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elgeish/langchain-essam-cafe-demo.ipynb

Created July 30, 2023 01:24
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langchain-essam-cafe-demo.ipynb
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"\u001b[?25h Building wheel for pathtools (setup.py) ... \u001b[?25l\u001b[?25hdone\n"
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}
],
"source": [
"#@title setup\n",
"!pip install -q duckduckgo-search langchain[openai] wandb\n",
"%run \"/content/drive/MyDrive/Colab Notebooks/langchain-demo/export.py\""
]
},
{
"cell_type": "code",
"source": [
"#@title imports\n",
"import os\n",
"\n",
"import openai\n",
"import pandas as pd\n",
"import requests\n",
"import wandb\n",
"\n",
"from IPython.display import Image\n",
"from langchain.agents import AgentType, create_pandas_dataframe_agent, initialize_agent, load_tools\n",
"from langchain.callbacks import get_openai_callback, wandb_tracing_enabled\n",
"from langchain.chat_models import ChatOpenAI as LLM\n",
"from langchain.memory import ConversationBufferMemory\n",
"from langchain.prompts import MessagesPlaceholder\n",
"from langchain.tools import DuckDuckGoSearchRun, tool\n",
"\n",
"# only for typing\n",
"from typing import Any, Optional\n",
"\n",
"from langchain.agents.agent import AgentExecutor\n",
"from langchain.callbacks.openai_info import OpenAICallbackHandler"
],
"metadata": {
"id": "A2IhMl6D78xH"
},
"execution_count": 3,
"outputs": []
},
{
"cell_type": "code",
"source": [
"llm = LLM(temperature=0, model='gpt-4')\n",
"# llm = LLM(temperature=0, model='gpt-3.5-turbo')\n",
"# DISCUSS which LLM to start with? start with the most capable first\n",
"# https://platform.openai.com/docs/models/gpt-4"
],
"metadata": {
"id": "4DFWAZM_0wXG"
},
"execution_count": 4,
"outputs": []
},
{
"cell_type": "code",
"source": [
"llm.predict('how old is the top scorer in the premier league season 2021-22?')\n",
"# DISCUSS how would a human answer?"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 53
},
"id": "KkSu1henV3Ou",
"outputId": "46d6b4e8-063e-40ee-8633-f97c1389542d"
},
"execution_count": 5,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"\"As of my knowledge up to October 2021, I don't have the current information about the top scorer of the Premier League season 2021-22. Please check the most recent and updated sources for this information.\""
],
"application/vnd.google.colaboratory.intrinsic+json": {
"type": "string"
}
},
"metadata": {},
"execution_count": 5
}
]
},
{
"cell_type": "code",
"source": [
"steps = llm.predict(\n",
" 'explain your reasoning step by step to answer: '\n",
" 'in 2023, how old is the top scorer in the premier league season 2021-22?')\n",
"print(steps)\n",
"# DISCUSS what is different in the question this time?"
],
"metadata": {
"id": "GQMJW625kLYt"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"careful_steps = llm.predict(\n",
" 'please think carefully and explain your reasoning step by step.'\n",
" 'in 2023, how old is the top scorer in the premier league season 2021-22?')\n",
"print(careful_steps)\n",
"# DISCUSS how sensitive the response is given changes in the prompt or retries!"
],
"metadata": {
"id": "U4G26Sb4keQO"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"# conversational agents that use tools\n",
"what if you provide an LLM with tools to access data and perform actions?\n",
"react paper: https://react-lm.github.io/"
],
"metadata": {
"id": "xbykaTL2Va-8"
}
},
{
"cell_type": "code",
"source": [
"react_steps = llm.predict(\"\"\"you're a helpful, honest, and accurate assistant.\n",
"please think carefully and explain your reasoning step by step.\n",
"you may access the following python functions as tool to answer questions:\n",
"* search_wikipedia(query: str) -> str — searches wikipedia for the given query\n",
"* calculator(expression: str) -> str — evaluates the given expression\n",
"* get_date() -> datetime.date — returns today's date\n",
"\n",
"follow the following format when reasoning:\n",
"\n",
"question: input question to answer\n",
"thought: consider previous and subsequent steps\n",
"action: call_available_tool() # using python code\n",
"observation: result from called tool\n",
"... (repeat thought/action/observation n times in a loop)\n",
"final answer: final response based on the totality of steps above\n",
"\n",
"in your scratchpad, know that:\n",
"search_wikipedia(\"premier league 2021-22\") -> \"...top scorer: mohamed salah\"\n",
"search_wikipedia(\"mohamed salah\") -> \"mohamed salah (born 15 June 1992)...\"\n",
"get_date() -> date(2023, 7, 29)\n",
"\n",
"begin! always respond using the format above, using tools if needed.\n",
"thought: how old is the top scorer in the premier league season 2021-22?\n",
"\"\"\")\n",
"print(react_steps)\n",
"# DISCUSS where is the control flow? is this a new programming paradigm?"
],
"metadata": {
"id": "dNRtRpbOLO-z"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"#@title helper functions to run agents with instrumentation\n",
"experiment_accumlator = {}\n",
"\n",
"def run_experiment(notes: str, executor: AgentExecutor, *args:str) -> list[str]:\n",
" experiment_accumlator['tokens_sum'] = 0\n",
" experiment_accumlator['cost_sum'] = 0\n",
" wandb.init(notes=notes, tags=executor.tags)\n",
" try:\n",
" with wandb_tracing_enabled():\n",
" results = [_run_with_tracing(executor, x) for x in args]\n",
" finally:\n",
" wandb.finish()\n",
" return results\n",
"\n",
"def _run_with_tracing(executor: AgentExecutor, input: str|list[str]) -> str:\n",
" with get_openai_callback() as openai_info:\n",
" result = executor(input)\n",
" _trace(executor, openai_info)\n",
" return result['output']\n",
"\n",
"def _trace(executor: AgentExecutor, openai_info: OpenAICallbackHandler) -> None:\n",
" data = {\n",
" 'agent_type': type(executor.agent).__name__,\n",
" 'executor_max_iterations': executor.max_iterations,\n",
" 'model_name': executor.agent.llm_chain.llm.model_name,\n",
" 'temperature': executor.agent.llm_chain.llm.temperature,\n",
" 'prompt_tokens_per_call': openai_info.prompt_tokens,\n",
" 'completion_tokens_per_call': openai_info.completion_tokens,\n",
" 'tokens_per_call': openai_info.total_tokens,\n",
" 'cost_per_call': openai_info.total_cost,\n",
" }\n",
" experiment_accumlator['tokens_sum'] += openai_info.total_tokens\n",
" experiment_accumlator['cost_sum'] += openai_info.total_cost\n",
" data.update(experiment_accumlator)\n",
" wandb.log(data, commit=False) # append to the current step in run"
],
"metadata": {
"id": "x_vVV_3ixxxY"
},
"execution_count": 6,
"outputs": []
},
{
"cell_type": "code",
"source": [
"salah_questions = [\n",
" 'how old is the top scorer in the premier league season 2021-22?',\n",
" 'where was he born?',\n",
"]\n",
"executor = initialize_agent(\n",
" [DuckDuckGoSearchRun()],\n",
" llm,\n",
" agent=AgentType.STRUCTURED_CHAT_ZERO_SHOT_REACT_DESCRIPTION, # change me!\n",
" max_iterations=5,\n",
" verbose=True,\n",
" tags=['duckduckgo-tools'],\n",
")\n",
"run_experiment('access to web search', executor, *salah_questions)"
],
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"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000,
"referenced_widgets": [
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"4820ad5e4bbf43968b351bc96b8e1462",
"325b65a9275d4969bbfa886b15527201",
"b914387ce7ef43f1ab6e4abdaa07e41e"
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"id": "e74vd9oFn2W5",
"outputId": "677fc898-4916-4d50-a5c0-e2fe1b58c850"
},
"execution_count": 7,
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"\n",
"\n",
"\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n",
"\u001b[32;1m\u001b[1;3mThought: I don't have the current information. I will use the DuckDuckGo search tool to find out who the top scorer in the Premier League season 2021-22 is and then find out their age.\n",
"Action:\n",
"```\n",
"{\n",
" \"action\": \"duckduckgo_search\",\n",
" \"action_input\": {\n",
" \"query\": \"top scorer Premier League season 2021-22\"\n",
" }\n",
"}\n",
"```\u001b[0m\n",
"Observation: \u001b[36;1m\u001b[1;3mThe Premier League top scorers will be displayed on this page once the season begins. Updates will take place after every matchday, with the first match taking place on August 11 when Burnley take on Manchester City. ... Mohamed Salah's success in the 2021/22 season meant he joined that list of three-time winners. Thierry Henry holds the record ... Table listing Top Premier League Scorers 2021-22. Top scorer receives Golden Boot Season 2021-22. Players are shown with their Nationality and current Clubs. Harry Kane was Premier League Top Scorer in 2020-21. Click for Premier League Top Scorers per Season. Premier League 2021/2022 - Top Scorer. Declan Rice made his Arsenal debut and Kai Havertz scored his first goal for the Gunners as Mikel Arteta's side hammered the Major League Soccer All Star team 5-0 in a friendly at Audi Field on Wednesday.... The winning top scorers in Premier League (EPL), England during the season 2021/2022 were Mohamed Salah and Son Heung-Min with 23 goals scored. This league has a break between two seasons right now. The next season is planned to start on 11 August 2023. by Ismael Kiyonga July 24, 2023. Denis Omedi Credit: Kitara FC. Kitara FC continues to prepare for life on return to the Uganda Premier League by signing last season's Fufa Big League top scorer ...\u001b[0m\n",
"Thought:\u001b[32;1m\u001b[1;3mThe top scorers in the Premier League season 2021-2022 were Mohamed Salah and Son Heung-Min. Now I need to find out their ages.\n",
"Action:\n",
"```\n",
"{\n",
" \"action\": \"duckduckgo_search\",\n",
" \"action_input\": {\n",
" \"query\": \"Mohamed Salah age\"\n",
" }\n",
"}\n",
"```\u001b[0m\n",
"Observation: \u001b[36;1m\u001b[1;3mMohamed Salah Hamed Mahrous Ghaly: Date of birth 15 June 1992 (age 31) Place of birth: Nagrig, Basyoun, Egypt: Height: 1.75 m (5 ft 9 in) Position(s) Forward: Team information; Current team. Liverpool: Number: 11: Youth career; 2004-2005: Ittihad Basyoun: 2005-2006: Othmason Tanta: 2006-2010: Al Mokawloon: Senior career* Years: Mohamed Salah, in full Mohamed Salah Hamed Mahrous Ghaly, (born June 15, 1992, Basyoun, Egypt), Egyptian soccer (association football) player known for his prolific scoring, which made him an invaluable contributor to both the English Premier League and the Egyptian national team. Mohamed Salah. Soccer Player Birthday June 15, 1992. Birth Sign Gemini. Birthplace Basyoun, Egypt. Age 31 years old #1667 Most Popular. Boost. About . Winger who made his professional debut in 2010 for El Mokawloon and became a member of the Egyptian national team in 2011. He joined Liverpool in 2017. Mohamed Salah: Born: Jun 15, 1992: Age: 30 years: Birthplace: Nagrig, Egypt: Height: 5ft 7ins: Mohamed Salah Twitter. ... Mohamed Salah is a forward who plays for Liverpool and represents the Egyptian national team. He is regarded as one of the world's best players and is known for his speed, dribbling and accuracy in front of goal. ... Salah could earn himself an Olympic gold medal in 2021 though, if he is included as a one of the overage players in Egypt's squad. Here are the top 11 things to know about Liverpool FC's number 11, Mohamed Salah… 1. Mo Salah: The Egyptian King. Mo Salah is the current captain of his international team - Egypt.\u001b[0m\n",
"Thought:\u001b[32;1m\u001b[1;3mMohamed Salah was born on June 15, 1992, which makes him 31 years old. Now I need to find out the age of Son Heung-Min.\n",
"Action:\n",
"```\n",
"{\n",
" \"action\": \"duckduckgo_search\",\n",
" \"action_input\": {\n",
" \"query\": \"Son Heung-Min age\"\n",
" }\n",
"}\n",
"```\u001b[0m\n",
"Observation: \u001b[36;1m\u001b[1;3mSon Heung-min (Korean: 손흥민; Korean pronunciation: [son.ɣɯŋ.min]; born 8 July 1992) is a South Korean professional footballer who plays as a forward for Premier League club Tottenham Hotspur and captains the South Korea national team. Considered one of the best players in the world and widely regarded as one of the greatest Asian footballers of all time, he is known for his explosive ... Son Heung-Min during the Premier League match between Aston Villa and Tottenham Hotspur at Villa Park on May 13, 2023. Visionhaus/Getty Images Tottenham Hotspur forward Son Heung-Min became a year ... Son Heung-Min doubles Tottenham's lead in style. 6M; 0:52. Son Heung-Min bends in a beauty for Tottenham. 6M; 1:08. South Korea sign off with pride intact and a whole lot of newly-recognisable ... Updated 15:42, 29 Jun 2023 | | Bookmark Tottenham star Son Heung-min is now officially one year younger in his native South Korea, who have passed a new law changing the way the country... soccer Premier League Why Son Heung-min, other South Korean players are now one year younger after age rule change Joel Sritharan • 3 min read Son Heung-min, Hwang Hee-chan, South Korea...\u001b[0m\n",
"Thought:\u001b[32;1m\u001b[1;3mSon Heung-Min was born on July 8, 1992, which makes him 31 years old as well. Now I can provide the final answer.\n",
"Action:\n",
"```\n",
"{\n",
" \"action\": \"Final Answer\",\n",
" \"action_input\": \"The top scorers of the Premier League season 2021-22 were Mohamed Salah and Son Heung-Min, both of whom are 31 years old.\"\n",
"}\n",
"```\u001b[0m\n",
"\n",
"\u001b[1m> Finished chain.\u001b[0m\n",
"\n",
"\n",
"\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n",
"\u001b[32;1m\u001b[1;3mThe question is ambiguous as it does not specify who \"he\" is referring to. I need to ask for clarification to provide an accurate answer. \n",
"\n",
"Action:\n",
"```\n",
"{\n",
" \"action\": \"Final Answer\",\n",
" \"action_input\": \"Could you please specify who you are referring to?\"\n",
"}\n",
"```\u001b[0m\n",
"\n",
"\u001b[1m> Finished chain.\u001b[0m\n"
]
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"execution_count": 7
}
]
},
{
"cell_type": "markdown",
"source": [
"# custom tools"
],
"metadata": {
"id": "rnnMXpH4l2GT"
}
},
{
"cell_type": "code",
"source": [
"# Ask Bard (or any decent code generator):\n",
"# Write python functions to call football-data.org APIs; here are a few examples:\n",
"#\n",
"# def get_competition(id: str) -> str:\n",
"# \"\"\"Get a competition by ID.\"\"\"\n",
"# return get_football_data('competitions/' + id)\n",
"#\n",
"# def get_competition_top_scorers(id: str, season: str) -> str:\n",
"# \"\"\"Get the top scorers for a competition and a season's starting year.\"\"\"\n",
"# return get_football_data(f'competitions/{id}/scorers', {'season': season})\n",
"#\n",
"# Write code for the rest of the resources at https://www.football-data.org/documentation/quickstart\n",
"\n",
"def get_football_data(uri_suffix: str, filters: Optional[dict]=None) -> str:\n",
" response = requests.get(\n",
" \"https://api.football-data.org/v4/\" + uri_suffix,\n",
" params=filters,\n",
" headers={'X-Auth-Token': os.getenv('FOOTBALL_API_KEY')})\n",
" return response.json()\n",
"\n",
"@tool\n",
"def get_competitions() -> str:\n",
" \"\"\"Get all competitions.\"\"\"\n",
" return get_football_data('competitions')\n",
"\n",
"@tool\n",
"def get_competition(id: str) -> str:\n",
" \"\"\"Get a competition by ID.\"\"\"\n",
" return get_football_data('competitions/' + id)\n",
"\n",
"@tool\n",
"def get_competition_top_scorers(id: str, season: str) -> str:\n",
" \"\"\"Get the top scorers for a competition and a season's starting year.\"\"\"\n",
" return get_football_data(f'competitions/{id}/scorers', {'season': season})\n",
"\n",
"@tool\n",
"def get_competition_matches(id: str, season: str) -> str:\n",
" \"\"\"Get all matches for a competition and a season's starting year.\"\"\"\n",
" return get_football_data(f'competitions/{id}/matches', {'season': season})\n",
"\n",
"@tool\n",
"def get_competition_teams(id: str, season: str) -> str:\n",
" \"\"\"Get teams for a competition and a season's starting year.\"\"\"\n",
" return get_football_data(f'competitions/{id}/teams', {'season': season})\n",
"\n",
"@tool\n",
"def get_team(id: int) -> str:\n",
" \"\"\"Get a team by ID.\"\"\"\n",
" return get_football_data(f'teams/{id}')\n",
"\n",
"football_tools = [\n",
" get_competitions,\n",
" get_competition,\n",
" get_competition_top_scorers,\n",
" get_competition_matches,\n",
" get_competition_teams,\n",
" get_team,\n",
"]"
],
"metadata": {
"id": "Qksvs3Ip5YAJ"
},
"execution_count": 8,
"outputs": []
},
{
"cell_type": "code",
"source": [
"executor = initialize_agent(\n",
" football_tools,\n",
" llm,\n",
" agent=AgentType.STRUCTURED_CHAT_ZERO_SHOT_REACT_DESCRIPTION,\n",
" verbose=True,\n",
" tags=['football-tools'],\n",
")\n",
"run_experiment('access to football data', executor, *salah_questions)\n",
"# DISCUSS how consistent has the LLM been? how correct were the answers?"
],
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"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000,
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"Tracking run with wandb version 0.15.7"
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"Run data is saved locally in <code>/content/wandb/run-20230729_071745-xbhex7gt</code>"
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"Syncing run <strong><a href='https://wandb.ai/elgeish/essam-cafe-demo/runs/xbhex7gt' target=\"_blank\">faithful-wind-120</a></strong> to <a href='https://wandb.ai/elgeish/essam-cafe-demo' target=\"_blank\">Weights & Biases</a> (<a href='https://wandb.me/run' target=\"_blank\">docs</a>)<br/>"
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"\n",
"\n",
"\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n",
"\u001b[32;1m\u001b[1;3mThought: To answer this question, I first need to get the top scorer of the Premier League for the 2021-22 season. I can use the get_competition_top_scorers tool for this.\n",
"Action:\n",
"```\n",
"{\n",
" \"action\": \"get_competition_top_scorers\",\n",
" \"action_input\": {\n",
" \"id\": \"premier-league\",\n",
" \"season\": \"2021\"\n",
" }\n",
"}\n",
"```\u001b[0m\n",
"Observation: \u001b[38;5;200m\u001b[1;3m{'message': \"Argument 'competitionId' is expected to be either an integer in a specified range or a competition code.\", 'errorCode': 400}\u001b[0m\n",
"Thought:\u001b[32;1m\u001b[1;3mIt seems like the tool expects an integer ID or a specific competition code for the Premier League. I don't have this information currently, so I'll use the get_competitions tool to find the correct ID or code for the Premier League.\n",
"Action:\n",
"```\n",
"{\n",
" \"action\": \"get_competitions\",\n",
" \"action_input\": {}\n",
"}\n",
"```\u001b[0m\n",
"Observation: \u001b[36;1m\u001b[1;3m{'count': 13, 'filters': {'client': 'Mohamed'}, 'competitions': [{'id': 2013, 'area': {'id': 2032, 'name': 'Brazil', 'code': 'BRA', 'flag': 'https://crests.football-data.org/764.svg'}, 'name': 'Campeonato Brasileiro Série A', 'code': 'BSA', 'type': 'LEAGUE', 'emblem': 'https://crests.football-data.org/764.svg', 'plan': 'TIER_ONE', 'currentSeason': {'id': 1557, 'startDate': '2023-04-15', 'endDate': '2023-12-03', 'currentMatchday': 17, 'winner': None}, 'numberOfAvailableSeasons': 7, 'lastUpdated': '2021-07-20T18:42:17Z'}, {'id': 2016, 'area': {'id': 2072, 'name': 'England', 'code': 'ENG', 'flag': 'https://crests.football-data.org/770.svg'}, 'name': 'Championship', 'code': 'ELC', 'type': 'LEAGUE', 'emblem': 'https://crests.football-data.org/ELC.png', 'plan': 'TIER_ONE', 'currentSeason': {'id': 1573, 'startDate': '2023-08-04', 'endDate': '2024-05-04', 'currentMatchday': 1, 'winner': None}, 'numberOfAvailableSeasons': 7, 'lastUpdated': '2022-03-20T09:31:30Z'}, {'id': 2021, 'area': {'id': 2072, 'name': 'England', 'code': 'ENG', 'flag': 'https://crests.football-data.org/770.svg'}, 'name': 'Premier League', 'code': 'PL', 'type': 'LEAGUE', 'emblem': 'https://crests.football-data.org/PL.png', 'plan': 'TIER_ONE', 'currentSeason': {'id': 1564, 'startDate': '2023-08-11', 'endDate': '2024-05-19', 'currentMatchday': 1, 'winner': None}, 'numberOfAvailableSeasons': 125, 'lastUpdated': '2022-03-20T08:58:54Z'}, {'id': 2001, 'area': {'id': 2077, 'name': 'Europe', 'code': 'EUR', 'flag': 'https://crests.football-data.org/EUR.svg'}, 'name': 'UEFA Champions League', 'code': 'CL', 'type': 'CUP', 'emblem': 'https://crests.football-data.org/CL.png', 'plan': 'TIER_ONE', 'currentSeason': {'id': 1491, 'startDate': '2022-06-21', 'endDate': '2023-06-10', 'currentMatchday': 6, 'winner': {'id': 65, 'name': 'Manchester City FC', 'shortName': 'Man City', 'tla': 'MCI', 'crest': 'https://crests.football-data.org/65.png', 'address': 'SportCity Manchester M11 3FF', 'website': 'https://www.mancity.com', 'founded': 1880, 'clubColors': 'Sky Blue / White', 'venue': 'Etihad Stadium', 'lastUpdated': '2022-02-10T19:48:37Z'}}, 'numberOfAvailableSeasons': 43, 'lastUpdated': '2022-03-20T09:20:44Z'}, {'id': 2018, 'area': {'id': 2077, 'name': 'Europe', 'code': 'EUR', 'flag': 'https://crests.football-data.org/EUR.svg'}, 'name': 'European Championship', 'code': 'EC', 'type': 'CUP', 'emblem': 'https://crests.football-data.org/EUR.svg', 'plan': 'TIER_ONE', 'currentSeason': {'id': 1537, 'startDate': '2024-06-14', 'endDate': '2024-07-14', 'currentMatchday': 1, 'winner': None}, 'numberOfAvailableSeasons': 17, 'lastUpdated': '2021-07-20T18:34:04Z'}, {'id': 2015, 'area': {'id': 2081, 'name': 'France', 'code': 'FRA', 'flag': 'https://crests.football-data.org/773.svg'}, 'name': 'Ligue 1', 'code': 'FL1', 'type': 'LEAGUE', 'emblem': 'https://crests.football-data.org/FL1.png', 'plan': 'TIER_ONE', 'currentSeason': {'id': 1595, 'startDate': '2023-08-13', 'endDate': '2024-05-18', 'currentMatchday': 1, 'winner': None}, 'numberOfAvailableSeasons': 80, 'lastUpdated': '2022-03-20T09:30:02Z'}, {'id': 2002, 'area': {'id': 2088, 'name': 'Germany', 'code': 'DEU', 'flag': 'https://crests.football-data.org/759.svg'}, 'name': 'Bundesliga', 'code': 'BL1', 'type': 'LEAGUE', 'emblem': 'https://crests.football-data.org/BL1.png', 'plan': 'TIER_ONE', 'currentSeason': {'id': 1592, 'startDate': '2023-08-18', 'endDate': '2024-05-18', 'currentMatchday': 1, 'winner': None}, 'numberOfAvailableSeasons': 61, 'lastUpdated': '2022-03-20T08:52:53Z'}, {'id': 2019, 'area': {'id': 2114, 'name': 'Italy', 'code': 'ITA', 'flag': 'https://crests.football-data.org/784.svg'}, 'name': 'Serie A', 'code': 'SA', 'type': 'LEAGUE', 'emblem': 'https://crests.football-data.org/SA.png', 'plan': 'TIER_ONE', 'currentSeason': {'id': 1600, 'startDate': '2023-08-19', 'endDate': '2024-05-26', 'currentMatchday': 1, 'winner': None}, 'numberOfAvailableSeasons': 92, 'lastUpdated': '2022-03-20T09:16:43Z'}, {'id': 2003, 'area': {'id': 2163, 'name': 'Netherlands', 'code': 'NLD', 'flag': 'https://crests.football-data.org/8601.svg'}, 'name': 'Eredivisie', 'code': 'DED', 'type': 'LEAGUE', 'emblem': 'https://crests.football-data.org/ED.png', 'plan': 'TIER_ONE', 'currentSeason': {'id': 1590, 'startDate': '2023-08-11', 'endDate': '2024-05-19', 'currentMatchday': 1, 'winner': None}, 'numberOfAvailableSeasons': 68, 'lastUpdated': '2022-03-20T09:19:27Z'}, {'id': 2017, 'area': {'id': 2187, 'name': 'Portugal', 'code': 'POR', 'flag': 'https://crests.football-data.org/765.svg'}, 'name': 'Primeira Liga', 'code': 'PPL', 'type': 'LEAGUE', 'emblem': 'https://crests.football-data.org/PPL.png', 'plan': 'TIER_ONE', 'currentSeason': {'id': 1603, 'startDate': '2023-08-13', 'endDate': '2024-05-19', 'currentMatchday': 1, 'winner': None}, 'numberOfAvailableSeasons': 75, 'lastUpdated': '2022-03-20T09:34:09Z'}, {'id': 2152, 'area': {'id': 2220, 'name': 'South America', 'code': 'SAM', 'flag': 'https://crests.football-data.org/CLI.svg'}, 'name': 'Copa Libertadores', 'code': 'CLI', 'type': 'CUP', 'emblem': 'https://crests.football-data.org/CLI.svg', 'plan': 'TIER_ONE', 'currentSeason': {'id': 1545, 'startDate': '2023-02-08', 'endDate': '2023-11-11', 'currentMatchday': 7, 'winner': None}, 'numberOfAvailableSeasons': 3, 'lastUpdated': '2023-03-16T16:22:43Z'}, {'id': 2014, 'area': {'id': 2224, 'name': 'Spain', 'code': 'ESP', 'flag': 'https://crests.football-data.org/760.svg'}, 'name': 'Primera Division', 'code': 'PD', 'type': 'LEAGUE', 'emblem': 'https://crests.football-data.org/PD.png', 'plan': 'TIER_ONE', 'currentSeason': {'id': 1577, 'startDate': '2023-08-13', 'endDate': '2024-05-26', 'currentMatchday': 1, 'winner': None}, 'numberOfAvailableSeasons': 93, 'lastUpdated': '2022-03-20T09:20:08Z'}, {'id': 2000, 'area': {'id': 2267, 'name': 'World', 'code': 'INT', 'flag': None}, 'name': 'FIFA World Cup', 'code': 'WC', 'type': 'CUP', 'emblem': 'https://crests.football-data.org/qatar.png', 'plan': 'TIER_ONE', 'currentSeason': {'id': 1382, 'startDate': '2022-11-20', 'endDate': '2022-12-18', 'currentMatchday': 8, 'winner': None}, 'numberOfAvailableSeasons': 22, 'lastUpdated': '2022-05-09T19:45:29Z'}]}\u001b[0m\n",
"Thought:\u001b[32;1m\u001b[1;3mThe ID for the Premier League is 2021. Now I can use this ID to get the top scorer for the 2021-22 season.\n",
"Action:\n",
"```\n",
"{\n",
" \"action\": \"get_competition_top_scorers\",\n",
" \"action_input\": {\n",
" \"id\": \"2021\",\n",
" \"season\": \"2021\"\n",
" }\n",
"}\n",
"```\u001b[0m\n",
"Observation: \u001b[38;5;200m\u001b[1;3m{'count': 10, 'filters': {'season': 2021, 'limit': 10}, 'competition': {'id': 2021, 'name': 'Premier League', 'code': 'PL', 'type': 'LEAGUE', 'emblem': 'https://crests.football-data.org/PL.png'}, 'season': {'id': 733, 'startDate': '2021-08-13', 'endDate': '2022-05-22', 'currentMatchday': 38, 'winner': {'id': 65, 'name': 'Manchester City FC', 'shortName': 'Man City', 'tla': 'MCI', 'crest': 'https://crests.football-data.org/65.png', 'address': 'SportCity Manchester M11 3FF', 'website': 'https://www.mancity.com', 'founded': 1880, 'clubColors': 'Sky Blue / White', 'venue': 'Etihad Stadium', 'lastUpdated': '2022-02-10T19:48:37Z'}}, 'scorers': [{'player': {'id': 3754, 'name': 'Mohamed Salah', 'firstName': 'Mo', 'lastName': 'Salah', 'dateOfBirth': '1992-06-15', 'nationality': 'Egypt', 'section': 'Offence', 'position': None, 'shirtNumber': None, 'lastUpdated': '2022-08-25T14:07:47Z'}, 'team': {'id': 64, 'name': 'Liverpool FC', 'shortName': 'Liverpool', 'tla': 'LIV', 'crest': 'https://crests.football-data.org/64.png', 'address': 'Anfield Road Liverpool L4 0TH', 'website': 'http://www.liverpoolfc.tv', 'founded': 1892, 'clubColors': 'Red / White', 'venue': 'Anfield', 'lastUpdated': '2022-02-10T19:30:22Z'}, 'playedMatches': 35, 'goals': 23, 'assists': 13, 'penalties': 5}, {'player': {'id': 3343, 'name': 'Son Heungmin', 'firstName': 'Heungmin', 'lastName': 'Son', 'dateOfBirth': '1992-07-08', 'nationality': 'Korea Republic', 'section': 'Midfield', 'position': None, 'shirtNumber': None, 'lastUpdated': '2021-10-13T08:04:15Z'}, 'team': {'id': 73, 'name': 'Tottenham Hotspur FC', 'shortName': 'Tottenham', 'tla': 'TOT', 'crest': 'https://crests.football-data.org/73.svg', 'address': 'Bill Nicholson Way, 748 High Road London N17 0AP', 'website': 'http://www.tottenhamhotspur.com', 'founded': 1882, 'clubColors': 'Navy Blue / White', 'venue': 'Tottenham Hotspur Stadium', 'lastUpdated': '2020-11-20T07:12:32Z'}, 'playedMatches': 35, 'goals': 23, 'assists': 7, 'penalties': None}, {'player': {'id': 44, 'name': 'Cristiano Ronaldo', 'firstName': 'Cristiano Ronaldo', 'lastName': 'dos Santos Aveiro', 'dateOfBirth': '1985-02-05', 'nationality': 'Portugal', 'section': 'Offence', 'position': None, 'shirtNumber': None, 'lastUpdated': '2021-10-13T08:04:10Z'}, 'team': {'id': 66, 'name': 'Manchester United FC', 'shortName': 'Man United', 'tla': 'MUN', 'crest': 'https://crests.football-data.org/66.png', 'address': 'Sir Matt Busby Way Manchester M16 0RA', 'website': 'http://www.manutd.com', 'founded': 1878, 'clubColors': 'Red / White', 'venue': 'Old Trafford', 'lastUpdated': '2022-02-10T19:27:46Z'}, 'playedMatches': 30, 'goals': 18, 'assists': 3, 'penalties': 3}, {'player': {'id': 8004, 'name': 'Harry Kane', 'firstName': 'Harry', 'lastName': 'Kane', 'dateOfBirth': '1993-07-28', 'nationality': 'England', 'section': 'Offence', 'position': None, 'shirtNumber': None, 'lastUpdated': '2023-06-20T18:22:35Z'}, 'team': {'id': 73, 'name': 'Tottenham Hotspur FC', 'shortName': 'Tottenham', 'tla': 'TOT', 'crest': 'https://crests.football-data.org/73.svg', 'address': 'Bill Nicholson Way, 748 High Road London N17 0AP', 'website': 'http://www.tottenhamhotspur.com', 'founded': 1882, 'clubColors': 'Navy Blue / White', 'venue': 'Tottenham Hotspur Stadium', 'lastUpdated': '2020-11-20T07:12:32Z'}, 'playedMatches': 37, 'goals': 17, 'assists': 9, 'penalties': 4}, {'player': {'id': 3626, 'name': 'Sadio Mané', 'firstName': 'Sadio', 'lastName': 'Mané', 'dateOfBirth': '1992-04-10', 'nationality': 'Senegal', 'section': 'Offence', 'position': None, 'shirtNumber': None, 'lastUpdated': '2023-05-01T18:23:17Z'}, 'team': {'id': 64, 'name': 'Liverpool FC', 'shortName': 'Liverpool', 'tla': 'LIV', 'crest': 'https://crests.football-data.org/64.png', 'address': 'Anfield Road Liverpool L4 0TH', 'website': 'http://www.liverpoolfc.tv', 'founded': 1892, 'clubColors': 'Red / White', 'venue': 'Anfield', 'lastUpdated': '2022-02-10T19:30:22Z'}, 'playedMatches': 34, 'goals': 16, 'assists': 2, 'penalties': None}, {'player': {'id': 3330, 'name': 'Jamie Vardy', 'firstName': 'Jamie', 'lastName': 'Vardy', 'dateOfBirth': '1987-01-11', 'nationality': 'England', 'section': 'Offence', 'position': None, 'shirtNumber': None, 'lastUpdated': '2023-06-26T17:23:19Z'}, 'team': {'id': 338, 'name': 'Leicester City FC', 'shortName': 'Leicester City', 'tla': 'LEI', 'crest': 'https://crests.football-data.org/338.png', 'address': 'The Walkers Stadium, Filbert Way Leicester LE2 7FL', 'website': 'http://www.lcfc.com', 'founded': 1884, 'clubColors': 'Royal Blue / White', 'venue': 'King Power Stadium', 'lastUpdated': '2022-02-10T19:48:23Z'}, 'playedMatches': 27, 'goals': 15, 'assists': 2, 'penalties': None}, {'player': {'id': 4092, 'name': 'Diogo Jota', 'firstName': '', 'lastName': 'Diogo Jota', 'dateOfBirth': '1996-12-04', 'nationality': 'Portugal', 'section': 'Offence', 'position': None, 'shirtNumber': None, 'lastUpdated': '2022-08-25T14:07:47Z'}, 'team': {'id': 64, 'name': 'Liverpool FC', 'shortName': 'Liverpool', 'tla': 'LIV', 'crest': 'https://crests.football-data.org/64.png', 'address': 'Anfield Road Liverpool L4 0TH', 'website': 'http://www.liverpoolfc.tv', 'founded': 1892, 'clubColors': 'Red / White', 'venue': 'Anfield', 'lastUpdated': '2022-02-10T19:30:22Z'}, 'playedMatches': 36, 'goals': 15, 'assists': 4, 'penalties': None}, {'player': {'id': 3654, 'name': 'Kevin De Bruyne', 'firstName': 'Kevin', 'lastName': 'De Bruyne', 'dateOfBirth': '1991-06-28', 'nationality': 'Belgium', 'section': 'Midfield', 'position': None, 'shirtNumber': None, 'lastUpdated': '2021-10-13T08:04:13Z'}, 'team': {'id': 65, 'name': 'Manchester City FC', 'shortName': 'Man City', 'tla': 'MCI', 'crest': 'https://crests.football-data.org/65.png', 'address': 'SportCity Manchester M11 3FF', 'website': 'https://www.mancity.com', 'founded': 1880, 'clubColors': 'Sky Blue / White', 'venue': 'Etihad Stadium', 'lastUpdated': '2022-02-10T19:48:37Z'}, 'playedMatches': 33, 'goals': 15, 'assists': 8, 'penalties': None}, {'player': {'id': 8162, 'name': 'Wilfried Zaha', 'firstName': 'Wilfried', 'lastName': 'Zaha', 'dateOfBirth': '1992-11-10', 'nationality': \"Cote d'Ivoire\", 'section': 'Offence', 'position': None, 'shirtNumber': None, 'lastUpdated': '2023-07-14T09:28:58Z'}, 'team': {'id': 354, 'name': 'Crystal Palace FC', 'shortName': 'Crystal Palace', 'tla': 'CRY', 'crest': 'https://crests.football-data.org/354.png', 'address': 'Whitehorse Lane London SE25 6PU', 'website': 'http://www.cpfc.co.uk', 'founded': 1905, 'clubColors': 'Red / Blue', 'venue': 'Selhurst Park', 'lastUpdated': '2022-02-10T19:22:36Z'}, 'playedMatches': 33, 'goals': 14, 'assists': 1, 'penalties': 5}, {'player': {'id': 3329, 'name': 'Raheem Sterling', 'firstName': 'Raheem', 'lastName': 'Sterling', 'dateOfBirth': '1994-12-08', 'nationality': 'England', 'section': 'Offence', 'position': None, 'shirtNumber': None, 'lastUpdated': '2023-06-20T18:22:34Z'}, 'team': {'id': 65, 'name': 'Manchester City FC', 'shortName': 'Man City', 'tla': 'MCI', 'crest': 'https://crests.football-data.org/65.png', 'address': 'SportCity Manchester M11 3FF', 'website': 'https://www.mancity.com', 'founded': 1880, 'clubColors': 'Sky Blue / White', 'venue': 'Etihad Stadium', 'lastUpdated': '2022-02-10T19:48:37Z'}, 'playedMatches': 37, 'goals': 13, 'assists': 5, 'penalties': 2}]}\u001b[0m\n",
"Thought:\u001b[32;1m\u001b[1;3mThe top scorer of the Premier League for the 2021-22 season is Mohamed Salah. He was born on June 15, 1992. Now I can calculate his age in the 2021-22 season.\n",
"Action:\n",
"```\n",
"{\n",
" \"action\": \"Final Answer\",\n",
" \"action_input\": \"Mohamed Salah, the top scorer of the Premier League in the 2021-22 season, was born on June 15, 1992. So, he was 29 years old during the season.\"\n",
"}\n",
"```\u001b[0m\n",
"\n",
"\u001b[1m> Finished chain.\u001b[0m\n",
"\n",
"\n",
"\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n",
"\u001b[32;1m\u001b[1;3mThought: The question is too vague. I need more information to provide a helpful response. I'll ask for more details.\n",
"Action:\n",
"```\n",
"{\n",
" \"action\": \"Final Answer\",\n",
" \"action_input\": \"Could you please provide more details? Who are you referring to?\"\n",
"}\n",
"```\u001b[0m\n",
"\n",
"\u001b[1m> Finished chain.\u001b[0m\n"
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"['Mohamed Salah, the top scorer of the Premier League in the 2021-22 season, was born on June 15, 1992. So, he was 29 years old during the season.',\n",
" 'Could you please provide more details? Who are you referring to?']"
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"#@title mixing custom and built-in tools\n",
"executor = initialize_agent(\n",
" football_tools + load_tools(['llm-math'], llm=llm),\n",
" llm,\n",
" agent=AgentType.STRUCTURED_CHAT_ZERO_SHOT_REACT_DESCRIPTION,\n",
" verbose=True,\n",
" tags=['football-tools', 'math-tools'],\n",
")\n",
"run_experiment(\n",
" 'access to football data and math tools',\n",
" executor,\n",
" *salah_questions,\n",
")\n",
"# DISCUSS what difference did the additional tool(s) make?"
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"\n",
"\n",
"\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n",
"\u001b[32;1m\u001b[1;3mThought: To answer this question, I first need to get the top scorer of the Premier League for the 2021-22 season. I can use the get_competition_top_scorers tool for this.\n",
"Action:\n",
"```\n",
"{\n",
" \"action\": \"get_competition_top_scorers\",\n",
" \"action_input\": {\n",
" \"id\": \"premier-league\",\n",
" \"season\": \"2021\"\n",
" }\n",
"}\n",
"```\u001b[0m\n",
"Observation: \u001b[38;5;200m\u001b[1;3m{'message': \"Argument 'competitionId' is expected to be either an integer in a specified range or a competition code.\", 'errorCode': 400}\u001b[0m\n",
"Thought:\u001b[32;1m\u001b[1;3mIt seems like the tool expects an integer or a specific competition code for the 'id' parameter. I need to find out the correct id for the Premier League. I can use the get_competitions tool to get a list of all competitions and their ids.\n",
"Action:\n",
"```\n",
"{\n",
" \"action\": \"get_competitions\",\n",
" \"action_input\": {}\n",
"}\n",
"```\u001b[0m\n",
"Observation: \u001b[36;1m\u001b[1;3m{'count': 13, 'filters': {'client': 'Mohamed'}, 'competitions': [{'id': 2013, 'area': {'id': 2032, 'name': 'Brazil', 'code': 'BRA', 'flag': 'https://crests.football-data.org/764.svg'}, 'name': 'Campeonato Brasileiro Série A', 'code': 'BSA', 'type': 'LEAGUE', 'emblem': 'https://crests.football-data.org/764.svg', 'plan': 'TIER_ONE', 'currentSeason': {'id': 1557, 'startDate': '2023-04-15', 'endDate': '2023-12-03', 'currentMatchday': 17, 'winner': None}, 'numberOfAvailableSeasons': 7, 'lastUpdated': '2021-07-20T18:42:17Z'}, {'id': 2016, 'area': {'id': 2072, 'name': 'England', 'code': 'ENG', 'flag': 'https://crests.football-data.org/770.svg'}, 'name': 'Championship', 'code': 'ELC', 'type': 'LEAGUE', 'emblem': 'https://crests.football-data.org/ELC.png', 'plan': 'TIER_ONE', 'currentSeason': {'id': 1573, 'startDate': '2023-08-04', 'endDate': '2024-05-04', 'currentMatchday': 1, 'winner': None}, 'numberOfAvailableSeasons': 7, 'lastUpdated': '2022-03-20T09:31:30Z'}, {'id': 2021, 'area': {'id': 2072, 'name': 'England', 'code': 'ENG', 'flag': 'https://crests.football-data.org/770.svg'}, 'name': 'Premier League', 'code': 'PL', 'type': 'LEAGUE', 'emblem': 'https://crests.football-data.org/PL.png', 'plan': 'TIER_ONE', 'currentSeason': {'id': 1564, 'startDate': '2023-08-11', 'endDate': '2024-05-19', 'currentMatchday': 1, 'winner': None}, 'numberOfAvailableSeasons': 125, 'lastUpdated': '2022-03-20T08:58:54Z'}, {'id': 2001, 'area': {'id': 2077, 'name': 'Europe', 'code': 'EUR', 'flag': 'https://crests.football-data.org/EUR.svg'}, 'name': 'UEFA Champions League', 'code': 'CL', 'type': 'CUP', 'emblem': 'https://crests.football-data.org/CL.png', 'plan': 'TIER_ONE', 'currentSeason': {'id': 1491, 'startDate': '2022-06-21', 'endDate': '2023-06-10', 'currentMatchday': 6, 'winner': {'id': 65, 'name': 'Manchester City FC', 'shortName': 'Man City', 'tla': 'MCI', 'crest': 'https://crests.football-data.org/65.png', 'address': 'SportCity Manchester M11 3FF', 'website': 'https://www.mancity.com', 'founded': 1880, 'clubColors': 'Sky Blue / White', 'venue': 'Etihad Stadium', 'lastUpdated': '2022-02-10T19:48:37Z'}}, 'numberOfAvailableSeasons': 43, 'lastUpdated': '2022-03-20T09:20:44Z'}, {'id': 2018, 'area': {'id': 2077, 'name': 'Europe', 'code': 'EUR', 'flag': 'https://crests.football-data.org/EUR.svg'}, 'name': 'European Championship', 'code': 'EC', 'type': 'CUP', 'emblem': 'https://crests.football-data.org/EUR.svg', 'plan': 'TIER_ONE', 'currentSeason': {'id': 1537, 'startDate': '2024-06-14', 'endDate': '2024-07-14', 'currentMatchday': 1, 'winner': None}, 'numberOfAvailableSeasons': 17, 'lastUpdated': '2021-07-20T18:34:04Z'}, {'id': 2015, 'area': {'id': 2081, 'name': 'France', 'code': 'FRA', 'flag': 'https://crests.football-data.org/773.svg'}, 'name': 'Ligue 1', 'code': 'FL1', 'type': 'LEAGUE', 'emblem': 'https://crests.football-data.org/FL1.png', 'plan': 'TIER_ONE', 'currentSeason': {'id': 1595, 'startDate': '2023-08-13', 'endDate': '2024-05-18', 'currentMatchday': 1, 'winner': None}, 'numberOfAvailableSeasons': 80, 'lastUpdated': '2022-03-20T09:30:02Z'}, {'id': 2002, 'area': {'id': 2088, 'name': 'Germany', 'code': 'DEU', 'flag': 'https://crests.football-data.org/759.svg'}, 'name': 'Bundesliga', 'code': 'BL1', 'type': 'LEAGUE', 'emblem': 'https://crests.football-data.org/BL1.png', 'plan': 'TIER_ONE', 'currentSeason': {'id': 1592, 'startDate': '2023-08-18', 'endDate': '2024-05-18', 'currentMatchday': 1, 'winner': None}, 'numberOfAvailableSeasons': 61, 'lastUpdated': '2022-03-20T08:52:53Z'}, {'id': 2019, 'area': {'id': 2114, 'name': 'Italy', 'code': 'ITA', 'flag': 'https://crests.football-data.org/784.svg'}, 'name': 'Serie A', 'code': 'SA', 'type': 'LEAGUE', 'emblem': 'https://crests.football-data.org/SA.png', 'plan': 'TIER_ONE', 'currentSeason': {'id': 1600, 'startDate': '2023-08-19', 'endDate': '2024-05-26', 'currentMatchday': 1, 'winner': None}, 'numberOfAvailableSeasons': 92, 'lastUpdated': '2022-03-20T09:16:43Z'}, {'id': 2003, 'area': {'id': 2163, 'name': 'Netherlands', 'code': 'NLD', 'flag': 'https://crests.football-data.org/8601.svg'}, 'name': 'Eredivisie', 'code': 'DED', 'type': 'LEAGUE', 'emblem': 'https://crests.football-data.org/ED.png', 'plan': 'TIER_ONE', 'currentSeason': {'id': 1590, 'startDate': '2023-08-11', 'endDate': '2024-05-19', 'currentMatchday': 1, 'winner': None}, 'numberOfAvailableSeasons': 68, 'lastUpdated': '2022-03-20T09:19:27Z'}, {'id': 2017, 'area': {'id': 2187, 'name': 'Portugal', 'code': 'POR', 'flag': 'https://crests.football-data.org/765.svg'}, 'name': 'Primeira Liga', 'code': 'PPL', 'type': 'LEAGUE', 'emblem': 'https://crests.football-data.org/PPL.png', 'plan': 'TIER_ONE', 'currentSeason': {'id': 1603, 'startDate': '2023-08-13', 'endDate': '2024-05-19', 'currentMatchday': 1, 'winner': None}, 'numberOfAvailableSeasons': 75, 'lastUpdated': '2022-03-20T09:34:09Z'}, {'id': 2152, 'area': {'id': 2220, 'name': 'South America', 'code': 'SAM', 'flag': 'https://crests.football-data.org/CLI.svg'}, 'name': 'Copa Libertadores', 'code': 'CLI', 'type': 'CUP', 'emblem': 'https://crests.football-data.org/CLI.svg', 'plan': 'TIER_ONE', 'currentSeason': {'id': 1545, 'startDate': '2023-02-08', 'endDate': '2023-11-11', 'currentMatchday': 7, 'winner': None}, 'numberOfAvailableSeasons': 3, 'lastUpdated': '2023-03-16T16:22:43Z'}, {'id': 2014, 'area': {'id': 2224, 'name': 'Spain', 'code': 'ESP', 'flag': 'https://crests.football-data.org/760.svg'}, 'name': 'Primera Division', 'code': 'PD', 'type': 'LEAGUE', 'emblem': 'https://crests.football-data.org/PD.png', 'plan': 'TIER_ONE', 'currentSeason': {'id': 1577, 'startDate': '2023-08-13', 'endDate': '2024-05-26', 'currentMatchday': 1, 'winner': None}, 'numberOfAvailableSeasons': 93, 'lastUpdated': '2022-03-20T09:20:08Z'}, {'id': 2000, 'area': {'id': 2267, 'name': 'World', 'code': 'INT', 'flag': None}, 'name': 'FIFA World Cup', 'code': 'WC', 'type': 'CUP', 'emblem': 'https://crests.football-data.org/qatar.png', 'plan': 'TIER_ONE', 'currentSeason': {'id': 1382, 'startDate': '2022-11-20', 'endDate': '2022-12-18', 'currentMatchday': 8, 'winner': None}, 'numberOfAvailableSeasons': 22, 'lastUpdated': '2022-05-09T19:45:29Z'}]}\u001b[0m\n",
"Thought:\u001b[32;1m\u001b[1;3mThe ID for the Premier League is 2021. Now I can use this ID to get the top scorer for the 2021-22 season.\n",
"Action:\n",
"```\n",
"{\n",
" \"action\": \"get_competition_top_scorers\",\n",
" \"action_input\": {\n",
" \"id\": \"2021\",\n",
" \"season\": \"2021\"\n",
" }\n",
"}\n",
"```\u001b[0m\n",
"Observation: \u001b[38;5;200m\u001b[1;3m{'count': 10, 'filters': {'season': 2021, 'limit': 10}, 'competition': {'id': 2021, 'name': 'Premier League', 'code': 'PL', 'type': 'LEAGUE', 'emblem': 'https://crests.football-data.org/PL.png'}, 'season': {'id': 733, 'startDate': '2021-08-13', 'endDate': '2022-05-22', 'currentMatchday': 38, 'winner': {'id': 65, 'name': 'Manchester City FC', 'shortName': 'Man City', 'tla': 'MCI', 'crest': 'https://crests.football-data.org/65.png', 'address': 'SportCity Manchester M11 3FF', 'website': 'https://www.mancity.com', 'founded': 1880, 'clubColors': 'Sky Blue / White', 'venue': 'Etihad Stadium', 'lastUpdated': '2022-02-10T19:48:37Z'}}, 'scorers': [{'player': {'id': 3754, 'name': 'Mohamed Salah', 'firstName': 'Mo', 'lastName': 'Salah', 'dateOfBirth': '1992-06-15', 'nationality': 'Egypt', 'section': 'Offence', 'position': None, 'shirtNumber': None, 'lastUpdated': '2022-08-25T14:07:47Z'}, 'team': {'id': 64, 'name': 'Liverpool FC', 'shortName': 'Liverpool', 'tla': 'LIV', 'crest': 'https://crests.football-data.org/64.png', 'address': 'Anfield Road Liverpool L4 0TH', 'website': 'http://www.liverpoolfc.tv', 'founded': 1892, 'clubColors': 'Red / White', 'venue': 'Anfield', 'lastUpdated': '2022-02-10T19:30:22Z'}, 'playedMatches': 35, 'goals': 23, 'assists': 13, 'penalties': 5}, {'player': {'id': 3343, 'name': 'Son Heungmin', 'firstName': 'Heungmin', 'lastName': 'Son', 'dateOfBirth': '1992-07-08', 'nationality': 'Korea Republic', 'section': 'Midfield', 'position': None, 'shirtNumber': None, 'lastUpdated': '2021-10-13T08:04:15Z'}, 'team': {'id': 73, 'name': 'Tottenham Hotspur FC', 'shortName': 'Tottenham', 'tla': 'TOT', 'crest': 'https://crests.football-data.org/73.svg', 'address': 'Bill Nicholson Way, 748 High Road London N17 0AP', 'website': 'http://www.tottenhamhotspur.com', 'founded': 1882, 'clubColors': 'Navy Blue / White', 'venue': 'Tottenham Hotspur Stadium', 'lastUpdated': '2020-11-20T07:12:32Z'}, 'playedMatches': 35, 'goals': 23, 'assists': 7, 'penalties': None}, {'player': {'id': 44, 'name': 'Cristiano Ronaldo', 'firstName': 'Cristiano Ronaldo', 'lastName': 'dos Santos Aveiro', 'dateOfBirth': '1985-02-05', 'nationality': 'Portugal', 'section': 'Offence', 'position': None, 'shirtNumber': None, 'lastUpdated': '2021-10-13T08:04:10Z'}, 'team': {'id': 66, 'name': 'Manchester United FC', 'shortName': 'Man United', 'tla': 'MUN', 'crest': 'https://crests.football-data.org/66.png', 'address': 'Sir Matt Busby Way Manchester M16 0RA', 'website': 'http://www.manutd.com', 'founded': 1878, 'clubColors': 'Red / White', 'venue': 'Old Trafford', 'lastUpdated': '2022-02-10T19:27:46Z'}, 'playedMatches': 30, 'goals': 18, 'assists': 3, 'penalties': 3}, {'player': {'id': 8004, 'name': 'Harry Kane', 'firstName': 'Harry', 'lastName': 'Kane', 'dateOfBirth': '1993-07-28', 'nationality': 'England', 'section': 'Offence', 'position': None, 'shirtNumber': None, 'lastUpdated': '2023-06-20T18:22:35Z'}, 'team': {'id': 73, 'name': 'Tottenham Hotspur FC', 'shortName': 'Tottenham', 'tla': 'TOT', 'crest': 'https://crests.football-data.org/73.svg', 'address': 'Bill Nicholson Way, 748 High Road London N17 0AP', 'website': 'http://www.tottenhamhotspur.com', 'founded': 1882, 'clubColors': 'Navy Blue / White', 'venue': 'Tottenham Hotspur Stadium', 'lastUpdated': '2020-11-20T07:12:32Z'}, 'playedMatches': 37, 'goals': 17, 'assists': 9, 'penalties': 4}, {'player': {'id': 3626, 'name': 'Sadio Mané', 'firstName': 'Sadio', 'lastName': 'Mané', 'dateOfBirth': '1992-04-10', 'nationality': 'Senegal', 'section': 'Offence', 'position': None, 'shirtNumber': None, 'lastUpdated': '2023-05-01T18:23:17Z'}, 'team': {'id': 64, 'name': 'Liverpool FC', 'shortName': 'Liverpool', 'tla': 'LIV', 'crest': 'https://crests.football-data.org/64.png', 'address': 'Anfield Road Liverpool L4 0TH', 'website': 'http://www.liverpoolfc.tv', 'founded': 1892, 'clubColors': 'Red / White', 'venue': 'Anfield', 'lastUpdated': '2022-02-10T19:30:22Z'}, 'playedMatches': 34, 'goals': 16, 'assists': 2, 'penalties': None}, {'player': {'id': 3330, 'name': 'Jamie Vardy', 'firstName': 'Jamie', 'lastName': 'Vardy', 'dateOfBirth': '1987-01-11', 'nationality': 'England', 'section': 'Offence', 'position': None, 'shirtNumber': None, 'lastUpdated': '2023-06-26T17:23:19Z'}, 'team': {'id': 338, 'name': 'Leicester City FC', 'shortName': 'Leicester City', 'tla': 'LEI', 'crest': 'https://crests.football-data.org/338.png', 'address': 'The Walkers Stadium, Filbert Way Leicester LE2 7FL', 'website': 'http://www.lcfc.com', 'founded': 1884, 'clubColors': 'Royal Blue / White', 'venue': 'King Power Stadium', 'lastUpdated': '2022-02-10T19:48:23Z'}, 'playedMatches': 27, 'goals': 15, 'assists': 2, 'penalties': None}, {'player': {'id': 4092, 'name': 'Diogo Jota', 'firstName': '', 'lastName': 'Diogo Jota', 'dateOfBirth': '1996-12-04', 'nationality': 'Portugal', 'section': 'Offence', 'position': None, 'shirtNumber': None, 'lastUpdated': '2022-08-25T14:07:47Z'}, 'team': {'id': 64, 'name': 'Liverpool FC', 'shortName': 'Liverpool', 'tla': 'LIV', 'crest': 'https://crests.football-data.org/64.png', 'address': 'Anfield Road Liverpool L4 0TH', 'website': 'http://www.liverpoolfc.tv', 'founded': 1892, 'clubColors': 'Red / White', 'venue': 'Anfield', 'lastUpdated': '2022-02-10T19:30:22Z'}, 'playedMatches': 36, 'goals': 15, 'assists': 4, 'penalties': None}, {'player': {'id': 3654, 'name': 'Kevin De Bruyne', 'firstName': 'Kevin', 'lastName': 'De Bruyne', 'dateOfBirth': '1991-06-28', 'nationality': 'Belgium', 'section': 'Midfield', 'position': None, 'shirtNumber': None, 'lastUpdated': '2021-10-13T08:04:13Z'}, 'team': {'id': 65, 'name': 'Manchester City FC', 'shortName': 'Man City', 'tla': 'MCI', 'crest': 'https://crests.football-data.org/65.png', 'address': 'SportCity Manchester M11 3FF', 'website': 'https://www.mancity.com', 'founded': 1880, 'clubColors': 'Sky Blue / White', 'venue': 'Etihad Stadium', 'lastUpdated': '2022-02-10T19:48:37Z'}, 'playedMatches': 33, 'goals': 15, 'assists': 8, 'penalties': None}, {'player': {'id': 8162, 'name': 'Wilfried Zaha', 'firstName': 'Wilfried', 'lastName': 'Zaha', 'dateOfBirth': '1992-11-10', 'nationality': \"Cote d'Ivoire\", 'section': 'Offence', 'position': None, 'shirtNumber': None, 'lastUpdated': '2023-07-14T09:28:58Z'}, 'team': {'id': 354, 'name': 'Crystal Palace FC', 'shortName': 'Crystal Palace', 'tla': 'CRY', 'crest': 'https://crests.football-data.org/354.png', 'address': 'Whitehorse Lane London SE25 6PU', 'website': 'http://www.cpfc.co.uk', 'founded': 1905, 'clubColors': 'Red / Blue', 'venue': 'Selhurst Park', 'lastUpdated': '2022-02-10T19:22:36Z'}, 'playedMatches': 33, 'goals': 14, 'assists': 1, 'penalties': 5}, {'player': {'id': 3329, 'name': 'Raheem Sterling', 'firstName': 'Raheem', 'lastName': 'Sterling', 'dateOfBirth': '1994-12-08', 'nationality': 'England', 'section': 'Offence', 'position': None, 'shirtNumber': None, 'lastUpdated': '2023-06-20T18:22:34Z'}, 'team': {'id': 65, 'name': 'Manchester City FC', 'shortName': 'Man City', 'tla': 'MCI', 'crest': 'https://crests.football-data.org/65.png', 'address': 'SportCity Manchester M11 3FF', 'website': 'https://www.mancity.com', 'founded': 1880, 'clubColors': 'Sky Blue / White', 'venue': 'Etihad Stadium', 'lastUpdated': '2022-02-10T19:48:37Z'}, 'playedMatches': 37, 'goals': 13, 'assists': 5, 'penalties': 2}]}\u001b[0m\n",
"Thought:\u001b[32;1m\u001b[1;3mThe top scorer of the Premier League for the 2021-22 season is Mohamed Salah. He was born on June 15, 1992. Now I need to calculate his age in 2022 to answer the question.\n",
"Action:\n",
"```\n",
"{\n",
" \"action\": \"Calculator\",\n",
" \"action_input\": {\n",
" \"tool_input\": \"2022 - 1992\"\n",
" }\n",
"}\n",
"```\n",
"\u001b[0m\n",
"Observation: \u001b[36;1m\u001b[1;3mAnswer: 30\u001b[0m\n",
"Thought:\u001b[32;1m\u001b[1;3mMohamed Salah, the top scorer of the Premier League for the 2021-22 season, was 30 years old in 2022.\n",
"Action:\n",
"```\n",
"{\n",
" \"action\": \"Final Answer\",\n",
" \"action_input\": \"Mohamed Salah, the top scorer of the Premier League for the 2021-22 season, was 30 years old in 2022.\"\n",
"}\n",
"```\u001b[0m\n",
"\n",
"\u001b[1m> Finished chain.\u001b[0m\n",
"\n",
"\n",
"\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n",
"\u001b[32;1m\u001b[1;3mI'm sorry, but I need more information to answer your question. Could you please specify who you're asking about?\u001b[0m\n",
"\n",
"\u001b[1m> Finished chain.\u001b[0m\n"
]
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"<div class=\"wandb-row\"><div class=\"wandb-col\"><h3>Run history:</h3><br/><table class=\"wandb\"><tr><td>completion_tokens_per_call</td><td>█▁</td></tr><tr><td>cost_per_call</td><td>█▁</td></tr><tr><td>cost_sum</td><td>▁█</td></tr><tr><td>executor_max_iterations</td><td>▁▁</td></tr><tr><td>prompt_tokens_per_call</td><td>█▁</td></tr><tr><td>temperature</td><td>▁▁</td></tr><tr><td>tokens_per_call</td><td>█▁</td></tr><tr><td>tokens_sum</td><td>▁█</td></tr></table><br/></div><div class=\"wandb-col\"><h3>Run summary:</h3><br/><table class=\"wandb\"><tr><td>agent_type</td><td>StructuredChatAgent</td></tr><tr><td>completion_tokens_per_call</td><td>24</td></tr><tr><td>cost_per_call</td><td>0.01974</td></tr><tr><td>cost_sum</td><td>0.54264</td></tr><tr><td>executor_max_iterations</td><td>15</td></tr><tr><td>model_name</td><td>gpt-4</td></tr><tr><td>prompt_tokens_per_call</td><td>610</td></tr><tr><td>temperature</td><td>0.0</td></tr><tr><td>tokens_per_call</td><td>634</td></tr><tr><td>tokens_sum</td><td>17635</td></tr></table><br/></div></div>"
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"['Mohamed Salah, the top scorer of the Premier League for the 2021-22 season, was 30 years old in 2022.',\n",
" \"I'm sorry, but I need more information to answer your question. Could you please specify who you're asking about?\"]"
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{
"cell_type": "markdown",
"source": [
"# memory"
],
"metadata": {
"id": "bjpIvFpCqguF"
}
},
{
"cell_type": "code",
"source": [
"agent_kwargs = {\n",
" 'memory_prompts': [MessagesPlaceholder(variable_name='history')],\n",
" 'input_variables': ['input', 'agent_scratchpad', 'history'],\n",
"}\n",
"executor = initialize_agent(\n",
" football_tools + load_tools(['llm-math'], llm=llm),\n",
" llm,\n",
" agent=AgentType.STRUCTURED_CHAT_ZERO_SHOT_REACT_DESCRIPTION,\n",
" agent_kwargs=agent_kwargs,\n",
" memory=ConversationBufferMemory(memory_key='history', return_messages=True),\n",
" verbose=True,\n",
" tags=['football-tools', 'math-tools', 'conversation-memory'],\n",
")\n",
"run_experiment(\n",
" 'access to football data, math, and memory',\n",
" executor,\n",
" *salah_questions,\n",
")\n",
"# DISCUSS what difference did the memory make?"
],
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"outputId": "375c1828-6d71-4599-efec-e42d702f51fe"
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"execution_count": 11,
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"Tracking run with wandb version 0.15.7"
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"\n",
"\n",
"\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n",
"\u001b[32;1m\u001b[1;3mThought: To answer this question, I first need to get the top scorer of the Premier League for the 2021-22 season. I can use the get_competition_top_scorers tool for this.\n",
"Action:\n",
"```\n",
"{\n",
" \"action\": \"get_competition_top_scorers\",\n",
" \"action_input\": {\n",
" \"id\": \"premier-league\",\n",
" \"season\": \"2021\"\n",
" }\n",
"}\n",
"```\u001b[0m\n",
"Observation: \u001b[38;5;200m\u001b[1;3m{'message': \"Argument 'competitionId' is expected to be either an integer in a specified range or a competition code.\", 'errorCode': 400}\u001b[0m\n",
"Thought:\u001b[32;1m\u001b[1;3mIt seems like the tool expects an integer or a specific competition code for the 'id' parameter. I need to find out the correct id for the Premier League. I can use the get_competitions tool to get a list of all competitions and their ids.\n",
"Action:\n",
"```\n",
"{\n",
" \"action\": \"get_competitions\",\n",
" \"action_input\": {}\n",
"}\n",
"```\u001b[0m\n",
"Observation: \u001b[36;1m\u001b[1;3m{'count': 13, 'filters': {'client': 'Mohamed'}, 'competitions': [{'id': 2013, 'area': {'id': 2032, 'name': 'Brazil', 'code': 'BRA', 'flag': 'https://crests.football-data.org/764.svg'}, 'name': 'Campeonato Brasileiro Série A', 'code': 'BSA', 'type': 'LEAGUE', 'emblem': 'https://crests.football-data.org/764.svg', 'plan': 'TIER_ONE', 'currentSeason': {'id': 1557, 'startDate': '2023-04-15', 'endDate': '2023-12-03', 'currentMatchday': 17, 'winner': None}, 'numberOfAvailableSeasons': 7, 'lastUpdated': '2021-07-20T18:42:17Z'}, {'id': 2016, 'area': {'id': 2072, 'name': 'England', 'code': 'ENG', 'flag': 'https://crests.football-data.org/770.svg'}, 'name': 'Championship', 'code': 'ELC', 'type': 'LEAGUE', 'emblem': 'https://crests.football-data.org/ELC.png', 'plan': 'TIER_ONE', 'currentSeason': {'id': 1573, 'startDate': '2023-08-04', 'endDate': '2024-05-04', 'currentMatchday': 1, 'winner': None}, 'numberOfAvailableSeasons': 7, 'lastUpdated': '2022-03-20T09:31:30Z'}, {'id': 2021, 'area': {'id': 2072, 'name': 'England', 'code': 'ENG', 'flag': 'https://crests.football-data.org/770.svg'}, 'name': 'Premier League', 'code': 'PL', 'type': 'LEAGUE', 'emblem': 'https://crests.football-data.org/PL.png', 'plan': 'TIER_ONE', 'currentSeason': {'id': 1564, 'startDate': '2023-08-11', 'endDate': '2024-05-19', 'currentMatchday': 1, 'winner': None}, 'numberOfAvailableSeasons': 125, 'lastUpdated': '2022-03-20T08:58:54Z'}, {'id': 2001, 'area': {'id': 2077, 'name': 'Europe', 'code': 'EUR', 'flag': 'https://crests.football-data.org/EUR.svg'}, 'name': 'UEFA Champions League', 'code': 'CL', 'type': 'CUP', 'emblem': 'https://crests.football-data.org/CL.png', 'plan': 'TIER_ONE', 'currentSeason': {'id': 1491, 'startDate': '2022-06-21', 'endDate': '2023-06-10', 'currentMatchday': 6, 'winner': {'id': 65, 'name': 'Manchester City FC', 'shortName': 'Man City', 'tla': 'MCI', 'crest': 'https://crests.football-data.org/65.png', 'address': 'SportCity Manchester M11 3FF', 'website': 'https://www.mancity.com', 'founded': 1880, 'clubColors': 'Sky Blue / White', 'venue': 'Etihad Stadium', 'lastUpdated': '2022-02-10T19:48:37Z'}}, 'numberOfAvailableSeasons': 43, 'lastUpdated': '2022-03-20T09:20:44Z'}, {'id': 2018, 'area': {'id': 2077, 'name': 'Europe', 'code': 'EUR', 'flag': 'https://crests.football-data.org/EUR.svg'}, 'name': 'European Championship', 'code': 'EC', 'type': 'CUP', 'emblem': 'https://crests.football-data.org/EUR.svg', 'plan': 'TIER_ONE', 'currentSeason': {'id': 1537, 'startDate': '2024-06-14', 'endDate': '2024-07-14', 'currentMatchday': 1, 'winner': None}, 'numberOfAvailableSeasons': 17, 'lastUpdated': '2021-07-20T18:34:04Z'}, {'id': 2015, 'area': {'id': 2081, 'name': 'France', 'code': 'FRA', 'flag': 'https://crests.football-data.org/773.svg'}, 'name': 'Ligue 1', 'code': 'FL1', 'type': 'LEAGUE', 'emblem': 'https://crests.football-data.org/FL1.png', 'plan': 'TIER_ONE', 'currentSeason': {'id': 1595, 'startDate': '2023-08-13', 'endDate': '2024-05-18', 'currentMatchday': 1, 'winner': None}, 'numberOfAvailableSeasons': 80, 'lastUpdated': '2022-03-20T09:30:02Z'}, {'id': 2002, 'area': {'id': 2088, 'name': 'Germany', 'code': 'DEU', 'flag': 'https://crests.football-data.org/759.svg'}, 'name': 'Bundesliga', 'code': 'BL1', 'type': 'LEAGUE', 'emblem': 'https://crests.football-data.org/BL1.png', 'plan': 'TIER_ONE', 'currentSeason': {'id': 1592, 'startDate': '2023-08-18', 'endDate': '2024-05-18', 'currentMatchday': 1, 'winner': None}, 'numberOfAvailableSeasons': 61, 'lastUpdated': '2022-03-20T08:52:53Z'}, {'id': 2019, 'area': {'id': 2114, 'name': 'Italy', 'code': 'ITA', 'flag': 'https://crests.football-data.org/784.svg'}, 'name': 'Serie A', 'code': 'SA', 'type': 'LEAGUE', 'emblem': 'https://crests.football-data.org/SA.png', 'plan': 'TIER_ONE', 'currentSeason': {'id': 1600, 'startDate': '2023-08-19', 'endDate': '2024-05-26', 'currentMatchday': 1, 'winner': None}, 'numberOfAvailableSeasons': 92, 'lastUpdated': '2022-03-20T09:16:43Z'}, {'id': 2003, 'area': {'id': 2163, 'name': 'Netherlands', 'code': 'NLD', 'flag': 'https://crests.football-data.org/8601.svg'}, 'name': 'Eredivisie', 'code': 'DED', 'type': 'LEAGUE', 'emblem': 'https://crests.football-data.org/ED.png', 'plan': 'TIER_ONE', 'currentSeason': {'id': 1590, 'startDate': '2023-08-11', 'endDate': '2024-05-19', 'currentMatchday': 1, 'winner': None}, 'numberOfAvailableSeasons': 68, 'lastUpdated': '2022-03-20T09:19:27Z'}, {'id': 2017, 'area': {'id': 2187, 'name': 'Portugal', 'code': 'POR', 'flag': 'https://crests.football-data.org/765.svg'}, 'name': 'Primeira Liga', 'code': 'PPL', 'type': 'LEAGUE', 'emblem': 'https://crests.football-data.org/PPL.png', 'plan': 'TIER_ONE', 'currentSeason': {'id': 1603, 'startDate': '2023-08-13', 'endDate': '2024-05-19', 'currentMatchday': 1, 'winner': None}, 'numberOfAvailableSeasons': 75, 'lastUpdated': '2022-03-20T09:34:09Z'}, {'id': 2152, 'area': {'id': 2220, 'name': 'South America', 'code': 'SAM', 'flag': 'https://crests.football-data.org/CLI.svg'}, 'name': 'Copa Libertadores', 'code': 'CLI', 'type': 'CUP', 'emblem': 'https://crests.football-data.org/CLI.svg', 'plan': 'TIER_ONE', 'currentSeason': {'id': 1545, 'startDate': '2023-02-08', 'endDate': '2023-11-11', 'currentMatchday': 7, 'winner': None}, 'numberOfAvailableSeasons': 3, 'lastUpdated': '2023-03-16T16:22:43Z'}, {'id': 2014, 'area': {'id': 2224, 'name': 'Spain', 'code': 'ESP', 'flag': 'https://crests.football-data.org/760.svg'}, 'name': 'Primera Division', 'code': 'PD', 'type': 'LEAGUE', 'emblem': 'https://crests.football-data.org/PD.png', 'plan': 'TIER_ONE', 'currentSeason': {'id': 1577, 'startDate': '2023-08-13', 'endDate': '2024-05-26', 'currentMatchday': 1, 'winner': None}, 'numberOfAvailableSeasons': 93, 'lastUpdated': '2022-03-20T09:20:08Z'}, {'id': 2000, 'area': {'id': 2267, 'name': 'World', 'code': 'INT', 'flag': None}, 'name': 'FIFA World Cup', 'code': 'WC', 'type': 'CUP', 'emblem': 'https://crests.football-data.org/qatar.png', 'plan': 'TIER_ONE', 'currentSeason': {'id': 1382, 'startDate': '2022-11-20', 'endDate': '2022-12-18', 'currentMatchday': 8, 'winner': None}, 'numberOfAvailableSeasons': 22, 'lastUpdated': '2022-05-09T19:45:29Z'}]}\u001b[0m\n",
"Thought:\u001b[32;1m\u001b[1;3mFrom the list of competitions, I can see that the Premier League has the id 2021. Now I can use this id to get the top scorers of the Premier League for the 2021-22 season.\n",
"Action:\n",
"```\n",
"{\n",
" \"action\": \"get_competition_top_scorers\",\n",
" \"action_input\": {\n",
" \"id\": \"2021\",\n",
" \"season\": \"2021\"\n",
" }\n",
"}\n",
"```\u001b[0m\n",
"Observation: \u001b[38;5;200m\u001b[1;3m{'count': 10, 'filters': {'season': 2021, 'limit': 10}, 'competition': {'id': 2021, 'name': 'Premier League', 'code': 'PL', 'type': 'LEAGUE', 'emblem': 'https://crests.football-data.org/PL.png'}, 'season': {'id': 733, 'startDate': '2021-08-13', 'endDate': '2022-05-22', 'currentMatchday': 38, 'winner': {'id': 65, 'name': 'Manchester City FC', 'shortName': 'Man City', 'tla': 'MCI', 'crest': 'https://crests.football-data.org/65.png', 'address': 'SportCity Manchester M11 3FF', 'website': 'https://www.mancity.com', 'founded': 1880, 'clubColors': 'Sky Blue / White', 'venue': 'Etihad Stadium', 'lastUpdated': '2022-02-10T19:48:37Z'}}, 'scorers': [{'player': {'id': 3754, 'name': 'Mohamed Salah', 'firstName': 'Mo', 'lastName': 'Salah', 'dateOfBirth': '1992-06-15', 'nationality': 'Egypt', 'section': 'Offence', 'position': None, 'shirtNumber': None, 'lastUpdated': '2022-08-25T14:07:47Z'}, 'team': {'id': 64, 'name': 'Liverpool FC', 'shortName': 'Liverpool', 'tla': 'LIV', 'crest': 'https://crests.football-data.org/64.png', 'address': 'Anfield Road Liverpool L4 0TH', 'website': 'http://www.liverpoolfc.tv', 'founded': 1892, 'clubColors': 'Red / White', 'venue': 'Anfield', 'lastUpdated': '2022-02-10T19:30:22Z'}, 'playedMatches': 35, 'goals': 23, 'assists': 13, 'penalties': 5}, {'player': {'id': 3343, 'name': 'Son Heungmin', 'firstName': 'Heungmin', 'lastName': 'Son', 'dateOfBirth': '1992-07-08', 'nationality': 'Korea Republic', 'section': 'Midfield', 'position': None, 'shirtNumber': None, 'lastUpdated': '2021-10-13T08:04:15Z'}, 'team': {'id': 73, 'name': 'Tottenham Hotspur FC', 'shortName': 'Tottenham', 'tla': 'TOT', 'crest': 'https://crests.football-data.org/73.svg', 'address': 'Bill Nicholson Way, 748 High Road London N17 0AP', 'website': 'http://www.tottenhamhotspur.com', 'founded': 1882, 'clubColors': 'Navy Blue / White', 'venue': 'Tottenham Hotspur Stadium', 'lastUpdated': '2020-11-20T07:12:32Z'}, 'playedMatches': 35, 'goals': 23, 'assists': 7, 'penalties': None}, {'player': {'id': 44, 'name': 'Cristiano Ronaldo', 'firstName': 'Cristiano Ronaldo', 'lastName': 'dos Santos Aveiro', 'dateOfBirth': '1985-02-05', 'nationality': 'Portugal', 'section': 'Offence', 'position': None, 'shirtNumber': None, 'lastUpdated': '2021-10-13T08:04:10Z'}, 'team': {'id': 66, 'name': 'Manchester United FC', 'shortName': 'Man United', 'tla': 'MUN', 'crest': 'https://crests.football-data.org/66.png', 'address': 'Sir Matt Busby Way Manchester M16 0RA', 'website': 'http://www.manutd.com', 'founded': 1878, 'clubColors': 'Red / White', 'venue': 'Old Trafford', 'lastUpdated': '2022-02-10T19:27:46Z'}, 'playedMatches': 30, 'goals': 18, 'assists': 3, 'penalties': 3}, {'player': {'id': 8004, 'name': 'Harry Kane', 'firstName': 'Harry', 'lastName': 'Kane', 'dateOfBirth': '1993-07-28', 'nationality': 'England', 'section': 'Offence', 'position': None, 'shirtNumber': None, 'lastUpdated': '2023-06-20T18:22:35Z'}, 'team': {'id': 73, 'name': 'Tottenham Hotspur FC', 'shortName': 'Tottenham', 'tla': 'TOT', 'crest': 'https://crests.football-data.org/73.svg', 'address': 'Bill Nicholson Way, 748 High Road London N17 0AP', 'website': 'http://www.tottenhamhotspur.com', 'founded': 1882, 'clubColors': 'Navy Blue / White', 'venue': 'Tottenham Hotspur Stadium', 'lastUpdated': '2020-11-20T07:12:32Z'}, 'playedMatches': 37, 'goals': 17, 'assists': 9, 'penalties': 4}, {'player': {'id': 3626, 'name': 'Sadio Mané', 'firstName': 'Sadio', 'lastName': 'Mané', 'dateOfBirth': '1992-04-10', 'nationality': 'Senegal', 'section': 'Offence', 'position': None, 'shirtNumber': None, 'lastUpdated': '2023-05-01T18:23:17Z'}, 'team': {'id': 64, 'name': 'Liverpool FC', 'shortName': 'Liverpool', 'tla': 'LIV', 'crest': 'https://crests.football-data.org/64.png', 'address': 'Anfield Road Liverpool L4 0TH', 'website': 'http://www.liverpoolfc.tv', 'founded': 1892, 'clubColors': 'Red / White', 'venue': 'Anfield', 'lastUpdated': '2022-02-10T19:30:22Z'}, 'playedMatches': 34, 'goals': 16, 'assists': 2, 'penalties': None}, {'player': {'id': 3330, 'name': 'Jamie Vardy', 'firstName': 'Jamie', 'lastName': 'Vardy', 'dateOfBirth': '1987-01-11', 'nationality': 'England', 'section': 'Offence', 'position': None, 'shirtNumber': None, 'lastUpdated': '2023-06-26T17:23:19Z'}, 'team': {'id': 338, 'name': 'Leicester City FC', 'shortName': 'Leicester City', 'tla': 'LEI', 'crest': 'https://crests.football-data.org/338.png', 'address': 'The Walkers Stadium, Filbert Way Leicester LE2 7FL', 'website': 'http://www.lcfc.com', 'founded': 1884, 'clubColors': 'Royal Blue / White', 'venue': 'King Power Stadium', 'lastUpdated': '2022-02-10T19:48:23Z'}, 'playedMatches': 27, 'goals': 15, 'assists': 2, 'penalties': None}, {'player': {'id': 4092, 'name': 'Diogo Jota', 'firstName': '', 'lastName': 'Diogo Jota', 'dateOfBirth': '1996-12-04', 'nationality': 'Portugal', 'section': 'Offence', 'position': None, 'shirtNumber': None, 'lastUpdated': '2022-08-25T14:07:47Z'}, 'team': {'id': 64, 'name': 'Liverpool FC', 'shortName': 'Liverpool', 'tla': 'LIV', 'crest': 'https://crests.football-data.org/64.png', 'address': 'Anfield Road Liverpool L4 0TH', 'website': 'http://www.liverpoolfc.tv', 'founded': 1892, 'clubColors': 'Red / White', 'venue': 'Anfield', 'lastUpdated': '2022-02-10T19:30:22Z'}, 'playedMatches': 36, 'goals': 15, 'assists': 4, 'penalties': None}, {'player': {'id': 3654, 'name': 'Kevin De Bruyne', 'firstName': 'Kevin', 'lastName': 'De Bruyne', 'dateOfBirth': '1991-06-28', 'nationality': 'Belgium', 'section': 'Midfield', 'position': None, 'shirtNumber': None, 'lastUpdated': '2021-10-13T08:04:13Z'}, 'team': {'id': 65, 'name': 'Manchester City FC', 'shortName': 'Man City', 'tla': 'MCI', 'crest': 'https://crests.football-data.org/65.png', 'address': 'SportCity Manchester M11 3FF', 'website': 'https://www.mancity.com', 'founded': 1880, 'clubColors': 'Sky Blue / White', 'venue': 'Etihad Stadium', 'lastUpdated': '2022-02-10T19:48:37Z'}, 'playedMatches': 33, 'goals': 15, 'assists': 8, 'penalties': None}, {'player': {'id': 8162, 'name': 'Wilfried Zaha', 'firstName': 'Wilfried', 'lastName': 'Zaha', 'dateOfBirth': '1992-11-10', 'nationality': \"Cote d'Ivoire\", 'section': 'Offence', 'position': None, 'shirtNumber': None, 'lastUpdated': '2023-07-14T09:28:58Z'}, 'team': {'id': 354, 'name': 'Crystal Palace FC', 'shortName': 'Crystal Palace', 'tla': 'CRY', 'crest': 'https://crests.football-data.org/354.png', 'address': 'Whitehorse Lane London SE25 6PU', 'website': 'http://www.cpfc.co.uk', 'founded': 1905, 'clubColors': 'Red / Blue', 'venue': 'Selhurst Park', 'lastUpdated': '2022-02-10T19:22:36Z'}, 'playedMatches': 33, 'goals': 14, 'assists': 1, 'penalties': 5}, {'player': {'id': 3329, 'name': 'Raheem Sterling', 'firstName': 'Raheem', 'lastName': 'Sterling', 'dateOfBirth': '1994-12-08', 'nationality': 'England', 'section': 'Offence', 'position': None, 'shirtNumber': None, 'lastUpdated': '2023-06-20T18:22:34Z'}, 'team': {'id': 65, 'name': 'Manchester City FC', 'shortName': 'Man City', 'tla': 'MCI', 'crest': 'https://crests.football-data.org/65.png', 'address': 'SportCity Manchester M11 3FF', 'website': 'https://www.mancity.com', 'founded': 1880, 'clubColors': 'Sky Blue / White', 'venue': 'Etihad Stadium', 'lastUpdated': '2022-02-10T19:48:37Z'}, 'playedMatches': 37, 'goals': 13, 'assists': 5, 'penalties': 2}]}\u001b[0m\n",
"Thought:\u001b[32;1m\u001b[1;3mThe top scorer of the Premier League for the 2021-22 season is Mohamed Salah. He was born on June 15, 1992. To calculate his age, I can subtract his birth year from the current year. However, since the current date is not provided, I will assume that the current year is 2022. I can use the Calculator tool to perform this calculation. \n",
"Action:\n",
"```\n",
"{\n",
" \"action\": \"Calculator\",\n",
" \"action_input\": {\n",
" \"tool_input\": \"2022-1992\"\n",
" }\n",
"}\n",
"```\u001b[0m"
]
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"text": [
"\n",
"Observation: \u001b[36;1m\u001b[1;3mAnswer: 30\u001b[0m\n",
"Thought:"
]
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"text": [
"\u001b[32;1m\u001b[1;3mThe top scorer of the Premier League for the 2021-22 season, Mohamed Salah, is 30 years old.\u001b[0m\n",
"\n",
"\u001b[1m> Finished chain.\u001b[0m\n",
"\n",
"\n",
"\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n",
"\u001b[32;1m\u001b[1;3mMohamed Salah was born in Nagrig, Egypt.\u001b[0m\n",
"\n",
"\u001b[1m> Finished chain.\u001b[0m\n"
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" View run <strong style=\"color:#cdcd00\">azure-dust-122</strong> at: <a href='https://wandb.ai/elgeish/essam-cafe-demo/runs/hjgl205e' target=\"_blank\">https://wandb.ai/elgeish/essam-cafe-demo/runs/hjgl205e</a><br/>Synced 5 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)"
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"['The top scorer of the Premier League for the 2021-22 season, Mohamed Salah, is 30 years old.',\n",
" 'Mohamed Salah was born in Nagrig, Egypt.']"
]
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"# hierarchical agents"
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"id": "DWdatjJiV-FW"
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"@tool\n",
"def use_pandas_with_json_data(data: dict, input: str) -> str:\n",
" \"\"\"Interact with JSON tabular data to do statistics and plots using pandas.\"\"\"\n",
" df = build_dataframe_from_json(data)\n",
" display(df)\n",
" df_executor = create_pandas_dataframe_agent(\n",
" llm,\n",
" df,\n",
" verbose=True,\n",
" include_df_in_prompt=False,\n",
" )\n",
" return _run_with_tracing(df_executor, input)\n",
"\n",
"def build_dataframe_from_json(d: dict) -> pd.DataFrame:\n",
" \"\"\"Build a dataframe from a JSON dict to use with dataframe tools.\"\"\"\n",
" # HACk find the longest top-level array in JSON object\n",
" data = max((v for v in d.values() if type(v) is list), key=lambda v: len(v))\n",
" return pd.DataFrame(data)"
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"metadata": {
"id": "lSsYtioS3zDB"
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"execution_count": 12,
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{
"cell_type": "code",
"source": [
"executor = initialize_agent(\n",
" football_tools + [use_pandas_with_json_data],\n",
" llm,\n",
" agent=AgentType.STRUCTURED_CHAT_ZERO_SHOT_REACT_DESCRIPTION,\n",
" agent_kwargs=agent_kwargs,\n",
" memory=ConversationBufferMemory(memory_key='history', return_messages=True),\n",
" verbose=True,\n",
" tags=['football-tools', 'pandas-tools', 'conversation-memory'],\n",
")\n",
"run_experiment(\n",
" 'access to football data, pandas tools, and memory',\n",
" executor,\n",
" 'what is the assist average by top scorers in the premier league 2021-22?',\n",
" 'plot a histogram of the assists',\n",
")"
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"ce2a9098fd1c482f9275038302e7ddf7",
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"\n",
"\n",
"\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n",
"\u001b[32;1m\u001b[1;3mThought: To answer this question, I first need to get the top scorers for the Premier League in the 2021-22 season. Then, I can calculate the average number of assists. I'll start by getting the top scorers.\n",
"Action:\n",
"```\n",
"{\n",
" \"action\": \"get_competition_top_scorers\",\n",
" \"action_input\": {\n",
" \"id\": \"PL\",\n",
" \"season\": \"2021\"\n",
" }\n",
"}\n",
"```\u001b[0m\n",
"Observation: \u001b[38;5;200m\u001b[1;3m{'count': 10, 'filters': {'season': 2021, 'limit': 10}, 'competition': {'id': 2021, 'name': 'Premier League', 'code': 'PL', 'type': 'LEAGUE', 'emblem': 'https://crests.football-data.org/PL.png'}, 'season': {'id': 733, 'startDate': '2021-08-13', 'endDate': '2022-05-22', 'currentMatchday': 38, 'winner': {'id': 65, 'name': 'Manchester City FC', 'shortName': 'Man City', 'tla': 'MCI', 'crest': 'https://crests.football-data.org/65.png', 'address': 'SportCity Manchester M11 3FF', 'website': 'https://www.mancity.com', 'founded': 1880, 'clubColors': 'Sky Blue / White', 'venue': 'Etihad Stadium', 'lastUpdated': '2022-02-10T19:48:37Z'}}, 'scorers': [{'player': {'id': 3754, 'name': 'Mohamed Salah', 'firstName': 'Mo', 'lastName': 'Salah', 'dateOfBirth': '1992-06-15', 'nationality': 'Egypt', 'section': 'Offence', 'position': None, 'shirtNumber': None, 'lastUpdated': '2022-08-25T14:07:47Z'}, 'team': {'id': 64, 'name': 'Liverpool FC', 'shortName': 'Liverpool', 'tla': 'LIV', 'crest': 'https://crests.football-data.org/64.png', 'address': 'Anfield Road Liverpool L4 0TH', 'website': 'http://www.liverpoolfc.tv', 'founded': 1892, 'clubColors': 'Red / White', 'venue': 'Anfield', 'lastUpdated': '2022-02-10T19:30:22Z'}, 'playedMatches': 35, 'goals': 23, 'assists': 13, 'penalties': 5}, {'player': {'id': 3343, 'name': 'Son Heungmin', 'firstName': 'Heungmin', 'lastName': 'Son', 'dateOfBirth': '1992-07-08', 'nationality': 'Korea Republic', 'section': 'Midfield', 'position': None, 'shirtNumber': None, 'lastUpdated': '2021-10-13T08:04:15Z'}, 'team': {'id': 73, 'name': 'Tottenham Hotspur FC', 'shortName': 'Tottenham', 'tla': 'TOT', 'crest': 'https://crests.football-data.org/73.svg', 'address': 'Bill Nicholson Way, 748 High Road London N17 0AP', 'website': 'http://www.tottenhamhotspur.com', 'founded': 1882, 'clubColors': 'Navy Blue / White', 'venue': 'Tottenham Hotspur Stadium', 'lastUpdated': '2020-11-20T07:12:32Z'}, 'playedMatches': 35, 'goals': 23, 'assists': 7, 'penalties': None}, {'player': {'id': 44, 'name': 'Cristiano Ronaldo', 'firstName': 'Cristiano Ronaldo', 'lastName': 'dos Santos Aveiro', 'dateOfBirth': '1985-02-05', 'nationality': 'Portugal', 'section': 'Offence', 'position': None, 'shirtNumber': None, 'lastUpdated': '2021-10-13T08:04:10Z'}, 'team': {'id': 66, 'name': 'Manchester United FC', 'shortName': 'Man United', 'tla': 'MUN', 'crest': 'https://crests.football-data.org/66.png', 'address': 'Sir Matt Busby Way Manchester M16 0RA', 'website': 'http://www.manutd.com', 'founded': 1878, 'clubColors': 'Red / White', 'venue': 'Old Trafford', 'lastUpdated': '2022-02-10T19:27:46Z'}, 'playedMatches': 30, 'goals': 18, 'assists': 3, 'penalties': 3}, {'player': {'id': 8004, 'name': 'Harry Kane', 'firstName': 'Harry', 'lastName': 'Kane', 'dateOfBirth': '1993-07-28', 'nationality': 'England', 'section': 'Offence', 'position': None, 'shirtNumber': None, 'lastUpdated': '2023-06-20T18:22:35Z'}, 'team': {'id': 73, 'name': 'Tottenham Hotspur FC', 'shortName': 'Tottenham', 'tla': 'TOT', 'crest': 'https://crests.football-data.org/73.svg', 'address': 'Bill Nicholson Way, 748 High Road London N17 0AP', 'website': 'http://www.tottenhamhotspur.com', 'founded': 1882, 'clubColors': 'Navy Blue / White', 'venue': 'Tottenham Hotspur Stadium', 'lastUpdated': '2020-11-20T07:12:32Z'}, 'playedMatches': 37, 'goals': 17, 'assists': 9, 'penalties': 4}, {'player': {'id': 3626, 'name': 'Sadio Mané', 'firstName': 'Sadio', 'lastName': 'Mané', 'dateOfBirth': '1992-04-10', 'nationality': 'Senegal', 'section': 'Offence', 'position': None, 'shirtNumber': None, 'lastUpdated': '2023-05-01T18:23:17Z'}, 'team': {'id': 64, 'name': 'Liverpool FC', 'shortName': 'Liverpool', 'tla': 'LIV', 'crest': 'https://crests.football-data.org/64.png', 'address': 'Anfield Road Liverpool L4 0TH', 'website': 'http://www.liverpoolfc.tv', 'founded': 1892, 'clubColors': 'Red / White', 'venue': 'Anfield', 'lastUpdated': '2022-02-10T19:30:22Z'}, 'playedMatches': 34, 'goals': 16, 'assists': 2, 'penalties': None}, {'player': {'id': 3330, 'name': 'Jamie Vardy', 'firstName': 'Jamie', 'lastName': 'Vardy', 'dateOfBirth': '1987-01-11', 'nationality': 'England', 'section': 'Offence', 'position': None, 'shirtNumber': None, 'lastUpdated': '2023-06-26T17:23:19Z'}, 'team': {'id': 338, 'name': 'Leicester City FC', 'shortName': 'Leicester City', 'tla': 'LEI', 'crest': 'https://crests.football-data.org/338.png', 'address': 'The Walkers Stadium, Filbert Way Leicester LE2 7FL', 'website': 'http://www.lcfc.com', 'founded': 1884, 'clubColors': 'Royal Blue / White', 'venue': 'King Power Stadium', 'lastUpdated': '2022-02-10T19:48:23Z'}, 'playedMatches': 27, 'goals': 15, 'assists': 2, 'penalties': None}, {'player': {'id': 4092, 'name': 'Diogo Jota', 'firstName': '', 'lastName': 'Diogo Jota', 'dateOfBirth': '1996-12-04', 'nationality': 'Portugal', 'section': 'Offence', 'position': None, 'shirtNumber': None, 'lastUpdated': '2022-08-25T14:07:47Z'}, 'team': {'id': 64, 'name': 'Liverpool FC', 'shortName': 'Liverpool', 'tla': 'LIV', 'crest': 'https://crests.football-data.org/64.png', 'address': 'Anfield Road Liverpool L4 0TH', 'website': 'http://www.liverpoolfc.tv', 'founded': 1892, 'clubColors': 'Red / White', 'venue': 'Anfield', 'lastUpdated': '2022-02-10T19:30:22Z'}, 'playedMatches': 36, 'goals': 15, 'assists': 4, 'penalties': None}, {'player': {'id': 3654, 'name': 'Kevin De Bruyne', 'firstName': 'Kevin', 'lastName': 'De Bruyne', 'dateOfBirth': '1991-06-28', 'nationality': 'Belgium', 'section': 'Midfield', 'position': None, 'shirtNumber': None, 'lastUpdated': '2021-10-13T08:04:13Z'}, 'team': {'id': 65, 'name': 'Manchester City FC', 'shortName': 'Man City', 'tla': 'MCI', 'crest': 'https://crests.football-data.org/65.png', 'address': 'SportCity Manchester M11 3FF', 'website': 'https://www.mancity.com', 'founded': 1880, 'clubColors': 'Sky Blue / White', 'venue': 'Etihad Stadium', 'lastUpdated': '2022-02-10T19:48:37Z'}, 'playedMatches': 33, 'goals': 15, 'assists': 8, 'penalties': None}, {'player': {'id': 8162, 'name': 'Wilfried Zaha', 'firstName': 'Wilfried', 'lastName': 'Zaha', 'dateOfBirth': '1992-11-10', 'nationality': \"Cote d'Ivoire\", 'section': 'Offence', 'position': None, 'shirtNumber': None, 'lastUpdated': '2023-07-14T09:28:58Z'}, 'team': {'id': 354, 'name': 'Crystal Palace FC', 'shortName': 'Crystal Palace', 'tla': 'CRY', 'crest': 'https://crests.football-data.org/354.png', 'address': 'Whitehorse Lane London SE25 6PU', 'website': 'http://www.cpfc.co.uk', 'founded': 1905, 'clubColors': 'Red / Blue', 'venue': 'Selhurst Park', 'lastUpdated': '2022-02-10T19:22:36Z'}, 'playedMatches': 33, 'goals': 14, 'assists': 1, 'penalties': 5}, {'player': {'id': 3329, 'name': 'Raheem Sterling', 'firstName': 'Raheem', 'lastName': 'Sterling', 'dateOfBirth': '1994-12-08', 'nationality': 'England', 'section': 'Offence', 'position': None, 'shirtNumber': None, 'lastUpdated': '2023-06-20T18:22:34Z'}, 'team': {'id': 65, 'name': 'Manchester City FC', 'shortName': 'Man City', 'tla': 'MCI', 'crest': 'https://crests.football-data.org/65.png', 'address': 'SportCity Manchester M11 3FF', 'website': 'https://www.mancity.com', 'founded': 1880, 'clubColors': 'Sky Blue / White', 'venue': 'Etihad Stadium', 'lastUpdated': '2022-02-10T19:48:37Z'}, 'playedMatches': 37, 'goals': 13, 'assists': 5, 'penalties': 2}]}\u001b[0m\n",
"Thought:\u001b[32;1m\u001b[1;3mNow that I have the data for the top scorers in the Premier League for the 2021-22 season, I can calculate the average number of assists. I will use the use_pandas_with_json_data tool to calculate this average.\n",
"Action:\n",
"```\n",
"{\n",
" \"action\": \"use_pandas_with_json_data\",\n",
" \"action_input\": {\n",
" \"data\": {\n",
" \"scorers\": [\n",
" {\"player\": {\"name\": \"Mohamed Salah\"}, \"assists\": 13},\n",
" {\"player\": {\"name\": \"Son Heungmin\"}, \"assists\": 7},\n",
" {\"player\": {\"name\": \"Cristiano Ronaldo\"}, \"assists\": 3},\n",
" {\"player\": {\"name\": \"Harry Kane\"}, \"assists\": 9},\n",
" {\"player\": {\"name\": \"Sadio Mané\"}, \"assists\": 2},\n",
" {\"player\": {\"name\": \"Jamie Vardy\"}, \"assists\": 2},\n",
" {\"player\": {\"name\": \"Diogo Jota\"}, \"assists\": 4},\n",
" {\"player\": {\"name\": \"Kevin De Bruyne\"}, \"assists\": 8},\n",
" {\"player\": {\"name\": \"Wilfried Zaha\"}, \"assists\": 1},\n",
" {\"player\": {\"name\": \"Raheem Sterling\"}, \"assists\": 5}\n",
" ]\n",
" },\n",
" \"input\": \"scorers.assists.mean()\"\n",
" }\n",
"}\n",
"```\u001b[0m"
]
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"\n",
"\n",
"\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n",
"\u001b[32;1m\u001b[1;3mThought: The question seems to be asking for the mean of the 'assists' column in the 'df' dataframe. To do this, I can use the mean() function in pandas.\n",
"Action: python_repl_ast\n",
"Action Input: df['scorers.assists'].mean()\u001b[0m\n",
"Observation: \u001b[36;1m\u001b[1;3mKeyError: 'scorers.assists'\u001b[0m\n",
"Thought:\u001b[32;1m\u001b[1;3mIt seems like there is no column named 'scorers.assists' in the dataframe. I should check the column names of the dataframe to confirm.\n",
"Action: python_repl_ast\n",
"Action Input: df.columns\u001b[0m\n",
"Observation: \u001b[36;1m\u001b[1;3mIndex(['player', 'assists'], dtype='object')\u001b[0m\n",
"Thought:\u001b[32;1m\u001b[1;3mThe dataframe has columns named 'player' and 'assists'. There is no column named 'scorers.assists'. The correct column to calculate the mean from is 'assists'.\n",
"Action: python_repl_ast\n",
"Action Input: df['assists'].mean()\u001b[0m\n",
"Observation: \u001b[36;1m\u001b[1;3m5.4\u001b[0m\n",
"Thought:\u001b[32;1m\u001b[1;3mI now know the final answer\n",
"Final Answer: The mean of the 'assists' column in the dataframe is 5.4.\u001b[0m\n",
"\n",
"\u001b[1m> Finished chain.\u001b[0m\n",
"\n",
"Observation: \u001b[36;1m\u001b[1;3mThe mean of the 'assists' column in the dataframe is 5.4.\u001b[0m\n",
"Thought:\u001b[32;1m\u001b[1;3mNow that I have calculated the average number of assists by the top scorers in the Premier League for the 2021-22 season, I can provide the answer to the user.\n",
"Action:\n",
"```\n",
"{\n",
" \"action\": \"Final Answer\",\n",
" \"action_input\": \"The average number of assists by the top scorers in the Premier League for the 2021-22 season was 5.4.\"\n",
"}\n",
"```\u001b[0m\n",
"\n",
"\u001b[1m> Finished chain.\u001b[0m\n",
"\n",
"\n",
"\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n",
"\u001b[32;1m\u001b[1;3mThought: To plot a histogram of the assists, I first need to get the top scorers data for the Premier League 2021-22 season. I will use the get_competition_top_scorers tool to get this data. \n",
"\n",
"Action:\n",
"```\n",
"{\n",
" \"action\": \"get_competitions\",\n",
" \"action_input\": {}\n",
"}\n",
"```\u001b[0m\n",
"Observation: \u001b[36;1m\u001b[1;3m{'count': 13, 'filters': {'client': 'Mohamed'}, 'competitions': [{'id': 2013, 'area': {'id': 2032, 'name': 'Brazil', 'code': 'BRA', 'flag': 'https://crests.football-data.org/764.svg'}, 'name': 'Campeonato Brasileiro Série A', 'code': 'BSA', 'type': 'LEAGUE', 'emblem': 'https://crests.football-data.org/764.svg', 'plan': 'TIER_ONE', 'currentSeason': {'id': 1557, 'startDate': '2023-04-15', 'endDate': '2023-12-03', 'currentMatchday': 17, 'winner': None}, 'numberOfAvailableSeasons': 7, 'lastUpdated': '2021-07-20T18:42:17Z'}, {'id': 2016, 'area': {'id': 2072, 'name': 'England', 'code': 'ENG', 'flag': 'https://crests.football-data.org/770.svg'}, 'name': 'Championship', 'code': 'ELC', 'type': 'LEAGUE', 'emblem': 'https://crests.football-data.org/ELC.png', 'plan': 'TIER_ONE', 'currentSeason': {'id': 1573, 'startDate': '2023-08-04', 'endDate': '2024-05-04', 'currentMatchday': 1, 'winner': None}, 'numberOfAvailableSeasons': 7, 'lastUpdated': '2022-03-20T09:31:30Z'}, {'id': 2021, 'area': {'id': 2072, 'name': 'England', 'code': 'ENG', 'flag': 'https://crests.football-data.org/770.svg'}, 'name': 'Premier League', 'code': 'PL', 'type': 'LEAGUE', 'emblem': 'https://crests.football-data.org/PL.png', 'plan': 'TIER_ONE', 'currentSeason': {'id': 1564, 'startDate': '2023-08-11', 'endDate': '2024-05-19', 'currentMatchday': 1, 'winner': None}, 'numberOfAvailableSeasons': 125, 'lastUpdated': '2022-03-20T08:58:54Z'}, {'id': 2001, 'area': {'id': 2077, 'name': 'Europe', 'code': 'EUR', 'flag': 'https://crests.football-data.org/EUR.svg'}, 'name': 'UEFA Champions League', 'code': 'CL', 'type': 'CUP', 'emblem': 'https://crests.football-data.org/CL.png', 'plan': 'TIER_ONE', 'currentSeason': {'id': 1491, 'startDate': '2022-06-21', 'endDate': '2023-06-10', 'currentMatchday': 6, 'winner': {'id': 65, 'name': 'Manchester City FC', 'shortName': 'Man City', 'tla': 'MCI', 'crest': 'https://crests.football-data.org/65.png', 'address': 'SportCity Manchester M11 3FF', 'website': 'https://www.mancity.com', 'founded': 1880, 'clubColors': 'Sky Blue / White', 'venue': 'Etihad Stadium', 'lastUpdated': '2022-02-10T19:48:37Z'}}, 'numberOfAvailableSeasons': 43, 'lastUpdated': '2022-03-20T09:20:44Z'}, {'id': 2018, 'area': {'id': 2077, 'name': 'Europe', 'code': 'EUR', 'flag': 'https://crests.football-data.org/EUR.svg'}, 'name': 'European Championship', 'code': 'EC', 'type': 'CUP', 'emblem': 'https://crests.football-data.org/EUR.svg', 'plan': 'TIER_ONE', 'currentSeason': {'id': 1537, 'startDate': '2024-06-14', 'endDate': '2024-07-14', 'currentMatchday': 1, 'winner': None}, 'numberOfAvailableSeasons': 17, 'lastUpdated': '2021-07-20T18:34:04Z'}, {'id': 2015, 'area': {'id': 2081, 'name': 'France', 'code': 'FRA', 'flag': 'https://crests.football-data.org/773.svg'}, 'name': 'Ligue 1', 'code': 'FL1', 'type': 'LEAGUE', 'emblem': 'https://crests.football-data.org/FL1.png', 'plan': 'TIER_ONE', 'currentSeason': {'id': 1595, 'startDate': '2023-08-13', 'endDate': '2024-05-18', 'currentMatchday': 1, 'winner': None}, 'numberOfAvailableSeasons': 80, 'lastUpdated': '2022-03-20T09:30:02Z'}, {'id': 2002, 'area': {'id': 2088, 'name': 'Germany', 'code': 'DEU', 'flag': 'https://crests.football-data.org/759.svg'}, 'name': 'Bundesliga', 'code': 'BL1', 'type': 'LEAGUE', 'emblem': 'https://crests.football-data.org/BL1.png', 'plan': 'TIER_ONE', 'currentSeason': {'id': 1592, 'startDate': '2023-08-18', 'endDate': '2024-05-18', 'currentMatchday': 1, 'winner': None}, 'numberOfAvailableSeasons': 61, 'lastUpdated': '2022-03-20T08:52:53Z'}, {'id': 2019, 'area': {'id': 2114, 'name': 'Italy', 'code': 'ITA', 'flag': 'https://crests.football-data.org/784.svg'}, 'name': 'Serie A', 'code': 'SA', 'type': 'LEAGUE', 'emblem': 'https://crests.football-data.org/SA.png', 'plan': 'TIER_ONE', 'currentSeason': {'id': 1600, 'startDate': '2023-08-19', 'endDate': '2024-05-26', 'currentMatchday': 1, 'winner': None}, 'numberOfAvailableSeasons': 92, 'lastUpdated': '2022-03-20T09:16:43Z'}, {'id': 2003, 'area': {'id': 2163, 'name': 'Netherlands', 'code': 'NLD', 'flag': 'https://crests.football-data.org/8601.svg'}, 'name': 'Eredivisie', 'code': 'DED', 'type': 'LEAGUE', 'emblem': 'https://crests.football-data.org/ED.png', 'plan': 'TIER_ONE', 'currentSeason': {'id': 1590, 'startDate': '2023-08-11', 'endDate': '2024-05-19', 'currentMatchday': 1, 'winner': None}, 'numberOfAvailableSeasons': 68, 'lastUpdated': '2022-03-20T09:19:27Z'}, {'id': 2017, 'area': {'id': 2187, 'name': 'Portugal', 'code': 'POR', 'flag': 'https://crests.football-data.org/765.svg'}, 'name': 'Primeira Liga', 'code': 'PPL', 'type': 'LEAGUE', 'emblem': 'https://crests.football-data.org/PPL.png', 'plan': 'TIER_ONE', 'currentSeason': {'id': 1603, 'startDate': '2023-08-13', 'endDate': '2024-05-19', 'currentMatchday': 1, 'winner': None}, 'numberOfAvailableSeasons': 75, 'lastUpdated': '2022-03-20T09:34:09Z'}, {'id': 2152, 'area': {'id': 2220, 'name': 'South America', 'code': 'SAM', 'flag': 'https://crests.football-data.org/CLI.svg'}, 'name': 'Copa Libertadores', 'code': 'CLI', 'type': 'CUP', 'emblem': 'https://crests.football-data.org/CLI.svg', 'plan': 'TIER_ONE', 'currentSeason': {'id': 1545, 'startDate': '2023-02-08', 'endDate': '2023-11-11', 'currentMatchday': 7, 'winner': None}, 'numberOfAvailableSeasons': 3, 'lastUpdated': '2023-03-16T16:22:43Z'}, {'id': 2014, 'area': {'id': 2224, 'name': 'Spain', 'code': 'ESP', 'flag': 'https://crests.football-data.org/760.svg'}, 'name': 'Primera Division', 'code': 'PD', 'type': 'LEAGUE', 'emblem': 'https://crests.football-data.org/PD.png', 'plan': 'TIER_ONE', 'currentSeason': {'id': 1577, 'startDate': '2023-08-13', 'endDate': '2024-05-26', 'currentMatchday': 1, 'winner': None}, 'numberOfAvailableSeasons': 93, 'lastUpdated': '2022-03-20T09:20:08Z'}, {'id': 2000, 'area': {'id': 2267, 'name': 'World', 'code': 'INT', 'flag': None}, 'name': 'FIFA World Cup', 'code': 'WC', 'type': 'CUP', 'emblem': 'https://crests.football-data.org/qatar.png', 'plan': 'TIER_ONE', 'currentSeason': {'id': 1382, 'startDate': '2022-11-20', 'endDate': '2022-12-18', 'currentMatchday': 8, 'winner': None}, 'numberOfAvailableSeasons': 22, 'lastUpdated': '2022-05-09T19:45:29Z'}]}\u001b[0m\n",
"Thought:\u001b[32;1m\u001b[1;3mFrom the list of competitions, I can see that the Premier League has the id 2021. I will use this id to get the top scorers for the 2021-22 season.\n",
"\n",
"Action:\n",
"```\n",
"{\n",
" \"action\": \"get_competition_top_scorers\",\n",
" \"action_input\": {\n",
" \"id\": \"2021\",\n",
" \"season\": \"2021\"\n",
" }\n",
"}\n",
"```\u001b[0m\n",
"Observation: \u001b[38;5;200m\u001b[1;3m{'count': 10, 'filters': {'season': 2021, 'limit': 10}, 'competition': {'id': 2021, 'name': 'Premier League', 'code': 'PL', 'type': 'LEAGUE', 'emblem': 'https://crests.football-data.org/PL.png'}, 'season': {'id': 733, 'startDate': '2021-08-13', 'endDate': '2022-05-22', 'currentMatchday': 38, 'winner': {'id': 65, 'name': 'Manchester City FC', 'shortName': 'Man City', 'tla': 'MCI', 'crest': 'https://crests.football-data.org/65.png', 'address': 'SportCity Manchester M11 3FF', 'website': 'https://www.mancity.com', 'founded': 1880, 'clubColors': 'Sky Blue / White', 'venue': 'Etihad Stadium', 'lastUpdated': '2022-02-10T19:48:37Z'}}, 'scorers': [{'player': {'id': 3754, 'name': 'Mohamed Salah', 'firstName': 'Mo', 'lastName': 'Salah', 'dateOfBirth': '1992-06-15', 'nationality': 'Egypt', 'section': 'Offence', 'position': None, 'shirtNumber': None, 'lastUpdated': '2022-08-25T14:07:47Z'}, 'team': {'id': 64, 'name': 'Liverpool FC', 'shortName': 'Liverpool', 'tla': 'LIV', 'crest': 'https://crests.football-data.org/64.png', 'address': 'Anfield Road Liverpool L4 0TH', 'website': 'http://www.liverpoolfc.tv', 'founded': 1892, 'clubColors': 'Red / White', 'venue': 'Anfield', 'lastUpdated': '2022-02-10T19:30:22Z'}, 'playedMatches': 35, 'goals': 23, 'assists': 13, 'penalties': 5}, {'player': {'id': 3343, 'name': 'Son Heungmin', 'firstName': 'Heungmin', 'lastName': 'Son', 'dateOfBirth': '1992-07-08', 'nationality': 'Korea Republic', 'section': 'Midfield', 'position': None, 'shirtNumber': None, 'lastUpdated': '2021-10-13T08:04:15Z'}, 'team': {'id': 73, 'name': 'Tottenham Hotspur FC', 'shortName': 'Tottenham', 'tla': 'TOT', 'crest': 'https://crests.football-data.org/73.svg', 'address': 'Bill Nicholson Way, 748 High Road London N17 0AP', 'website': 'http://www.tottenhamhotspur.com', 'founded': 1882, 'clubColors': 'Navy Blue / White', 'venue': 'Tottenham Hotspur Stadium', 'lastUpdated': '2020-11-20T07:12:32Z'}, 'playedMatches': 35, 'goals': 23, 'assists': 7, 'penalties': None}, {'player': {'id': 44, 'name': 'Cristiano Ronaldo', 'firstName': 'Cristiano Ronaldo', 'lastName': 'dos Santos Aveiro', 'dateOfBirth': '1985-02-05', 'nationality': 'Portugal', 'section': 'Offence', 'position': None, 'shirtNumber': None, 'lastUpdated': '2021-10-13T08:04:10Z'}, 'team': {'id': 66, 'name': 'Manchester United FC', 'shortName': 'Man United', 'tla': 'MUN', 'crest': 'https://crests.football-data.org/66.png', 'address': 'Sir Matt Busby Way Manchester M16 0RA', 'website': 'http://www.manutd.com', 'founded': 1878, 'clubColors': 'Red / White', 'venue': 'Old Trafford', 'lastUpdated': '2022-02-10T19:27:46Z'}, 'playedMatches': 30, 'goals': 18, 'assists': 3, 'penalties': 3}, {'player': {'id': 8004, 'name': 'Harry Kane', 'firstName': 'Harry', 'lastName': 'Kane', 'dateOfBirth': '1993-07-28', 'nationality': 'England', 'section': 'Offence', 'position': None, 'shirtNumber': None, 'lastUpdated': '2023-06-20T18:22:35Z'}, 'team': {'id': 73, 'name': 'Tottenham Hotspur FC', 'shortName': 'Tottenham', 'tla': 'TOT', 'crest': 'https://crests.football-data.org/73.svg', 'address': 'Bill Nicholson Way, 748 High Road London N17 0AP', 'website': 'http://www.tottenhamhotspur.com', 'founded': 1882, 'clubColors': 'Navy Blue / White', 'venue': 'Tottenham Hotspur Stadium', 'lastUpdated': '2020-11-20T07:12:32Z'}, 'playedMatches': 37, 'goals': 17, 'assists': 9, 'penalties': 4}, {'player': {'id': 3626, 'name': 'Sadio Mané', 'firstName': 'Sadio', 'lastName': 'Mané', 'dateOfBirth': '1992-04-10', 'nationality': 'Senegal', 'section': 'Offence', 'position': None, 'shirtNumber': None, 'lastUpdated': '2023-05-01T18:23:17Z'}, 'team': {'id': 64, 'name': 'Liverpool FC', 'shortName': 'Liverpool', 'tla': 'LIV', 'crest': 'https://crests.football-data.org/64.png', 'address': 'Anfield Road Liverpool L4 0TH', 'website': 'http://www.liverpoolfc.tv', 'founded': 1892, 'clubColors': 'Red / White', 'venue': 'Anfield', 'lastUpdated': '2022-02-10T19:30:22Z'}, 'playedMatches': 34, 'goals': 16, 'assists': 2, 'penalties': None}, {'player': {'id': 3330, 'name': 'Jamie Vardy', 'firstName': 'Jamie', 'lastName': 'Vardy', 'dateOfBirth': '1987-01-11', 'nationality': 'England', 'section': 'Offence', 'position': None, 'shirtNumber': None, 'lastUpdated': '2023-06-26T17:23:19Z'}, 'team': {'id': 338, 'name': 'Leicester City FC', 'shortName': 'Leicester City', 'tla': 'LEI', 'crest': 'https://crests.football-data.org/338.png', 'address': 'The Walkers Stadium, Filbert Way Leicester LE2 7FL', 'website': 'http://www.lcfc.com', 'founded': 1884, 'clubColors': 'Royal Blue / White', 'venue': 'King Power Stadium', 'lastUpdated': '2022-02-10T19:48:23Z'}, 'playedMatches': 27, 'goals': 15, 'assists': 2, 'penalties': None}, {'player': {'id': 4092, 'name': 'Diogo Jota', 'firstName': '', 'lastName': 'Diogo Jota', 'dateOfBirth': '1996-12-04', 'nationality': 'Portugal', 'section': 'Offence', 'position': None, 'shirtNumber': None, 'lastUpdated': '2022-08-25T14:07:47Z'}, 'team': {'id': 64, 'name': 'Liverpool FC', 'shortName': 'Liverpool', 'tla': 'LIV', 'crest': 'https://crests.football-data.org/64.png', 'address': 'Anfield Road Liverpool L4 0TH', 'website': 'http://www.liverpoolfc.tv', 'founded': 1892, 'clubColors': 'Red / White', 'venue': 'Anfield', 'lastUpdated': '2022-02-10T19:30:22Z'}, 'playedMatches': 36, 'goals': 15, 'assists': 4, 'penalties': None}, {'player': {'id': 3654, 'name': 'Kevin De Bruyne', 'firstName': 'Kevin', 'lastName': 'De Bruyne', 'dateOfBirth': '1991-06-28', 'nationality': 'Belgium', 'section': 'Midfield', 'position': None, 'shirtNumber': None, 'lastUpdated': '2021-10-13T08:04:13Z'}, 'team': {'id': 65, 'name': 'Manchester City FC', 'shortName': 'Man City', 'tla': 'MCI', 'crest': 'https://crests.football-data.org/65.png', 'address': 'SportCity Manchester M11 3FF', 'website': 'https://www.mancity.com', 'founded': 1880, 'clubColors': 'Sky Blue / White', 'venue': 'Etihad Stadium', 'lastUpdated': '2022-02-10T19:48:37Z'}, 'playedMatches': 33, 'goals': 15, 'assists': 8, 'penalties': None}, {'player': {'id': 8162, 'name': 'Wilfried Zaha', 'firstName': 'Wilfried', 'lastName': 'Zaha', 'dateOfBirth': '1992-11-10', 'nationality': \"Cote d'Ivoire\", 'section': 'Offence', 'position': None, 'shirtNumber': None, 'lastUpdated': '2023-07-14T09:28:58Z'}, 'team': {'id': 354, 'name': 'Crystal Palace FC', 'shortName': 'Crystal Palace', 'tla': 'CRY', 'crest': 'https://crests.football-data.org/354.png', 'address': 'Whitehorse Lane London SE25 6PU', 'website': 'http://www.cpfc.co.uk', 'founded': 1905, 'clubColors': 'Red / Blue', 'venue': 'Selhurst Park', 'lastUpdated': '2022-02-10T19:22:36Z'}, 'playedMatches': 33, 'goals': 14, 'assists': 1, 'penalties': 5}, {'player': {'id': 3329, 'name': 'Raheem Sterling', 'firstName': 'Raheem', 'lastName': 'Sterling', 'dateOfBirth': '1994-12-08', 'nationality': 'England', 'section': 'Offence', 'position': None, 'shirtNumber': None, 'lastUpdated': '2023-06-20T18:22:34Z'}, 'team': {'id': 65, 'name': 'Manchester City FC', 'shortName': 'Man City', 'tla': 'MCI', 'crest': 'https://crests.football-data.org/65.png', 'address': 'SportCity Manchester M11 3FF', 'website': 'https://www.mancity.com', 'founded': 1880, 'clubColors': 'Sky Blue / White', 'venue': 'Etihad Stadium', 'lastUpdated': '2022-02-10T19:48:37Z'}, 'playedMatches': 37, 'goals': 13, 'assists': 5, 'penalties': 2}]}\u001b[0m\n",
"Thought:\u001b[32;1m\u001b[1;3mNow that I have the data for the top scorers, I can use the use_pandas_with_json_data tool to plot a histogram of the assists. \n",
"\n",
"Action:\n",
"```\n",
"{\n",
" \"action\": \"use_pandas_with_json_data\",\n",
" \"action_input\": {\n",
" \"data\": {\n",
" \"scorers\": [\n",
" {\"player\": {\"name\": \"Mohamed Salah\"}, \"assists\": 13},\n",
" {\"player\": {\"name\": \"Son Heungmin\"}, \"assists\": 7},\n",
" {\"player\": {\"name\": \"Cristiano Ronaldo\"}, \"assists\": 3},\n",
" {\"player\": {\"name\": \"Harry Kane\"}, \"assists\": 9},\n",
" {\"player\": {\"name\": \"Sadio Mané\"}, \"assists\": 2},\n",
" {\"player\": {\"name\": \"Jamie Vardy\"}, \"assists\": 2},\n",
" {\"player\": {\"name\": \"Diogo Jota\"}, \"assists\": 4},\n",
" {\"player\": {\"name\": \"Kevin De Bruyne\"}, \"assists\": 8},\n",
" {\"player\": {\"name\": \"Wilfried Zaha\"}, \"assists\": 1},\n",
" {\"player\": {\"name\": \"Raheem Sterling\"}, \"assists\": 5}\n",
" ]\n",
" },\n",
" \"input\": \"df['assists'].plot(kind='hist', rwidth=0.8)\"\n",
" }\n",
"}\n",
"```\u001b[0m"
]
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" <script>\n",
" async function quickchart(key) {\n",
" const containerElement = document.querySelector('#' + key);\n",
" const charts = await google.colab.kernel.invokeFunction(\n",
" 'suggestCharts', [key], {});\n",
" }\n",
" </script>\n",
"\n",
" <script>\n",
"\n",
"function displayQuickchartButton(domScope) {\n",
" let quickchartButtonEl =\n",
" domScope.querySelector('#df-46e80616-b557-4300-bb47-8accd27b745a button.colab-df-quickchart');\n",
" quickchartButtonEl.style.display =\n",
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
"}\n",
"\n",
" displayQuickchartButton(document);\n",
" </script>\n",
" <style>\n",
" .colab-df-container {\n",
" display:flex;\n",
" flex-wrap:wrap;\n",
" gap: 12px;\n",
" }\n",
"\n",
" .colab-df-convert {\n",
" background-color: #E8F0FE;\n",
" border: none;\n",
" border-radius: 50%;\n",
" cursor: pointer;\n",
" display: none;\n",
" fill: #1967D2;\n",
" height: 32px;\n",
" padding: 0 0 0 0;\n",
" width: 32px;\n",
" }\n",
"\n",
" .colab-df-convert:hover {\n",
" background-color: #E2EBFA;\n",
" box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
" fill: #174EA6;\n",
" }\n",
"\n",
" [theme=dark] .colab-df-convert {\n",
" background-color: #3B4455;\n",
" fill: #D2E3FC;\n",
" }\n",
"\n",
" [theme=dark] .colab-df-convert:hover {\n",
" background-color: #434B5C;\n",
" box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
" filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
" fill: #FFFFFF;\n",
" }\n",
" </style>\n",
"\n",
" <script>\n",
" const buttonEl =\n",
" document.querySelector('#df-1a8e9052-d4e2-46f2-9945-d8073cf7cb29 button.colab-df-convert');\n",
" buttonEl.style.display =\n",
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
"\n",
" async function convertToInteractive(key) {\n",
" const element = document.querySelector('#df-1a8e9052-d4e2-46f2-9945-d8073cf7cb29');\n",
" const dataTable =\n",
" await google.colab.kernel.invokeFunction('convertToInteractive',\n",
" [key], {});\n",
" if (!dataTable) return;\n",
"\n",
" const docLinkHtml = 'Like what you see? Visit the ' +\n",
" '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
" + ' to learn more about interactive tables.';\n",
" element.innerHTML = '';\n",
" dataTable['output_type'] = 'display_data';\n",
" await google.colab.output.renderOutput(dataTable, element);\n",
" const docLink = document.createElement('div');\n",
" docLink.innerHTML = docLinkHtml;\n",
" element.appendChild(docLink);\n",
" }\n",
" </script>\n",
" </div>\n",
" </div>\n"
]
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"\n",
"\n",
"\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n",
"\u001b[32;1m\u001b[1;3mThought: The question seems to be asking to plot a histogram of the 'assists' column in the dataframe 'df'. However, this is not a question but a command. I will execute this command to generate the histogram.\n",
"Action: python_repl_ast\n",
"Action Input: df['assists'].plot(kind='hist', rwidth=0.8)\u001b[0m\n",
"Observation: \u001b[36;1m\u001b[1;3mAxes(0.125,0.11;0.775x0.77)\u001b[0m\n",
"Thought:\u001b[32;1m\u001b[1;3mThe command has been executed successfully and a histogram has been plotted for the 'assists' column in the dataframe 'df'. The output 'Axes(0.125,0.11;0.775x0.77)' is the representation of the plot area in the matplotlib figure. However, without a graphical interface, we cannot visualize the plot here.\n",
"Final Answer: The command has been executed successfully and a histogram has been plotted for the 'assists' column in the dataframe 'df'.\u001b[0m\n",
"\n",
"\u001b[1m> Finished chain.\u001b[0m\n",
"\n",
"Observation: \u001b[36;1m\u001b[1;3mThe command has been executed successfully and a histogram has been plotted for the 'assists' column in the dataframe 'df'.\u001b[0m\n",
"Thought:\u001b[32;1m\u001b[1;3mNow that I have the histogram, I can provide it as the final answer.\n",
"\n",
"Action:\n",
"```\n",
"{\n",
" \"action\": \"Final Answer\",\n",
" \"action_input\": \"Here is the histogram of the assists by the top scorers in the Premier League for the 2021-22 season.\"\n",
"}\n",
"```\u001b[0m\n",
"\n",
"\u001b[1m> Finished chain.\u001b[0m\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<IPython.core.display.HTML object>"
],
"text/html": [
"Waiting for W&B process to finish... <strong style=\"color:green\">(success).</strong>"
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},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"VBox(children=(Label(value='0.001 MB of 0.258 MB uploaded (0.000 MB deduped)\\r'), FloatProgress(value=0.003723…"
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},
{
"output_type": "display_data",
"data": {
"text/plain": [
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"text/html": [
"<style>\n",
" table.wandb td:nth-child(1) { padding: 0 10px; text-align: left ; width: auto;} td:nth-child(2) {text-align: left ; width: 100%}\n",
" .wandb-row { display: flex; flex-direction: row; flex-wrap: wrap; justify-content: flex-start; width: 100% }\n",
" .wandb-col { display: flex; flex-direction: column; flex-basis: 100%; flex: 1; padding: 10px; }\n",
" </style>\n",
"<div class=\"wandb-row\"><div class=\"wandb-col\"><h3>Run history:</h3><br/><table class=\"wandb\"><tr><td>completion_tokens_per_call</td><td>▁▇▁█</td></tr><tr><td>cost_per_call</td><td>▁▄▁█</td></tr><tr><td>cost_sum</td><td>▁▃▄█</td></tr><tr><td>executor_max_iterations</td><td>▁▁▁▁</td></tr><tr><td>prompt_tokens_per_call</td><td>▁▄▁█</td></tr><tr><td>temperature</td><td>▁▁▁▁</td></tr><tr><td>tokens_per_call</td><td>▁▄▁█</td></tr><tr><td>tokens_sum</td><td>▁▃▃█</td></tr></table><br/></div><div class=\"wandb-col\"><h3>Run summary:</h3><br/><table class=\"wandb\"><tr><td>agent_type</td><td>StructuredChatAgent</td></tr><tr><td>completion_tokens_per_call</td><td>511</td></tr><tr><td>cost_per_call</td><td>0.50607</td></tr><tr><td>cost_sum</td><td>0.84327</td></tr><tr><td>executor_max_iterations</td><td>15</td></tr><tr><td>model_name</td><td>gpt-4</td></tr><tr><td>prompt_tokens_per_call</td><td>15847</td></tr><tr><td>temperature</td><td>0.0</td></tr><tr><td>tokens_per_call</td><td>16358</td></tr><tr><td>tokens_sum</td><td>26757</td></tr></table><br/></div></div>"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<IPython.core.display.HTML object>"
],
"text/html": [
" View run <strong style=\"color:#cdcd00\">wild-sunset-124</strong> at: <a href='https://wandb.ai/elgeish/essam-cafe-demo/runs/8p2zi5ad' target=\"_blank\">https://wandb.ai/elgeish/essam-cafe-demo/runs/8p2zi5ad</a><br/>Synced 5 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<IPython.core.display.HTML object>"
],
"text/html": [
"Find logs at: <code>./wandb/run-20230729_072339-8p2zi5ad/logs</code>"
]
},
"metadata": {}
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"['The average number of assists by the top scorers in the Premier League for the 2021-22 season was 5.4.',\n",
" 'Here is the histogram of the assists by the top scorers in the Premier League for the 2021-22 season.']"
]
},
"metadata": {},
"execution_count": 14
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": [
"# restricting agent behavior"
],
"metadata": {
"id": "uuTykIP-hD4K"
}
},
{
"cell_type": "code",
"source": [
"executor = initialize_agent(\n",
" football_tools + [DuckDuckGoSearchRun()],\n",
" llm,\n",
" agent=AgentType.STRUCTURED_CHAT_ZERO_SHOT_REACT_DESCRIPTION,\n",
" verbose=True,\n",
" tags=['football-tools', 'duckduckgo-tools'],\n",
")\n",
"run_experiment(\n",
" 'access to football data and duckduckgo - ask about the weather',\n",
" executor,\n",
" 'how is the weather in santa clara today?',\n",
")"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 934
},
"id": "tBAEVvt8RjPP",
"outputId": "6c474510-e2b9-4a31-e5dc-c0e075c91ca3"
},
"execution_count": 15,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<IPython.core.display.HTML object>"
],
"text/html": [
"Tracking run with wandb version 0.15.7"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<IPython.core.display.HTML object>"
],
"text/html": [
"Run data is saved locally in <code>/content/wandb/run-20230729_072524-81tqf9gz</code>"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<IPython.core.display.HTML object>"
],
"text/html": [
"Syncing run <strong><a href='https://wandb.ai/elgeish/essam-cafe-demo/runs/81tqf9gz' target=\"_blank\">glowing-energy-125</a></strong> to <a href='https://wandb.ai/elgeish/essam-cafe-demo' target=\"_blank\">Weights & Biases</a> (<a href='https://wandb.me/run' target=\"_blank\">docs</a>)<br/>"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<IPython.core.display.HTML object>"
],
"text/html": [
" View project at <a href='https://wandb.ai/elgeish/essam-cafe-demo' target=\"_blank\">https://wandb.ai/elgeish/essam-cafe-demo</a>"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<IPython.core.display.HTML object>"
],
"text/html": [
" View run at <a href='https://wandb.ai/elgeish/essam-cafe-demo/runs/81tqf9gz' target=\"_blank\">https://wandb.ai/elgeish/essam-cafe-demo/runs/81tqf9gz</a>"
]
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"\n",
"\n",
"\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n",
"\u001b[32;1m\u001b[1;3mAction:\n",
"```\n",
"{\n",
" \"action\": \"duckduckgo_search\",\n",
" \"action_input\": {\"query\": \"weather in Santa Clara today\"}\n",
"}\n",
"```\u001b[0m\n",
"Observation: \u001b[36;1m\u001b[1;3mToday's and tonight's Santa Clara, CA weather forecast, weather conditions and Doppler radar from The Weather Channel and Weather.com Current Weather. 7:27 PM. 72° F. RealFeel® 70°. RealFeel Shade™ 70°. Air Quality Fair. Wind WNW 4 mph. Wind Gusts 8 mph. Mostly sunny More Details. 10-Day Calendar History Wundermap access_time 2:54 PM PDT on July 18, 2023 (GMT -7) | Updated 6 hours ago --° | 58° 81 °F like 82° Fair N 4 Gusts 5mph Tomorrow's temperature is forecast to be MUCH... Be prepared with the most accurate 10-day forecast for Santa Clara, CA with highs, lows, chance of precipitation from The Weather Channel and Weather.com Current weather in Santa Clara and forecast for today, tomorrow, and next 14 days\u001b[0m\n",
"Thought:\u001b[32;1m\u001b[1;3mThe search results provide a detailed weather forecast for Santa Clara, CA. It's currently 72° F with a RealFeel® of 70°. The air quality is fair, and the wind is coming from the WNW at 4 mph with gusts up to 8 mph. The sky is mostly sunny. The forecast for tomorrow indicates a significant change in temperature. A 10-day forecast is also available. \n",
"Action:\n",
"```\n",
"{\n",
" \"action\": \"Final Answer\",\n",
" \"action_input\": \"The weather in Santa Clara today is mostly sunny with a temperature of 72° F and a RealFeel® of 70°. The wind is coming from the WNW at 4 mph with gusts up to 8 mph. The air quality is fair. Please note that the weather conditions can change rapidly, so it's always a good idea to check a reliable source for the most current information.\"\n",
"}\n",
"```\u001b[0m\n",
"\n",
"\u001b[1m> Finished chain.\u001b[0m\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<IPython.core.display.HTML object>"
],
"text/html": [
"Waiting for W&B process to finish... <strong style=\"color:green\">(success).</strong>"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<IPython.core.display.HTML object>"
],
"text/html": [
"<style>\n",
" table.wandb td:nth-child(1) { padding: 0 10px; text-align: left ; width: auto;} td:nth-child(2) {text-align: left ; width: 100%}\n",
" .wandb-row { display: flex; flex-direction: row; flex-wrap: wrap; justify-content: flex-start; width: 100% }\n",
" .wandb-col { display: flex; flex-direction: column; flex-basis: 100%; flex: 1; padding: 10px; }\n",
" </style>\n",
"<div class=\"wandb-row\"><div class=\"wandb-col\"><h3>Run history:</h3><br/><table class=\"wandb\"><tr><td>completion_tokens_per_call</td><td>▁</td></tr><tr><td>cost_per_call</td><td>▁</td></tr><tr><td>cost_sum</td><td>▁</td></tr><tr><td>executor_max_iterations</td><td>▁</td></tr><tr><td>prompt_tokens_per_call</td><td>▁</td></tr><tr><td>temperature</td><td>▁</td></tr><tr><td>tokens_per_call</td><td>▁</td></tr><tr><td>tokens_sum</td><td>▁</td></tr></table><br/></div><div class=\"wandb-col\"><h3>Run summary:</h3><br/><table class=\"wandb\"><tr><td>agent_type</td><td>StructuredChatAgent</td></tr><tr><td>completion_tokens_per_call</td><td>221</td></tr><tr><td>cost_per_call</td><td>0.05943</td></tr><tr><td>cost_sum</td><td>0.05943</td></tr><tr><td>executor_max_iterations</td><td>15</td></tr><tr><td>model_name</td><td>gpt-4</td></tr><tr><td>prompt_tokens_per_call</td><td>1539</td></tr><tr><td>temperature</td><td>0.0</td></tr><tr><td>tokens_per_call</td><td>1760</td></tr><tr><td>tokens_sum</td><td>1760</td></tr></table><br/></div></div>"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<IPython.core.display.HTML object>"
],
"text/html": [
" View run <strong style=\"color:#cdcd00\">glowing-energy-125</strong> at: <a href='https://wandb.ai/elgeish/essam-cafe-demo/runs/81tqf9gz' target=\"_blank\">https://wandb.ai/elgeish/essam-cafe-demo/runs/81tqf9gz</a><br/>Synced 5 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<IPython.core.display.HTML object>"
],
"text/html": [
"Find logs at: <code>./wandb/run-20230729_072524-81tqf9gz/logs</code>"
]
},
"metadata": {}
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"[\"The weather in Santa Clara today is mostly sunny with a temperature of 72° F and a RealFeel® of 70°. The wind is coming from the WNW at 4 mph with gusts up to 8 mph. The air quality is fair. Please note that the weather conditions can change rapidly, so it's always a good idea to check a reliable source for the most current information.\"]"
]
},
"metadata": {},
"execution_count": 15
}
]
},
{
"cell_type": "code",
"source": [
"# now with a system message to ignore non-football questions\n",
"# see https://github.com/langchain-ai/langchain/blob/f63240649c5036bcd25b8164155f6724826a7af2/libs/langchain/langchain/agents/structured_chat/base.py#L90\n",
"suffix = \"\\nYou're a assistant that only responds to football-related chats; \"\\\n",
" \"reject all other queries, politely, asking the user to stick to football.\"\n",
"executor = initialize_agent(\n",
" football_tools + [DuckDuckGoSearchRun()],\n",
" llm,\n",
" agent=AgentType.STRUCTURED_CHAT_ZERO_SHOT_REACT_DESCRIPTION,\n",
" verbose=True,\n",
" agent_kwargs={'suffix': suffix},\n",
" tags=['football-tools', 'duckduckgo-tools', 'prompt-suffix'],\n",
")\n",
"run_experiment(\n",
" 'access to football data and duckduckgo - system message to ignore non-football chats',\n",
" executor,\n",
" 'how is the weather in santa clara today?',\n",
" 'list the competitions you can tell me about'\n",
")\n",
"# DISCUSS to abstract or not to abstract?\n",
"# it's unclear suffix is part of the system message\n",
"# (and not the same pattern across all agents!)\n",
"# but that's the case in a fast-moving OSS"
],
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"\n",
"\n",
"\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n",
"\u001b[32;1m\u001b[1;3mThought: The user is asking about the weather, which is not related to football. I should remind them to stick to football-related topics.\n",
"\n",
"Action:\n",
"```\n",
"{\n",
" \"action\": \"Final Answer\",\n",
" \"action_input\": \"I'm sorry, but I'm only able to assist with football-related queries. Could you please ask something related to football?\"\n",
"}\n",
"```\u001b[0m\n",
"\n",
"\u001b[1m> Finished chain.\u001b[0m\n",
"\n",
"\n",
"\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n",
"\u001b[32;1m\u001b[1;3mAction:\n",
"```\n",
"{\n",
" \"action\": \"get_competitions\",\n",
" \"action_input\": {}\n",
"}\n",
"```\u001b[0m\n",
"Observation: \u001b[36;1m\u001b[1;3m{'count': 13, 'filters': {'client': 'Mohamed'}, 'competitions': [{'id': 2013, 'area': {'id': 2032, 'name': 'Brazil', 'code': 'BRA', 'flag': 'https://crests.football-data.org/764.svg'}, 'name': 'Campeonato Brasileiro Série A', 'code': 'BSA', 'type': 'LEAGUE', 'emblem': 'https://crests.football-data.org/764.svg', 'plan': 'TIER_ONE', 'currentSeason': {'id': 1557, 'startDate': '2023-04-15', 'endDate': '2023-12-03', 'currentMatchday': 17, 'winner': None}, 'numberOfAvailableSeasons': 7, 'lastUpdated': '2021-07-20T18:42:17Z'}, {'id': 2016, 'area': {'id': 2072, 'name': 'England', 'code': 'ENG', 'flag': 'https://crests.football-data.org/770.svg'}, 'name': 'Championship', 'code': 'ELC', 'type': 'LEAGUE', 'emblem': 'https://crests.football-data.org/ELC.png', 'plan': 'TIER_ONE', 'currentSeason': {'id': 1573, 'startDate': '2023-08-04', 'endDate': '2024-05-04', 'currentMatchday': 1, 'winner': None}, 'numberOfAvailableSeasons': 7, 'lastUpdated': '2022-03-20T09:31:30Z'}, {'id': 2021, 'area': {'id': 2072, 'name': 'England', 'code': 'ENG', 'flag': 'https://crests.football-data.org/770.svg'}, 'name': 'Premier League', 'code': 'PL', 'type': 'LEAGUE', 'emblem': 'https://crests.football-data.org/PL.png', 'plan': 'TIER_ONE', 'currentSeason': {'id': 1564, 'startDate': '2023-08-11', 'endDate': '2024-05-19', 'currentMatchday': 1, 'winner': None}, 'numberOfAvailableSeasons': 125, 'lastUpdated': '2022-03-20T08:58:54Z'}, {'id': 2001, 'area': {'id': 2077, 'name': 'Europe', 'code': 'EUR', 'flag': 'https://crests.football-data.org/EUR.svg'}, 'name': 'UEFA Champions League', 'code': 'CL', 'type': 'CUP', 'emblem': 'https://crests.football-data.org/CL.png', 'plan': 'TIER_ONE', 'currentSeason': {'id': 1491, 'startDate': '2022-06-21', 'endDate': '2023-06-10', 'currentMatchday': 6, 'winner': {'id': 65, 'name': 'Manchester City FC', 'shortName': 'Man City', 'tla': 'MCI', 'crest': 'https://crests.football-data.org/65.png', 'address': 'SportCity Manchester M11 3FF', 'website': 'https://www.mancity.com', 'founded': 1880, 'clubColors': 'Sky Blue / White', 'venue': 'Etihad Stadium', 'lastUpdated': '2022-02-10T19:48:37Z'}}, 'numberOfAvailableSeasons': 43, 'lastUpdated': '2022-03-20T09:20:44Z'}, {'id': 2018, 'area': {'id': 2077, 'name': 'Europe', 'code': 'EUR', 'flag': 'https://crests.football-data.org/EUR.svg'}, 'name': 'European Championship', 'code': 'EC', 'type': 'CUP', 'emblem': 'https://crests.football-data.org/EUR.svg', 'plan': 'TIER_ONE', 'currentSeason': {'id': 1537, 'startDate': '2024-06-14', 'endDate': '2024-07-14', 'currentMatchday': 1, 'winner': None}, 'numberOfAvailableSeasons': 17, 'lastUpdated': '2021-07-20T18:34:04Z'}, {'id': 2015, 'area': {'id': 2081, 'name': 'France', 'code': 'FRA', 'flag': 'https://crests.football-data.org/773.svg'}, 'name': 'Ligue 1', 'code': 'FL1', 'type': 'LEAGUE', 'emblem': 'https://crests.football-data.org/FL1.png', 'plan': 'TIER_ONE', 'currentSeason': {'id': 1595, 'startDate': '2023-08-13', 'endDate': '2024-05-18', 'currentMatchday': 1, 'winner': None}, 'numberOfAvailableSeasons': 80, 'lastUpdated': '2022-03-20T09:30:02Z'}, {'id': 2002, 'area': {'id': 2088, 'name': 'Germany', 'code': 'DEU', 'flag': 'https://crests.football-data.org/759.svg'}, 'name': 'Bundesliga', 'code': 'BL1', 'type': 'LEAGUE', 'emblem': 'https://crests.football-data.org/BL1.png', 'plan': 'TIER_ONE', 'currentSeason': {'id': 1592, 'startDate': '2023-08-18', 'endDate': '2024-05-18', 'currentMatchday': 1, 'winner': None}, 'numberOfAvailableSeasons': 61, 'lastUpdated': '2022-03-20T08:52:53Z'}, {'id': 2019, 'area': {'id': 2114, 'name': 'Italy', 'code': 'ITA', 'flag': 'https://crests.football-data.org/784.svg'}, 'name': 'Serie A', 'code': 'SA', 'type': 'LEAGUE', 'emblem': 'https://crests.football-data.org/SA.png', 'plan': 'TIER_ONE', 'currentSeason': {'id': 1600, 'startDate': '2023-08-19', 'endDate': '2024-05-26', 'currentMatchday': 1, 'winner': None}, 'numberOfAvailableSeasons': 92, 'lastUpdated': '2022-03-20T09:16:43Z'}, {'id': 2003, 'area': {'id': 2163, 'name': 'Netherlands', 'code': 'NLD', 'flag': 'https://crests.football-data.org/8601.svg'}, 'name': 'Eredivisie', 'code': 'DED', 'type': 'LEAGUE', 'emblem': 'https://crests.football-data.org/ED.png', 'plan': 'TIER_ONE', 'currentSeason': {'id': 1590, 'startDate': '2023-08-11', 'endDate': '2024-05-19', 'currentMatchday': 1, 'winner': None}, 'numberOfAvailableSeasons': 68, 'lastUpdated': '2022-03-20T09:19:27Z'}, {'id': 2017, 'area': {'id': 2187, 'name': 'Portugal', 'code': 'POR', 'flag': 'https://crests.football-data.org/765.svg'}, 'name': 'Primeira Liga', 'code': 'PPL', 'type': 'LEAGUE', 'emblem': 'https://crests.football-data.org/PPL.png', 'plan': 'TIER_ONE', 'currentSeason': {'id': 1603, 'startDate': '2023-08-13', 'endDate': '2024-05-19', 'currentMatchday': 1, 'winner': None}, 'numberOfAvailableSeasons': 75, 'lastUpdated': '2022-03-20T09:34:09Z'}, {'id': 2152, 'area': {'id': 2220, 'name': 'South America', 'code': 'SAM', 'flag': 'https://crests.football-data.org/CLI.svg'}, 'name': 'Copa Libertadores', 'code': 'CLI', 'type': 'CUP', 'emblem': 'https://crests.football-data.org/CLI.svg', 'plan': 'TIER_ONE', 'currentSeason': {'id': 1545, 'startDate': '2023-02-08', 'endDate': '2023-11-11', 'currentMatchday': 7, 'winner': None}, 'numberOfAvailableSeasons': 3, 'lastUpdated': '2023-03-16T16:22:43Z'}, {'id': 2014, 'area': {'id': 2224, 'name': 'Spain', 'code': 'ESP', 'flag': 'https://crests.football-data.org/760.svg'}, 'name': 'Primera Division', 'code': 'PD', 'type': 'LEAGUE', 'emblem': 'https://crests.football-data.org/PD.png', 'plan': 'TIER_ONE', 'currentSeason': {'id': 1577, 'startDate': '2023-08-13', 'endDate': '2024-05-26', 'currentMatchday': 1, 'winner': None}, 'numberOfAvailableSeasons': 93, 'lastUpdated': '2022-03-20T09:20:08Z'}, {'id': 2000, 'area': {'id': 2267, 'name': 'World', 'code': 'INT', 'flag': None}, 'name': 'FIFA World Cup', 'code': 'WC', 'type': 'CUP', 'emblem': 'https://crests.football-data.org/qatar.png', 'plan': 'TIER_ONE', 'currentSeason': {'id': 1382, 'startDate': '2022-11-20', 'endDate': '2022-12-18', 'currentMatchday': 8, 'winner': None}, 'numberOfAvailableSeasons': 22, 'lastUpdated': '2022-05-09T19:45:29Z'}]}\u001b[0m\n",
"Thought:\u001b[32;1m\u001b[1;3mThe system has returned a list of 13 football competitions. I will format this information into a readable list for the user. \n",
"Action:\n",
"```\n",
"{\n",
" \"action\": \"Final Answer\",\n",
" \"action_input\": \"Here are the football competitions I can provide information about:\\n1. Campeonato Brasileiro Série A (Brazil)\\n2. Championship (England)\\n3. Premier League (England)\\n4. UEFA Champions League (Europe)\\n5. European Championship (Europe)\\n6. Ligue 1 (France)\\n7. Bundesliga (Germany)\\n8. Serie A (Italy)\\n9. Eredivisie (Netherlands)\\n10. Primeira Liga (Portugal)\\n11. Copa Libertadores (South America)\\n12. Primera Division (Spain)\\n13. FIFA World Cup (World)\"\n",
"}\n",
"```\u001b[0m\n",
"\n",
"\u001b[1m> Finished chain.\u001b[0m\n"
]
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"<div class=\"wandb-row\"><div class=\"wandb-col\"><h3>Run history:</h3><br/><table class=\"wandb\"><tr><td>completion_tokens_per_call</td><td>▁█</td></tr><tr><td>cost_per_call</td><td>▁█</td></tr><tr><td>cost_sum</td><td>▁█</td></tr><tr><td>executor_max_iterations</td><td>▁▁</td></tr><tr><td>prompt_tokens_per_call</td><td>▁█</td></tr><tr><td>temperature</td><td>▁▁</td></tr><tr><td>tokens_per_call</td><td>▁█</td></tr><tr><td>tokens_sum</td><td>▁█</td></tr></table><br/></div><div class=\"wandb-col\"><h3>Run summary:</h3><br/><table class=\"wandb\"><tr><td>agent_type</td><td>StructuredChatAgent</td></tr><tr><td>completion_tokens_per_call</td><td>202</td></tr><tr><td>cost_per_call</td><td>0.12054</td></tr><tr><td>cost_sum</td><td>0.14379</td></tr><tr><td>executor_max_iterations</td><td>15</td></tr><tr><td>model_name</td><td>gpt-4</td></tr><tr><td>prompt_tokens_per_call</td><td>3614</td></tr><tr><td>temperature</td><td>0.0</td></tr><tr><td>tokens_per_call</td><td>3816</td></tr><tr><td>tokens_sum</td><td>4517</td></tr></table><br/></div></div>"
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" View run <strong style=\"color:#cdcd00\">blooming-fire-126</strong> at: <a href='https://wandb.ai/elgeish/essam-cafe-demo/runs/woe1t8wl' target=\"_blank\">https://wandb.ai/elgeish/essam-cafe-demo/runs/woe1t8wl</a><br/>Synced 5 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)"
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"data": {
"text/plain": [
"[\"I'm sorry, but I'm only able to assist with football-related queries. Could you please ask something related to football?\",\n",
" 'Here are the football competitions I can provide information about:\\n1. Campeonato Brasileiro Série A (Brazil)\\n2. Championship (England)\\n3. Premier League (England)\\n4. UEFA Champions League (Europe)\\n5. European Championship (Europe)\\n6. Ligue 1 (France)\\n7. Bundesliga (Germany)\\n8. Serie A (Italy)\\n9. Eredivisie (Netherlands)\\n10. Primeira Liga (Portugal)\\n11. Copa Libertadores (South America)\\n12. Primera Division (Spain)\\n13. FIFA World Cup (World)']"
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]
},
{
"cell_type": "markdown",
"source": [
"# \"multi-modal\" agents"
],
"metadata": {
"id": "Dzxq3hTLp7Yh"
}
},
{
"cell_type": "code",
"source": [
"@tool(return_direct=True)\n",
"def create_image(description: str) -> dict:\n",
" \"\"\"Create an image given a description; returns the created image's URL.\"\"\"\n",
" result = openai.Image.create(prompt=description, n=1, size='256x256')\n",
" !wget -O image.png \"{result['data'][0]['url']}\"\n",
" wandb.log({'image': wandb.Image('image.png', caption=description)})\n",
" return result['data'][0]['url']"
],
"metadata": {
"id": "1L0FE1kbo6VA"
},
"execution_count": 17,
"outputs": []
},
{
"cell_type": "code",
"source": [
"executor = initialize_agent(\n",
" [create_image],\n",
" llm,\n",
" agent=AgentType.STRUCTURED_CHAT_ZERO_SHOT_REACT_DESCRIPTION,\n",
" verbose=True,\n",
" tags=['image-tools', 'dall-e', 'return-direct'],\n",
")\n",
"results = run_experiment(\n",
" 'access to dall-e to generate images - return_direct is set',\n",
" executor,\n",
" 'draw a mascot for a new football tournament called \"super league\"',\n",
")\n",
"Image(results[0], format='png')\n",
"# DISCUSS bias in data: football or american football?"
],
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"base_uri": "https://localhost:8080/",
"height": 1000
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"id": "SKJHf5ixfxGC",
"outputId": "bc637ca3-e5bb-4589-dae6-5b69e91a499f"
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"execution_count": 19,
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"text/html": [
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"Syncing run <strong><a href='https://wandb.ai/elgeish/essam-cafe-demo/runs/aoly5t25' target=\"_blank\">wise-sun-128</a></strong> to <a href='https://wandb.ai/elgeish/essam-cafe-demo' target=\"_blank\">Weights & Biases</a> (<a href='https://wandb.me/run' target=\"_blank\">docs</a>)<br/>"
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"output_type": "display_data",
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"text/html": [
" View project at <a href='https://wandb.ai/elgeish/essam-cafe-demo' target=\"_blank\">https://wandb.ai/elgeish/essam-cafe-demo</a>"
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"text/html": [
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"text": [
"\n",
"\n",
"\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n",
"\u001b[32;1m\u001b[1;3mThought: The user is asking for an image of a mascot for a new football tournament called \"Super League\". I can use the create_image tool to generate this image.\n",
"\n",
"Action:\n",
"```\n",
"{\n",
" \"action\": \"create_image\",\n",
" \"action_input\": {\n",
" \"description\": \"A mascot for a new football tournament called 'Super League'\"\n",
" }\n",
"}\n",
"```\u001b[0m--2023-07-29 07:29:41-- https://oaidalleapiprodscus.blob.core.windows.net/private/org-uiiyj3DlLE1PDKanNzPFvKfd/user-z1rmRTOnU8LngEMKYWzXDpw3/img-0mXsemiqsBXXbboBRr8sLwKQ.png?st=2023-07-29T06%3A29%3A41Z&se=2023-07-29T08%3A29%3A41Z&sp=r&sv=2021-08-06&sr=b&rscd=inline&rsct=image/png&skoid=6aaadede-4fb3-4698-a8f6-684d7786b067&sktid=a48cca56-e6da-484e-a814-9c849652bcb3&skt=2023-07-29T02%3A44%3A30Z&ske=2023-07-30T02%3A44%3A30Z&sks=b&skv=2021-08-06&sig=8Svcd8m6lusL9FG5UtkdsqPvqmSC5A870vmn7xaebAE%3D\n",
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"HTTP request sent, awaiting response... 200 OK\n",
"Length: 197109 (192K) [image/png]\n",
"Saving to: ‘image.png’\n",
"\n",
"image.png 100%[===================>] 192.49K --.-KB/s in 0.1s \n",
"\n",
"2023-07-29 07:29:41 (1.32 MB/s) - ‘image.png’ saved [197109/197109]\n",
"\n",
"\n",
"Observation: \u001b[36;1m\u001b[1;3mhttps://oaidalleapiprodscus.blob.core.windows.net/private/org-uiiyj3DlLE1PDKanNzPFvKfd/user-z1rmRTOnU8LngEMKYWzXDpw3/img-0mXsemiqsBXXbboBRr8sLwKQ.png?st=2023-07-29T06%3A29%3A41Z&se=2023-07-29T08%3A29%3A41Z&sp=r&sv=2021-08-06&sr=b&rscd=inline&rsct=image/png&skoid=6aaadede-4fb3-4698-a8f6-684d7786b067&sktid=a48cca56-e6da-484e-a814-9c849652bcb3&skt=2023-07-29T02%3A44%3A30Z&ske=2023-07-30T02%3A44%3A30Z&sks=b&skv=2021-08-06&sig=8Svcd8m6lusL9FG5UtkdsqPvqmSC5A870vmn7xaebAE%3D\u001b[0m\n",
"\u001b[32;1m\u001b[1;3m\u001b[0m\n",
"\n",
"\u001b[1m> Finished chain.\u001b[0m\n"
]
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{
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"data": {
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"<IPython.core.display.HTML object>"
],
"text/html": [
"Waiting for W&B process to finish... <strong style=\"color:green\">(success).</strong>"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<IPython.core.display.HTML object>"
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"text/html": [
"<style>\n",
" table.wandb td:nth-child(1) { padding: 0 10px; text-align: left ; width: auto;} td:nth-child(2) {text-align: left ; width: 100%}\n",
" .wandb-row { display: flex; flex-direction: row; flex-wrap: wrap; justify-content: flex-start; width: 100% }\n",
" .wandb-col { display: flex; flex-direction: column; flex-basis: 100%; flex: 1; padding: 10px; }\n",
" </style>\n",
"<div class=\"wandb-row\"><div class=\"wandb-col\"><h3>Run history:</h3><br/><table class=\"wandb\"><tr><td>completion_tokens_per_call</td><td>▁</td></tr><tr><td>cost_per_call</td><td>▁</td></tr><tr><td>cost_sum</td><td>▁</td></tr><tr><td>executor_max_iterations</td><td>▁</td></tr><tr><td>prompt_tokens_per_call</td><td>▁</td></tr><tr><td>temperature</td><td>▁</td></tr><tr><td>tokens_per_call</td><td>▁</td></tr><tr><td>tokens_sum</td><td>▁</td></tr></table><br/></div><div class=\"wandb-col\"><h3>Run summary:</h3><br/><table class=\"wandb\"><tr><td>agent_type</td><td>StructuredChatAgent</td></tr><tr><td>completion_tokens_per_call</td><td>74</td></tr><tr><td>cost_per_call</td><td>0.01317</td></tr><tr><td>cost_sum</td><td>0.01317</td></tr><tr><td>executor_max_iterations</td><td>15</td></tr><tr><td>model_name</td><td>gpt-4</td></tr><tr><td>prompt_tokens_per_call</td><td>291</td></tr><tr><td>temperature</td><td>0.0</td></tr><tr><td>tokens_per_call</td><td>365</td></tr><tr><td>tokens_sum</td><td>365</td></tr></table><br/></div></div>"
]
},
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},
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"text/html": [
" View run <strong style=\"color:#cdcd00\">wise-sun-128</strong> at: <a href='https://wandb.ai/elgeish/essam-cafe-demo/runs/aoly5t25' target=\"_blank\">https://wandb.ai/elgeish/essam-cafe-demo/runs/aoly5t25</a><br/>Synced 5 W&B file(s), 1 media file(s), 0 artifact file(s) and 0 other file(s)"
]
},
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},
{
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"data": {
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"<IPython.core.display.HTML object>"
],
"text/html": [
"Find logs at: <code>./wandb/run-20230729_072928-aoly5t25/logs</code>"
]
},
"metadata": {}
},
{
"output_type": "execute_result",
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"text/plain": [
"<IPython.core.display.Image object>"
]
},
"metadata": {},
"execution_count": 19
}
]
},
{
"cell_type": "code",
"source": [],
"metadata": {
"id": "Tv4O66pPdDPM"
},
"execution_count": null,
"outputs": []
}
]
}
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