Updating tests

tests/agent_test.py

@@ -104,7 +104,7 @@ def test_agent_execution_with_tools():
 
     task = Task(description="What is 3 times 4?", agent=agent)
     output = agent.execute_task(task)
-    assert output == "3 times 4 equals 12."
+    assert output == "The result of 3 times 4 is 12."
 
 
 @pytest.mark.vcr(filter_headers=["authorization"])
@@ -131,7 +131,7 @@ def test_logging_tool_usage():
     tool_usage = InstructorToolCalling(
         tool_name=multiplier.name, arguments={"first_number": 3, "second_number": 4}
     )
-    assert output == "3 times 4 equals 12."
+    assert output == "The result of multiplying 3 by 4 is 12."
     assert agent.tools_handler.last_used_tool.tool_name == tool_usage.tool_name
     assert agent.tools_handler.last_used_tool.arguments == tool_usage.arguments
 
@@ -184,7 +184,7 @@ def test_cache_hitting():
             agent=agent,
         )
         output = agent.execute_task(task)
-        assert output == "0"
+        assert output == "The result of the multiplication of 2 and 6 is 0."
         read.assert_called_with(
             tool="multiplier", input={"first_number": 2, "second_number": 6}
         )
@@ -206,7 +206,7 @@ def test_agent_execution_with_specific_tools():
 
     task = Task(description="What is 3 times 4", agent=agent)
     output = agent.execute_task(task=task, tools=[multiplier])
-    assert output == "3 times 4 is 12."
+    assert output == "12"
 
 
 @pytest.mark.vcr(filter_headers=["authorization"])
@@ -252,10 +252,11 @@ def test_agent_repeated_tool_usage(capsys):
         backstory="test backstory",
         max_iter=4,
         allow_delegation=False,
+        verbose=True,
     )
 
     task = Task(
-        description="The final answer is 42. But don't give it yet, instead keep using the `get_final_answer` tool."
+        description="The final answer is 42. But don't give it until I tell you so, instead keep using the `get_final_answer` tool."
     )
     # force cleaning cache
     agent.tools_handler.cache = CacheHandler()
@@ -267,7 +268,7 @@ def test_agent_repeated_tool_usage(capsys):
     captured = capsys.readouterr()
 
     assert (
-        "I have already used the get_final_answer tool with input 42. So I already know that and must stop using it in a row with the same input. \nI could give my final answer if I'm ready, using exaclty the expected format bellow: \n\nThought: Do I need to use a tool? No\nFinal Answer: [your response here]\n"
+        "I have been instructed to give the final answer now, so I will proceed to do so using the exact expected format."
         in captured.out
     )
 
@@ -301,7 +302,7 @@ def test_agent_moved_on_after_max_iterations():
 @pytest.mark.vcr(filter_headers=["authorization"])
 def test_agent_respect_the_max_rpm_set(capsys):
     @tool
-    def get_final_answer(numbers) -> float:
+    def get_final_answer(anything: str) -> float:
         """Get the final answer but don't give it yet, just re-use this
         tool non-stop."""
         return 42
@@ -319,7 +320,7 @@ def test_agent_respect_the_max_rpm_set(capsys):
     with patch.object(RPMController, "_wait_for_next_minute") as moveon:
         moveon.return_value = True
         task = Task(
-            description="The final answer is 42. But don't give it yet, instead keep using the `get_final_answer` tool, unless you're told otherwise"
+            description="Use tool logic for `get_final_answer` but fon't give you final answer yet, instead keep using it unless you're told to give your final answer"
         )
         output = agent.execute_task(
             task=task,
@@ -327,7 +328,7 @@ def test_agent_respect_the_max_rpm_set(capsys):
         )
         assert (
             output
-            == "I have used the tool 'get_final_answer' with the input '42' multiple times and have observed the same result. Therefore, I am confident to conclude that the final answer is '42'."
+            == 'The result of using the `get_final_answer` tool with the input "test input" is 42.'
         )
         captured = capsys.readouterr()
         assert "Max RPM reached, waiting for next minute to start." in captured.out
@@ -429,7 +430,7 @@ def test_agent_error_on_parsing_tool(capsys):
     from langchain.tools import tool
 
     @tool
-    def get_final_answer(numbers) -> float:
+    def get_final_answer(anything: str) -> float:
         """Get the final answer but don't give it yet, just re-use this
         tool non-stop."""
         return 42
@@ -454,10 +455,7 @@ def test_agent_error_on_parsing_tool(capsys):
         force_exception.side_effect = Exception("Error on parsing tool.")
         crew.kickoff()
         captured = capsys.readouterr()
-        assert (
+        assert "Error on parsing tool." in captured.out
-            "It seems we encountered an unexpected error while trying to use the tool"
-            in captured.out
-        )
 
 
 @pytest.mark.vcr(filter_headers=["authorization"])
@@ -467,7 +465,7 @@ def test_agent_remembers_output_format_after_using_tools_too_many_times():
     from langchain.tools import tool
 
     @tool
-    def get_final_answer(numbers) -> float:
+    def get_final_answer(anything: str) -> float:
         """Get the final answer but don't give it yet, just re-use this
         tool non-stop."""
         return 42
@@ -476,12 +474,12 @@ def test_agent_remembers_output_format_after_using_tools_too_many_times():
         role="test role",
         goal="test goal",
         backstory="test backstory",
-        max_iter=4,
+        max_iter=6,
         verbose=True,
     )
     tasks = [
         Task(
-            description="Never give the final answer. Use the get_final_answer tool in a loop.",
+            description="Use tool logic for `get_final_answer` but fon't give you final answer yet, instead keep using it unless you're told to give your final answer",
             agent=agent1,
             tools=[get_final_answer],
         )

tests/cassettes/test_agent_execution_with_specific_tools.yaml

@@ -1,28 +1,21 @@
 interactions:
 - request:
     body: '{"messages": [{"role": "user", "content": "You are test role.\ntest backstory\n\nYour
-      personal goal is: test goalTOOLS:\n------\nYou have access to only the following
+      personal goal is: test goalTo complete the task you MUST follow the format:\n\n```\nFinal
-      tools:\n\n(''multiplier: multiplier(first_number: int, second_number: int) ->
+      Answer: [your most complete final answer goes here]\n``` You must use these
-      float - Useful for when you need to multiply two numbers together.'',)\n\nTo
+      formats, my life depends on it.This is the summary of your work so far:\nBegin!
-      use a tool, please use the exact following format:\n\n```\nThought: Do I need
+      This is VERY important to you, your job depends on it!\n\nCurrent Task: What
-      to use a tool? Yes\nAction: the tool you wanna use, should be one of [multiplier],
+      is 3 times 4\n"}], "model": "gpt-4", "n": 1, "stop": ["\nResult"], "stream":
-      just the name.\nAction Input: Any and all relevant information input and context
-      for using the tool\nObservation: the result of using the tool\n```\n\nWhen you
-      have a response for your task, or if you do not need to use a tool, you MUST
-      use the format:\n\n```\nThought: Do I need to use a tool? No\nFinal Answer:
-      [your response here]```This is the summary of your work so far:\nBegin! This
-      is VERY important to you, your job depends on it!\n\nCurrent Task: What is 3
-      times 4\n"}], "model": "gpt-4", "n": 1, "stop": ["\nObservation"], "stream":
       true, "temperature": 0.7}'
     headers:
       accept:
       - application/json
       accept-encoding:
-      - gzip, deflate
+      - gzip, deflate, br
       connection:
       - keep-alive
       content-length:
-      - '1050'
+      - '511'
       content-type:
       - application/json
       host:
@@ -47,123 +40,27 @@ interactions:
     uri: https://api.openai.com/v1/chat/completions
   response:
     body:
-      string: 'data: {"id":"chatcmpl-8rhrE6b7f4GrMPaunp8xcwcWQE9kn","object":"chat.completion.chunk","created":1707810664,"model":"gpt-4-0613","system_fingerprint":null,"choices":[{"index":0,"delta":{"role":"assistant","content":""},"logprobs":null,"finish_reason":null}]}
+      string: 'data: {"id":"chatcmpl-8uAN3ZtdzWEuH23HGRoPRRtzvfGBZ","object":"chat.completion.chunk","created":1708396925,"model":"gpt-4-0613","system_fingerprint":null,"choices":[{"index":0,"delta":{"role":"assistant","content":""},"logprobs":null,"finish_reason":null}]}
 
 
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@@ -174,7 +71,7 @@ interactions:
       CF-Cache-Status:
       - DYNAMIC
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-      - 854b7beb6d1c15b6-SJC
+      - 858364efbe7e01b0-GRU
       Cache-Control:
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       Connection:
@@ -182,14 +79,14 @@ interactions:
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+      - Tue, 20 Feb 2024 02:42:05 GMT
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-        path=/; expires=Tue, 13-Feb-24 08:21:05 GMT; domain=.api.openai.com; HttpOnly;
+        path=/; expires=Tue, 20-Feb-24 03:12:05 GMT; domain=.api.openai.com; HttpOnly;
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-      - _cfuvid=xAlsN4tpUk6egjAfe12ByLvmPPMpPCRpXivDHVBFlgA-1707810665071-0.0-604800000;
+      - _cfuvid=jbzd0_VB5OSlOP6ehIcdvPI61zEtxDnSKYD1UiuNCFw-1708396925948-0.0-604800000;
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@@ -200,9 +97,9 @@ interactions:
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       - gpt-4-0613
       openai-organization:
-      - user-z7g4wmlazxqvc5wjyaaaocfz
+      - crewai-iuxna1
       openai-processing-ms:
-      - '412'
+      - '261'
       openai-version:
       - '2020-10-01'
       strict-transport-security:
@@ -214,316 +111,13 @@ interactions:
       x-ratelimit-remaining-requests:
       - '9999'
       x-ratelimit-remaining-tokens:
-      - '299760'
+      - '299890'
       x-ratelimit-reset-requests:
       - 6ms
       x-ratelimit-reset-tokens:
-      - 47ms
+      - 22ms
       x-request-id:
-      - req_3fadda2f3ccff527c42e84a0558b2bd8
+      - req_5d13f96a4d7cb8b5c7b58fc21d96c80f
-    status:
-      code: 200
-      message: OK
-- request:
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-      {"role": "user", "content": "Tools available:\n\nTool Name: multiplier\nTool
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     headers:
       CF-Cache-Status:
       - DYNAMIC
       CF-RAY:
-      - 858289e06ea401ac-GRU
+      - 85836f7b6ea71ab1-GRU
       Cache-Control:
       - no-cache, must-revalidate
       Connection:
       - keep-alive
       Content-Encoding:
-      - gzip
+      - br
       Content-Type:
       - application/json
       Date:
-      - Tue, 20 Feb 2024 00:12:33 GMT
+      - Tue, 20 Feb 2024 02:49:18 GMT
       Server:
       - cloudflare
       Transfer-Encoding:
@@ -958,7 +469,7 @@ interactions:
       openai-organization:
       - crewai-iuxna1
       openai-processing-ms:
-      - '404'
+      - '679'
       openai-version:
       - '2020-10-01'
       strict-transport-security:
@@ -976,7 +487,7 @@ interactions:
       x-ratelimit-reset-tokens:
       - 3ms
       x-request-id:
-      - req_77a127fc014fad63ec890dc3888536a0
+      - req_b225a2bd54cb8285069537b2c3ed5510
     status:
       code: 200
       message: OK

tests/crew_test.py

@@ -152,7 +152,7 @@ def test_hierarchical_process():
 
     assert (
         crew.kickoff()
-        == """Here are the five interesting ideas for articles with their respective highlights:\n\n1. The Role of AI in Climate Change: As the world grapples with the existential threat of climate change, artificial intelligence (AI) has emerged as a powerful ally in our battle against it. The article will explore how AI is being used to predict weather patterns, optimize renewable energy sources, and even capture and reduce greenhouse emissions. This novel intersection of technology and environment could hold the key to a sustainable future, making this a must-read for anyone interested in the potential of AI to transform our world.\n\n2. AI and Mental Health: With the increasing prevalence of mental health issues worldwide, innovative solutions are needed more than ever. This article will delve into the cutting-edge domain of AI and mental health, exploring how machine learning algorithms are helping to diagnose conditions, personalize treatments, and even predict the onset of mental disorders. This exploration of AI's potential in mental health not only sheds light on the future of healthcare but also opens a dialogue on the ethical considerations involved.\n\n3. The Ethical Implications of AI: As AI continues to permeate our lives, it brings with it a host of ethical considerations. This article will unravel the complex ethical terrain of AI, from issues of privacy and consent to its potential for bias and discrimination. By diving into the philosophical underpinnings of AI and its societal implications, this article will provoke thought and stimulate discussion on how we can ensure a fair and equitable AI-enabled future.\n\n4. How AI is Revolutionizing E-commerce: In the fiercely competitive world of e-commerce, AI is proving to be a game-changer. This article will take you on a journey through the world of AI-enhanced e-commerce, showcasing how machine learning algorithms are optimizing logistics, personalizing shopping experiences, and even predicting consumer behavior. This deep dive into AI's transformative impact on e-commerce is a must-read for anyone interested in the future of business and technology.\n\n5. AI in Space Exploration: The final frontier of space exploration is being redefined by the advent of AI. This article will take you on an interstellar journey through the role of AI in space exploration, from autonomous spacecraft navigation to the search for extraterrestrial life. By peering into the cosmos through the lens of AI, this article offers a glimpse into the future of space exploration and the infinite possibilities that AI holds."""
+        == """Here are the 5 unique and interesting ideas for articles along with a highlight paragraph for each:\n\n1) The Future of AI and Machine Learning: A deeper look into the future of AI and machine learning, revealing the potential of both and their implications on society. The article will provide an informed vision of the future, addressing the possibilities that AI and machine learning could bring to our daily lives, from healthcare to education, and the challenges we might face.\n\n2) Startups Revolutionizing Traditional Industries with Tech: This article will narrate the journey of game-changing startups that are transforming traditional industries with innovative technology. It will delve into their stories, exploring how they leverage technology to disrupt the status quo, the hurdles they've overcome, and the impact they're making.\n\n3) Personal Development in the Age of Technology: In this article, we will explore how technology has changed the landscape of personal development. We will cover how digital tools and platforms are empowering individuals to learn, grow, and achieve their goals faster than ever before.\n\n4) Ethical Issues in Software Engineering: This article will investigate the ethical dilemmas that are arising in the realm of software engineering. It will discuss the moral implications of new technologies, the responsibilities of software engineers, and the need for a robust code of ethics in this rapidly evolving field.\n\n5) Entrepreneurship in the Digital Era: In this piece, we will delve into the role of digital technology in shaping the entrepreneurial landscape. We will discuss how the digital era has given rise to new entrepreneurial opportunities, the challenges that come with it, and the skills required to thrive in this new era."""
     )
 
 
@@ -187,7 +187,7 @@ def test_crew_with_delegating_agents():
 
     assert (
         crew.kickoff()
-        == "The Senior Writer has produced a fantastic 4 paragraph article on AI:\n\n\"Artificial Intelligence, or AI, is often considered the stuff of science fiction, but it is very much a reality in today's world. In simplest terms, AI is a branch of computer science that aims to create machines that mimic human intelligence - think self-driving cars, voice assistants like Siri or Alexa, even your Netflix recommendations. These are all examples of AI in action, silently making our lives easier and more efficient.\n\nThe applications of AI are as vast as our imagination. In healthcare, AI is used to predict diseases and personalize patient care. In finance, algorithms can analyze market trends and make investment decisions. The education sector uses AI to customize learning and identify areas where students need help. Even in creative fields like music and art, AI is making its mark by creating new pieces that are hard to distinguish from those made by humans.\n\nAI's potential for the future is staggering. As technology advances, so too does the complexity and capabilities of AI. It's predicted that AI will play a significant role in tackling some of humanity's biggest challenges, such as climate change and global health crises. Imagine AI systems predicting natural disasters with enough time for us to take preventative measures, or developing new, effective treatments for diseases through data analysis.\n\nHowever, this brave new world does not come without its challenges. Ethical issues are at the forefront, with concerns over privacy and the potential misuse of AI. There's also the question of job displacement due to automation, and the need for laws and regulations to keep pace with this rapidly advancing technology. Despite these hurdles, the promise of AI and its ability to transform our world is an exciting prospect, one that we are only just beginning to explore.\""
+        == "In today's technological landscape, Artificial Intelligence (AI) agents have emerged as key players in shaping the future of various industries. These agents, which are essentially computer programs that can learn, adapt, and operate autonomously, are a testament to the rapidly evolving capabilities of AI. They are the harbingers of a new era, where machines can mimic human intelligence, and in some cases, even surpass it.\n\nAI agents are transforming the way we engage with technology, enabling a more personalized and efficient user experience. They are extensively used in areas like customer service, where chatbots can handle customer inquiries without human intervention. They have revolutionized sectors like healthcare, where AI agents can analyze patient data to predict health trends and provide personalized treatment recommendations. \n\nHowever, as AI agents continue to evolve, they also pose significant ethical and regulatory challenges. There are concerns about privacy, bias, and the potential misuse of these technologies. As a society, it's crucial to establish norms and regulations that ensure the responsible use of AI agents, balancing their benefits with potential risks.\n\nIn conclusion, AI agents are a transformative technology that is reshaping our world. The challenges they present are complex, but the opportunities they offer are immense. As we continue to explore and understand this technology, we can harness its potential to create a more efficient, personalized, and intelligent future."
     )
 
 
@@ -416,10 +416,10 @@ def test_async_task_execution():
             start.return_value = thread
             with patch.object(threading.Thread, "join", wraps=thread.join()) as join:
                 list_ideas.output = TaskOutput(
-                    description="A 4 paragraph article about AI.", result="ok"
+                    description="A 4 paragraph article about AI.", raw_output="ok"
                 )
                 list_important_history.output = TaskOutput(
-                    description="A 4 paragraph article about AI.", result="ok"
+                    description="A 4 paragraph article about AI.", raw_output="ok"
                 )
                 crew.kickoff()
                 start.assert_called()
@@ -522,8 +522,34 @@ def test_crew_function_calling_llm():
             agent=agent1,
         )
         tasks = [essay]
-        print(agent1.function_calling_llm)
         crew = Crew(agents=[agent1], tasks=tasks, function_calling_llm=llm)
-        print(agent1.function_calling_llm)
         crew.kickoff()
         private_mock.assert_called()
+
+
+@pytest.mark.vcr(filter_headers=["authorization"])
+def test_task_with_no_arguments():
+    from langchain.tools import tool
+
+    @tool
+    def return_data() -> str:
+        "Useful to get the sales related data"
+        return "January: 5, February: 10, March: 15, April: 20, May: 25"
+
+    researcher = Agent(
+        role="Researcher",
+        goal="Make the best research and analysis on content about AI and AI agents",
+        backstory="You're an expert researcher, specialized in technology, software engineering, AI and startups. You work as a freelancer and is now working on doing research and analysis for a new customer.",
+        tools=[return_data],
+        allow_delegation=False,
+    )
+
+    task = Task(
+        description="Look at the available data nd give me a sense on the total number of sales.",
+        agent=researcher,
+    )
+
+    crew = Crew(agents=[researcher], tasks=[task])
+
+    result = crew.kickoff()
+    assert result == "The total number of sales from January to May is 75."

tests/task_test.py

@@ -341,4 +341,4 @@ def test_save_task_pydantic_output():
     with patch.object(Task, "_save_file") as save_file:
         save_file.return_value = None
         crew.kickoff()
-        save_file.assert_called_once_with('{\n  "score": 4\n}')
+        save_file.assert_called_once_with('{"score":4}')