"""Unit tests for CLIN."""

import pytest

from agential.agents.clin.agent import CLIN
from agential.agents.clin.output import CLINOutput, CLINReActStepOutput, CLINStepOutput
from agential.agents.clin.prompts import (
    CLIN_ADAPT_META_SUMMARY_SYSTEM,
    CLIN_ADAPT_SUMMARY_SYSTEM,
    CLIN_GEN_ENV_META_SUMMARY_SYSTEM,
    CLIN_GEN_ENV_SUMMARY_SYSTEM,
    CLIN_GEN_TASK_META_SUMMARY_SYSTEM,
    CLIN_GEN_TASK_SUMMARY_SYSTEM,
    CLIN_INSTRUCTION_HOTPOTQA,
    CLIN_META_SUMMARY_INSTRUCTION_HOTPOTQA,
    CLIN_SUMMARY_INSTRUCTION_HOTPOTQA,
)
from agential.agents.clin.strategies.base import CLINBaseStrategy
from agential.agents.clin.strategies.code import CLINHumanEvalStrategy, CLINMBPPStrategy
from agential.agents.clin.strategies.math import (
    CLINGSM8KStrategy,
    CLINSVAMPStrategy,
    CLINTabMWPStrategy,
)
from agential.agents.clin.strategies.qa import (
    CLINAmbigNQStrategy,
    CLINFEVERStrategy,
    CLINHotQAStrategy,
    CLINTriviaQAStrategy,
)
from agential.constants import Benchmarks
from agential.core.fewshots.hotpotqa import (
    HOTPOTQA_FEWSHOT_EXAMPLES_REACT,
)
from agential.core.llm import BaseLLM, MockLLM, Response


def test_clin_init() -> None:
    """Test initialization."""
    agent = CLIN(
        llm=MockLLM("gpt-3.5-turbo", responses=["1"]),
        benchmark="hotpotqa",
    )
    assert isinstance(agent, CLIN)
    assert isinstance(agent.llm, BaseLLM)
    assert isinstance(agent.strategy, CLINBaseStrategy)
    assert agent.benchmark == "hotpotqa"


def test_clin_get_strategy() -> None:
    """Tests CLIN get_strategy method."""
    llm = MockLLM("gpt-3.5-turbo", responses=[])

    # QA benchmarks.
    assert isinstance(
        CLIN.get_strategy(Benchmarks.HOTPOTQA, llm=llm),
        CLINHotQAStrategy,
    )
    assert isinstance(
        CLIN.get_strategy(Benchmarks.TRIVIAQA, llm=llm),
        CLINTriviaQAStrategy,
    )
    assert isinstance(
        CLIN.get_strategy(Benchmarks.AMBIGNQ, llm=llm),
        CLINAmbigNQStrategy,
    )
    assert isinstance(
        CLIN.get_strategy(Benchmarks.FEVER, llm=llm),
        CLINFEVERStrategy,
    )

    # Math benchmarks.
    assert isinstance(
        CLIN.get_strategy(Benchmarks.GSM8K, llm=llm),
        CLINGSM8KStrategy,
    )
    assert isinstance(
        CLIN.get_strategy(Benchmarks.SVAMP, llm=llm),
        CLINSVAMPStrategy,
    )
    assert isinstance(
        CLIN.get_strategy(Benchmarks.TABMWP, llm=llm),
        CLINTabMWPStrategy,
    )

    # Code benchmarks.
    assert isinstance(
        CLIN.get_strategy(Benchmarks.HUMANEVAL, llm=llm),
        CLINHumanEvalStrategy,
    )
    assert isinstance(
        CLIN.get_strategy(Benchmarks.MBPP, llm=llm),
        CLINMBPPStrategy,
    )

    # Unsupported benchmark.
    with pytest.raises(
        ValueError, match="Unsupported benchmark: unknown for agent CLIN"
    ):
        CLIN.get_strategy("unknown", llm=llm)


def test_clin_get_fewshots() -> None:
    """Tests CLIN get_fewshots method."""
    # Valid benchmark.
    benchmark = Benchmarks.HOTPOTQA
    fewshots = CLIN.get_fewshots(benchmark, fewshot_type="react")
    assert isinstance(fewshots, dict)
    assert fewshots == {
        "examples": "Question: What is the elevation range for the area that the eastern sector of the Colorado orogeny extends into?\nThought 1: I need to search Colorado orogeny, find the area that the eastern sector of the Colorado orogeny extends into, then find the elevation range of the area.\nAction 1: Search[Colorado orogeny]\nObservation 1: The Colorado orogeny was an episode of mountain building (an orogeny) in Colorado and surrounding areas.\nThought 2: It does not mention the eastern sector. So I need to look up eastern sector.\nAction 2: Lookup[eastern sector]\nObservation 2: (Result 1 / 1) The eastern sector extends into the High Plains and is called the Central Plains orogeny.\nThought 3: The eastern sector of Colorado orogeny extends into the High Plains. So I need to search High Plains and find its elevation range.\nAction 3: Search[High Plains]\nObservation 3: High Plains refers to one of two distinct land regions:\nThought 4: I need to instead search High Plains (United States).\nAction 4: Search[High Plains (United States)]\nObservation 4: The High Plains are a subregion of the Great Plains. From east to west, the High Plains rise in elevation from around 1,800 to 7,000 ft (550 to 2,130 m).[3]\nThought 5: High Plains rise in elevation from around 1,800 to 7,000 ft, so the answer is 1,800 to 7,000 ft.\nAction 5: Finish[1,800 to 7,000 ft]\n\n---\n\nQuestion: Musician and satirist Allie Goertz wrote a song about the \"The Simpsons\" character Milhouse, who Matt Groening named after who?\nThought 1: I need to confirm who Matt Groening is and his connection to \"The Simpsons\".\nAction 1: Search[Matt Groening]\nObservation 1: Matt Groening is an American cartoonist, writer, producer, and animator, best known for creating the animated television series \"The Simpsons\".\nThought 2: Since Matt Groening created \"The Simpsons\" and named the character Milhouse, I need to find out whom he named Milhouse after.\nAction 2: Search[Milhouse inspiration]\nObservation 2: Matt Groening named the character Milhouse after Richard Milhous Nixon, the 37th President of the United States.\nThought 3: To ensure accuracy, I should verify the connection between Matt Groening naming Milhouse after Richard Nixon.\nAction 3: Search[Milhouse named after Richard Nixon]\nObservation 3: It is confirmed that Matt Groening named Milhouse after Richard Nixon, as stated in various sources discussing the origins of \"The Simpsons\" characters.\nThought 4: Allie Goertz's song about Milhouse connects back to Matt Groening's naming of the character after Richard Nixon.\nAction 4: Finish[Richard Nixon]\n\n---\n\nQuestion: Which documentary is about Finnish rock groups, Adam Clayton Powell or The Saimaa Gesture?\nThought 1: I need to search Adam Clayton Powell and The Saimaa Gesture, and find which documentary is about Finnish rock groups.\nAction 1: Search[Adam Clayton Powell]\nObservation 1: Could not find [Adam Clayton Powell]. Similar: ['Adam Clayton Powell III', 'Seventh Avenue (Manhattan)', 'Adam Clayton Powell Jr. State Office Building', 'Isabel Washington Powell', 'Adam Powell', 'Adam Clayton Powell (film)', 'Giancarlo Esposito'].\nThought 2: To find the documentary, I can search Adam Clayton Powell (film).\nAction 2: Search[Adam Clayton Powell (film)]\nObservation 2: Adam Clayton Powell is a 1989 American documentary film directed by Richard Kilberg.\nThe film is about the rise and fall of influential African-American politician Adam Clayton Powell Jr.[3][4] It was later aired as part of the PBS series The American Experience.\nThought 3: Adam Clayton Powell (film) is a documentary about an African-American politician, not Finnish rock groups. So the documentary about Finnish rock groups must instead be The Saimaa Gesture.\nAction 3: Finish[The Saimaa Gesture]\n\n---\n\nQuestion: What profession does Nicholas Ray and Elia Kazan have in common?\nThought 1: I need to search Nicholas Ray and Elia Kazan, find their professions, then find the profession they have in common.\nAction 1: Search[Nicholas Ray]\nObservation 1: Nicholas Ray (born Raymond Nicholas Kienzle Jr., August 7, 1911 – June 16, 1979) was an American film director, screenwriter, and actor best known for the 1955 film Rebel Without a Cause.\nThought 2: Professions of Nicholas Ray are director, screenwriter, and actor. I need to search Elia Kazan next and find his professions.\nAction 2: Search[Elia Kazan]\nObservation 2: Elia Kazan was an American film and theatre director, producer, screenwriter and actor.\nThought 3: Professions of Elia Kazan are director, producer, screenwriter, and actor. So profession Nicholas Ray and Elia Kazan have in common is director, screenwriter, and actor.\nAction 3: Finish[director, screenwriter, actor]\n\n---\n\nQuestion: Which magazine was started first Arthur's Magazine or First for Women?\nThought 1: I need to search for the founding dates of Arthur's Magazine and First for Women to determine which was started first.\nAction 1: Search[founding date of Arthur's Magazine]\nObservation 1: Arthur's Magazine was founded in 1844.\nThought 2: Now I need to find the founding date of First for Women.\nAction 2: Search[founding date of First for Women]\nObservation 2: First for Women was founded in 1989.\nThought 3: I need to verify these dates to ensure their accuracy.\nAction 3: (Result 1 / 1) Lookup[Arthur's Magazine founding date, First for Women founding date]\nObservation 3: Arthur's Magazine is founded in 1844 and First for Women is founded in 1989.\nThought 4: Since Arthur's Magazine was founded in 1844 and First for Women was founded in 1989, Arthur's Magazine was started first.\nAction 4: Finish[Arthur's Magazine]\n\n---\n\nQuestion: Were Pavel Urysohn and Leonid Levin known for the same type of work?\nThought 1: I need to search Pavel Urysohn and Leonid Levin, find their types of work, then find if they are the same.\nAction 1: Search[Pavel Urysohn]\nObservation 1: Pavel Samuilovich Urysohn (February 3, 1898 â\x80\x93 August 17, 1924) was a Soviet mathematician who is best known for his contributions in dimension theory.\nThought 2: Pavel Urysohn is a mathematician. I need to search Leonid Levin next and find its type of work.\nAction 2: Search[Leonid Levin]\nObservation 2: Leonid Anatolievich Levin is a Soviet-American mathematician and computer scientist. \nThought 3: Leonid Levin is a mathematician and computer scientist. So Pavel Urysohn and Leonid Levin have the same type of work. \nAction 3: Finish[yes]"
    }


def test_clin_get_prompts() -> None:
    """Tests CLIN get_prompts method."""
    # Valid benchmark.
    benchmark = Benchmarks.HOTPOTQA
    prompt = CLIN.get_prompts(benchmark)
    assert isinstance(prompt, dict)
    assert prompt == {
        "prompt": "Solve a question answering task with interleaving Thought, Action, Observation steps. Thought can reason about the current situation, and Action can be three types: \n(1) Search[entity], which searches the exact entity on Wikipedia and returns the first paragraph if it exists. If not, it will return some similar entities to search.\n(2) Lookup[keyword], which returns the next sentence containing keyword in the last passage successfully found by Search.\n(3) Finish[answer], which returns the answer and finishes the task.\nYou have a maximum of {max_steps} steps.\n\nHere are some examples:\n{examples}\n(END OF EXAMPLES)\n\n{meta_summary_system}\nMETA LEARNINGS:\n{meta_summaries}\n\n{summary_system}\nThese learnings capture important pre-conditions and mistakes: \n- X MAY BE NECESSARY to Y\n- X SHOULD BE NECESSARY to Y\n- X MAY NOT CONTRIBUTE to Y\n- X DOES NOT CONTRIBUTE to Y\n\nThese can be useful for predicting your next action:\n{summaries}\n\nQuestion: {question}{scratchpad}",
        "summary_prompt": "Generate a summary of learnings, as a numbered list, that will help the agent to successfully accomplish the task.\nEach numbered item in the summary can ONLY be of the form:\n- X MAY BE NECESSARY to Y.\n- X SHOULD BE NECESSARY to Y.\n- X MAY CONTRIBUTE to Y.\n- X DOES NOT CONTRIBUTE to Y.\n\nPREVIOUS LEARNINGS:\n{previous_trials}\n\nCURRENT TRIAL:\nQuestion: {question}{scratchpad}\n\nSummary of learnings as a numbered list:",
        "meta_summary_prompt": "Generate a meta-summary of learnings, as a numbered list, that will help the agent to successfully accomplish the task.\nThese summary of learnings should be general enough to be applicable other types of similar tasks and environments.\nEach numbered item in the summary can ONLY be of the form:\n- X MAY BE NECESSARY to Y.\n- X SHOULD BE NECESSARY to Y.\n- X MAY CONTRIBUTE to Y.\n- X DOES NOT CONTRIBUTE to Y.\n\n{meta_summary_system}\nMETA LEARNINGS:\n{meta_summaries}\n\nPREVIOUS LEARNINGS:\n{previous_trials}\n\nCURRENT TRIAL:\nQuestion: {question}{scratchpad}\n\nMeta-summary of learnings as a numbered list:",
    }


def test_clin_generate() -> None:
    """Test generate method."""
    question = "VIVA Media AG changed it's name in 2004. What does their new acronym stand for?"
    key = "Gesellschaft mit beschränkter Haftung"

    # Test auto-select prompts and few-shots.
    gt_out = CLINOutput(
        answer="Direct search on VIVA Media AG's official website or press releases",
        total_prompt_tokens=110,
        total_completion_tokens=220,
        total_tokens=330,
        total_prompt_cost=0.00016500000000000003,
        total_completion_cost=0.00043999999999999996,
        total_cost=0.000605,
        total_prompt_time=5.5,
        total_time=0.5,
        additional_info=[
            CLINStepOutput(
                steps=[
                    CLINReActStepOutput(
                        thought="I need to search VIVA Media AG, find out their new name after 2004, and then find what the acronym stands for.",
                        action_type="Search",
                        query="VIVA Media AG",
                        observation="Search result",
                        answer="",
                        external_tool_info={
                            "search_result": "Search result",
                            "lookup_result": "",
                        },
                        is_correct=False,
                        thought_response=Response(
                            input_text="",
                            output_text="I need to search VIVA Media AG, find out their new name after 2004, and then find what the acronym stands for.\nAction 1: Search[VIVA Media AG]\nObservation 1: Could not find [VIVA Media AG]. Similar: ['Viva Media', 'Viva Media', 'Viva Media GmbH', 'Viva Media (record label)'].\nThought 2: I should search for Viva Media GmbH instead to find information about VIVA Media AG.\nAction 2: Search[Viva Media GmbH]\nObservation 2: Viva Media GmbH is a German video game company that publishes and distributes PC video games in Germany.\nThought 3: I should search for the name change of VIVA Media AG and find out the acronym.\nAction 3: Search[VIVA Media AG name change]\nObservation 3: Could not find the name change information for VIVA Media AG. Similar: ['List of asset management firms', 'List of management consulting firms', 'List of semiconductor fabrication plants', 'List of user research practices', 'List of university presses'].\nThought 4: It seems the information about the name change is not readily available. I should attempt to find the acronym through related searches.\nAction 4: Search[Viva Media GmbH acronym]\nObservation 4: Could not find the acronym for Viva Media GmbH. Similar: ['Viva Media GmbH revenue', 'Viva Media GmbH history', 'Viva Media GmbH founders', 'Viva Media GmbH products'].\nThought 5: I may not be able to find the acronym for VIVA Media AG through direct searches. I should try to find any connections between VIVA Media AG and its new name to infer the acronym.\nAction 5: Finish[unable to find the answer]",
                            prompt_tokens=10,
                            completion_tokens=20,
                            total_tokens=30,
                            prompt_cost=1.5e-05,
                            completion_cost=3.9999999999999996e-05,
                            total_cost=5.4999999999999995e-05,
                            prompt_time=0.5,
                        ),
                        action_response=Response(
                            input_text="",
                            output_text="Search[VIVA Media AG]\nObservation 1: VIVA Media AG was a German media company founded in 1993 and acquired by Viacom in 2004.\nThought 2: Viacom acquired VIVA Media AG in 2004, so I need to find out the new name of the company after the acquisition.\nAction 2: Search[VIVA Media AG name change 2004]\nObservation 2: Could not find [VIVA Media AG name change 2004]. Similar: ['Name change', 'Corporate name changes']\nThought 3: I should instead search for Viacom's acquisition of VIVA Media AG in 2004 to find out the new name.\nAction 3: Search[Viacom acquisition of VIVA Media AG 2004]\nObservation 3: Viacom acquired VIVA Media AG in 2004 and renamed it MTV Central and Eastern Europe.\nThought 4: The new acronym stands for MTV. I need to confirm this.\nAction 4: Lookup[new acronym stands for]\nObservation 4: The new acronym for VIVA Media AG after the acquisition was MTV, which stands for Music Television.\nThought 5: The new acronym for VIVA Media AG after the acquisition in 2004 was MTV, which stands for Music Television.\nAction 5: Finish[MTV - Music Television]",
                            prompt_tokens=10,
                            completion_tokens=20,
                            total_tokens=30,
                            prompt_cost=1.5e-05,
                            completion_cost=3.9999999999999996e-05,
                            total_cost=5.4999999999999995e-05,
                            prompt_time=0.5,
                        ),
                    ),
                    CLINReActStepOutput(
                        thought="This is not the information I needed. I will search again for VIVA Media AG to find their new name after 2004.",
                        action_type="Search",
                        query="VIVA Media AG new name",
                        observation="Search result",
                        answer="",
                        external_tool_info={
                            "search_result": "Search result",
                            "lookup_result": "",
                        },
                        is_correct=False,
                        thought_response=Response(
                            input_text="",
                            output_text='This is not the information I needed. I will search again for VIVA Media AG to find their new name after 2004.\nAction 2: Search[VIVA Media AG]\nObservation 2: VIVA Media AG was a German media company that rebranded as VIVACOM in 2004.\nThought 3: Now I need to find out what VIVACOM stands for, which is the new acronym for VIVA Media AG.\nAction 3: Search[VIVACOM acronym meaning]\nObservation 3: VIVACOM stands for "Viva Communications".\nThought 4: The new acronym for VIVA Media AG after 2004 is "Viva Communications".\nAction 4: Finish[Viva Communications]',
                            prompt_tokens=10,
                            completion_tokens=20,
                            total_tokens=30,
                            prompt_cost=1.5e-05,
                            completion_cost=3.9999999999999996e-05,
                            total_cost=5.4999999999999995e-05,
                            prompt_time=0.5,
                        ),
                        action_response=Response(
                            input_text="",
                            output_text="Search[VIVA Media AG new name]\nObservation 2: VIVA Media AG changed its name to VMS AG in 2004.\nThought 3: Now that I know their new name is VMS AG, I need to find out what the acronym stands for.\nAction 3: Search[VMS AG acronym]\nObservation 3: There is no specific information available directly related to the acronym of VMS AG. I should try looking up VMS AG on another platform or source.\nAction 4: Lookup[acronym VMS AG]\nObservation 4: The acronym VMS AG stands for Video Music Station Aktiengesellschaft.\nThought 5: The new acronym for VIVA Media AG, which changed its name to VMS AG in 2004, stands for Video Music Station Aktiengesellschaft.\nAction 5: Finish[Video Music Station Aktiengesellschaft]",
                            prompt_tokens=10,
                            completion_tokens=20,
                            total_tokens=30,
                            prompt_cost=1.5e-05,
                            completion_cost=3.9999999999999996e-05,
                            total_cost=5.4999999999999995e-05,
                            prompt_time=0.5,
                        ),
                    ),
                    CLINReActStepOutput(
                        thought="I will search for VIVA Media AG's name change in 2004 to find what the new acronym stands for.",
                        action_type="Search",
                        query="VIVA Media AG name change 2004",
                        observation="Search result",
                        answer="",
                        external_tool_info={
                            "search_result": "Search result",
                            "lookup_result": "",
                        },
                        is_correct=False,
                        thought_response=Response(
                            input_text="",
                            output_text="I will search for VIVA Media AG's name change in 2004 to find what the new acronym stands for.\nAction 3: Search[VIVA Media AG name change 2004]\nObservation 3: The new name of VIVA Media AG after 2004 is VIVA Entertainment.\nThought 4: Now I need to find out what the acronym VIVA stands for.\nAction 4: Search[VIVA Entertainment acronym]\nObservation 4: VIVA acronym stands for Videoverwertung in Augsburg. \nThought 5: VIVA acronym stands for Videoverwertung in Augsburg. So the answer is Videoverwertung in Augsburg.\nAction 5: Finish[Videoverwertung in Augsburg]",
                            prompt_tokens=10,
                            completion_tokens=20,
                            total_tokens=30,
                            prompt_cost=1.5e-05,
                            completion_cost=3.9999999999999996e-05,
                            total_cost=5.4999999999999995e-05,
                            prompt_time=0.5,
                        ),
                        action_response=Response(
                            input_text="",
                            output_text="Search[VIVA Media AG name change 2004]",
                            prompt_tokens=10,
                            completion_tokens=20,
                            total_tokens=30,
                            prompt_cost=1.5e-05,
                            completion_cost=3.9999999999999996e-05,
                            total_cost=5.4999999999999995e-05,
                            prompt_time=0.5,
                        ),
                    ),
                    CLINReActStepOutput(
                        thought="I need to refine my search terms to find the relevant information about VIVA Media AG's name change in 2004 and the acronym it stands for.",
                        action_type="Search",
                        query="VIVA Media AG rebrand 2004 acronym",
                        observation="Search result",
                        answer="",
                        external_tool_info={
                            "search_result": "Search result",
                            "lookup_result": "",
                        },
                        is_correct=False,
                        thought_response=Response(
                            input_text="",
                            output_text="I need to refine my search terms to find the relevant information about VIVA Media AG's name change in 2004 and the acronym it stands for.\nAction 4: Search[VIVA Media AG rebrand 2004]\nObservation 4: Buakaw Banchamek has faced several controversies and legal issues.",
                            prompt_tokens=10,
                            completion_tokens=20,
                            total_tokens=30,
                            prompt_cost=1.5e-05,
                            completion_cost=3.9999999999999996e-05,
                            total_cost=5.4999999999999995e-05,
                            prompt_time=0.5,
                        ),
                        action_response=Response(
                            input_text="",
                            output_text="Search[VIVA Media AG rebrand 2004 acronym]\nObservation 4: VIVA Media AG rebranded as VIVA Entertainment Group in 2004, with the acronym standing for Entertainment. \nThought 5: The acronym stands for Entertainment. \nAction 5: Finish[Entertainment]",
                            prompt_tokens=10,
                            completion_tokens=20,
                            total_tokens=30,
                            prompt_cost=1.5e-05,
                            completion_cost=3.9999999999999996e-05,
                            total_cost=5.4999999999999995e-05,
                            prompt_time=0.5,
                        ),
                    ),
                    CLINReActStepOutput(
                        thought="Based on the repeated unsuccessful searches, it seems like the information regarding VIVA Media AG's name change in 2004 and the acronym it stands for may not be readily available on search engines. It might be beneficial to directly search for VIVA Media AG's official website or press releases to find the accurate information.",
                        action_type="Finish",
                        query="Direct search on VIVA Media AG's official website or press releases",
                        observation="Answer is INCORRECT",
                        answer="Direct search on VIVA Media AG's official website or press releases",
                        external_tool_info={"search_result": "", "lookup_result": ""},
                        is_correct=False,
                        thought_response=Response(
                            input_text="",
                            output_text="Based on the repeated unsuccessful searches, it seems like the information regarding VIVA Media AG's name change in 2004 and the acronym it stands for may not be readily available on search engines. It might be beneficial to directly search for VIVA Media AG's official website or press releases to find the accurate information.",
                            prompt_tokens=10,
                            completion_tokens=20,
                            total_tokens=30,
                            prompt_cost=1.5e-05,
                            completion_cost=3.9999999999999996e-05,
                            total_cost=5.4999999999999995e-05,
                            prompt_time=0.5,
                        ),
                        action_response=Response(
                            input_text="",
                            output_text="Finish[Direct search on VIVA Media AG's official website or press releases]",
                            prompt_tokens=10,
                            completion_tokens=20,
                            total_tokens=30,
                            prompt_cost=1.5e-05,
                            completion_cost=3.9999999999999996e-05,
                            total_cost=5.4999999999999995e-05,
                            prompt_time=0.5,
                        ),
                    ),
                ],
                summaries="1. Direct search on a company's official website or press releases MAY BE NECESSARY to accurately find information about name changes and acronyms.\n2. Refining search terms MAY CONTRIBUTE to obtaining relevant and precise search results.\n3. Searching for specific keywords related to the company's rebranding and acronym formation SHOULD BE NECESSARY to uncover the required information.",
                summaries_response=Response(
                    input_text="",
                    output_text="1. Direct search on a company's official website or press releases MAY BE NECESSARY to accurately find information about name changes and acronyms.\n2. Refining search terms MAY CONTRIBUTE to obtaining relevant and precise search results.\n3. Searching for specific keywords related to the company's rebranding and acronym formation SHOULD BE NECESSARY to uncover the required information.",
                    prompt_tokens=10,
                    completion_tokens=20,
                    total_tokens=30,
                    prompt_cost=1.5e-05,
                    completion_cost=3.9999999999999996e-05,
                    total_cost=5.4999999999999995e-05,
                    prompt_time=0.5,
                ),
                meta_summaries="",
                previous_trials="",
            )
        ],
    )
    responses = [
        "I need to search VIVA Media AG, find out their new name after 2004, and then find what the acronym stands for.\nAction 1: Search[VIVA Media AG]\nObservation 1: Could not find [VIVA Media AG]. Similar: ['Viva Media', 'Viva Media', 'Viva Media GmbH', 'Viva Media (record label)'].\nThought 2: I should search for Viva Media GmbH instead to find information about VIVA Media AG.\nAction 2: Search[Viva Media GmbH]\nObservation 2: Viva Media GmbH is a German video game company that publishes and distributes PC video games in Germany.\nThought 3: I should search for the name change of VIVA Media AG and find out the acronym.\nAction 3: Search[VIVA Media AG name change]\nObservation 3: Could not find the name change information for VIVA Media AG. Similar: ['List of asset management firms', 'List of management consulting firms', 'List of semiconductor fabrication plants', 'List of user research practices', 'List of university presses'].\nThought 4: It seems the information about the name change is not readily available. I should attempt to find the acronym through related searches.\nAction 4: Search[Viva Media GmbH acronym]\nObservation 4: Could not find the acronym for Viva Media GmbH. Similar: ['Viva Media GmbH revenue', 'Viva Media GmbH history', 'Viva Media GmbH founders', 'Viva Media GmbH products'].\nThought 5: I may not be able to find the acronym for VIVA Media AG through direct searches. I should try to find any connections between VIVA Media AG and its new name to infer the acronym.\nAction 5: Finish[unable to find the answer]",
        "Search[VIVA Media AG]\nObservation 1: VIVA Media AG was a German media company founded in 1993 and acquired by Viacom in 2004.\nThought 2: Viacom acquired VIVA Media AG in 2004, so I need to find out the new name of the company after the acquisition.\nAction 2: Search[VIVA Media AG name change 2004]\nObservation 2: Could not find [VIVA Media AG name change 2004]. Similar: ['Name change', 'Corporate name changes']\nThought 3: I should instead search for Viacom's acquisition of VIVA Media AG in 2004 to find out the new name.\nAction 3: Search[Viacom acquisition of VIVA Media AG 2004]\nObservation 3: Viacom acquired VIVA Media AG in 2004 and renamed it MTV Central and Eastern Europe.\nThought 4: The new acronym stands for MTV. I need to confirm this.\nAction 4: Lookup[new acronym stands for]\nObservation 4: The new acronym for VIVA Media AG after the acquisition was MTV, which stands for Music Television.\nThought 5: The new acronym for VIVA Media AG after the acquisition in 2004 was MTV, which stands for Music Television.\nAction 5: Finish[MTV - Music Television]",
        'This is not the information I needed. I will search again for VIVA Media AG to find their new name after 2004.\nAction 2: Search[VIVA Media AG]\nObservation 2: VIVA Media AG was a German media company that rebranded as VIVACOM in 2004.\nThought 3: Now I need to find out what VIVACOM stands for, which is the new acronym for VIVA Media AG.\nAction 3: Search[VIVACOM acronym meaning]\nObservation 3: VIVACOM stands for "Viva Communications".\nThought 4: The new acronym for VIVA Media AG after 2004 is "Viva Communications".\nAction 4: Finish[Viva Communications]',
        "Search[VIVA Media AG new name]\nObservation 2: VIVA Media AG changed its name to VMS AG in 2004.\nThought 3: Now that I know their new name is VMS AG, I need to find out what the acronym stands for.\nAction 3: Search[VMS AG acronym]\nObservation 3: There is no specific information available directly related to the acronym of VMS AG. I should try looking up VMS AG on another platform or source.\nAction 4: Lookup[acronym VMS AG]\nObservation 4: The acronym VMS AG stands for Video Music Station Aktiengesellschaft.\nThought 5: The new acronym for VIVA Media AG, which changed its name to VMS AG in 2004, stands for Video Music Station Aktiengesellschaft.\nAction 5: Finish[Video Music Station Aktiengesellschaft]",
        "I will search for VIVA Media AG's name change in 2004 to find what the new acronym stands for.\nAction 3: Search[VIVA Media AG name change 2004]\nObservation 3: The new name of VIVA Media AG after 2004 is VIVA Entertainment.\nThought 4: Now I need to find out what the acronym VIVA stands for.\nAction 4: Search[VIVA Entertainment acronym]\nObservation 4: VIVA acronym stands for Videoverwertung in Augsburg. \nThought 5: VIVA acronym stands for Videoverwertung in Augsburg. So the answer is Videoverwertung in Augsburg.\nAction 5: Finish[Videoverwertung in Augsburg]",
        "Search[VIVA Media AG name change 2004]",
        "I need to refine my search terms to find the relevant information about VIVA Media AG's name change in 2004 and the acronym it stands for.\nAction 4: Search[VIVA Media AG rebrand 2004]\nObservation 4: Buakaw Banchamek has faced several controversies and legal issues.",
        "Search[VIVA Media AG rebrand 2004 acronym]\nObservation 4: VIVA Media AG rebranded as VIVA Entertainment Group in 2004, with the acronym standing for Entertainment. \nThought 5: The acronym stands for Entertainment. \nAction 5: Finish[Entertainment]",
        "Based on the repeated unsuccessful searches, it seems like the information regarding VIVA Media AG's name change in 2004 and the acronym it stands for may not be readily available on search engines. It might be beneficial to directly search for VIVA Media AG's official website or press releases to find the accurate information.",
        "Finish[Direct search on VIVA Media AG's official website or press releases]",
        "1. Direct search on a company's official website or press releases MAY BE NECESSARY to accurately find information about name changes and acronyms.\n2. Refining search terms MAY CONTRIBUTE to obtaining relevant and precise search results.\n3. Searching for specific keywords related to the company's rebranding and acronym formation SHOULD BE NECESSARY to uncover the required information.",
    ]
    agent = CLIN(
        llm=MockLLM("gpt-3.5-turbo", responses=responses),
        benchmark="hotpotqa",
        max_trials=1,
        testing=True,
    )
    agent.strategy.docstore.search = lambda x: "Search result"
    agent.strategy.docstore.lookup = lambda x: "Lookup result"

    out = agent.generate(
        question=question,
        key=key,
        patience=2,
    )
    assert out == gt_out

    # Test auto-select prompts and few-shots with fewshot_type.
    gt_out = CLINOutput(
        answer="Direct search on VIVA Media AG's official website or press releases",
        total_prompt_tokens=110,
        total_completion_tokens=220,
        total_tokens=330,
        total_prompt_cost=0.00016500000000000003,
        total_completion_cost=0.00043999999999999996,
        total_cost=0.000605,
        total_prompt_time=5.5,
        total_time=0.5,
        additional_info=[
            CLINStepOutput(
                steps=[
                    CLINReActStepOutput(
                        thought="I need to search VIVA Media AG, find out their new name after 2004, and then find what the acronym stands for.",
                        action_type="Search",
                        query="VIVA Media AG",
                        observation="Search result",
                        answer="",
                        external_tool_info={
                            "search_result": "Search result",
                            "lookup_result": "",
                        },
                        is_correct=False,
                        thought_response=Response(
                            input_text="",
                            output_text="I need to search VIVA Media AG, find out their new name after 2004, and then find what the acronym stands for.\nAction 1: Search[VIVA Media AG]\nObservation 1: Could not find [VIVA Media AG]. Similar: ['Viva Media', 'Viva Media', 'Viva Media GmbH', 'Viva Media (record label)'].\nThought 2: I should search for Viva Media GmbH instead to find information about VIVA Media AG.\nAction 2: Search[Viva Media GmbH]\nObservation 2: Viva Media GmbH is a German video game company that publishes and distributes PC video games in Germany.\nThought 3: I should search for the name change of VIVA Media AG and find out the acronym.\nAction 3: Search[VIVA Media AG name change]\nObservation 3: Could not find the name change information for VIVA Media AG. Similar: ['List of asset management firms', 'List of management consulting firms', 'List of semiconductor fabrication plants', 'List of user research practices', 'List of university presses'].\nThought 4: It seems the information about the name change is not readily available. I should attempt to find the acronym through related searches.\nAction 4: Search[Viva Media GmbH acronym]\nObservation 4: Could not find the acronym for Viva Media GmbH. Similar: ['Viva Media GmbH revenue', 'Viva Media GmbH history', 'Viva Media GmbH founders', 'Viva Media GmbH products'].\nThought 5: I may not be able to find the acronym for VIVA Media AG through direct searches. I should try to find any connections between VIVA Media AG and its new name to infer the acronym.\nAction 5: Finish[unable to find the answer]",
                            prompt_tokens=10,
                            completion_tokens=20,
                            total_tokens=30,
                            prompt_cost=1.5e-05,
                            completion_cost=3.9999999999999996e-05,
                            total_cost=5.4999999999999995e-05,
                            prompt_time=0.5,
                        ),
                        action_response=Response(
                            input_text="",
                            output_text="Search[VIVA Media AG]\nObservation 1: VIVA Media AG was a German media company founded in 1993 and acquired by Viacom in 2004.\nThought 2: Viacom acquired VIVA Media AG in 2004, so I need to find out the new name of the company after the acquisition.\nAction 2: Search[VIVA Media AG name change 2004]\nObservation 2: Could not find [VIVA Media AG name change 2004]. Similar: ['Name change', 'Corporate name changes']\nThought 3: I should instead search for Viacom's acquisition of VIVA Media AG in 2004 to find out the new name.\nAction 3: Search[Viacom acquisition of VIVA Media AG 2004]\nObservation 3: Viacom acquired VIVA Media AG in 2004 and renamed it MTV Central and Eastern Europe.\nThought 4: The new acronym stands for MTV. I need to confirm this.\nAction 4: Lookup[new acronym stands for]\nObservation 4: The new acronym for VIVA Media AG after the acquisition was MTV, which stands for Music Television.\nThought 5: The new acronym for VIVA Media AG after the acquisition in 2004 was MTV, which stands for Music Television.\nAction 5: Finish[MTV - Music Television]",
                            prompt_tokens=10,
                            completion_tokens=20,
                            total_tokens=30,
                            prompt_cost=1.5e-05,
                            completion_cost=3.9999999999999996e-05,
                            total_cost=5.4999999999999995e-05,
                            prompt_time=0.5,
                        ),
                    ),
                    CLINReActStepOutput(
                        thought="This is not the information I needed. I will search again for VIVA Media AG to find their new name after 2004.",
                        action_type="Search",
                        query="VIVA Media AG new name",
                        observation="Search result",
                        answer="",
                        external_tool_info={
                            "search_result": "Search result",
                            "lookup_result": "",
                        },
                        is_correct=False,
                        thought_response=Response(
                            input_text="",
                            output_text='This is not the information I needed. I will search again for VIVA Media AG to find their new name after 2004.\nAction 2: Search[VIVA Media AG]\nObservation 2: VIVA Media AG was a German media company that rebranded as VIVACOM in 2004.\nThought 3: Now I need to find out what VIVACOM stands for, which is the new acronym for VIVA Media AG.\nAction 3: Search[VIVACOM acronym meaning]\nObservation 3: VIVACOM stands for "Viva Communications".\nThought 4: The new acronym for VIVA Media AG after 2004 is "Viva Communications".\nAction 4: Finish[Viva Communications]',
                            prompt_tokens=10,
                            completion_tokens=20,
                            total_tokens=30,
                            prompt_cost=1.5e-05,
                            completion_cost=3.9999999999999996e-05,
                            total_cost=5.4999999999999995e-05,
                            prompt_time=0.5,
                        ),
                        action_response=Response(
                            input_text="",
                            output_text="Search[VIVA Media AG new name]\nObservation 2: VIVA Media AG changed its name to VMS AG in 2004.\nThought 3: Now that I know their new name is VMS AG, I need to find out what the acronym stands for.\nAction 3: Search[VMS AG acronym]\nObservation 3: There is no specific information available directly related to the acronym of VMS AG. I should try looking up VMS AG on another platform or source.\nAction 4: Lookup[acronym VMS AG]\nObservation 4: The acronym VMS AG stands for Video Music Station Aktiengesellschaft.\nThought 5: The new acronym for VIVA Media AG, which changed its name to VMS AG in 2004, stands for Video Music Station Aktiengesellschaft.\nAction 5: Finish[Video Music Station Aktiengesellschaft]",
                            prompt_tokens=10,
                            completion_tokens=20,
                            total_tokens=30,
                            prompt_cost=1.5e-05,
                            completion_cost=3.9999999999999996e-05,
                            total_cost=5.4999999999999995e-05,
                            prompt_time=0.5,
                        ),
                    ),
                    CLINReActStepOutput(
                        thought="I will search for VIVA Media AG's name change in 2004 to find what the new acronym stands for.",
                        action_type="Search",
                        query="VIVA Media AG name change 2004",
                        observation="Search result",
                        answer="",
                        external_tool_info={
                            "search_result": "Search result",
                            "lookup_result": "",
                        },
                        is_correct=False,
                        thought_response=Response(
                            input_text="",
                            output_text="I will search for VIVA Media AG's name change in 2004 to find what the new acronym stands for.\nAction 3: Search[VIVA Media AG name change 2004]\nObservation 3: The new name of VIVA Media AG after 2004 is VIVA Entertainment.\nThought 4: Now I need to find out what the acronym VIVA stands for.\nAction 4: Search[VIVA Entertainment acronym]\nObservation 4: VIVA acronym stands for Videoverwertung in Augsburg. \nThought 5: VIVA acronym stands for Videoverwertung in Augsburg. So the answer is Videoverwertung in Augsburg.\nAction 5: Finish[Videoverwertung in Augsburg]",
                            prompt_tokens=10,
                            completion_tokens=20,
                            total_tokens=30,
                            prompt_cost=1.5e-05,
                            completion_cost=3.9999999999999996e-05,
                            total_cost=5.4999999999999995e-05,
                            prompt_time=0.5,
                        ),
                        action_response=Response(
                            input_text="",
                            output_text="Search[VIVA Media AG name change 2004]",
                            prompt_tokens=10,
                            completion_tokens=20,
                            total_tokens=30,
                            prompt_cost=1.5e-05,
                            completion_cost=3.9999999999999996e-05,
                            total_cost=5.4999999999999995e-05,
                            prompt_time=0.5,
                        ),
                    ),
                    CLINReActStepOutput(
                        thought="I need to refine my search terms to find the relevant information about VIVA Media AG's name change in 2004 and the acronym it stands for.",
                        action_type="Search",
                        query="VIVA Media AG rebrand 2004 acronym",
                        observation="Search result",
                        answer="",
                        external_tool_info={
                            "search_result": "Search result",
                            "lookup_result": "",
                        },
                        is_correct=False,
                        thought_response=Response(
                            input_text="",
                            output_text="I need to refine my search terms to find the relevant information about VIVA Media AG's name change in 2004 and the acronym it stands for.\nAction 4: Search[VIVA Media AG rebrand 2004]\nObservation 4: Buakaw Banchamek has faced several controversies and legal issues.",
                            prompt_tokens=10,
                            completion_tokens=20,
                            total_tokens=30,
                            prompt_cost=1.5e-05,
                            completion_cost=3.9999999999999996e-05,
                            total_cost=5.4999999999999995e-05,
                            prompt_time=0.5,
                        ),
                        action_response=Response(
                            input_text="",
                            output_text="Search[VIVA Media AG rebrand 2004 acronym]\nObservation 4: VIVA Media AG rebranded as VIVA Entertainment Group in 2004, with the acronym standing for Entertainment. \nThought 5: The acronym stands for Entertainment. \nAction 5: Finish[Entertainment]",
                            prompt_tokens=10,
                            completion_tokens=20,
                            total_tokens=30,
                            prompt_cost=1.5e-05,
                            completion_cost=3.9999999999999996e-05,
                            total_cost=5.4999999999999995e-05,
                            prompt_time=0.5,
                        ),
                    ),
                    CLINReActStepOutput(
                        thought="Based on the repeated unsuccessful searches, it seems like the information regarding VIVA Media AG's name change in 2004 and the acronym it stands for may not be readily available on search engines. It might be beneficial to directly search for VIVA Media AG's official website or press releases to find the accurate information.",
                        action_type="Finish",
                        query="Direct search on VIVA Media AG's official website or press releases",
                        observation="Answer is INCORRECT",
                        answer="Direct search on VIVA Media AG's official website or press releases",
                        external_tool_info={"search_result": "", "lookup_result": ""},
                        is_correct=False,
                        thought_response=Response(
                            input_text="",
                            output_text="Based on the repeated unsuccessful searches, it seems like the information regarding VIVA Media AG's name change in 2004 and the acronym it stands for may not be readily available on search engines. It might be beneficial to directly search for VIVA Media AG's official website or press releases to find the accurate information.",
                            prompt_tokens=10,
                            completion_tokens=20,
                            total_tokens=30,
                            prompt_cost=1.5e-05,
                            completion_cost=3.9999999999999996e-05,
                            total_cost=5.4999999999999995e-05,
                            prompt_time=0.5,
                        ),
                        action_response=Response(
                            input_text="",
                            output_text="Finish[Direct search on VIVA Media AG's official website or press releases]",
                            prompt_tokens=10,
                            completion_tokens=20,
                            total_tokens=30,
                            prompt_cost=1.5e-05,
                            completion_cost=3.9999999999999996e-05,
                            total_cost=5.4999999999999995e-05,
                            prompt_time=0.5,
                        ),
                    ),
                ],
                summaries="1. Direct search on a company's official website or press releases MAY BE NECESSARY to accurately find information about name changes and acronyms.\n2. Refining search terms MAY CONTRIBUTE to obtaining relevant and precise search results.\n3. Searching for specific keywords related to the company's rebranding and acronym formation SHOULD BE NECESSARY to uncover the required information.",
                summaries_response=Response(
                    input_text="",
                    output_text="1. Direct search on a company's official website or press releases MAY BE NECESSARY to accurately find information about name changes and acronyms.\n2. Refining search terms MAY CONTRIBUTE to obtaining relevant and precise search results.\n3. Searching for specific keywords related to the company's rebranding and acronym formation SHOULD BE NECESSARY to uncover the required information.",
                    prompt_tokens=10,
                    completion_tokens=20,
                    total_tokens=30,
                    prompt_cost=1.5e-05,
                    completion_cost=3.9999999999999996e-05,
                    total_cost=5.4999999999999995e-05,
                    prompt_time=0.5,
                ),
                meta_summaries="",
                previous_trials="",
            )
        ],
    )
    responses = [
        "I need to search VIVA Media AG, find out their new name after 2004, and then find what the acronym stands for.\nAction 1: Search[VIVA Media AG]\nObservation 1: Could not find [VIVA Media AG]. Similar: ['Viva Media', 'Viva Media', 'Viva Media GmbH', 'Viva Media (record label)'].\nThought 2: I should search for Viva Media GmbH instead to find information about VIVA Media AG.\nAction 2: Search[Viva Media GmbH]\nObservation 2: Viva Media GmbH is a German video game company that publishes and distributes PC video games in Germany.\nThought 3: I should search for the name change of VIVA Media AG and find out the acronym.\nAction 3: Search[VIVA Media AG name change]\nObservation 3: Could not find the name change information for VIVA Media AG. Similar: ['List of asset management firms', 'List of management consulting firms', 'List of semiconductor fabrication plants', 'List of user research practices', 'List of university presses'].\nThought 4: It seems the information about the name change is not readily available. I should attempt to find the acronym through related searches.\nAction 4: Search[Viva Media GmbH acronym]\nObservation 4: Could not find the acronym for Viva Media GmbH. Similar: ['Viva Media GmbH revenue', 'Viva Media GmbH history', 'Viva Media GmbH founders', 'Viva Media GmbH products'].\nThought 5: I may not be able to find the acronym for VIVA Media AG through direct searches. I should try to find any connections between VIVA Media AG and its new name to infer the acronym.\nAction 5: Finish[unable to find the answer]",
        "Search[VIVA Media AG]\nObservation 1: VIVA Media AG was a German media company founded in 1993 and acquired by Viacom in 2004.\nThought 2: Viacom acquired VIVA Media AG in 2004, so I need to find out the new name of the company after the acquisition.\nAction 2: Search[VIVA Media AG name change 2004]\nObservation 2: Could not find [VIVA Media AG name change 2004]. Similar: ['Name change', 'Corporate name changes']\nThought 3: I should instead search for Viacom's acquisition of VIVA Media AG in 2004 to find out the new name.\nAction 3: Search[Viacom acquisition of VIVA Media AG 2004]\nObservation 3: Viacom acquired VIVA Media AG in 2004 and renamed it MTV Central and Eastern Europe.\nThought 4: The new acronym stands for MTV. I need to confirm this.\nAction 4: Lookup[new acronym stands for]\nObservation 4: The new acronym for VIVA Media AG after the acquisition was MTV, which stands for Music Television.\nThought 5: The new acronym for VIVA Media AG after the acquisition in 2004 was MTV, which stands for Music Television.\nAction 5: Finish[MTV - Music Television]",
        'This is not the information I needed. I will search again for VIVA Media AG to find their new name after 2004.\nAction 2: Search[VIVA Media AG]\nObservation 2: VIVA Media AG was a German media company that rebranded as VIVACOM in 2004.\nThought 3: Now I need to find out what VIVACOM stands for, which is the new acronym for VIVA Media AG.\nAction 3: Search[VIVACOM acronym meaning]\nObservation 3: VIVACOM stands for "Viva Communications".\nThought 4: The new acronym for VIVA Media AG after 2004 is "Viva Communications".\nAction 4: Finish[Viva Communications]',
        "Search[VIVA Media AG new name]\nObservation 2: VIVA Media AG changed its name to VMS AG in 2004.\nThought 3: Now that I know their new name is VMS AG, I need to find out what the acronym stands for.\nAction 3: Search[VMS AG acronym]\nObservation 3: There is no specific information available directly related to the acronym of VMS AG. I should try looking up VMS AG on another platform or source.\nAction 4: Lookup[acronym VMS AG]\nObservation 4: The acronym VMS AG stands for Video Music Station Aktiengesellschaft.\nThought 5: The new acronym for VIVA Media AG, which changed its name to VMS AG in 2004, stands for Video Music Station Aktiengesellschaft.\nAction 5: Finish[Video Music Station Aktiengesellschaft]",
        "I will search for VIVA Media AG's name change in 2004 to find what the new acronym stands for.\nAction 3: Search[VIVA Media AG name change 2004]\nObservation 3: The new name of VIVA Media AG after 2004 is VIVA Entertainment.\nThought 4: Now I need to find out what the acronym VIVA stands for.\nAction 4: Search[VIVA Entertainment acronym]\nObservation 4: VIVA acronym stands for Videoverwertung in Augsburg. \nThought 5: VIVA acronym stands for Videoverwertung in Augsburg. So the answer is Videoverwertung in Augsburg.\nAction 5: Finish[Videoverwertung in Augsburg]",
        "Search[VIVA Media AG name change 2004]",
        "I need to refine my search terms to find the relevant information about VIVA Media AG's name change in 2004 and the acronym it stands for.\nAction 4: Search[VIVA Media AG rebrand 2004]\nObservation 4: Buakaw Banchamek has faced several controversies and legal issues.",
        "Search[VIVA Media AG rebrand 2004 acronym]\nObservation 4: VIVA Media AG rebranded as VIVA Entertainment Group in 2004, with the acronym standing for Entertainment. \nThought 5: The acronym stands for Entertainment. \nAction 5: Finish[Entertainment]",
        "Based on the repeated unsuccessful searches, it seems like the information regarding VIVA Media AG's name change in 2004 and the acronym it stands for may not be readily available on search engines. It might be beneficial to directly search for VIVA Media AG's official website or press releases to find the accurate information.",
        "Finish[Direct search on VIVA Media AG's official website or press releases]",
        "1. Direct search on a company's official website or press releases MAY BE NECESSARY to accurately find information about name changes and acronyms.\n2. Refining search terms MAY CONTRIBUTE to obtaining relevant and precise search results.\n3. Searching for specific keywords related to the company's rebranding and acronym formation SHOULD BE NECESSARY to uncover the required information.",
    ]
    agent = CLIN(
        llm=MockLLM("gpt-3.5-turbo", responses=responses),
        benchmark="hotpotqa",
        max_trials=1,
        testing=True,
    )
    agent.strategy.docstore.search = lambda x: "Search result"
    agent.strategy.docstore.lookup = lambda x: "Lookup result"

    out = agent.generate(
        question=question,
        key=key,
        fewshot_type="react",
        patience=2,
    )
    assert out == gt_out

    # Test auto-select prompts and few-shots with incorrect fewshot_type.
    agent = CLIN(
        llm=MockLLM("gpt-3.5-turbo", responses=[]), benchmark="hotpotqa", max_trials=1
    )
    with pytest.raises(
        ValueError,
        match="Benchmark 'hotpotqa' few-shot type not supported for CLIN.",
    ):
        out = agent.generate(
            question=question,
            key=key,
            fewshot_type="reflexion",
            patience=2,
        )

    # General generate.
    gt_out = CLINOutput(
        answer="Direct search on VIVA Media AG's official website or press releases",
        total_prompt_tokens=110,
        total_completion_tokens=220,
        total_tokens=330,
        total_prompt_cost=0.00016500000000000003,
        total_completion_cost=0.00043999999999999996,
        total_cost=0.000605,
        total_prompt_time=5.5,
        total_time=0.5,
        additional_info=[
            CLINStepOutput(
                steps=[
                    CLINReActStepOutput(
                        thought="I need to search VIVA Media AG, find out their new name after 2004, and then find what the acronym stands for.",
                        action_type="Search",
                        query="VIVA Media AG",
                        observation="Search result",
                        answer="",
                        external_tool_info={
                            "search_result": "Search result",
                            "lookup_result": "",
                        },
                        is_correct=False,
                        thought_response=Response(
                            input_text="",
                            output_text="I need to search VIVA Media AG, find out their new name after 2004, and then find what the acronym stands for.\nAction 1: Search[VIVA Media AG]\nObservation 1: Could not find [VIVA Media AG]. Similar: ['Viva Media', 'Viva Media', 'Viva Media GmbH', 'Viva Media (record label)'].\nThought 2: I should search for Viva Media GmbH instead to find information about VIVA Media AG.\nAction 2: Search[Viva Media GmbH]\nObservation 2: Viva Media GmbH is a German video game company that publishes and distributes PC video games in Germany.\nThought 3: I should search for the name change of VIVA Media AG and find out the acronym.\nAction 3: Search[VIVA Media AG name change]\nObservation 3: Could not find the name change information for VIVA Media AG. Similar: ['List of asset management firms', 'List of management consulting firms', 'List of semiconductor fabrication plants', 'List of user research practices', 'List of university presses'].\nThought 4: It seems the information about the name change is not readily available. I should attempt to find the acronym through related searches.\nAction 4: Search[Viva Media GmbH acronym]\nObservation 4: Could not find the acronym for Viva Media GmbH. Similar: ['Viva Media GmbH revenue', 'Viva Media GmbH history', 'Viva Media GmbH founders', 'Viva Media GmbH products'].\nThought 5: I may not be able to find the acronym for VIVA Media AG through direct searches. I should try to find any connections between VIVA Media AG and its new name to infer the acronym.\nAction 5: Finish[unable to find the answer]",
                            prompt_tokens=10,
                            completion_tokens=20,
                            total_tokens=30,
                            prompt_cost=1.5e-05,
                            completion_cost=3.9999999999999996e-05,
                            total_cost=5.4999999999999995e-05,
                            prompt_time=0.5,
                        ),
                        action_response=Response(
                            input_text="",
                            output_text="Search[VIVA Media AG]\nObservation 1: VIVA Media AG was a German media company founded in 1993 and acquired by Viacom in 2004.\nThought 2: Viacom acquired VIVA Media AG in 2004, so I need to find out the new name of the company after the acquisition.\nAction 2: Search[VIVA Media AG name change 2004]\nObservation 2: Could not find [VIVA Media AG name change 2004]. Similar: ['Name change', 'Corporate name changes']\nThought 3: I should instead search for Viacom's acquisition of VIVA Media AG in 2004 to find out the new name.\nAction 3: Search[Viacom acquisition of VIVA Media AG 2004]\nObservation 3: Viacom acquired VIVA Media AG in 2004 and renamed it MTV Central and Eastern Europe.\nThought 4: The new acronym stands for MTV. I need to confirm this.\nAction 4: Lookup[new acronym stands for]\nObservation 4: The new acronym for VIVA Media AG after the acquisition was MTV, which stands for Music Television.\nThought 5: The new acronym for VIVA Media AG after the acquisition in 2004 was MTV, which stands for Music Television.\nAction 5: Finish[MTV - Music Television]",
                            prompt_tokens=10,
                            completion_tokens=20,
                            total_tokens=30,
                            prompt_cost=1.5e-05,
                            completion_cost=3.9999999999999996e-05,
                            total_cost=5.4999999999999995e-05,
                            prompt_time=0.5,
                        ),
                    ),
                    CLINReActStepOutput(
                        thought="This is not the information I needed. I will search again for VIVA Media AG to find their new name after 2004.",
                        action_type="Search",
                        query="VIVA Media AG new name",
                        observation="Search result",
                        answer="",
                        external_tool_info={
                            "search_result": "Search result",
                            "lookup_result": "",
                        },
                        is_correct=False,
                        thought_response=Response(
                            input_text="",
                            output_text='This is not the information I needed. I will search again for VIVA Media AG to find their new name after 2004.\nAction 2: Search[VIVA Media AG]\nObservation 2: VIVA Media AG was a German media company that rebranded as VIVACOM in 2004.\nThought 3: Now I need to find out what VIVACOM stands for, which is the new acronym for VIVA Media AG.\nAction 3: Search[VIVACOM acronym meaning]\nObservation 3: VIVACOM stands for "Viva Communications".\nThought 4: The new acronym for VIVA Media AG after 2004 is "Viva Communications".\nAction 4: Finish[Viva Communications]',
                            prompt_tokens=10,
                            completion_tokens=20,
                            total_tokens=30,
                            prompt_cost=1.5e-05,
                            completion_cost=3.9999999999999996e-05,
                            total_cost=5.4999999999999995e-05,
                            prompt_time=0.5,
                        ),
                        action_response=Response(
                            input_text="",
                            output_text="Search[VIVA Media AG new name]\nObservation 2: VIVA Media AG changed its name to VMS AG in 2004.\nThought 3: Now that I know their new name is VMS AG, I need to find out what the acronym stands for.\nAction 3: Search[VMS AG acronym]\nObservation 3: There is no specific information available directly related to the acronym of VMS AG. I should try looking up VMS AG on another platform or source.\nAction 4: Lookup[acronym VMS AG]\nObservation 4: The acronym VMS AG stands for Video Music Station Aktiengesellschaft.\nThought 5: The new acronym for VIVA Media AG, which changed its name to VMS AG in 2004, stands for Video Music Station Aktiengesellschaft.\nAction 5: Finish[Video Music Station Aktiengesellschaft]",
                            prompt_tokens=10,
                            completion_tokens=20,
                            total_tokens=30,
                            prompt_cost=1.5e-05,
                            completion_cost=3.9999999999999996e-05,
                            total_cost=5.4999999999999995e-05,
                            prompt_time=0.5,
                        ),
                    ),
                    CLINReActStepOutput(
                        thought="I will search for VIVA Media AG's name change in 2004 to find what the new acronym stands for.",
                        action_type="Search",
                        query="VIVA Media AG name change 2004",
                        observation="Search result",
                        answer="",
                        external_tool_info={
                            "search_result": "Search result",
                            "lookup_result": "",
                        },
                        is_correct=False,
                        thought_response=Response(
                            input_text="",
                            output_text="I will search for VIVA Media AG's name change in 2004 to find what the new acronym stands for.\nAction 3: Search[VIVA Media AG name change 2004]\nObservation 3: The new name of VIVA Media AG after 2004 is VIVA Entertainment.\nThought 4: Now I need to find out what the acronym VIVA stands for.\nAction 4: Search[VIVA Entertainment acronym]\nObservation 4: VIVA acronym stands for Videoverwertung in Augsburg. \nThought 5: VIVA acronym stands for Videoverwertung in Augsburg. So the answer is Videoverwertung in Augsburg.\nAction 5: Finish[Videoverwertung in Augsburg]",
                            prompt_tokens=10,
                            completion_tokens=20,
                            total_tokens=30,
                            prompt_cost=1.5e-05,
                            completion_cost=3.9999999999999996e-05,
                            total_cost=5.4999999999999995e-05,
                            prompt_time=0.5,
                        ),
                        action_response=Response(
                            input_text="",
                            output_text="Search[VIVA Media AG name change 2004]",
                            prompt_tokens=10,
                            completion_tokens=20,
                            total_tokens=30,
                            prompt_cost=1.5e-05,
                            completion_cost=3.9999999999999996e-05,
                            total_cost=5.4999999999999995e-05,
                            prompt_time=0.5,
                        ),
                    ),
                    CLINReActStepOutput(
                        thought="I need to refine my search terms to find the relevant information about VIVA Media AG's name change in 2004 and the acronym it stands for.",
                        action_type="Search",
                        query="VIVA Media AG rebrand 2004 acronym",
                        observation="Search result",
                        answer="",
                        external_tool_info={
                            "search_result": "Search result",
                            "lookup_result": "",
                        },
                        is_correct=False,
                        thought_response=Response(
                            input_text="",
                            output_text="I need to refine my search terms to find the relevant information about VIVA Media AG's name change in 2004 and the acronym it stands for.\nAction 4: Search[VIVA Media AG rebrand 2004]\nObservation 4: Buakaw Banchamek has faced several controversies and legal issues.",
                            prompt_tokens=10,
                            completion_tokens=20,
                            total_tokens=30,
                            prompt_cost=1.5e-05,
                            completion_cost=3.9999999999999996e-05,
                            total_cost=5.4999999999999995e-05,
                            prompt_time=0.5,
                        ),
                        action_response=Response(
                            input_text="",
                            output_text="Search[VIVA Media AG rebrand 2004 acronym]\nObservation 4: VIVA Media AG rebranded as VIVA Entertainment Group in 2004, with the acronym standing for Entertainment. \nThought 5: The acronym stands for Entertainment. \nAction 5: Finish[Entertainment]",
                            prompt_tokens=10,
                            completion_tokens=20,
                            total_tokens=30,
                            prompt_cost=1.5e-05,
                            completion_cost=3.9999999999999996e-05,
                            total_cost=5.4999999999999995e-05,
                            prompt_time=0.5,
                        ),
                    ),
                    CLINReActStepOutput(
                        thought="Based on the repeated unsuccessful searches, it seems like the information regarding VIVA Media AG's name change in 2004 and the acronym it stands for may not be readily available on search engines. It might be beneficial to directly search for VIVA Media AG's official website or press releases to find the accurate information.",
                        action_type="Finish",
                        query="Direct search on VIVA Media AG's official website or press releases",
                        observation="Answer is INCORRECT",
                        answer="Direct search on VIVA Media AG's official website or press releases",
                        external_tool_info={"search_result": "", "lookup_result": ""},
                        is_correct=False,
                        thought_response=Response(
                            input_text="",
                            output_text="Based on the repeated unsuccessful searches, it seems like the information regarding VIVA Media AG's name change in 2004 and the acronym it stands for may not be readily available on search engines. It might be beneficial to directly search for VIVA Media AG's official website or press releases to find the accurate information.",
                            prompt_tokens=10,
                            completion_tokens=20,
                            total_tokens=30,
                            prompt_cost=1.5e-05,
                            completion_cost=3.9999999999999996e-05,
                            total_cost=5.4999999999999995e-05,
                            prompt_time=0.5,
                        ),
                        action_response=Response(
                            input_text="",
                            output_text="Finish[Direct search on VIVA Media AG's official website or press releases]",
                            prompt_tokens=10,
                            completion_tokens=20,
                            total_tokens=30,
                            prompt_cost=1.5e-05,
                            completion_cost=3.9999999999999996e-05,
                            total_cost=5.4999999999999995e-05,
                            prompt_time=0.5,
                        ),
                    ),
                ],
                summaries="1. Direct search on a company's official website or press releases MAY BE NECESSARY to accurately find information about name changes and acronyms.\n2. Refining search terms MAY CONTRIBUTE to obtaining relevant and precise search results.\n3. Searching for specific keywords related to the company's rebranding and acronym formation SHOULD BE NECESSARY to uncover the required information.",
                summaries_response=Response(
                    input_text="",
                    output_text="1. Direct search on a company's official website or press releases MAY BE NECESSARY to accurately find information about name changes and acronyms.\n2. Refining search terms MAY CONTRIBUTE to obtaining relevant and precise search results.\n3. Searching for specific keywords related to the company's rebranding and acronym formation SHOULD BE NECESSARY to uncover the required information.",
                    prompt_tokens=10,
                    completion_tokens=20,
                    total_tokens=30,
                    prompt_cost=1.5e-05,
                    completion_cost=3.9999999999999996e-05,
                    total_cost=5.4999999999999995e-05,
                    prompt_time=0.5,
                ),
                meta_summaries="",
                previous_trials="",
            )
        ],
    )
    responses = [
        "I need to search VIVA Media AG, find out their new name after 2004, and then find what the acronym stands for.\nAction 1: Search[VIVA Media AG]\nObservation 1: Could not find [VIVA Media AG]. Similar: ['Viva Media', 'Viva Media', 'Viva Media GmbH', 'Viva Media (record label)'].\nThought 2: I should search for Viva Media GmbH instead to find information about VIVA Media AG.\nAction 2: Search[Viva Media GmbH]\nObservation 2: Viva Media GmbH is a German video game company that publishes and distributes PC video games in Germany.\nThought 3: I should search for the name change of VIVA Media AG and find out the acronym.\nAction 3: Search[VIVA Media AG name change]\nObservation 3: Could not find the name change information for VIVA Media AG. Similar: ['List of asset management firms', 'List of management consulting firms', 'List of semiconductor fabrication plants', 'List of user research practices', 'List of university presses'].\nThought 4: It seems the information about the name change is not readily available. I should attempt to find the acronym through related searches.\nAction 4: Search[Viva Media GmbH acronym]\nObservation 4: Could not find the acronym for Viva Media GmbH. Similar: ['Viva Media GmbH revenue', 'Viva Media GmbH history', 'Viva Media GmbH founders', 'Viva Media GmbH products'].\nThought 5: I may not be able to find the acronym for VIVA Media AG through direct searches. I should try to find any connections between VIVA Media AG and its new name to infer the acronym.\nAction 5: Finish[unable to find the answer]",
        "Search[VIVA Media AG]\nObservation 1: VIVA Media AG was a German media company founded in 1993 and acquired by Viacom in 2004.\nThought 2: Viacom acquired VIVA Media AG in 2004, so I need to find out the new name of the company after the acquisition.\nAction 2: Search[VIVA Media AG name change 2004]\nObservation 2: Could not find [VIVA Media AG name change 2004]. Similar: ['Name change', 'Corporate name changes']\nThought 3: I should instead search for Viacom's acquisition of VIVA Media AG in 2004 to find out the new name.\nAction 3: Search[Viacom acquisition of VIVA Media AG 2004]\nObservation 3: Viacom acquired VIVA Media AG in 2004 and renamed it MTV Central and Eastern Europe.\nThought 4: The new acronym stands for MTV. I need to confirm this.\nAction 4: Lookup[new acronym stands for]\nObservation 4: The new acronym for VIVA Media AG after the acquisition was MTV, which stands for Music Television.\nThought 5: The new acronym for VIVA Media AG after the acquisition in 2004 was MTV, which stands for Music Television.\nAction 5: Finish[MTV - Music Television]",
        'This is not the information I needed. I will search again for VIVA Media AG to find their new name after 2004.\nAction 2: Search[VIVA Media AG]\nObservation 2: VIVA Media AG was a German media company that rebranded as VIVACOM in 2004.\nThought 3: Now I need to find out what VIVACOM stands for, which is the new acronym for VIVA Media AG.\nAction 3: Search[VIVACOM acronym meaning]\nObservation 3: VIVACOM stands for "Viva Communications".\nThought 4: The new acronym for VIVA Media AG after 2004 is "Viva Communications".\nAction 4: Finish[Viva Communications]',
        "Search[VIVA Media AG new name]\nObservation 2: VIVA Media AG changed its name to VMS AG in 2004.\nThought 3: Now that I know their new name is VMS AG, I need to find out what the acronym stands for.\nAction 3: Search[VMS AG acronym]\nObservation 3: There is no specific information available directly related to the acronym of VMS AG. I should try looking up VMS AG on another platform or source.\nAction 4: Lookup[acronym VMS AG]\nObservation 4: The acronym VMS AG stands for Video Music Station Aktiengesellschaft.\nThought 5: The new acronym for VIVA Media AG, which changed its name to VMS AG in 2004, stands for Video Music Station Aktiengesellschaft.\nAction 5: Finish[Video Music Station Aktiengesellschaft]",
        "I will search for VIVA Media AG's name change in 2004 to find what the new acronym stands for.\nAction 3: Search[VIVA Media AG name change 2004]\nObservation 3: The new name of VIVA Media AG after 2004 is VIVA Entertainment.\nThought 4: Now I need to find out what the acronym VIVA stands for.\nAction 4: Search[VIVA Entertainment acronym]\nObservation 4: VIVA acronym stands for Videoverwertung in Augsburg. \nThought 5: VIVA acronym stands for Videoverwertung in Augsburg. So the answer is Videoverwertung in Augsburg.\nAction 5: Finish[Videoverwertung in Augsburg]",
        "Search[VIVA Media AG name change 2004]",
        "I need to refine my search terms to find the relevant information about VIVA Media AG's name change in 2004 and the acronym it stands for.\nAction 4: Search[VIVA Media AG rebrand 2004]\nObservation 4: Buakaw Banchamek has faced several controversies and legal issues.",
        "Search[VIVA Media AG rebrand 2004 acronym]\nObservation 4: VIVA Media AG rebranded as VIVA Entertainment Group in 2004, with the acronym standing for Entertainment. \nThought 5: The acronym stands for Entertainment. \nAction 5: Finish[Entertainment]",
        "Based on the repeated unsuccessful searches, it seems like the information regarding VIVA Media AG's name change in 2004 and the acronym it stands for may not be readily available on search engines. It might be beneficial to directly search for VIVA Media AG's official website or press releases to find the accurate information.",
        "Finish[Direct search on VIVA Media AG's official website or press releases]",
        "1. Direct search on a company's official website or press releases MAY BE NECESSARY to accurately find information about name changes and acronyms.\n2. Refining search terms MAY CONTRIBUTE to obtaining relevant and precise search results.\n3. Searching for specific keywords related to the company's rebranding and acronym formation SHOULD BE NECESSARY to uncover the required information.",
    ]
    agent = CLIN(
        llm=MockLLM("gpt-3.5-turbo", responses=responses),
        benchmark="hotpotqa",
        max_trials=1,
        testing=True,
    )
    agent.strategy.docstore.search = lambda x: "Search result"
    agent.strategy.docstore.lookup = lambda x: "Lookup result"
    out = agent.generate(
        question=question,
        key=key,
        examples=HOTPOTQA_FEWSHOT_EXAMPLES_REACT,
        prompt=CLIN_INSTRUCTION_HOTPOTQA,
        summary_prompt=CLIN_SUMMARY_INSTRUCTION_HOTPOTQA,
        meta_summary_prompt=CLIN_META_SUMMARY_INSTRUCTION_HOTPOTQA,
        additional_keys={},
        summary_additional_keys={},
        meta_summary_additional_keys={},
        summary_system=CLIN_ADAPT_SUMMARY_SYSTEM,
        meta_summary_system=CLIN_ADAPT_META_SUMMARY_SYSTEM,
        quadrant="adapt",
        patience=2,
        reset=False,
    )
    assert out == gt_out

    gt_out = CLINOutput(
        answer="Direct search on VIVA Media AG's official website or press releases",
        total_prompt_tokens=120,
        total_completion_tokens=240,
        total_tokens=360,
        total_prompt_cost=0.00018000000000000004,
        total_completion_cost=0.00047999999999999996,
        total_cost=0.00066,
        total_prompt_time=6.0,
        total_time=0.5,
        additional_info=[
            CLINStepOutput(
                steps=[
                    CLINReActStepOutput(
                        thought="I need to search VIVA Media AG, find out their new name after 2004, and then find what the acronym stands for.",
                        action_type="Search",
                        query="VIVA Media AG",
                        observation="Search result",
                        answer="",
                        external_tool_info={
                            "search_result": "Search result",
                            "lookup_result": "",
                        },
                        is_correct=False,
                        thought_response=Response(
                            input_text="",
                            output_text="I need to search VIVA Media AG, find out their new name after 2004, and then find what the acronym stands for.\nAction 1: Search[VIVA Media AG]\nObservation 1: Could not find [VIVA Media AG]. Similar: ['Viva Media', 'Viva Media', 'Viva Media GmbH', 'Viva Media (record label)'].\nThought 2: I should search for Viva Media GmbH instead to find information about VIVA Media AG.\nAction 2: Search[Viva Media GmbH]\nObservation 2: Viva Media GmbH is a German video game company that publishes and distributes PC video games in Germany.\nThought 3: I should search for the name change of VIVA Media AG and find out the acronym.\nAction 3: Search[VIVA Media AG name change]\nObservation 3: Could not find the name change information for VIVA Media AG. Similar: ['List of asset management firms', 'List of management consulting firms', 'List of semiconductor fabrication plants', 'List of user research practices', 'List of university presses'].\nThought 4: It seems the information about the name change is not readily available. I should attempt to find the acronym through related searches.\nAction 4: Search[Viva Media GmbH acronym]\nObservation 4: Could not find the acronym for Viva Media GmbH. Similar: ['Viva Media GmbH revenue', 'Viva Media GmbH history', 'Viva Media GmbH founders', 'Viva Media GmbH products'].\nThought 5: I may not be able to find the acronym for VIVA Media AG through direct searches. I should try to find any connections between VIVA Media AG and its new name to infer the acronym.\nAction 5: Finish[unable to find the answer]",
                            prompt_tokens=10,
                            completion_tokens=20,
                            total_tokens=30,
                            prompt_cost=1.5e-05,
                            completion_cost=3.9999999999999996e-05,
                            total_cost=5.4999999999999995e-05,
                            prompt_time=0.5,
                        ),
                        action_response=Response(
                            input_text="",
                            output_text="Search[VIVA Media AG]\nObservation 1: VIVA Media AG was a German media company founded in 1993 and acquired by Viacom in 2004.\nThought 2: Viacom acquired VIVA Media AG in 2004, so I need to find out the new name of the company after the acquisition.\nAction 2: Search[VIVA Media AG name change 2004]\nObservation 2: Could not find [VIVA Media AG name change 2004]. Similar: ['Name change', 'Corporate name changes']\nThought 3: I should instead search for Viacom's acquisition of VIVA Media AG in 2004 to find out the new name.\nAction 3: Search[Viacom acquisition of VIVA Media AG 2004]\nObservation 3: Viacom acquired VIVA Media AG in 2004 and renamed it MTV Central and Eastern Europe.\nThought 4: The new acronym stands for MTV. I need to confirm this.\nAction 4: Lookup[new acronym stands for]\nObservation 4: The new acronym for VIVA Media AG after the acquisition was MTV, which stands for Music Television.\nThought 5: The new acronym for VIVA Media AG after the acquisition in 2004 was MTV, which stands for Music Television.\nAction 5: Finish[MTV - Music Television]",
                            prompt_tokens=10,
                            completion_tokens=20,
                            total_tokens=30,
                            prompt_cost=1.5e-05,
                            completion_cost=3.9999999999999996e-05,
                            total_cost=5.4999999999999995e-05,
                            prompt_time=0.5,
                        ),
                    ),
                    CLINReActStepOutput(
                        thought="This is not the information I needed. I will search again for VIVA Media AG to find their new name after 2004.",
                        action_type="Search",
                        query="VIVA Media AG new name",
                        observation="Search result",
                        answer="",
                        external_tool_info={
                            "search_result": "Search result",
                            "lookup_result": "",
                        },
                        is_correct=False,
                        thought_response=Response(
                            input_text="",
                            output_text='This is not the information I needed. I will search again for VIVA Media AG to find their new name after 2004.\nAction 2: Search[VIVA Media AG]\nObservation 2: VIVA Media AG was a German media company that rebranded as VIVACOM in 2004.\nThought 3: Now I need to find out what VIVACOM stands for, which is the new acronym for VIVA Media AG.\nAction 3: Search[VIVACOM acronym meaning]\nObservation 3: VIVACOM stands for "Viva Communications".\nThought 4: The new acronym for VIVA Media AG after 2004 is "Viva Communications".\nAction 4: Finish[Viva Communications]',
                            prompt_tokens=10,
                            completion_tokens=20,
                            total_tokens=30,
                            prompt_cost=1.5e-05,
                            completion_cost=3.9999999999999996e-05,
                            total_cost=5.4999999999999995e-05,
                            prompt_time=0.5,
                        ),
                        action_response=Response(
                            input_text="",
                            output_text="Search[VIVA Media AG new name]\nObservation 2: VIVA Media AG changed its name to VMS AG in 2004.\nThought 3: Now that I know their new name is VMS AG, I need to find out what the acronym stands for.\nAction 3: Search[VMS AG acronym]\nObservation 3: There is no specific information available directly related to the acronym of VMS AG. I should try looking up VMS AG on another platform or source.\nAction 4: Lookup[acronym VMS AG]\nObservation 4: The acronym VMS AG stands for Video Music Station Aktiengesellschaft.\nThought 5: The new acronym for VIVA Media AG, which changed its name to VMS AG in 2004, stands for Video Music Station Aktiengesellschaft.\nAction 5: Finish[Video Music Station Aktiengesellschaft]",
                            prompt_tokens=10,
                            completion_tokens=20,
                            total_tokens=30,
                            prompt_cost=1.5e-05,
                            completion_cost=3.9999999999999996e-05,
                            total_cost=5.4999999999999995e-05,
                            prompt_time=0.5,
                        ),
                    ),
                    CLINReActStepOutput(
                        thought="I will search for VIVA Media AG's name change in 2004 to find what the new acronym stands for.",
                        action_type="Search",
                        query="VIVA Media AG name change 2004",
                        observation="Search result",
                        answer="",
                        external_tool_info={
                            "search_result": "Search result",
                            "lookup_result": "",
                        },
                        is_correct=False,
                        thought_response=Response(
                            input_text="",
                            output_text="I will search for VIVA Media AG's name change in 2004 to find what the new acronym stands for.\nAction 3: Search[VIVA Media AG name change 2004]\nObservation 3: The new name of VIVA Media AG after 2004 is VIVA Entertainment.\nThought 4: Now I need to find out what the acronym VIVA stands for.\nAction 4: Search[VIVA Entertainment acronym]\nObservation 4: VIVA acronym stands for Videoverwertung in Augsburg. \nThought 5: VIVA acronym stands for Videoverwertung in Augsburg. So the answer is Videoverwertung in Augsburg.\nAction 5: Finish[Videoverwertung in Augsburg]",
                            prompt_tokens=10,
                            completion_tokens=20,
                            total_tokens=30,
                            prompt_cost=1.5e-05,
                            completion_cost=3.9999999999999996e-05,
                            total_cost=5.4999999999999995e-05,
                            prompt_time=0.5,
                        ),
                        action_response=Response(
                            input_text="",
                            output_text="Search[VIVA Media AG name change 2004]",
                            prompt_tokens=10,
                            completion_tokens=20,
                            total_tokens=30,
                            prompt_cost=1.5e-05,
                            completion_cost=3.9999999999999996e-05,
                            total_cost=5.4999999999999995e-05,
                            prompt_time=0.5,
                        ),
                    ),
                    CLINReActStepOutput(
                        thought="I need to refine my search terms to find the relevant information about VIVA Media AG's name change in 2004 and the acronym it stands for.",
                        action_type="Search",
                        query="VIVA Media AG rebrand 2004 acronym",
                        observation="Search result",
                        answer="",
                        external_tool_info={
                            "search_result": "Search result",
                            "lookup_result": "",
                        },
                        is_correct=False,
                        thought_response=Response(
                            input_text="",
                            output_text="I need to refine my search terms to find the relevant information about VIVA Media AG's name change in 2004 and the acronym it stands for.\nAction 4: Search[VIVA Media AG rebrand 2004]\nObservation 4: Buakaw Banchamek has faced several controversies and legal issues.",
                            prompt_tokens=10,
                            completion_tokens=20,
                            total_tokens=30,
                            prompt_cost=1.5e-05,
                            completion_cost=3.9999999999999996e-05,
                            total_cost=5.4999999999999995e-05,
                            prompt_time=0.5,
                        ),
                        action_response=Response(
                            input_text="",
                            output_text="Search[VIVA Media AG rebrand 2004 acronym]\nObservation 4: VIVA Media AG rebranded as VIVA Entertainment Group in 2004, with the acronym standing for Entertainment. \nThought 5: The acronym stands for Entertainment. \nAction 5: Finish[Entertainment]",
                            prompt_tokens=10,
                            completion_tokens=20,
                            total_tokens=30,
                            prompt_cost=1.5e-05,
                            completion_cost=3.9999999999999996e-05,
                            total_cost=5.4999999999999995e-05,
                            prompt_time=0.5,
                        ),
                    ),
                    CLINReActStepOutput(
                        thought="Based on the repeated unsuccessful searches, it seems like the information regarding VIVA Media AG's name change in 2004 and the acronym it stands for may not be readily available on search engines. It might be beneficial to directly search for VIVA Media AG's official website or press releases to find the accurate information.",
                        action_type="Finish",
                        query="Direct search on VIVA Media AG's official website or press releases",
                        observation="Answer is INCORRECT",
                        answer="Direct search on VIVA Media AG's official website or press releases",
                        external_tool_info={"search_result": "", "lookup_result": ""},
                        is_correct=False,
                        thought_response=Response(
                            input_text="",
                            output_text="Based on the repeated unsuccessful searches, it seems like the information regarding VIVA Media AG's name change in 2004 and the acronym it stands for may not be readily available on search engines. It might be beneficial to directly search for VIVA Media AG's official website or press releases to find the accurate information.",
                            prompt_tokens=10,
                            completion_tokens=20,
                            total_tokens=30,
                            prompt_cost=1.5e-05,
                            completion_cost=3.9999999999999996e-05,
                            total_cost=5.4999999999999995e-05,
                            prompt_time=0.5,
                        ),
                        action_response=Response(
                            input_text="",
                            output_text="Finish[Direct search on VIVA Media AG's official website or press releases]",
                            prompt_tokens=10,
                            completion_tokens=20,
                            total_tokens=30,
                            prompt_cost=1.5e-05,
                            completion_cost=3.9999999999999996e-05,
                            total_cost=5.4999999999999995e-05,
                            prompt_time=0.5,
                        ),
                    ),
                ],
                summaries="1. Direct search on a company's official website or press releases MAY BE NECESSARY to accurately find information about name changes and acronyms.\n2. Refining search terms MAY CONTRIBUTE to obtaining relevant and precise search results.\n3. Searching for specific keywords related to the company's rebranding and acronym formation SHOULD BE NECESSARY to uncover the required information.",
                summaries_response=Response(
                    input_text="",
                    output_text="1. Direct search on a company's official website or press releases MAY BE NECESSARY to accurately find information about name changes and acronyms.\n2. Refining search terms MAY CONTRIBUTE to obtaining relevant and precise search results.\n3. Searching for specific keywords related to the company's rebranding and acronym formation SHOULD BE NECESSARY to uncover the required information.",
                    prompt_tokens=10,
                    completion_tokens=20,
                    total_tokens=30,
                    prompt_cost=1.5e-05,
                    completion_cost=3.9999999999999996e-05,
                    total_cost=5.4999999999999995e-05,
                    prompt_time=0.5,
                ),
                meta_summaries="",
                previous_trials="",
            )
        ],
    )
    responses = [
        "I need to search VIVA Media AG, find out their new name after 2004, and then find what the acronym stands for.\nAction 1: Search[VIVA Media AG]\nObservation 1: Could not find [VIVA Media AG]. Similar: ['Viva Media', 'Viva Media', 'Viva Media GmbH', 'Viva Media (record label)'].\nThought 2: I should search for Viva Media GmbH instead to find information about VIVA Media AG.\nAction 2: Search[Viva Media GmbH]\nObservation 2: Viva Media GmbH is a German video game company that publishes and distributes PC video games in Germany.\nThought 3: I should search for the name change of VIVA Media AG and find out the acronym.\nAction 3: Search[VIVA Media AG name change]\nObservation 3: Could not find the name change information for VIVA Media AG. Similar: ['List of asset management firms', 'List of management consulting firms', 'List of semiconductor fabrication plants', 'List of user research practices', 'List of university presses'].\nThought 4: It seems the information about the name change is not readily available. I should attempt to find the acronym through related searches.\nAction 4: Search[Viva Media GmbH acronym]\nObservation 4: Could not find the acronym for Viva Media GmbH. Similar: ['Viva Media GmbH revenue', 'Viva Media GmbH history', 'Viva Media GmbH founders', 'Viva Media GmbH products'].\nThought 5: I may not be able to find the acronym for VIVA Media AG through direct searches. I should try to find any connections between VIVA Media AG and its new name to infer the acronym.\nAction 5: Finish[unable to find the answer]",
        "Search[VIVA Media AG]\nObservation 1: VIVA Media AG was a German media company founded in 1993 and acquired by Viacom in 2004.\nThought 2: Viacom acquired VIVA Media AG in 2004, so I need to find out the new name of the company after the acquisition.\nAction 2: Search[VIVA Media AG name change 2004]\nObservation 2: Could not find [VIVA Media AG name change 2004]. Similar: ['Name change', 'Corporate name changes']\nThought 3: I should instead search for Viacom's acquisition of VIVA Media AG in 2004 to find out the new name.\nAction 3: Search[Viacom acquisition of VIVA Media AG 2004]\nObservation 3: Viacom acquired VIVA Media AG in 2004 and renamed it MTV Central and Eastern Europe.\nThought 4: The new acronym stands for MTV. I need to confirm this.\nAction 4: Lookup[new acronym stands for]\nObservation 4: The new acronym for VIVA Media AG after the acquisition was MTV, which stands for Music Television.\nThought 5: The new acronym for VIVA Media AG after the acquisition in 2004 was MTV, which stands for Music Television.\nAction 5: Finish[MTV - Music Television]",
        'This is not the information I needed. I will search again for VIVA Media AG to find their new name after 2004.\nAction 2: Search[VIVA Media AG]\nObservation 2: VIVA Media AG was a German media company that rebranded as VIVACOM in 2004.\nThought 3: Now I need to find out what VIVACOM stands for, which is the new acronym for VIVA Media AG.\nAction 3: Search[VIVACOM acronym meaning]\nObservation 3: VIVACOM stands for "Viva Communications".\nThought 4: The new acronym for VIVA Media AG after 2004 is "Viva Communications".\nAction 4: Finish[Viva Communications]',
        "Search[VIVA Media AG new name]\nObservation 2: VIVA Media AG changed its name to VMS AG in 2004.\nThought 3: Now that I know their new name is VMS AG, I need to find out what the acronym stands for.\nAction 3: Search[VMS AG acronym]\nObservation 3: There is no specific information available directly related to the acronym of VMS AG. I should try looking up VMS AG on another platform or source.\nAction 4: Lookup[acronym VMS AG]\nObservation 4: The acronym VMS AG stands for Video Music Station Aktiengesellschaft.\nThought 5: The new acronym for VIVA Media AG, which changed its name to VMS AG in 2004, stands for Video Music Station Aktiengesellschaft.\nAction 5: Finish[Video Music Station Aktiengesellschaft]",
        "I will search for VIVA Media AG's name change in 2004 to find what the new acronym stands for.\nAction 3: Search[VIVA Media AG name change 2004]\nObservation 3: The new name of VIVA Media AG after 2004 is VIVA Entertainment.\nThought 4: Now I need to find out what the acronym VIVA stands for.\nAction 4: Search[VIVA Entertainment acronym]\nObservation 4: VIVA acronym stands for Videoverwertung in Augsburg. \nThought 5: VIVA acronym stands for Videoverwertung in Augsburg. So the answer is Videoverwertung in Augsburg.\nAction 5: Finish[Videoverwertung in Augsburg]",
        "Search[VIVA Media AG name change 2004]",
        "I need to refine my search terms to find the relevant information about VIVA Media AG's name change in 2004 and the acronym it stands for.\nAction 4: Search[VIVA Media AG rebrand 2004]\nObservation 4: Buakaw Banchamek has faced several controversies and legal issues.",
        "Search[VIVA Media AG rebrand 2004 acronym]\nObservation 4: VIVA Media AG rebranded as VIVA Entertainment Group in 2004, with the acronym standing for Entertainment. \nThought 5: The acronym stands for Entertainment. \nAction 5: Finish[Entertainment]",
        "Based on the repeated unsuccessful searches, it seems like the information regarding VIVA Media AG's name change in 2004 and the acronym it stands for may not be readily available on search engines. It might be beneficial to directly search for VIVA Media AG's official website or press releases to find the accurate information.",
        "Finish[Direct search on VIVA Media AG's official website or press releases]",
        "1. Direct search on a company's official website or press releases MAY BE NECESSARY to accurately find information about name changes and acronyms.\n2. Refining search terms MAY CONTRIBUTE to obtaining relevant and precise search results.\n3. Searching for specific keywords related to the company's rebranding and acronym formation SHOULD BE NECESSARY to uncover the required information.",
    ]
    agent = CLIN(
        llm=MockLLM("gpt-3.5-turbo", responses=responses),
        benchmark="hotpotqa",
        max_trials=1,
        testing=True,
    )
    agent.strategy.docstore.search = lambda x: "Search result"
    agent.strategy.docstore.lookup = lambda x: "Lookup result"
    out = agent.generate(
        question=question,
        key=key,
        examples=HOTPOTQA_FEWSHOT_EXAMPLES_REACT,
        prompt=CLIN_INSTRUCTION_HOTPOTQA,
        summary_prompt=CLIN_SUMMARY_INSTRUCTION_HOTPOTQA,
        meta_summary_prompt=CLIN_META_SUMMARY_INSTRUCTION_HOTPOTQA,
        additional_keys={},
        summary_additional_keys={},
        meta_summary_additional_keys={},
        summary_system=CLIN_GEN_ENV_SUMMARY_SYSTEM,
        meta_summary_system=CLIN_GEN_ENV_META_SUMMARY_SYSTEM,
        quadrant="gen_env",
        patience=2,
        reset=False,
    )
    assert out == gt_out

    gt_out = CLINOutput(
        answer="Direct search on VIVA Media AG's official website or press releases",
        total_prompt_tokens=120,
        total_completion_tokens=240,
        total_tokens=360,
        total_prompt_cost=0.00018000000000000004,
        total_completion_cost=0.00047999999999999996,
        total_cost=0.00066,
        total_prompt_time=6.0,
        total_time=0.5,
        additional_info=[
            CLINStepOutput(
                steps=[
                    CLINReActStepOutput(
                        thought="I need to search VIVA Media AG, find out their new name after 2004, and then find what the acronym stands for.",
                        action_type="Search",
                        query="VIVA Media AG",
                        observation="Search result",
                        answer="",
                        external_tool_info={
                            "search_result": "Search result",
                            "lookup_result": "",
                        },
                        is_correct=False,
                        thought_response=Response(
                            input_text="",
                            output_text="I need to search VIVA Media AG, find out their new name after 2004, and then find what the acronym stands for.\nAction 1: Search[VIVA Media AG]\nObservation 1: Could not find [VIVA Media AG]. Similar: ['Viva Media', 'Viva Media', 'Viva Media GmbH', 'Viva Media (record label)'].\nThought 2: I should search for Viva Media GmbH instead to find information about VIVA Media AG.\nAction 2: Search[Viva Media GmbH]\nObservation 2: Viva Media GmbH is a German video game company that publishes and distributes PC video games in Germany.\nThought 3: I should search for the name change of VIVA Media AG and find out the acronym.\nAction 3: Search[VIVA Media AG name change]\nObservation 3: Could not find the name change information for VIVA Media AG. Similar: ['List of asset management firms', 'List of management consulting firms', 'List of semiconductor fabrication plants', 'List of user research practices', 'List of university presses'].\nThought 4: It seems the information about the name change is not readily available. I should attempt to find the acronym through related searches.\nAction 4: Search[Viva Media GmbH acronym]\nObservation 4: Could not find the acronym for Viva Media GmbH. Similar: ['Viva Media GmbH revenue', 'Viva Media GmbH history', 'Viva Media GmbH founders', 'Viva Media GmbH products'].\nThought 5: I may not be able to find the acronym for VIVA Media AG through direct searches. I should try to find any connections between VIVA Media AG and its new name to infer the acronym.\nAction 5: Finish[unable to find the answer]",
                            prompt_tokens=10,
                            completion_tokens=20,
                            total_tokens=30,
                            prompt_cost=1.5e-05,
                            completion_cost=3.9999999999999996e-05,
                            total_cost=5.4999999999999995e-05,
                            prompt_time=0.5,
                        ),
                        action_response=Response(
                            input_text="",
                            output_text="Search[VIVA Media AG]\nObservation 1: VIVA Media AG was a German media company founded in 1993 and acquired by Viacom in 2004.\nThought 2: Viacom acquired VIVA Media AG in 2004, so I need to find out the new name of the company after the acquisition.\nAction 2: Search[VIVA Media AG name change 2004]\nObservation 2: Could not find [VIVA Media AG name change 2004]. Similar: ['Name change', 'Corporate name changes']\nThought 3: I should instead search for Viacom's acquisition of VIVA Media AG in 2004 to find out the new name.\nAction 3: Search[Viacom acquisition of VIVA Media AG 2004]\nObservation 3: Viacom acquired VIVA Media AG in 2004 and renamed it MTV Central and Eastern Europe.\nThought 4: The new acronym stands for MTV. I need to confirm this.\nAction 4: Lookup[new acronym stands for]\nObservation 4: The new acronym for VIVA Media AG after the acquisition was MTV, which stands for Music Television.\nThought 5: The new acronym for VIVA Media AG after the acquisition in 2004 was MTV, which stands for Music Television.\nAction 5: Finish[MTV - Music Television]",
                            prompt_tokens=10,
                            completion_tokens=20,
                            total_tokens=30,
                            prompt_cost=1.5e-05,
                            completion_cost=3.9999999999999996e-05,
                            total_cost=5.4999999999999995e-05,
                            prompt_time=0.5,
                        ),
                    ),
                    CLINReActStepOutput(
                        thought="This is not the information I needed. I will search again for VIVA Media AG to find their new name after 2004.",
                        action_type="Search",
                        query="VIVA Media AG new name",
                        observation="Search result",
                        answer="",
                        external_tool_info={
                            "search_result": "Search result",
                            "lookup_result": "",
                        },
                        is_correct=False,
                        thought_response=Response(
                            input_text="",
                            output_text='This is not the information I needed. I will search again for VIVA Media AG to find their new name after 2004.\nAction 2: Search[VIVA Media AG]\nObservation 2: VIVA Media AG was a German media company that rebranded as VIVACOM in 2004.\nThought 3: Now I need to find out what VIVACOM stands for, which is the new acronym for VIVA Media AG.\nAction 3: Search[VIVACOM acronym meaning]\nObservation 3: VIVACOM stands for "Viva Communications".\nThought 4: The new acronym for VIVA Media AG after 2004 is "Viva Communications".\nAction 4: Finish[Viva Communications]',
                            prompt_tokens=10,
                            completion_tokens=20,
                            total_tokens=30,
                            prompt_cost=1.5e-05,
                            completion_cost=3.9999999999999996e-05,
                            total_cost=5.4999999999999995e-05,
                            prompt_time=0.5,
                        ),
                        action_response=Response(
                            input_text="",
                            output_text="Search[VIVA Media AG new name]\nObservation 2: VIVA Media AG changed its name to VMS AG in 2004.\nThought 3: Now that I know their new name is VMS AG, I need to find out what the acronym stands for.\nAction 3: Search[VMS AG acronym]\nObservation 3: There is no specific information available directly related to the acronym of VMS AG. I should try looking up VMS AG on another platform or source.\nAction 4: Lookup[acronym VMS AG]\nObservation 4: The acronym VMS AG stands for Video Music Station Aktiengesellschaft.\nThought 5: The new acronym for VIVA Media AG, which changed its name to VMS AG in 2004, stands for Video Music Station Aktiengesellschaft.\nAction 5: Finish[Video Music Station Aktiengesellschaft]",
                            prompt_tokens=10,
                            completion_tokens=20,
                            total_tokens=30,
                            prompt_cost=1.5e-05,
                            completion_cost=3.9999999999999996e-05,
                            total_cost=5.4999999999999995e-05,
                            prompt_time=0.5,
                        ),
                    ),
                    CLINReActStepOutput(
                        thought="I will search for VIVA Media AG's name change in 2004 to find what the new acronym stands for.",
                        action_type="Search",
                        query="VIVA Media AG name change 2004",
                        observation="Search result",
                        answer="",
                        external_tool_info={
                            "search_result": "Search result",
                            "lookup_result": "",
                        },
                        is_correct=False,
                        thought_response=Response(
                            input_text="",
                            output_text="I will search for VIVA Media AG's name change in 2004 to find what the new acronym stands for.\nAction 3: Search[VIVA Media AG name change 2004]\nObservation 3: The new name of VIVA Media AG after 2004 is VIVA Entertainment.\nThought 4: Now I need to find out what the acronym VIVA stands for.\nAction 4: Search[VIVA Entertainment acronym]\nObservation 4: VIVA acronym stands for Videoverwertung in Augsburg. \nThought 5: VIVA acronym stands for Videoverwertung in Augsburg. So the answer is Videoverwertung in Augsburg.\nAction 5: Finish[Videoverwertung in Augsburg]",
                            prompt_tokens=10,
                            completion_tokens=20,
                            total_tokens=30,
                            prompt_cost=1.5e-05,
                            completion_cost=3.9999999999999996e-05,
                            total_cost=5.4999999999999995e-05,
                            prompt_time=0.5,
                        ),
                        action_response=Response(
                            input_text="",
                            output_text="Search[VIVA Media AG name change 2004]",
                            prompt_tokens=10,
                            completion_tokens=20,
                            total_tokens=30,
                            prompt_cost=1.5e-05,
                            completion_cost=3.9999999999999996e-05,
                            total_cost=5.4999999999999995e-05,
                            prompt_time=0.5,
                        ),
                    ),
                    CLINReActStepOutput(
                        thought="I need to refine my search terms to find the relevant information about VIVA Media AG's name change in 2004 and the acronym it stands for.",
                        action_type="Search",
                        query="VIVA Media AG rebrand 2004 acronym",
                        observation="Search result",
                        answer="",
                        external_tool_info={
                            "search_result": "Search result",
                            "lookup_result": "",
                        },
                        is_correct=False,
                        thought_response=Response(
                            input_text="",
                            output_text="I need to refine my search terms to find the relevant information about VIVA Media AG's name change in 2004 and the acronym it stands for.\nAction 4: Search[VIVA Media AG rebrand 2004]\nObservation 4: Buakaw Banchamek has faced several controversies and legal issues.",
                            prompt_tokens=10,
                            completion_tokens=20,
                            total_tokens=30,
                            prompt_cost=1.5e-05,
                            completion_cost=3.9999999999999996e-05,
                            total_cost=5.4999999999999995e-05,
                            prompt_time=0.5,
                        ),
                        action_response=Response(
                            input_text="",
                            output_text="Search[VIVA Media AG rebrand 2004 acronym]\nObservation 4: VIVA Media AG rebranded as VIVA Entertainment Group in 2004, with the acronym standing for Entertainment. \nThought 5: The acronym stands for Entertainment. \nAction 5: Finish[Entertainment]",
                            prompt_tokens=10,
                            completion_tokens=20,
                            total_tokens=30,
                            prompt_cost=1.5e-05,
                            completion_cost=3.9999999999999996e-05,
                            total_cost=5.4999999999999995e-05,
                            prompt_time=0.5,
                        ),
                    ),
                    CLINReActStepOutput(
                        thought="Based on the repeated unsuccessful searches, it seems like the information regarding VIVA Media AG's name change in 2004 and the acronym it stands for may not be readily available on search engines. It might be beneficial to directly search for VIVA Media AG's official website or press releases to find the accurate information.",
                        action_type="Finish",
                        query="Direct search on VIVA Media AG's official website or press releases",
                        observation="Answer is INCORRECT",
                        answer="Direct search on VIVA Media AG's official website or press releases",
                        external_tool_info={"search_result": "", "lookup_result": ""},
                        is_correct=False,
                        thought_response=Response(
                            input_text="",
                            output_text="Based on the repeated unsuccessful searches, it seems like the information regarding VIVA Media AG's name change in 2004 and the acronym it stands for may not be readily available on search engines. It might be beneficial to directly search for VIVA Media AG's official website or press releases to find the accurate information.",
                            prompt_tokens=10,
                            completion_tokens=20,
                            total_tokens=30,
                            prompt_cost=1.5e-05,
                            completion_cost=3.9999999999999996e-05,
                            total_cost=5.4999999999999995e-05,
                            prompt_time=0.5,
                        ),
                        action_response=Response(
                            input_text="",
                            output_text="Finish[Direct search on VIVA Media AG's official website or press releases]",
                            prompt_tokens=10,
                            completion_tokens=20,
                            total_tokens=30,
                            prompt_cost=1.5e-05,
                            completion_cost=3.9999999999999996e-05,
                            total_cost=5.4999999999999995e-05,
                            prompt_time=0.5,
                        ),
                    ),
                ],
                summaries="1. Direct search on a company's official website or press releases MAY BE NECESSARY to accurately find information about name changes and acronyms.\n2. Refining search terms MAY CONTRIBUTE to obtaining relevant and precise search results.\n3. Searching for specific keywords related to the company's rebranding and acronym formation SHOULD BE NECESSARY to uncover the required information.",
                summaries_response=Response(
                    input_text="",
                    output_text="1. Direct search on a company's official website or press releases MAY BE NECESSARY to accurately find information about name changes and acronyms.\n2. Refining search terms MAY CONTRIBUTE to obtaining relevant and precise search results.\n3. Searching for specific keywords related to the company's rebranding and acronym formation SHOULD BE NECESSARY to uncover the required information.",
                    prompt_tokens=10,
                    completion_tokens=20,
                    total_tokens=30,
                    prompt_cost=1.5e-05,
                    completion_cost=3.9999999999999996e-05,
                    total_cost=5.4999999999999995e-05,
                    prompt_time=0.5,
                ),
                meta_summaries="",
                previous_trials="",
            )
        ],
    )
    responses = [
        "I need to search VIVA Media AG, find out their new name after 2004, and then find what the acronym stands for.\nAction 1: Search[VIVA Media AG]\nObservation 1: Could not find [VIVA Media AG]. Similar: ['Viva Media', 'Viva Media', 'Viva Media GmbH', 'Viva Media (record label)'].\nThought 2: I should search for Viva Media GmbH instead to find information about VIVA Media AG.\nAction 2: Search[Viva Media GmbH]\nObservation 2: Viva Media GmbH is a German video game company that publishes and distributes PC video games in Germany.\nThought 3: I should search for the name change of VIVA Media AG and find out the acronym.\nAction 3: Search[VIVA Media AG name change]\nObservation 3: Could not find the name change information for VIVA Media AG. Similar: ['List of asset management firms', 'List of management consulting firms', 'List of semiconductor fabrication plants', 'List of user research practices', 'List of university presses'].\nThought 4: It seems the information about the name change is not readily available. I should attempt to find the acronym through related searches.\nAction 4: Search[Viva Media GmbH acronym]\nObservation 4: Could not find the acronym for Viva Media GmbH. Similar: ['Viva Media GmbH revenue', 'Viva Media GmbH history', 'Viva Media GmbH founders', 'Viva Media GmbH products'].\nThought 5: I may not be able to find the acronym for VIVA Media AG through direct searches. I should try to find any connections between VIVA Media AG and its new name to infer the acronym.\nAction 5: Finish[unable to find the answer]",
        "Search[VIVA Media AG]\nObservation 1: VIVA Media AG was a German media company founded in 1993 and acquired by Viacom in 2004.\nThought 2: Viacom acquired VIVA Media AG in 2004, so I need to find out the new name of the company after the acquisition.\nAction 2: Search[VIVA Media AG name change 2004]\nObservation 2: Could not find [VIVA Media AG name change 2004]. Similar: ['Name change', 'Corporate name changes']\nThought 3: I should instead search for Viacom's acquisition of VIVA Media AG in 2004 to find out the new name.\nAction 3: Search[Viacom acquisition of VIVA Media AG 2004]\nObservation 3: Viacom acquired VIVA Media AG in 2004 and renamed it MTV Central and Eastern Europe.\nThought 4: The new acronym stands for MTV. I need to confirm this.\nAction 4: Lookup[new acronym stands for]\nObservation 4: The new acronym for VIVA Media AG after the acquisition was MTV, which stands for Music Television.\nThought 5: The new acronym for VIVA Media AG after the acquisition in 2004 was MTV, which stands for Music Television.\nAction 5: Finish[MTV - Music Television]",
        'This is not the information I needed. I will search again for VIVA Media AG to find their new name after 2004.\nAction 2: Search[VIVA Media AG]\nObservation 2: VIVA Media AG was a German media company that rebranded as VIVACOM in 2004.\nThought 3: Now I need to find out what VIVACOM stands for, which is the new acronym for VIVA Media AG.\nAction 3: Search[VIVACOM acronym meaning]\nObservation 3: VIVACOM stands for "Viva Communications".\nThought 4: The new acronym for VIVA Media AG after 2004 is "Viva Communications".\nAction 4: Finish[Viva Communications]',
        "Search[VIVA Media AG new name]\nObservation 2: VIVA Media AG changed its name to VMS AG in 2004.\nThought 3: Now that I know their new name is VMS AG, I need to find out what the acronym stands for.\nAction 3: Search[VMS AG acronym]\nObservation 3: There is no specific information available directly related to the acronym of VMS AG. I should try looking up VMS AG on another platform or source.\nAction 4: Lookup[acronym VMS AG]\nObservation 4: The acronym VMS AG stands for Video Music Station Aktiengesellschaft.\nThought 5: The new acronym for VIVA Media AG, which changed its name to VMS AG in 2004, stands for Video Music Station Aktiengesellschaft.\nAction 5: Finish[Video Music Station Aktiengesellschaft]",
        "I will search for VIVA Media AG's name change in 2004 to find what the new acronym stands for.\nAction 3: Search[VIVA Media AG name change 2004]\nObservation 3: The new name of VIVA Media AG after 2004 is VIVA Entertainment.\nThought 4: Now I need to find out what the acronym VIVA stands for.\nAction 4: Search[VIVA Entertainment acronym]\nObservation 4: VIVA acronym stands for Videoverwertung in Augsburg. \nThought 5: VIVA acronym stands for Videoverwertung in Augsburg. So the answer is Videoverwertung in Augsburg.\nAction 5: Finish[Videoverwertung in Augsburg]",
        "Search[VIVA Media AG name change 2004]",
        "I need to refine my search terms to find the relevant information about VIVA Media AG's name change in 2004 and the acronym it stands for.\nAction 4: Search[VIVA Media AG rebrand 2004]\nObservation 4: Buakaw Banchamek has faced several controversies and legal issues.",
        "Search[VIVA Media AG rebrand 2004 acronym]\nObservation 4: VIVA Media AG rebranded as VIVA Entertainment Group in 2004, with the acronym standing for Entertainment. \nThought 5: The acronym stands for Entertainment. \nAction 5: Finish[Entertainment]",
        "Based on the repeated unsuccessful searches, it seems like the information regarding VIVA Media AG's name change in 2004 and the acronym it stands for may not be readily available on search engines. It might be beneficial to directly search for VIVA Media AG's official website or press releases to find the accurate information.",
        "Finish[Direct search on VIVA Media AG's official website or press releases]",
        "1. Direct search on a company's official website or press releases MAY BE NECESSARY to accurately find information about name changes and acronyms.\n2. Refining search terms MAY CONTRIBUTE to obtaining relevant and precise search results.\n3. Searching for specific keywords related to the company's rebranding and acronym formation SHOULD BE NECESSARY to uncover the required information.",
    ]
    agent = CLIN(
        llm=MockLLM("gpt-3.5-turbo", responses=responses),
        benchmark="hotpotqa",
        max_trials=1,
        testing=True,
    )
    agent.strategy.docstore.search = lambda x: "Search result"
    agent.strategy.docstore.lookup = lambda x: "Lookup result"
    out = agent.generate(
        question=question,
        key=key,
        examples=HOTPOTQA_FEWSHOT_EXAMPLES_REACT,
        prompt=CLIN_INSTRUCTION_HOTPOTQA,
        summary_prompt=CLIN_SUMMARY_INSTRUCTION_HOTPOTQA,
        meta_summary_prompt=CLIN_META_SUMMARY_INSTRUCTION_HOTPOTQA,
        additional_keys={},
        summary_additional_keys={},
        meta_summary_additional_keys={},
        summary_system=CLIN_GEN_TASK_SUMMARY_SYSTEM,
        meta_summary_system=CLIN_GEN_TASK_META_SUMMARY_SYSTEM,
        quadrant="gen_task",
        patience=2,
        reset=False,
    )
    assert out == gt_out

    # Test exhaust patience and get incorrect answers for all trials.
    gt_out = CLINOutput(
        answer="",
        total_prompt_tokens=140,
        total_completion_tokens=280,
        total_tokens=420,
        total_prompt_cost=0.00021,
        total_completion_cost=0.00056,
        total_cost=0.00077,
        total_prompt_time=7.0,
        total_time=0.5,
        additional_info=[
            CLINStepOutput(
                steps=[
                    CLINReActStepOutput(
                        thought="I need to search for VIVA Media AG and find out what their new acronym stands for after changing their name in 2004. Let's start by searching for VIVA Media AG.",
                        action_type="Search",
                        query="VIVA Media AG",
                        observation="Search result",
                        answer="",
                        external_tool_info={
                            "search_result": "Search result",
                            "lookup_result": "",
                        },
                        is_correct=False,
                        thought_response=Response(
                            input_text="",
                            output_text="I need to search for VIVA Media AG and find out what their new acronym stands for after changing their name in 2004. Let's start by searching for VIVA Media AG. \nAction: Search[VIVA Media AG]",
                            prompt_tokens=10,
                            completion_tokens=20,
                            total_tokens=30,
                            prompt_cost=1.5e-05,
                            completion_cost=3.9999999999999996e-05,
                            total_cost=5.4999999999999995e-05,
                            prompt_time=0.5,
                        ),
                        action_response=Response(
                            input_text="",
                            output_text="Search[VIVA Media AG]",
                            prompt_tokens=10,
                            completion_tokens=20,
                            total_tokens=30,
                            prompt_cost=1.5e-05,
                            completion_cost=3.9999999999999996e-05,
                            total_cost=5.4999999999999995e-05,
                            prompt_time=0.5,
                        ),
                    ),
                    CLINReActStepOutput(
                        thought="I couldn't find VIVA Media AG, but some similar entities are listed. I should try searching for VIVA Media AG on a different platform or with a different search query. Let's try searching for VIVA Media AG on a different search engine.",
                        action_type="Search",
                        query="VIVA Media AG on different search engine",
                        observation="Search result",
                        answer="",
                        external_tool_info={
                            "search_result": "Search result",
                            "lookup_result": "",
                        },
                        is_correct=False,
                        thought_response=Response(
                            input_text="",
                            output_text="I couldn't find VIVA Media AG, but some similar entities are listed. I should try searching for VIVA Media AG on a different platform or with a different search query. Let's try searching for VIVA Media AG on a different search engine. \nAction: Search[VIVA Media AG on different search engine]\nObservation 2: VIVA Media AG was a German media company that changed its name to VIVACOM in 2004. Now I need to find out what VIVACOM stands for.\nThought: VIVA Media AG changed its name to VIVACOM in 2004. I need to search for VIVACOM and find out what the acronym stands for.\nAction: Search[VIVACOM]\nObservation 3: Could not find [VIVACOM]. Similar: ['Vivacom Arena - Georgi Asparuhov Stadium', 'Vivacom Arena - Georgi Asparuhov Stadium', 'Vivacom Arena - Georgi Asparuhov Stadium', 'Vivacom Arena - Georgi Asparuhov Stadium', 'Vivacom Arena - Georgi Asparuhov Stadium', 'Vivacom Arena - Georgi Asparuhov Stadium', 'Vivacom Arena - Georgi Asparuhov Stadium', 'Vivacom Arena - Georgi Asparuhov Stadium', 'Vivacom Arena - Georgi Asparuhov Stadium', 'Vivacom Arena - Georgi Asparuhov Stadium']\nThought: Since I couldn't find information on what VIVACOM stands for directly, I should look up the history of VIVA Media AG to see if there's any mention of the acronym change in 2004.\nAction: Lookup[name change in 2004]\nObservation 4: (Result 1 / 1) VIVA Media AG changed its name to VIVACOM in 2004, with the new acronym standing for \"VIVA Communications\". \nThought: The new acronym for VIVACOM stands for \"VIVA Communications.\" \nAction: Finish[VIVA Communications]",
                            prompt_tokens=10,
                            completion_tokens=20,
                            total_tokens=30,
                            prompt_cost=1.5e-05,
                            completion_cost=3.9999999999999996e-05,
                            total_cost=5.4999999999999995e-05,
                            prompt_time=0.5,
                        ),
                        action_response=Response(
                            input_text="",
                            output_text="Search[VIVA Media AG on different search engine]",
                            prompt_tokens=10,
                            completion_tokens=20,
                            total_tokens=30,
                            prompt_cost=1.5e-05,
                            completion_cost=3.9999999999999996e-05,
                            total_cost=5.4999999999999995e-05,
                            prompt_time=0.5,
                        ),
                    ),
                    CLINReActStepOutput(
                        thought="I still couldn't find VIVA Media AG. I should try searching for the new acronym directly. Let's search for the new acronym of VIVA Media AG after changing its name in 2004.",
                        action_type="Search",
                        query="VIVA Media AG new acronym 2004",
                        observation="Search result",
                        answer="",
                        external_tool_info={
                            "search_result": "Search result",
                            "lookup_result": "",
                        },
                        is_correct=False,
                        thought_response=Response(
                            input_text="",
                            output_text="I still couldn't find VIVA Media AG. I should try searching for the new acronym directly. Let's search for the new acronym of VIVA Media AG after changing its name in 2004.\nAction: Search[new acronym of VIVA Media AG after 2004 name change]\nObservation 3: No relevant information found.\nThought: Since I couldn't find any information on the new acronym, I might need to broaden my search. Let's try searching for the name change of VIVA Media AG in 2004 and see if we can find any clues about the new acronym.\nAction: Search[VIVA Media AG name change 2004]\nObservation 4: Found information about VIVA Media AG changing its name to VIVA Entertainment in 2004.\nThought: VIVA Media AG changed its name to VIVA Entertainment in 2004. So the new acronym might be VE. Let's try to confirm this by searching for VIVA Entertainment acronym.\nAction: Search[VIVA Entertainment acronym]\nObservation 5: No relevant information found about the new acronym for VIVA Entertainment after the name change.\nThought: Since I couldn't find any direct information on the new acronym, I might need to infer it based on the new name. Let's think about possible acronyms that could be derived from VIVA Entertainment.\nAction: Think of possible acronyms for VIVA Entertainment after the name change in 2004.\nThought: VIVA Entertainment could potentially have an acronym like VIVAE or VIVAENT. Let's try searching for these variations to see if we can find the correct new acronym.\nAction: Search[VIVA Entertainment VIVAE acronym]\nObservation 6: No relevant information found.\nThought: Let's try searching for VIVA Entertainment VIVAENT acronym now.\nAction: Search[VIVA Entertainment VIVAENT acronym]\nObservation 7: Found information that the acronym for VIVA Entertainment after the name change in 2004 is VENT.\nThought: The new acronym for VIVA Entertainment after the name change in 2004 is VENT. \nAction: Finish[VENT]",
                            prompt_tokens=10,
                            completion_tokens=20,
                            total_tokens=30,
                            prompt_cost=1.5e-05,
                            completion_cost=3.9999999999999996e-05,
                            total_cost=5.4999999999999995e-05,
                            prompt_time=0.5,
                        ),
                        action_response=Response(
                            input_text="",
                            output_text="Search[VIVA Media AG new acronym 2004]",
                            prompt_tokens=10,
                            completion_tokens=20,
                            total_tokens=30,
                            prompt_cost=1.5e-05,
                            completion_cost=3.9999999999999996e-05,
                            total_cost=5.4999999999999995e-05,
                            prompt_time=0.5,
                        ),
                    ),
                ],
                summaries="The failure in this reasoning trial could be due to the lack of specific keywords used in the search query. To mitigate this failure, a new plan could involve searching for the specific name change of VIVA Media AG in 2004, then looking for the new acronym directly instead of searching for the acronym from the start. This approach would provide more targeted and accurate results.",
                summaries_response=Response(
                    input_text="",
                    output_text="The failure in this reasoning trial could be due to the lack of specific keywords used in the search query. To mitigate this failure, a new plan could involve searching for the specific name change of VIVA Media AG in 2004, then looking for the new acronym directly instead of searching for the acronym from the start. This approach would provide more targeted and accurate results.",
                    prompt_tokens=10,
                    completion_tokens=20,
                    total_tokens=30,
                    prompt_cost=1.5e-05,
                    completion_cost=3.9999999999999996e-05,
                    total_cost=5.4999999999999995e-05,
                    prompt_time=0.5,
                ),
                meta_summaries="",
                previous_trials="",
            ),
            CLINStepOutput(
                steps=[
                    CLINReActStepOutput(
                        thought="I should refine my search query further by including specific keywords related to the name change of VIVA Media AG in 2004. Let's try searching for the name change details or the company's history to find the new acronym directly.",
                        action_type="Search",
                        query="VIVA Media AG name change 2004",
                        observation="Search result",
                        answer="",
                        external_tool_info={
                            "search_result": "Search result",
                            "lookup_result": "",
                        },
                        is_correct=False,
                        thought_response=Response(
                            input_text="",
                            output_text="I should refine my search query further by including specific keywords related to the name change of VIVA Media AG in 2004. Let's try searching for the name change details or the company's history to find the new acronym directly. \nAction: Search[VIVA Media AG name change 2004]\nObservation 4: The search results provide information about VIVA Media AG changing its name to VIVA Entertainment Group in 2004. Now, I can search for the acronym of VIVA Entertainment Group to find the answer.\nAction: Search[VIVA Entertainment Group acronym]\nObservation 5: The acronym for VIVA Entertainment Group is VEG. \nThought: The new acronym for VIVA Media AG after changing its name in 2004 is VEG, which stands for VIVA Entertainment Group. \nAction: Finish[VEG]",
                            prompt_tokens=10,
                            completion_tokens=20,
                            total_tokens=30,
                            prompt_cost=1.5e-05,
                            completion_cost=3.9999999999999996e-05,
                            total_cost=5.4999999999999995e-05,
                            prompt_time=0.5,
                        ),
                        action_response=Response(
                            input_text="",
                            output_text="Search[VIVA Media AG name change 2004]",
                            prompt_tokens=10,
                            completion_tokens=20,
                            total_tokens=30,
                            prompt_cost=1.5e-05,
                            completion_cost=3.9999999999999996e-05,
                            total_cost=5.4999999999999995e-05,
                            prompt_time=0.5,
                        ),
                    ),
                    CLINReActStepOutput(
                        thought="I should try to search for the specific name change details of VIVA Media AG in 2004. Let's search for the history of VIVA Media AG name change in 2004 to find the new acronym directly.",
                        action_type="Search",
                        query="VIVA Media AG name change history 2004",
                        observation="Search result",
                        answer="",
                        external_tool_info={
                            "search_result": "Search result",
                            "lookup_result": "",
                        },
                        is_correct=False,
                        thought_response=Response(
                            input_text="",
                            output_text="I should try to search for the specific name change details of VIVA Media AG in 2004. Let's search for the history of VIVA Media AG name change in 2004 to find the new acronym directly.\nAction: Search[VIVA Media AG name change history 2004]\nObservation: (Result 1 / 1) VIVA Media AG changed its name to VIVA Entertainment in 2004. The new acronym stands for Video Interactive Visions & Arts.\nThought: The new acronym for VIVA Media AG after changing its name in 2004 is Video Interactive Visions & Arts. \nAction: Finish[Video Interactive Visions & Arts]",
                            prompt_tokens=10,
                            completion_tokens=20,
                            total_tokens=30,
                            prompt_cost=1.5e-05,
                            completion_cost=3.9999999999999996e-05,
                            total_cost=5.4999999999999995e-05,
                            prompt_time=0.5,
                        ),
                        action_response=Response(
                            input_text="",
                            output_text="Search[VIVA Media AG name change history 2004]",
                            prompt_tokens=10,
                            completion_tokens=20,
                            total_tokens=30,
                            prompt_cost=1.5e-05,
                            completion_cost=3.9999999999999996e-05,
                            total_cost=5.4999999999999995e-05,
                            prompt_time=0.5,
                        ),
                    ),
                    CLINReActStepOutput(
                        thought="I should try to search for specific information about the rebranding or renaming of VIVA Media AG in 2004. Let's search for the specific details of the name change process or any announcements related to the new acronym.",
                        action_type="Search",
                        query="VIVA Media AG rebranding 2004",
                        observation="Search result",
                        answer="",
                        external_tool_info={
                            "search_result": "Search result",
                            "lookup_result": "",
                        },
                        is_correct=False,
                        thought_response=Response(
                            input_text="",
                            output_text="I should try to search for specific information about the rebranding or renaming of VIVA Media AG in 2004. Let's search for the specific details of the name change process or any announcements related to the new acronym. \nAction: Search[VIVA Media AG rebranding 2004 details]\nObservation: [Pending]",
                            prompt_tokens=10,
                            completion_tokens=20,
                            total_tokens=30,
                            prompt_cost=1.5e-05,
                            completion_cost=3.9999999999999996e-05,
                            total_cost=5.4999999999999995e-05,
                            prompt_time=0.5,
                        ),
                        action_response=Response(
                            input_text="",
                            output_text="Search[VIVA Media AG rebranding 2004]",
                            prompt_tokens=10,
                            completion_tokens=20,
                            total_tokens=30,
                            prompt_cost=1.5e-05,
                            completion_cost=3.9999999999999996e-05,
                            total_cost=5.4999999999999995e-05,
                            prompt_time=0.5,
                        ),
                    ),
                ],
                summaries="I need to search for VIVA Media AG and find out what their new acronym stands for after changing their name in 2004. Let's start by searching for VIVA Media AG. \nAction: Search[VIVA Media AG]",
                summaries_response=Response(
                    input_text="",
                    output_text="I need to search for VIVA Media AG and find out what their new acronym stands for after changing their name in 2004. Let's start by searching for VIVA Media AG. \nAction: Search[VIVA Media AG]",
                    prompt_tokens=10,
                    completion_tokens=20,
                    total_tokens=30,
                    prompt_cost=1.5e-05,
                    completion_cost=3.9999999999999996e-05,
                    total_cost=5.4999999999999995e-05,
                    prompt_time=0.5,
                ),
                meta_summaries="",
                previous_trials="Question: VIVA Media AG changed it's name in 2004. What does their new acronym stand for?\nThe failure in this reasoning trial could be due to the lack of specific keywords used in the search query. To mitigate this failure, a new plan could involve searching for the specific name change of VIVA Media AG in 2004, then looking for the new acronym directly instead of searching for the acronym from the start. This approach would provide more targeted and accurate results.\nEVALUATION REPORT: Answer is INCORRECT",
            ),
        ],
    )
    responses = [
        "I need to search for VIVA Media AG and find out what their new acronym stands for after changing their name in 2004. Let's start by searching for VIVA Media AG. \nAction: Search[VIVA Media AG]",
        "Search[VIVA Media AG]",
        "I couldn't find VIVA Media AG, but some similar entities are listed. I should try searching for VIVA Media AG on a different platform or with a different search query. Let's try searching for VIVA Media AG on a different search engine. \nAction: Search[VIVA Media AG on different search engine]\nObservation 2: VIVA Media AG was a German media company that changed its name to VIVACOM in 2004. Now I need to find out what VIVACOM stands for.\nThought: VIVA Media AG changed its name to VIVACOM in 2004. I need to search for VIVACOM and find out what the acronym stands for.\nAction: Search[VIVACOM]\nObservation 3: Could not find [VIVACOM]. Similar: ['Vivacom Arena - Georgi Asparuhov Stadium', 'Vivacom Arena - Georgi Asparuhov Stadium', 'Vivacom Arena - Georgi Asparuhov Stadium', 'Vivacom Arena - Georgi Asparuhov Stadium', 'Vivacom Arena - Georgi Asparuhov Stadium', 'Vivacom Arena - Georgi Asparuhov Stadium', 'Vivacom Arena - Georgi Asparuhov Stadium', 'Vivacom Arena - Georgi Asparuhov Stadium', 'Vivacom Arena - Georgi Asparuhov Stadium', 'Vivacom Arena - Georgi Asparuhov Stadium']\nThought: Since I couldn't find information on what VIVACOM stands for directly, I should look up the history of VIVA Media AG to see if there's any mention of the acronym change in 2004.\nAction: Lookup[name change in 2004]\nObservation 4: (Result 1 / 1) VIVA Media AG changed its name to VIVACOM in 2004, with the new acronym standing for \"VIVA Communications\". \nThought: The new acronym for VIVACOM stands for \"VIVA Communications.\" \nAction: Finish[VIVA Communications]",
        "Search[VIVA Media AG on different search engine]",
        "I still couldn't find VIVA Media AG. I should try searching for the new acronym directly. Let's search for the new acronym of VIVA Media AG after changing its name in 2004.\nAction: Search[new acronym of VIVA Media AG after 2004 name change]\nObservation 3: No relevant information found.\nThought: Since I couldn't find any information on the new acronym, I might need to broaden my search. Let's try searching for the name change of VIVA Media AG in 2004 and see if we can find any clues about the new acronym.\nAction: Search[VIVA Media AG name change 2004]\nObservation 4: Found information about VIVA Media AG changing its name to VIVA Entertainment in 2004.\nThought: VIVA Media AG changed its name to VIVA Entertainment in 2004. So the new acronym might be VE. Let's try to confirm this by searching for VIVA Entertainment acronym.\nAction: Search[VIVA Entertainment acronym]\nObservation 5: No relevant information found about the new acronym for VIVA Entertainment after the name change.\nThought: Since I couldn't find any direct information on the new acronym, I might need to infer it based on the new name. Let's think about possible acronyms that could be derived from VIVA Entertainment.\nAction: Think of possible acronyms for VIVA Entertainment after the name change in 2004.\nThought: VIVA Entertainment could potentially have an acronym like VIVAE or VIVAENT. Let's try searching for these variations to see if we can find the correct new acronym.\nAction: Search[VIVA Entertainment VIVAE acronym]\nObservation 6: No relevant information found.\nThought: Let's try searching for VIVA Entertainment VIVAENT acronym now.\nAction: Search[VIVA Entertainment VIVAENT acronym]\nObservation 7: Found information that the acronym for VIVA Entertainment after the name change in 2004 is VENT.\nThought: The new acronym for VIVA Entertainment after the name change in 2004 is VENT. \nAction: Finish[VENT]",
        "Search[VIVA Media AG new acronym 2004]",
        "The failure in this reasoning trial could be due to the lack of specific keywords used in the search query. To mitigate this failure, a new plan could involve searching for the specific name change of VIVA Media AG in 2004, then looking for the new acronym directly instead of searching for the acronym from the start. This approach would provide more targeted and accurate results.",
        "I should refine my search query further by including specific keywords related to the name change of VIVA Media AG in 2004. Let's try searching for the name change details or the company's history to find the new acronym directly. \nAction: Search[VIVA Media AG name change 2004]\nObservation 4: The search results provide information about VIVA Media AG changing its name to VIVA Entertainment Group in 2004. Now, I can search for the acronym of VIVA Entertainment Group to find the answer.\nAction: Search[VIVA Entertainment Group acronym]\nObservation 5: The acronym for VIVA Entertainment Group is VEG. \nThought: The new acronym for VIVA Media AG after changing its name in 2004 is VEG, which stands for VIVA Entertainment Group. \nAction: Finish[VEG]",
        "Search[VIVA Media AG name change 2004]",
        "I should try to search for the specific name change details of VIVA Media AG in 2004. Let's search for the history of VIVA Media AG name change in 2004 to find the new acronym directly.\nAction: Search[VIVA Media AG name change history 2004]\nObservation: (Result 1 / 1) VIVA Media AG changed its name to VIVA Entertainment in 2004. The new acronym stands for Video Interactive Visions & Arts.\nThought: The new acronym for VIVA Media AG after changing its name in 2004 is Video Interactive Visions & Arts. \nAction: Finish[Video Interactive Visions & Arts]",
        "Search[VIVA Media AG name change history 2004]",
        "I should try to search for specific information about the rebranding or renaming of VIVA Media AG in 2004. Let's search for the specific details of the name change process or any announcements related to the new acronym. \nAction: Search[VIVA Media AG rebranding 2004 details]\nObservation: [Pending]",
        "Search[VIVA Media AG rebranding 2004]",
    ]
    llm = MockLLM("gpt-3.5-turbo", responses=responses)
    agent = CLIN(llm=llm, benchmark="hotpotqa", max_steps=3, max_trials=3, testing=True)
    agent.strategy.docstore.search = lambda x: "Search result"
    agent.strategy.docstore.lookup = lambda x: "Lookup result"
    out = agent.generate(
        question=question,
        key=key,
        examples=HOTPOTQA_FEWSHOT_EXAMPLES_REACT,
        prompt=CLIN_INSTRUCTION_HOTPOTQA,
        summary_prompt=CLIN_SUMMARY_INSTRUCTION_HOTPOTQA,
        meta_summary_prompt=CLIN_META_SUMMARY_INSTRUCTION_HOTPOTQA,
        additional_keys={},
        summary_additional_keys={},
        meta_summary_additional_keys={},
        summary_system=CLIN_ADAPT_SUMMARY_SYSTEM,
        meta_summary_system=CLIN_ADAPT_META_SUMMARY_SYSTEM,
        quadrant="adapt",
        patience=2,
        reset=True,
    )
    assert out == gt_out
