arcade-mcp/toolkits/code_sandbox/evals/eval_e2b.py
Eric Gustin ab889f9f1d
Lint all toolkits (#183)
# PR Description
* Adds/updates the following files to all toolkits:
    - `.pre-commit-config.yaml`
    - `.ruff.toml`
    - `LICENSE`
    - `Makefile`
    - `pyproject.toml`
* Lint all toolkits such that they pass `make check` and `make test` (a
total doozy). This includes adding some unit tests and evals.
* Github workflow for testing toolkits before merge into main (courtesy
of @sdreyer)
* Added a QOL improvement for tool developers for when they need to get
the context's auth token.
* Minor updates to `arcade new` template.
2024-12-20 09:49:45 -08:00

119 lines
2.8 KiB
Python

from arcade.sdk import ToolCatalog
from arcade.sdk.eval import (
BinaryCritic,
EvalRubric,
EvalSuite,
ExpectedToolCall,
SimilarityCritic,
tool_eval,
)
import arcade_code_sandbox
from arcade_code_sandbox.tools.e2b import create_static_matplotlib_chart, run_code
from arcade_code_sandbox.tools.models import E2BSupportedLanguage
merge_sort_code = """
def merge_sort(arr):
if len(arr) <= 1:
return arr
mid = len(arr) // 2
left = merge_sort(arr[:mid])
right = merge_sort(arr[mid:])
return merge(left, right)
def merge(left, right):
result = []
i, j = 0, 0
while i < len(left) and j < len(right):
if left[i] < right[j]:
result.append(left[i])
i += 1
else:
result.append(right[j])
j += 1
result.extend(left[i:])
result.extend(right[j:])
return result
sample_list = ["banana", "apple", "cherry", "date", "elderberry"]
sorted_list = merge_sort(sample_list)
print("Sorted list:", sorted_list)
"""
matplotlib_chart_code = """
import matplotlib.pyplot as plt
labels = ['Apples', 'Bananas', 'Cherries', 'Dates']
sizes = [30, 25, 20, 25]
colors = ['red', 'yellow', 'purple', 'brown']
plt.pie(sizes, labels=labels, colors=colors, autopct='%1.1f%%', startangle=90)
plt.axis('equal')
plt.title('Fruit Distribution')
plt.savefig('fruit_pie_chart.png')
"""
# Evaluation rubric
rubric = EvalRubric(
fail_threshold=0.85,
warn_threshold=0.95,
)
catalog = ToolCatalog()
catalog.add_module(arcade_code_sandbox)
@tool_eval()
def code_sandbox_eval_suite():
suite = EvalSuite(
name="code_sandbox Tools Evaluation",
system_message="You are an AI assistant with access to code_sandbox tools. Use them to help the user with their tasks.",
catalog=catalog,
rubric=rubric,
)
suite.add_case(
name="Run code",
user_message=f"Can you please run my merge sort algo?\n\n{merge_sort_code}",
expected_tool_calls=[
ExpectedToolCall(
func=run_code,
args={
"code": merge_sort_code,
"language": E2BSupportedLanguage.PYTHON,
},
)
],
critics=[
SimilarityCritic(critic_field="code", weight=0.8),
BinaryCritic(critic_field="language", weight=0.2),
],
)
suite.add_case(
name="Create static matplotlib chart",
user_message=f"Run this code:\n\n{matplotlib_chart_code}",
expected_tool_calls=[
ExpectedToolCall(
func=create_static_matplotlib_chart,
args={
"code": matplotlib_chart_code,
},
)
],
critics=[
SimilarityCritic(critic_field="code", weight=1.0),
],
)
return suite