMemory\n",
@@ -88,7 +96,20 @@
"text": [
"\n",
"\n",
"\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n",
"\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"WARNING:root:Failed to persist run: HTTPConnectionPool(host='localhost', port=8000): Max retries exceeded with url: /chain-runs (Caused by NewConnectionError('<urllib3.connection.HTTPConnection object at 0x13fab40d0>: Failed to establish a new connection: [Errno 61] Connection refused'))\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[32;1m\u001b[1;3m{\n",
" \"action\": \"Final Answer\",\n",
" \"action_input\": \"Hello Bob! How can I assist you today?\"\n",
@@ -124,7 +145,20 @@
"text": [
"\n",
"\n",
"\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n",
"\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"WARNING:root:Failed to persist run: HTTPConnectionPool(host='localhost', port=8000): Max retries exceeded with url: /chain-runs (Caused by NewConnectionError('<urllib3.connection.HTTPConnection object at 0x13fab44f0>: Failed to establish a new connection: [Errno 61] Connection refused'))\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[32;1m\u001b[1;3m{\n",
" \"action\": \"Final Answer\",\n",
" \"action_input\": \"Your name is Bob.\"\n",
@@ -167,10 +201,24 @@
" \"action\": \"Current Search\",\n",
" \"action_input\": \"Thai food dinner recipes\"\n",
"}\u001b[0m\n",
"Observation: \u001b[36;1m\u001b[1;3m59 easy Thai recipes for any night of the week · Marion Grasby's Thai spicy chilli and basil fried rice · Thai curry noodle soup · Marion Grasby's ...\u001b[0m\n",
"Thought:\u001b[32;1m\u001b[1;3m{\n",
"Observation: \u001b[36;1m\u001b[1;3m59 easy Thai recipes for any night of the week · Marion Grasby's Thai spicy chilli and basil fried rice · Thai curry noodle soup · Marion Grasby's Thai Spicy ...\u001b[0m\n",
"Thought:"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"WARNING:root:Failed to persist run: HTTPConnectionPool(host='localhost', port=8000): Max retries exceeded with url: /chain-runs (Caused by NewConnectionError('<urllib3.connection.HTTPConnection object at 0x13fae8be0>: Failed to establish a new connection: [Errno 61] Connection refused'))\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[32;1m\u001b[1;3m{\n",
" \"action\": \"Final Answer\",\n",
" \"action_input\": \"Here are some Thai food dinner recipes you can make this week: Thai spicy chilli and basil fried rice, Thai curry noodle soup, and many more. You can find 59 easy Thai recipes for any night of the week on Marion Grasby's website.\"\n",
" \"action_input\": \"Here are some Thai food dinner recipes you can make this week: Thai spicy chilli and basil fried rice, Thai curry noodle soup, and Thai Spicy ... (59 recipes in total).\"\n",
"}\u001b[0m\n",
"\n",
"\u001b[1m> Finished chain.\u001b[0m\n"
@@ -179,7 +227,7 @@
{
"data": {
"text/plain": [
"\"Here are some Thai food dinner recipes you can make this week: Thai spicy chilli and basil fried rice, Thai curry noodle soup, and many more. You can find 59 easy Thai recipes for any night of the week on Marion Grasby's website.\""
"'Here are some Thai food dinner recipes you can make this week: Thai spicy chilli and basil fried rice, Thai curry noodle soup, and Thai Spicy ... (59 recipes in total).'"
]
},
"execution_count": 8,
@@ -210,11 +258,25 @@
" \"action_input\": \"who won the world cup in 1978\"\n",
"}\n",
"```\u001b[0m\n",
"Observation: \u001b[36;1m\u001b[1;3mThe Argentina national football team represents Argentina in men's international football and is administered by the Argentine Football Association, the governing body for football in Argentina. Nicknamed La Albiceleste, they are the reigning world champions, having won the most recent World Cup in 2022.\u001b[0m\n",
"Thought:\u001b[32;1m\u001b[1;3m```json\n",
"Observation: \u001b[36;1m\u001b[1;3mArgentina national football team\u001b[0m\n",
"Thought:"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"WARNING:root:Failed to persist run: HTTPConnectionPool(host='localhost', port=8000): Max retries exceeded with url: /chain-runs (Caused by NewConnectionError('<urllib3.connection.HTTPConnection object at 0x13fae86d0>: Failed to establish a new connection: [Errno 61] Connection refused'))\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[32;1m\u001b[1;3m```json\n",
"{\n",
" \"action\": \"Final Answer\",\n",
" \"action_input\": \"The last letter in your name is 'b'. The Argentina national football team won the World Cup in 1978.\"\n",
" \"action_input\": \"The last letter in your name is 'b', and the winner of the 1978 World Cup was the Argentina national football team.\"\n",
"}\n",
"```\u001b[0m\n",
"\n",
@@ -224,7 +286,7 @@
{
"data": {
"text/plain": [
"\"The last letter in your name is 'b'. The Argentina national football team won the World Cup in 1978.\""
"\"The last letter in your name is 'b', and the winner of the 1978 World Cup was the Argentina national football team.\""
]
},
"execution_count": 9,
@@ -253,10 +315,24 @@
" \"action\": \"Current Search\",\n",
" \"action_input\": \"weather in pomfret\"\n",
"}\u001b[0m\n",
"Observation: \u001b[36;1m\u001b[1;3mMostly cloudy with gusty winds developing during the afternoon. A few flurries or snow showers possible. High near 40F. Winds NNW at 20 to 30 mph.\u001b[0m\n",
"Thought:\u001b[32;1m\u001b[1;3m{\n",
"Observation: \u001b[36;1m\u001b[1;3m10 Day Weather-Pomfret, CT ; Sun 16. 64° · 50°. 24% · NE 7 mph ; Mon 17. 58° · 45°. 70% · ESE 8 mph ; Tue 18. 57° · 37°. 8% · WSW 15 mph.\u001b[0m\n",
"Thought:"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"WARNING:root:Failed to persist run: HTTPConnectionPool(host='localhost', port=8000): Max retries exceeded with url: /chain-runs (Caused by NewConnectionError('<urllib3.connection.HTTPConnection object at 0x13fa9d7f0>: Failed to establish a new connection: [Errno 61] Connection refused'))\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[32;1m\u001b[1;3m{\n",
" \"action\": \"Final Answer\",\n",
" \"action_input\": \"The weather in Pomfret is mostly cloudy with gusty winds developing during the afternoon. A few flurries or snow showers are possible. High near 40F. Winds NNW at 20 to 30 mph.\"\n",
" \"action_input\": \"The weather in Pomfret, CT for the next 10 days is as follows: Sun 16. 64° · 50°. 24% · NE 7 mph ; Mon 17. 58° · 45°. 70% · ESE 8 mph ; Tue 18. 57° · 37°. 8% · WSW 15 mph.\"\n",
"}\u001b[0m\n",
"\n",
"\u001b[1m> Finished chain.\u001b[0m\n"
@@ -265,7 +341,7 @@
{
"data": {
"text/plain": [
"'The weather in Pomfret is mostly cloudy with gusty winds developing during the afternoon. A few flurries or snow showers are possible. High near 40F. Winds NNW at 20 to 30 mph.'"
"'The weather in Pomfret, CT for the next 10 days is as follows: Sun 16. 64° · 50°. 24% · NE 7 mph ; Mon 17. 58° · 45°. 70% · ESE 8 mph ; Tue 18. 57° · 37°. 8% · WSW 15 mph.'"
]
},
"execution_count": 10,

26
docs/modules/agents/agents/examples/conversational_agent.ipynb
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@@ -23,7 +23,7 @@
"from langchain.agents import AgentType\n",
"from langchain.memory import ConversationBufferMemory\n",
"from langchain import OpenAI\n",
"from langchain.utilities import GoogleSearchAPIWrapper\n",
"from langchain.utilities import SerpAPIWrapper\n",
"from langchain.agents import initialize_agent"
]
},
@@ -34,7 +34,7 @@
"metadata": {},
"outputs": [],
"source": [
"search = GoogleSearchAPIWrapper()\n",
"search = SerpAPIWrapper()\n",
"tools = [\n",
" Tool(\n",
" name = \"Current Search\",\n",
@@ -149,8 +149,12 @@
"\n",
"\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n",
"\u001b[32;1m\u001b[1;3m\n",
"Thought: Do I need to use a tool? No\n",
"AI: If you like Thai food, some great dinner options this week could include Thai green curry, Pad Thai, or a Thai-style stir-fry. You could also try making a Thai-style soup or salad. Enjoy!\u001b[0m\n",
"Thought: Do I need to use a tool? Yes\n",
"Action: Current Search\n",
"Action Input: Thai food dinner recipes\u001b[0m\n",
"Observation: \u001b[36;1m\u001b[1;3m59 easy Thai recipes for any night of the week · Marion Grasby's Thai spicy chilli and basil fried rice · Thai curry noodle soup · Marion Grasby's Thai Spicy ...\u001b[0m\n",
"Thought:\u001b[32;1m\u001b[1;3m Do I need to use a tool? No\n",
"AI: Here are some great Thai dinner recipes you can try this week: Marion Grasby's Thai Spicy Chilli and Basil Fried Rice, Thai Curry Noodle Soup, Thai Green Curry with Coconut Rice, Thai Red Curry with Vegetables, and Thai Coconut Soup. I hope you enjoy them!\u001b[0m\n",
"\n",
"\u001b[1m> Finished chain.\u001b[0m\n"
]
@@ -158,7 +162,7 @@
{
"data": {
"text/plain": [
"'If you like Thai food, some great dinner options this week could include Thai green curry, Pad Thai, or a Thai-style stir-fry. You could also try making a Thai-style soup or salad. Enjoy!'"
"\"Here are some great Thai dinner recipes you can try this week: Marion Grasby's Thai Spicy Chilli and Basil Fried Rice, Thai Curry Noodle Soup, Thai Green Curry with Coconut Rice, Thai Red Curry with Vegetables, and Thai Coconut Soup. I hope you enjoy them!\""
]
},
"execution_count": 7,
@@ -187,9 +191,9 @@
"Thought: Do I need to use a tool? Yes\n",
"Action: Current Search\n",
"Action Input: Who won the World Cup in 1978\u001b[0m\n",
"Observation: \u001b[36;1m\u001b[1;3mThe Cup was won by the host nation, Argentina, who defeated the Netherlands 3–1 in the final, after extra time. The final was held at River Plate's home stadium ... Amid Argentina's celebrations, there was sympathy for the Netherlands, runners-up for the second tournament running, following a 3-1 final defeat at the Estadio ... The match was won by the Argentine squad in extra time by a score of 3–1. Mario Kempes, who finished as the tournament's top scorer, was named the man of the ... May 21, 2022 ... Argentina won the World Cup for the first time in their history, beating Netherlands 3-1 in the final. This edition of the World Cup was full of ... The adidas Golden Ball is presented to the best player at each FIFA World Cup finals. Those who finish as runners-up in the vote receive the adidas Silver ... Holders West Germany failed to beat Holland and Italy and were eliminated when Berti Vogts' own goal gave Austria a 3-2 victory. Holland thrashed the Austrians ... Jun 14, 2018 ... On a clear afternoon on 1 June 1978 at the revamped El Monumental stadium in Buenos Aires' Belgrano barrio, several hundred children in white ... Dec 15, 2022 ... The tournament couldn't have gone better for the ruling junta. Argentina went on to win the championship, defeating the Netherlands, 3-1, in the ... Nov 9, 2022 ... Host: Argentina Teams: 16. Format: Group stage, second round, third-place playoff, final. Matches: 38. Goals: 102. Winner: Argentina Feb 19, 2009 ... Argentina sealed their first World Cup win on home soil when they defeated the Netherlands in an exciting final that went to extra-time. For the ...\u001b[0m\n",
"Observation: \u001b[36;1m\u001b[1;3mArgentina national football team\u001b[0m\n",
"Thought:\u001b[32;1m\u001b[1;3m Do I need to use a tool? No\n",
"AI: The last letter in your name is 'b'. Argentina won the World Cup in 1978.\u001b[0m\n",
"AI: The last letter in your name is \"b\" and the winner of the 1978 World Cup was the Argentina national football team.\u001b[0m\n",
"\n",
"\u001b[1m> Finished chain.\u001b[0m\n"
]
@@ -197,7 +201,7 @@
{
"data": {
"text/plain": [
"\"The last letter in your name is 'b'. Argentina won the World Cup in 1978.\""
"'The last letter in your name is \"b\" and the winner of the 1978 World Cup was the Argentina national football team.'"
]
},
"execution_count": 8,
@@ -226,9 +230,9 @@
"Thought: Do I need to use a tool? Yes\n",
"Action: Current Search\n",
"Action Input: Current temperature in Pomfret\u001b[0m\n",
"Observation: \u001b[36;1m\u001b[1;3mA mixture of rain and snow showers. High 39F. Winds NNW at 5 to 10 mph. Chance of precip 50%. Snow accumulations less than one inch. Pomfret, CT Weather Forecast, with current conditions, wind, air quality, and what to expect for the next 3 days. Pomfret Center Weather Forecasts. ... Pomfret Center, CT Weather Conditionsstar_ratehome ... Tomorrow's temperature is forecast to be COOLER than today. It is 46 degrees fahrenheit, or 8 degrees celsius and feels like 46 degrees fahrenheit. The barometric pressure is 29.78 - measured by inch of mercury units - ... Pomfret Weather Forecasts. ... Pomfret, MD Weather Conditionsstar_ratehome ... Tomorrow's temperature is forecast to be MUCH COOLER than today. Additional Headlines. En Español · Share |. Current conditions at ... Pomfret CT. Tonight ... Past Weather Information · Interactive Forecast Map. Pomfret MD detailed current weather report for 20675 in Charles county, Maryland. ... Pomfret, MD weather condition is Mostly Cloudy and 43°F. Mostly Cloudy. Hazardous Weather Conditions. Hazardous Weather Outlook · En Español · Share |. Current conditions at ... South Pomfret VT. Tonight. Pomfret Center, CT Weather. Current Report for Thu Jan 5 2023. As of 2:00 PM EST. 5-Day Forecast | Road Conditions. 45°F 7°c. Feels Like 44°F. Pomfret Center CT. Today. Today: Areas of fog before 9am. Otherwise, cloudy, with a ... Otherwise, cloudy, with a temperature falling to around 33 by 5pm.\u001b[0m\n",
"Observation: \u001b[36;1m\u001b[1;3mPartly cloudy skies. High around 70F. Winds W at 5 to 10 mph. Humidity41%.\u001b[0m\n",
"Thought:\u001b[32;1m\u001b[1;3m Do I need to use a tool? No\n",
"AI: The current temperature in Pomfret is 45°F (7°C) and it feels like 44°F.\u001b[0m\n",
"AI: The current temperature in Pomfret is around 70F with partly cloudy skies and winds W at 5 to 10 mph. The humidity is 41%.\u001b[0m\n",
"\n",
"\u001b[1m> Finished chain.\u001b[0m\n"
]
@@ -236,7 +240,7 @@
{
"data": {
"text/plain": [
"'The current temperature in Pomfret is 45°F (7°C) and it feels like 44°F.'"
"'The current temperature in Pomfret is around 70F with partly cloudy skies and winds W at 5 to 10 mph. The humidity is 41%.'"
]
},
"execution_count": 9,

73
docs/modules/agents/agents/examples/mrkl.ipynb
View File

@@ -33,7 +33,7 @@
},
{
"cell_type": "code",
"execution_count": 2,
"execution_count": 3,
"id": "07e96d99",
"metadata": {},
"outputs": [],
@@ -41,7 +41,7 @@
"llm = OpenAI(temperature=0)\n",
"search = SerpAPIWrapper()\n",
"llm_math_chain = LLMMathChain(llm=llm, verbose=True)\n",
"db = SQLDatabase.from_uri(\"sqlite:///../../../../notebooks/Chinook.db\")\n",
"db = SQLDatabase.from_uri(\"sqlite:///../../../../../notebooks/Chinook.db\")\n",
"db_chain = SQLDatabaseChain(llm=llm, database=db, verbose=True)\n",
"tools = [\n",
" Tool(\n",
@@ -64,7 +64,7 @@
},
{
"cell_type": "code",
"execution_count": 3,
"execution_count": 4,
"id": "a069c4b6",
"metadata": {},
"outputs": [],
@@ -74,7 +74,7 @@
},
{
"cell_type": "code",
"execution_count": 4,
"execution_count": 5,
"id": "e603cd7d",
"metadata": {},
"outputs": [
@@ -88,30 +88,24 @@
"\u001b[32;1m\u001b[1;3m I need to find out who Leo DiCaprio's girlfriend is and then calculate her age raised to the 0.43 power.\n",
"Action: Search\n",
"Action Input: \"Who is Leo DiCaprio's girlfriend?\"\u001b[0m\n",
"Observation: \u001b[36;1m\u001b[1;3mCamila Morrone\u001b[0m\n",
"Thought:\u001b[32;1m\u001b[1;3m I need to find out Camila Morrone's age\n",
"Action: Search\n",
"Action Input: \"How old is Camila Morrone?\"\u001b[0m\n",
"Observation: \u001b[36;1m\u001b[1;3m25 years\u001b[0m\n",
"Thought:\u001b[32;1m\u001b[1;3m I need to calculate 25 raised to the 0.43 power\n",
"Observation: \u001b[36;1m\u001b[1;3mDiCaprio met actor Camila Morrone in December 2017, when she was 20 and he was 43. They were spotted at Coachella and went on multiple vacations together. Some reports suggested that DiCaprio was ready to ask Morrone to marry him. The couple made their red carpet debut at the 2020 Academy Awards.\u001b[0m\n",
"Thought:\u001b[32;1m\u001b[1;3m I need to calculate Camila Morrone's age raised to the 0.43 power.\n",
"Action: Calculator\n",
"Action Input: 25^0.43\u001b[0m\n",
"Action Input: 21^0.43\u001b[0m\n",
"\n",
"\u001b[1m> Entering new LLMMathChain chain...\u001b[0m\n",
"25^0.43\u001b[32;1m\u001b[1;3m\n",
"```python\n",
"import math\n",
"print(math.pow(25, 0.43))\n",
"21^0.43\u001b[32;1m\u001b[1;3m\n",
"```text\n",
"21**0.43\n",
"```\n",
"...numexpr.evaluate(\"21**0.43\")...\n",
"\u001b[0m\n",
"Answer: \u001b[33;1m\u001b[1;3m3.991298452658078\n",
"\u001b[0m\n",
"Answer: \u001b[33;1m\u001b[1;3m3.7030049853137306\u001b[0m\n",
"\u001b[1m> Finished chain.\u001b[0m\n",
"\n",
"Observation: \u001b[33;1m\u001b[1;3mAnswer: 3.991298452658078\n",
"\u001b[0m\n",
"Thought:\u001b[32;1m\u001b[1;3m I now know the final answer\n",
"Final Answer: Camila Morrone is 25 years old and her age raised to the 0.43 power is 3.991298452658078.\u001b[0m\n",
"Observation: \u001b[33;1m\u001b[1;3mAnswer: 3.7030049853137306\u001b[0m\n",
"Thought:\u001b[32;1m\u001b[1;3m I now know the final answer.\n",
"Final Answer: Camila Morrone is Leo DiCaprio's girlfriend and her current age raised to the 0.43 power is 3.7030049853137306.\u001b[0m\n",
"\n",
"\u001b[1m> Finished chain.\u001b[0m\n"
]
@@ -119,10 +113,10 @@
{
"data": {
"text/plain": [
"'Camila Morrone is 25 years old and her age raised to the 0.43 power is 3.991298452658078.'"
"\"Camila Morrone is Leo DiCaprio's girlfriend and her current age raised to the 0.43 power is 3.7030049853137306.\""
]
},
"execution_count": 4,
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
@@ -133,7 +127,7 @@
},
{
"cell_type": "code",
"execution_count": 5,
"execution_count": 6,
"id": "a5c07010",
"metadata": {},
"outputs": [
@@ -147,21 +141,36 @@
"\u001b[32;1m\u001b[1;3m I need to find out the artist's full name and then search the FooBar database for their albums.\n",
"Action: Search\n",
"Action Input: \"The Storm Before the Calm\" artist\u001b[0m\n",
"Observation: \u001b[36;1m\u001b[1;3mThe Storm Before the Calm (stylized in all lowercase) is the tenth (and eighth international) studio album by Canadian-American singer-songwriter Alanis ...\u001b[0m\n",
"Thought:\u001b[32;1m\u001b[1;3m I now need to search the FooBar database for Alanis Morissette's albums\n",
"Observation: \u001b[36;1m\u001b[1;3mThe Storm Before the Calm (stylized in all lowercase) is the tenth (and eighth international) studio album by Canadian-American singer-songwriter Alanis Morissette, released June 17, 2022, via Epiphany Music and Thirty Tigers, as well as by RCA Records in Europe.\u001b[0m\n",
"Thought:\u001b[32;1m\u001b[1;3m I now need to search the FooBar database for Alanis Morissette's albums.\n",
"Action: FooBar DB\n",
"Action Input: What albums by Alanis Morissette are in the FooBar database?\u001b[0m\n",
"\n",
"\u001b[1m> Entering new SQLDatabaseChain chain...\u001b[0m\n",
"What albums by Alanis Morissette are in the FooBar database? \n",
"SQLQuery:\u001b[32;1m\u001b[1;3m SELECT Title FROM Album INNER JOIN Artist ON Album.ArtistId = Artist.ArtistId WHERE Artist.Name = 'Alanis Morissette' LIMIT 5;\u001b[0m\n",
"What albums by Alanis Morissette are in the FooBar database?\n",
"SQLQuery:"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/harrisonchase/workplace/langchain/langchain/sql_database.py:191: SAWarning: Dialect sqlite+pysqlite does *not* support Decimal objects natively, and SQLAlchemy must convert from floating point - rounding errors and other issues may occur. Please consider storing Decimal numbers as strings or integers on this platform for lossless storage.\n",
" sample_rows = connection.execute(command)\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[32;1m\u001b[1;3m SELECT \"Title\" FROM \"Album\" INNER JOIN \"Artist\" ON \"Album\".\"ArtistId\" = \"Artist\".\"ArtistId\" WHERE \"Name\" = 'Alanis Morissette' LIMIT 5;\u001b[0m\n",
"SQLResult: \u001b[33;1m\u001b[1;3m[('Jagged Little Pill',)]\u001b[0m\n",
"Answer:\u001b[32;1m\u001b[1;3m The albums by Alanis Morissette in the FooBar database are Jagged Little Pill.\u001b[0m\n",
"\u001b[1m> Finished chain.\u001b[0m\n",
"\n",
"Observation: \u001b[38;5;200m\u001b[1;3m The albums by Alanis Morissette in the FooBar database are Jagged Little Pill.\u001b[0m\n",
"Thought:\u001b[32;1m\u001b[1;3m I now know the final answer\n",
"Final Answer: The artist who released the album The Storm Before the Calm is Alanis Morissette and the albums of theirs in the FooBar database are Jagged Little Pill.\u001b[0m\n",
"Thought:\u001b[32;1m\u001b[1;3m I now know the final answer.\n",
"Final Answer: The artist who released the album 'The Storm Before the Calm' is Alanis Morissette and the albums of hers in the FooBar database are Jagged Little Pill.\u001b[0m\n",
"\n",
"\u001b[1m> Finished chain.\u001b[0m\n"
]
@@ -169,10 +178,10 @@
{
"data": {
"text/plain": [
"'The artist who released the album The Storm Before the Calm is Alanis Morissette and the albums of theirs in the FooBar database are Jagged Little Pill.'"
"\"The artist who released the album 'The Storm Before the Calm' is Alanis Morissette and the albums of hers in the FooBar database are Jagged Little Pill.\""
]
},
"execution_count": 5,
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}

63
docs/modules/agents/agents/examples/mrkl_chat.ipynb
View File

@@ -21,7 +21,7 @@
},
{
"cell_type": "code",
"execution_count": 1,
"execution_count": 8,
"id": "ac561cc4",
"metadata": {},
"outputs": [],
@@ -34,7 +34,7 @@
},
{
"cell_type": "code",
"execution_count": 2,
"execution_count": 10,
"id": "07e96d99",
"metadata": {},
"outputs": [],
@@ -43,7 +43,7 @@
"llm1 = OpenAI(temperature=0)\n",
"search = SerpAPIWrapper()\n",
"llm_math_chain = LLMMathChain(llm=llm1, verbose=True)\n",
"db = SQLDatabase.from_uri(\"sqlite:///../../../../notebooks/Chinook.db\")\n",
"db = SQLDatabase.from_uri(\"sqlite:///../../../../../notebooks/Chinook.db\")\n",
"db_chain = SQLDatabaseChain(llm=llm1, database=db, verbose=True)\n",
"tools = [\n",
" Tool(\n",
@@ -66,7 +66,7 @@
},
{
"cell_type": "code",
"execution_count": 3,
"execution_count": 11,
"id": "a069c4b6",
"metadata": {},
"outputs": [],
@@ -76,7 +76,7 @@
},
{
"cell_type": "code",
"execution_count": 4,
"execution_count": 12,
"id": "e603cd7d",
"metadata": {},
"outputs": [
@@ -92,37 +92,34 @@
"```\n",
"{\n",
" \"action\": \"Search\",\n",
" \"action_input\": \"Who is Leo DiCaprio's girlfriend?\"\n",
" \"action_input\": \"Leo DiCaprio girlfriend\"\n",
"}\n",
"```\n",
"\u001b[0m\n",
"Observation: \u001b[36;1m\u001b[1;3mCamila Morrone\u001b[0m\n",
"Thought:\u001b[32;1m\u001b[1;3mFor the second question, I need to use the calculator tool to raise her current age to the 0.43 power.\n",
"Observation: \u001b[36;1m\u001b[1;3mGigi Hadid: 2022 Leo and Gigi were first linked back in September 2022, when a source told Us Weekly that Leo had his “sights set\" on her (alarming way to put it, but okay).\u001b[0m\n",
"Thought:\u001b[32;1m\u001b[1;3mFor the second question, I need to calculate the age raised to the 0.43 power. I will use the calculator tool.\n",
"Action:\n",
"```\n",
"{\n",
" \"action\": \"Calculator\",\n",
" \"action_input\": \"22.0^(0.43)\"\n",
" \"action_input\": \"((2022-1995)^0.43)\"\n",
"}\n",
"```\n",
"\n",
"\u001b[0m\n",
"\n",
"\u001b[1m> Entering new LLMMathChain chain...\u001b[0m\n",
"22.0^(0.43)\u001b[32;1m\u001b[1;3m\n",
"```python\n",
"import math\n",
"print(math.pow(22.0, 0.43))\n",
"((2022-1995)^0.43)\u001b[32;1m\u001b[1;3m\n",
"```text\n",
"(2022-1995)**0.43\n",
"```\n",
"...numexpr.evaluate(\"(2022-1995)**0.43\")...\n",
"\u001b[0m\n",
"Answer: \u001b[33;1m\u001b[1;3m3.777824273683966\n",
"\u001b[0m\n",
"Answer: \u001b[33;1m\u001b[1;3m4.125593352125936\u001b[0m\n",
"\u001b[1m> Finished chain.\u001b[0m\n",
"\n",
"Observation: \u001b[33;1m\u001b[1;3mAnswer: 3.777824273683966\n",
"\u001b[0m\n",
"Observation: \u001b[33;1m\u001b[1;3mAnswer: 4.125593352125936\u001b[0m\n",
"Thought:\u001b[32;1m\u001b[1;3mI now know the final answer.\n",
"Final Answer: Camila Morrone, 3.777824273683966.\u001b[0m\n",
"Final Answer: Gigi Hadid is Leo DiCaprio's girlfriend and her current age raised to the 0.43 power is approximately 4.13.\u001b[0m\n",
"\n",
"\u001b[1m> Finished chain.\u001b[0m\n"
]
@@ -130,10 +127,10 @@
{
"data": {
"text/plain": [
"'Camila Morrone, 3.777824273683966.'"
"\"Gigi Hadid is Leo DiCaprio's girlfriend and her current age raised to the 0.43 power is approximately 4.13.\""
]
},
"execution_count": 4,
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
@@ -144,7 +141,7 @@
},
{
"cell_type": "code",
"execution_count": 5,
"execution_count": 13,
"id": "a5c07010",
"metadata": {},
"outputs": [
@@ -156,7 +153,7 @@
"\n",
"\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n",
"\u001b[32;1m\u001b[1;3mQuestion: What is the full name of the artist who recently released an album called 'The Storm Before the Calm' and are they in the FooBar database? If so, what albums of theirs are in the FooBar database?\n",
"Thought: I should use the Search tool to find the answer to the first part of the question and then use the FooBar DB tool to find the answer to the second part of the question.\n",
"Thought: I should use the Search tool to find the answer to the first part of the question and then use the FooBar DB tool to find the answer to the second part.\n",
"Action:\n",
"```\n",
"{\n",
@@ -166,7 +163,7 @@
"```\n",
"\u001b[0m\n",
"Observation: \u001b[36;1m\u001b[1;3mAlanis Morissette\u001b[0m\n",
"Thought:\u001b[32;1m\u001b[1;3mNow that I have the name of the artist, I can use the FooBar DB tool to find their albums in the database.\n",
"Thought:\u001b[32;1m\u001b[1;3mNow that I know the artist's name, I can use the FooBar DB tool to find out if they are in the database and what albums of theirs are in it.\n",
"Action:\n",
"```\n",
"{\n",
@@ -178,7 +175,7 @@
"\u001b[0m\n",
"\n",
"\u001b[1m> Entering new SQLDatabaseChain chain...\u001b[0m\n",
"What albums does Alanis Morissette have in the database? \n",
"What albums does Alanis Morissette have in the database?\n",
"SQLQuery:"
]
},
@@ -186,7 +183,7 @@
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/harrisonchase/workplace/langchain/langchain/sql_database.py:141: SAWarning: Dialect sqlite+pysqlite does *not* support Decimal objects natively, and SQLAlchemy must convert from floating point - rounding errors and other issues may occur. Please consider storing Decimal numbers as strings or integers on this platform for lossless storage.\n",
"/Users/harrisonchase/workplace/langchain/langchain/sql_database.py:191: SAWarning: Dialect sqlite+pysqlite does *not* support Decimal objects natively, and SQLAlchemy must convert from floating point - rounding errors and other issues may occur. Please consider storing Decimal numbers as strings or integers on this platform for lossless storage.\n",
" sample_rows = connection.execute(command)\n"
]
},
@@ -194,14 +191,14 @@
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[32;1m\u001b[1;3m SELECT Title FROM Album WHERE ArtistId IN (SELECT ArtistId FROM Artist WHERE Name = 'Alanis Morissette') LIMIT 5;\u001b[0m\n",
"\u001b[32;1m\u001b[1;3m SELECT \"Title\" FROM \"Album\" WHERE \"ArtistId\" IN (SELECT \"ArtistId\" FROM \"Artist\" WHERE \"Name\" = 'Alanis Morissette') LIMIT 5;\u001b[0m\n",
"SQLResult: \u001b[33;1m\u001b[1;3m[('Jagged Little Pill',)]\u001b[0m\n",
"Answer:\u001b[32;1m\u001b[1;3m Alanis Morissette has the album 'Jagged Little Pill' in the database.\u001b[0m\n",
"Answer:\u001b[32;1m\u001b[1;3m Alanis Morissette has the album Jagged Little Pill in the database.\u001b[0m\n",
"\u001b[1m> Finished chain.\u001b[0m\n",
"\n",
"Observation: \u001b[38;5;200m\u001b[1;3m Alanis Morissette has the album 'Jagged Little Pill' in the database.\u001b[0m\n",
"Thought:\u001b[32;1m\u001b[1;3mI have found the answer to both parts of the question.\n",
"Final Answer: The artist who recently released an album called 'The Storm Before the Calm' is Alanis Morissette. The album 'Jagged Little Pill' is in the FooBar database.\u001b[0m\n",
"Observation: \u001b[38;5;200m\u001b[1;3m Alanis Morissette has the album Jagged Little Pill in the database.\u001b[0m\n",
"Thought:\u001b[32;1m\u001b[1;3mThe artist Alanis Morissette is in the FooBar database and has the album Jagged Little Pill in it.\n",
"Final Answer: Alanis Morissette is in the FooBar database and has the album Jagged Little Pill in it.\u001b[0m\n",
"\n",
"\u001b[1m> Finished chain.\u001b[0m\n"
]
@@ -209,10 +206,10 @@
{
"data": {
"text/plain": [
"\"The artist who recently released an album called 'The Storm Before the Calm' is Alanis Morissette. The album 'Jagged Little Pill' is in the FooBar database.\""
"'Alanis Morissette is in the FooBar database and has the album Jagged Little Pill in it.'"
]
},
"execution_count": 5,
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}

21
docs/modules/agents/agents/examples/self_ask_with_search.ipynb
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@@ -12,7 +12,7 @@
},
{
"cell_type": "code",
"execution_count": 2,
"execution_count": 1,
"id": "7e3b513e",
"metadata": {},
"outputs": [
@@ -25,11 +25,12 @@
"\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n",
"\u001b[32;1m\u001b[1;3m Yes.\n",
"Follow up: Who is the reigning men's U.S. Open champion?\u001b[0m\n",
"Intermediate answer: \u001b[36;1m\u001b[1;3mCarlos Alcaraz won the 2022 Men's single title while Poland's Iga Swiatek won the Women's single title defeating Tunisian's Ons Jabeur.\u001b[0m\n",
"\u001b[32;1m\u001b[1;3mFollow up: Where is Carlos Alcaraz from?\u001b[0m\n",
"Intermediate answer: \u001b[36;1m\u001b[1;3mCarlos Alcaraz Garfia\u001b[0m\n",
"\u001b[32;1m\u001b[1;3mFollow up: Where is Carlos Alcaraz Garfia from?\u001b[0m\n",
"Intermediate answer: \u001b[36;1m\u001b[1;3mEl Palmar, Spain\u001b[0m\n",
"\u001b[32;1m\u001b[1;3mSo the final answer is: El Palmar, Spain\u001b[0m\n",
"\u001b[1m> Finished AgentExecutor chain.\u001b[0m\n"
"\n",
"\u001b[1m> Finished chain.\u001b[0m\n"
]
},
{
@@ -38,7 +39,7 @@
"'El Palmar, Spain'"
]
},
"execution_count": 2,
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
@@ -61,6 +62,14 @@
"self_ask_with_search = initialize_agent(tools, llm, agent=AgentType.SELF_ASK_WITH_SEARCH, verbose=True)\n",
"self_ask_with_search.run(\"What is the hometown of the reigning men's U.S. Open champion?\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "b2e4d6bc",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
@@ -79,7 +88,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.9"
"version": "3.9.1"
},
"vscode": {
"interpreter": {

16
docs/modules/agents/toolkits/examples/csv.ipynb
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@@ -35,7 +35,7 @@
},
{
"cell_type": "code",
"execution_count": 11,
"execution_count": 3,
"id": "16c4dc59",
"metadata": {},
"outputs": [],
@@ -45,7 +45,7 @@
},
{
"cell_type": "code",
"execution_count": 12,
"execution_count": 4,
"id": "46b9489d",
"metadata": {},
"outputs": [
@@ -72,7 +72,7 @@
"'There are 891 rows in the dataframe.'"
]
},
"execution_count": 12,
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
@@ -83,7 +83,7 @@
},
{
"cell_type": "code",
"execution_count": 6,
"execution_count": 5,
"id": "a96309be",
"metadata": {},
"outputs": [
@@ -110,7 +110,7 @@
"'30 people have more than 3 siblings.'"
]
},
"execution_count": 6,
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
@@ -121,7 +121,7 @@
},
{
"cell_type": "code",
"execution_count": 7,
"execution_count": 6,
"id": "964a09f7",
"metadata": {},
"outputs": [
@@ -143,7 +143,7 @@
"Thought:\u001b[32;1m\u001b[1;3m I need to import the math library\n",
"Action: python_repl_ast\n",
"Action Input: import math\u001b[0m\n",
"Observation: \u001b[36;1m\u001b[1;3mNone\u001b[0m\n",
"Observation: \u001b[36;1m\u001b[1;3m\u001b[0m\n",
"Thought:\u001b[32;1m\u001b[1;3m I can now calculate the square root\n",
"Action: python_repl_ast\n",
"Action Input: math.sqrt(df['Age'].mean())\u001b[0m\n",
@@ -160,7 +160,7 @@
"'5.449689683556195'"
]
},
"execution_count": 7,
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}