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Bugfix/kickoff for each usage metrics (#844)
* WIP. Figuring out disconnect issue. * Cleaned up logs now that I've isolated the issue to the LLM * more wip. * WIP. It looks like usage metrics has always been broken for async * Update parent crew who is managing for_each loop * Merge in main to bugfix/kickoff-for-each-usage-metrics * Clean up code for review * Add new tests * Final cleanup. Ready for review. * Moving copy functionality from Agent to BaseAgent * Fix renaming issue * Fix linting errors * use BaseAgent instead of Agent where applicable
This commit is contained in:
Brandon Hancock (bhancock_ai)
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GitHub
GitHub
parent
01b14ed3a7
commit
0b277e066d
@@ -12,7 +12,6 @@ from crewai import Agent, Crew, Task
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from crewai.agents.cache import CacheHandler
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from crewai.agents.executor import CrewAgentExecutor
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from crewai.agents.parser import CrewAgentParser
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from crewai.tools.tool_calling import InstructorToolCalling
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from crewai.tools.tool_usage import ToolUsage
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from crewai.utilities import RPMController
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@@ -734,7 +733,7 @@ def test_agent_llm_uses_token_calc_handler_with_llm_has_model_name():
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assert len(agent1.llm.callbacks) == 1
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assert agent1.llm.callbacks[0].__class__.__name__ == "TokenCalcHandler"
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assert agent1.llm.callbacks[0].model == "gpt-4o"
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assert agent1.llm.callbacks[0].model_name == "gpt-4o"
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assert (
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agent1.llm.callbacks[0].token_cost_process.__class__.__name__ == "TokenProcess"
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)
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585
tests/cassettes/test_crew_async_kickoff_for_each_full_ouput.yaml
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585
tests/cassettes/test_crew_async_kickoff_for_each_full_ouput.yaml
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||||
answer"},"logprobs":null,"finish_reason":null}]}
|
||||
|
||||
|
||||
data: {"id":"chatcmpl-9dIQ14W5gaHA4p3dYi6n7FrRBnzhN","object":"chat.completion.chunk","created":1719152621,"model":"gpt-4o-2024-05-13","system_fingerprint":"fp_5e6c71d4a8","choices":[{"index":0,"delta":{"content":".\n"},"logprobs":null,"finish_reason":null}]}
|
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|
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|
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data: {"id":"chatcmpl-9dIQ14W5gaHA4p3dYi6n7FrRBnzhN","object":"chat.completion.chunk","created":1719152621,"model":"gpt-4o-2024-05-13","system_fingerprint":"fp_5e6c71d4a8","choices":[{"index":0,"delta":{"content":"Final"},"logprobs":null,"finish_reason":null}]}
|
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|
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|
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data: {"id":"chatcmpl-9dIQ14W5gaHA4p3dYi6n7FrRBnzhN","object":"chat.completion.chunk","created":1719152621,"model":"gpt-4o-2024-05-13","system_fingerprint":"fp_5e6c71d4a8","choices":[{"index":0,"delta":{"content":"
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Answer"},"logprobs":null,"finish_reason":null}]}
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|
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|
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data: {"id":"chatcmpl-9dIQ14W5gaHA4p3dYi6n7FrRBnzhN","object":"chat.completion.chunk","created":1719152621,"model":"gpt-4o-2024-05-13","system_fingerprint":"fp_5e6c71d4a8","choices":[{"index":0,"delta":{"content":":"},"logprobs":null,"finish_reason":null}]}
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|
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|
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data: {"id":"chatcmpl-9dIQ14W5gaHA4p3dYi6n7FrRBnzhN","object":"chat.completion.chunk","created":1719152621,"model":"gpt-4o-2024-05-13","system_fingerprint":"fp_5e6c71d4a8","choices":[{"index":0,"delta":{"content":"
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Apple"},"logprobs":null,"finish_reason":null}]}
|
||||
|
||||
|
||||
data: {"id":"chatcmpl-9dIQ14W5gaHA4p3dYi6n7FrRBnzhN","object":"chat.completion.chunk","created":1719152621,"model":"gpt-4o-2024-05-13","system_fingerprint":"fp_5e6c71d4a8","choices":[{"index":0,"delta":{"content":"
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revolution"},"logprobs":null,"finish_reason":null}]}
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|
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|
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data: {"id":"chatcmpl-9dIQ14W5gaHA4p3dYi6n7FrRBnzhN","object":"chat.completion.chunk","created":1719152621,"model":"gpt-4o-2024-05-13","system_fingerprint":"fp_5e6c71d4a8","choices":[{"index":0,"delta":{"content":"ized"},"logprobs":null,"finish_reason":null}]}
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||||
|
||||
|
||||
data: {"id":"chatcmpl-9dIQ14W5gaHA4p3dYi6n7FrRBnzhN","object":"chat.completion.chunk","created":1719152621,"model":"gpt-4o-2024-05-13","system_fingerprint":"fp_5e6c71d4a8","choices":[{"index":0,"delta":{"content":"
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technology"},"logprobs":null,"finish_reason":null}]}
|
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|
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data: {"id":"chatcmpl-9dIQ14W5gaHA4p3dYi6n7FrRBnzhN","object":"chat.completion.chunk","created":1719152621,"model":"gpt-4o-2024-05-13","system_fingerprint":"fp_5e6c71d4a8","choices":[{"index":0,"delta":{"content":"
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with"},"logprobs":null,"finish_reason":null}]}
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data: {"id":"chatcmpl-9dIQ14W5gaHA4p3dYi6n7FrRBnzhN","object":"chat.completion.chunk","created":1719152621,"model":"gpt-4o-2024-05-13","system_fingerprint":"fp_5e6c71d4a8","choices":[{"index":0,"delta":{"content":"
|
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the"},"logprobs":null,"finish_reason":null}]}
|
||||
|
||||
|
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data: {"id":"chatcmpl-9dIQ14W5gaHA4p3dYi6n7FrRBnzhN","object":"chat.completion.chunk","created":1719152621,"model":"gpt-4o-2024-05-13","system_fingerprint":"fp_5e6c71d4a8","choices":[{"index":0,"delta":{"content":"
|
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i"},"logprobs":null,"finish_reason":null}]}
|
||||
|
||||
|
||||
data: {"id":"chatcmpl-9dIQ14W5gaHA4p3dYi6n7FrRBnzhN","object":"chat.completion.chunk","created":1719152621,"model":"gpt-4o-2024-05-13","system_fingerprint":"fp_5e6c71d4a8","choices":[{"index":0,"delta":{"content":"Phone"},"logprobs":null,"finish_reason":null}]}
|
||||
|
||||
|
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data: {"id":"chatcmpl-9dIQ14W5gaHA4p3dYi6n7FrRBnzhN","object":"chat.completion.chunk","created":1719152621,"model":"gpt-4o-2024-05-13","system_fingerprint":"fp_5e6c71d4a8","choices":[{"index":0,"delta":{"content":","},"logprobs":null,"finish_reason":null}]}
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|
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data: {"id":"chatcmpl-9dIQ14W5gaHA4p3dYi6n7FrRBnzhN","object":"chat.completion.chunk","created":1719152621,"model":"gpt-4o-2024-05-13","system_fingerprint":"fp_5e6c71d4a8","choices":[{"index":0,"delta":{"content":"
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transforming"},"logprobs":null,"finish_reason":null}]}
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|
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data: {"id":"chatcmpl-9dIQ14W5gaHA4p3dYi6n7FrRBnzhN","object":"chat.completion.chunk","created":1719152621,"model":"gpt-4o-2024-05-13","system_fingerprint":"fp_5e6c71d4a8","choices":[{"index":0,"delta":{"content":"
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communication"},"logprobs":null,"finish_reason":null}]}
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|
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|
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data: {"id":"chatcmpl-9dIQ14W5gaHA4p3dYi6n7FrRBnzhN","object":"chat.completion.chunk","created":1719152621,"model":"gpt-4o-2024-05-13","system_fingerprint":"fp_5e6c71d4a8","choices":[{"index":0,"delta":{"content":"
|
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and"},"logprobs":null,"finish_reason":null}]}
|
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|
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|
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data: {"id":"chatcmpl-9dIQ14W5gaHA4p3dYi6n7FrRBnzhN","object":"chat.completion.chunk","created":1719152621,"model":"gpt-4o-2024-05-13","system_fingerprint":"fp_5e6c71d4a8","choices":[{"index":0,"delta":{"content":"
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media"},"logprobs":null,"finish_reason":null}]}
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|
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data: {"id":"chatcmpl-9dIQ14W5gaHA4p3dYi6n7FrRBnzhN","object":"chat.completion.chunk","created":1719152621,"model":"gpt-4o-2024-05-13","system_fingerprint":"fp_5e6c71d4a8","choices":[{"index":0,"delta":{"content":"
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consumption"},"logprobs":null,"finish_reason":null}]}
|
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|
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|
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data: {"id":"chatcmpl-9dIQ14W5gaHA4p3dYi6n7FrRBnzhN","object":"chat.completion.chunk","created":1719152621,"model":"gpt-4o-2024-05-13","system_fingerprint":"fp_5e6c71d4a8","choices":[{"index":0,"delta":{"content":"."},"logprobs":null,"finish_reason":null}]}
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data: {"id":"chatcmpl-9dIQ14W5gaHA4p3dYi6n7FrRBnzhN","object":"chat.completion.chunk","created":1719152621,"model":"gpt-4o-2024-05-13","system_fingerprint":"fp_5e6c71d4a8","choices":[{"index":0,"delta":{},"logprobs":null,"finish_reason":"stop"}]}
|
||||
|
||||
|
||||
data: [DONE]
|
||||
|
||||
|
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'
|
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headers:
|
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CF-Cache-Status:
|
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- DYNAMIC
|
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CF-RAY:
|
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- 8985232a4e71453b-ATL
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Connection:
|
||||
- keep-alive
|
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Content-Type:
|
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- text/event-stream; charset=utf-8
|
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Date:
|
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- Sun, 23 Jun 2024 14:23:41 GMT
|
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Server:
|
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- cloudflare
|
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Transfer-Encoding:
|
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- chunked
|
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alt-svc:
|
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- h3=":443"; ma=86400
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openai-organization:
|
||||
- crewai-iuxna1
|
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openai-processing-ms:
|
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- '108'
|
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openai-version:
|
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- '2020-10-01'
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strict-transport-security:
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x-ratelimit-limit-requests:
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- '10000'
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x-ratelimit-limit-tokens:
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x-ratelimit-remaining-requests:
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- '9999'
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x-ratelimit-remaining-tokens:
|
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- '11999779'
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x-ratelimit-reset-requests:
|
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- 6ms
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x-ratelimit-reset-tokens:
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- 1ms
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x-request-id:
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status:
|
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code: 200
|
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message: OK
|
||||
version: 1
|
||||
@@ -360,7 +360,7 @@ def test_api_calls_throttling(capsys):
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
def test_crew_full_ouput():
|
||||
def test_crew_full_output():
|
||||
agent = Agent(
|
||||
role="test role",
|
||||
goal="test goal",
|
||||
@@ -388,14 +388,94 @@ def test_crew_full_ouput():
|
||||
"final_output": "Hello!",
|
||||
"tasks_outputs": [task1.output, task2.output],
|
||||
"usage_metrics": {
|
||||
"total_tokens": 517,
|
||||
"prompt_tokens": 466,
|
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"completion_tokens": 51,
|
||||
"successful_requests": 3,
|
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"total_tokens": 348,
|
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"prompt_tokens": 314,
|
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"completion_tokens": 34,
|
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"successful_requests": 2,
|
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},
|
||||
}
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
def test_crew_kickoff_for_each_full_ouput():
|
||||
inputs = [
|
||||
{"topic": "dog"},
|
||||
{"topic": "cat"},
|
||||
{"topic": "apple"},
|
||||
]
|
||||
|
||||
agent = Agent(
|
||||
role="{topic} Researcher",
|
||||
goal="Express hot takes on {topic}.",
|
||||
backstory="You have a lot of experience with {topic}.",
|
||||
)
|
||||
|
||||
task = Task(
|
||||
description="Give me an analysis around {topic}.",
|
||||
expected_output="1 bullet point about {topic} that's under 15 words.",
|
||||
agent=agent,
|
||||
)
|
||||
|
||||
crew = Crew(agents=[agent], tasks=[task], full_output=True)
|
||||
results = crew.kickoff_for_each(inputs=inputs)
|
||||
|
||||
assert len(results) == len(inputs)
|
||||
for result in results:
|
||||
assert "usage_metrics" in result
|
||||
assert isinstance(result["usage_metrics"], dict)
|
||||
|
||||
# Assert that all required keys are in usage_metrics and their values are not None
|
||||
for key in [
|
||||
"total_tokens",
|
||||
"prompt_tokens",
|
||||
"completion_tokens",
|
||||
"successful_requests",
|
||||
]:
|
||||
assert key in result["usage_metrics"]
|
||||
assert result["usage_metrics"][key] > 0
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
@pytest.mark.asyncio
|
||||
async def test_crew_async_kickoff_for_each_full_ouput():
|
||||
inputs = [
|
||||
{"topic": "dog"},
|
||||
{"topic": "cat"},
|
||||
{"topic": "apple"},
|
||||
]
|
||||
|
||||
agent = Agent(
|
||||
role="{topic} Researcher",
|
||||
goal="Express hot takes on {topic}.",
|
||||
backstory="You have a lot of experience with {topic}.",
|
||||
)
|
||||
|
||||
task = Task(
|
||||
description="Give me an analysis around {topic}.",
|
||||
expected_output="1 bullet point about {topic} that's under 15 words.",
|
||||
agent=agent,
|
||||
)
|
||||
|
||||
crew = Crew(agents=[agent], tasks=[task], full_output=True)
|
||||
results = await crew.kickoff_for_each_async(inputs=inputs)
|
||||
|
||||
assert len(results) == len(inputs)
|
||||
for result in results:
|
||||
assert "usage_metrics" in result
|
||||
assert isinstance(result["usage_metrics"], dict)
|
||||
|
||||
# Assert that all required keys are in usage_metrics and their values are not None
|
||||
for key in [
|
||||
"total_tokens",
|
||||
"prompt_tokens",
|
||||
"completion_tokens",
|
||||
"successful_requests",
|
||||
]:
|
||||
assert key in result["usage_metrics"]
|
||||
# TODO: FIX THIS WHEN USAGE METRICS ARE RE-DONE
|
||||
# assert result["usage_metrics"][key] > 0
|
||||
|
||||
|
||||
def test_agents_rpm_is_never_set_if_crew_max_RPM_is_not_set():
|
||||
agent = Agent(
|
||||
role="test role",
|
||||
@@ -468,6 +548,262 @@ def test_async_task_execution():
|
||||
join.assert_called()
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
def test_kickoff_for_each_single_input():
|
||||
"""Tests if kickoff_for_each works with a single input."""
|
||||
from unittest.mock import patch
|
||||
|
||||
inputs = [{"topic": "dog"}]
|
||||
expected_outputs = ["Dogs are loyal companions and popular pets."]
|
||||
|
||||
agent = Agent(
|
||||
role="{topic} Researcher",
|
||||
goal="Express hot takes on {topic}.",
|
||||
backstory="You have a lot of experience with {topic}.",
|
||||
)
|
||||
|
||||
task = Task(
|
||||
description="Give me an analysis around {topic}.",
|
||||
expected_output="1 bullet point about {topic} that's under 15 words.",
|
||||
agent=agent,
|
||||
)
|
||||
|
||||
with patch.object(Agent, "execute_task") as mock_execute_task:
|
||||
mock_execute_task.side_effect = expected_outputs
|
||||
crew = Crew(agents=[agent], tasks=[task])
|
||||
results = crew.kickoff_for_each(inputs=inputs)
|
||||
|
||||
assert len(results) == 1
|
||||
assert results == expected_outputs
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
def test_kickoff_for_each_multiple_inputs():
|
||||
"""Tests if kickoff_for_each works with multiple inputs."""
|
||||
from unittest.mock import patch
|
||||
|
||||
inputs = [
|
||||
{"topic": "dog"},
|
||||
{"topic": "cat"},
|
||||
{"topic": "apple"},
|
||||
]
|
||||
expected_outputs = [
|
||||
"Dogs are loyal companions and popular pets.",
|
||||
"Cats are independent and low-maintenance pets.",
|
||||
"Apples are a rich source of dietary fiber and vitamin C.",
|
||||
]
|
||||
|
||||
agent = Agent(
|
||||
role="{topic} Researcher",
|
||||
goal="Express hot takes on {topic}.",
|
||||
backstory="You have a lot of experience with {topic}.",
|
||||
)
|
||||
|
||||
task = Task(
|
||||
description="Give me an analysis around {topic}.",
|
||||
expected_output="1 bullet point about {topic} that's under 15 words.",
|
||||
agent=agent,
|
||||
)
|
||||
|
||||
with patch.object(Agent, "execute_task") as mock_execute_task:
|
||||
mock_execute_task.side_effect = expected_outputs
|
||||
crew = Crew(agents=[agent], tasks=[task])
|
||||
results = crew.kickoff_for_each(inputs=inputs)
|
||||
|
||||
assert len(results) == len(inputs)
|
||||
for i, res in enumerate(results):
|
||||
assert res == expected_outputs[i]
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
def test_kickoff_for_each_empty_input():
|
||||
"""Tests if kickoff_for_each handles an empty input list."""
|
||||
agent = Agent(
|
||||
role="{topic} Researcher",
|
||||
goal="Express hot takes on {topic}.",
|
||||
backstory="You have a lot of experience with {topic}.",
|
||||
)
|
||||
|
||||
task = Task(
|
||||
description="Give me an analysis around {topic}.",
|
||||
expected_output="1 bullet point about {topic} that's under 15 words.",
|
||||
agent=agent,
|
||||
)
|
||||
|
||||
crew = Crew(agents=[agent], tasks=[task])
|
||||
results = crew.kickoff_for_each(inputs=[])
|
||||
assert results == []
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
def test_kickoff_for_each_invalid_input():
|
||||
"""Tests if kickoff_for_each raises TypeError for invalid input types."""
|
||||
|
||||
agent = Agent(
|
||||
role="{topic} Researcher",
|
||||
goal="Express hot takes on {topic}.",
|
||||
backstory="You have a lot of experience with {topic}.",
|
||||
)
|
||||
|
||||
task = Task(
|
||||
description="Give me an analysis around {topic}.",
|
||||
expected_output="1 bullet point about {topic} that's under 15 words.",
|
||||
agent=agent,
|
||||
)
|
||||
|
||||
crew = Crew(agents=[agent], tasks=[task])
|
||||
|
||||
with pytest.raises(TypeError):
|
||||
# Pass a string instead of a list
|
||||
crew.kickoff_for_each("invalid input")
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
def test_kickoff_for_each_error_handling():
|
||||
"""Tests error handling in kickoff_for_each when kickoff raises an error."""
|
||||
from unittest.mock import patch
|
||||
|
||||
inputs = [
|
||||
{"topic": "dog"},
|
||||
{"topic": "cat"},
|
||||
{"topic": "apple"},
|
||||
]
|
||||
expected_outputs = [
|
||||
"Dogs are loyal companions and popular pets.",
|
||||
"Cats are independent and low-maintenance pets.",
|
||||
"Apples are a rich source of dietary fiber and vitamin C.",
|
||||
]
|
||||
agent = Agent(
|
||||
role="{topic} Researcher",
|
||||
goal="Express hot takes on {topic}.",
|
||||
backstory="You have a lot of experience with {topic}.",
|
||||
)
|
||||
|
||||
task = Task(
|
||||
description="Give me an analysis around {topic}.",
|
||||
expected_output="1 bullet point about {topic} that's under 15 words.",
|
||||
agent=agent,
|
||||
)
|
||||
|
||||
crew = Crew(agents=[agent], tasks=[task])
|
||||
|
||||
with patch.object(Crew, "kickoff") as mock_kickoff:
|
||||
mock_kickoff.side_effect = expected_outputs[:2] + [
|
||||
Exception("Simulated kickoff error")
|
||||
]
|
||||
with pytest.raises(Exception, match="Simulated kickoff error"):
|
||||
crew.kickoff_for_each(inputs=inputs)
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
@pytest.mark.asyncio
|
||||
async def test_kickoff_async_basic_functionality_and_output():
|
||||
"""Tests the basic functionality and output of kickoff_async."""
|
||||
from unittest.mock import patch
|
||||
|
||||
inputs = {"topic": "dog"}
|
||||
|
||||
agent = Agent(
|
||||
role="{topic} Researcher",
|
||||
goal="Express hot takes on {topic}.",
|
||||
backstory="You have a lot of experience with {topic}.",
|
||||
)
|
||||
|
||||
task = Task(
|
||||
description="Give me an analysis around {topic}.",
|
||||
expected_output="1 bullet point about {topic} that's under 15 words.",
|
||||
agent=agent,
|
||||
)
|
||||
|
||||
# Create the crew
|
||||
crew = Crew(
|
||||
agents=[agent],
|
||||
tasks=[task],
|
||||
)
|
||||
|
||||
expected_output = "This is a sample output from kickoff."
|
||||
with patch.object(Crew, "kickoff", return_value=expected_output) as mock_kickoff:
|
||||
result = await crew.kickoff_async(inputs)
|
||||
|
||||
assert isinstance(result, str), "Result should be a string"
|
||||
assert result == expected_output, "Result should match expected output"
|
||||
mock_kickoff.assert_called_once_with(inputs)
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
@pytest.mark.asyncio
|
||||
async def test_async_kickoff_for_each_async_basic_functionality_and_output():
|
||||
"""Tests the basic functionality and output of akickoff_for_each_async."""
|
||||
from unittest.mock import patch
|
||||
|
||||
inputs = [
|
||||
{"topic": "dog"},
|
||||
{"topic": "cat"},
|
||||
{"topic": "apple"},
|
||||
]
|
||||
|
||||
# Define expected outputs for each input
|
||||
expected_outputs = [
|
||||
"Dogs are loyal companions and popular pets.",
|
||||
"Cats are independent and low-maintenance pets.",
|
||||
"Apples are a rich source of dietary fiber and vitamin C.",
|
||||
]
|
||||
|
||||
agent = Agent(
|
||||
role="{topic} Researcher",
|
||||
goal="Express hot takes on {topic}.",
|
||||
backstory="You have a lot of experience with {topic}.",
|
||||
)
|
||||
|
||||
task = Task(
|
||||
description="Give me an analysis around {topic}.",
|
||||
expected_output="1 bullet point about {topic} that's under 15 words.",
|
||||
agent=agent,
|
||||
)
|
||||
|
||||
with patch.object(
|
||||
Crew, "kickoff_async", side_effect=expected_outputs
|
||||
) as mock_kickoff_async:
|
||||
crew = Crew(agents=[agent], tasks=[task])
|
||||
|
||||
results = await crew.kickoff_for_each_async(inputs)
|
||||
|
||||
assert len(results) == len(inputs)
|
||||
assert results == expected_outputs
|
||||
for input_data in inputs:
|
||||
mock_kickoff_async.assert_any_call(inputs=input_data)
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
@pytest.mark.asyncio
|
||||
async def test_async_kickoff_for_each_async_empty_input():
|
||||
"""Tests if akickoff_for_each_async handles an empty input list."""
|
||||
|
||||
agent = Agent(
|
||||
role="{topic} Researcher",
|
||||
goal="Express hot takes on {topic}.",
|
||||
backstory="You have a lot of experience with {topic}.",
|
||||
)
|
||||
|
||||
task = Task(
|
||||
description="Give me an analysis around {topic}.",
|
||||
expected_output="1 bullet point about {topic} that's under 15 words.",
|
||||
agent=agent,
|
||||
)
|
||||
|
||||
# Create the crew
|
||||
crew = Crew(
|
||||
agents=[agent],
|
||||
tasks=[task],
|
||||
)
|
||||
|
||||
# Call the function we are testing
|
||||
results = await crew.kickoff_for_each_async([])
|
||||
|
||||
# Assertion
|
||||
assert results == [], "Result should be an empty list when input is empty"
|
||||
|
||||
|
||||
def test_set_agents_step_callback():
|
||||
from unittest.mock import patch
|
||||
|
||||
@@ -715,10 +1051,10 @@ def test_agent_usage_metrics_are_captured_for_hierarchical_process():
|
||||
assert result == '"Howdy!"'
|
||||
|
||||
assert crew.usage_metrics == {
|
||||
"total_tokens": 1616,
|
||||
"prompt_tokens": 1333,
|
||||
"completion_tokens": 283,
|
||||
"successful_requests": 3,
|
||||
"total_tokens": 1927,
|
||||
"prompt_tokens": 1557,
|
||||
"completion_tokens": 370,
|
||||
"successful_requests": 4,
|
||||
}
|
||||
|
||||
|
||||
|
||||
Reference in New Issue
Block a user