add test for write code with tools

This commit is contained in:
lidanyang 2023-12-01 15:31:38 +08:00
parent 2049f6cd01
commit f1cfbea772

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@ -1,8 +1,8 @@
import pytest
from metagpt.actions.write_analysis_code import WriteCodeByGenerate
from metagpt.actions.write_analysis_code import WriteCodeByGenerate, WriteCodeWithTools
from metagpt.actions.execute_code import ExecutePyCode
from metagpt.schema import Message
from metagpt.schema import Message, Plan, Task
# @pytest.mark.asyncio
@ -37,3 +37,73 @@ async def test_write_code_by_list_plan():
output = await execute_code.run(code)
print(f"\n[Output]: 任务{task}的执行结果是: \n{output}\n")
messages.append(output[0])
@pytest.mark.asyncio
async def test_tool_recommendation():
task = "对已经读取的数据集进行数据清洗"
code_steps = """
step 1: 对数据集进行去重
step 2: 对数据集进行缺失值处理
"""
available_tools = [
{
"name": "fill_missing_value",
"description": "Completing missing values with simple strategies",
},
{
"name": "split_bins",
"description": "Bin continuous data into intervals and return the bin identifier encoded as an integer value",
},
]
write_code = WriteCodeWithTools()
tools = await write_code._tool_recommendation(task, code_steps, available_tools)
assert len(tools) == 2
assert tools[0] == []
assert tools[1] == ["fill_missing_value"]
@pytest.mark.asyncio
async def test_write_code_with_tools():
write_code = WriteCodeWithTools()
messages = []
task_map = {
"1": Task(
task_id="1",
instruction="随机生成一个pandas DataFrame数据集",
task_type="unknown",
dependent_task_ids=[],
code="""
import pandas as pd
df = pd.DataFrame({
'a': [1, 2, 3, 4, 5],
'b': [1.1, 2.2, 3.3, 4.4, np.nan],
'c': ['aa', 'bb', 'cc', 'dd', 'ee'],
'd': [1, 2, 3, 4, 5]
})
""",
is_finished=True,
),
"2": Task(
task_id="2",
instruction="对数据集进行数据清洗",
task_type="data_preprocess",
dependent_task_ids=["1"],
),
}
plan = Plan(
goal="构造数据集并进行数据清洗",
tasks=list(task_map.values()),
task_map=task_map,
current_task_id="2",
)
task_guide = """
step 1: 对数据集进行去重
step 2: 对数据集进行缺失值处理
"""
data_desc = "None"
code = await write_code.run(messages, plan, task_guide, data_desc)
assert len(code) > 0
print(code)