53fa083efd
* Renamed `arcade_arithmetic` to `arcade_math` * Deleted `arcade_github` toolkit for the next release. This will be reintroduced later. * Added 5 tools to `arcade_x` toolkit - post_tweet - delete_tweet_by_id - search_recent_tweets_by_username - search_recent_tweets_by_keywords - lookup_single_user_by_username
65 lines
1.6 KiB
Python
65 lines
1.6 KiB
Python
from arcade.core.catalog import ToolCatalog
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from arcade_math.tools.arithmetic import add, sqrt
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from arcade.sdk.eval import (
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BinaryCritic,
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EvalRubric,
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EvalSuite,
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ExpectedToolCall,
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tool_eval,
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)
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# Evaluation rubric
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rubric = EvalRubric(
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fail_threshold=0.85,
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warn_threshold=0.95,
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)
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# TODO: add_toolkit didn't work
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catalog = ToolCatalog()
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catalog.add_tool(add)
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catalog.add_tool(sqrt)
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@tool_eval("gpt-4o-mini")
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def arithmetic_eval_suite():
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suite = EvalSuite(
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name="Math Tools Evaluation",
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system="You are an AI assistant with access to math tools. Use them to help the user with their math-related tasks.",
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catalog=catalog,
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rubric=rubric,
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)
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suite.add_case(
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name="Add two large numbers",
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user_message="Add 12345 and 987654321",
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expected_tool_calls=[
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ExpectedToolCall(
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"Add",
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args={
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"a": 12345,
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"b": 987654321,
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},
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)
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],
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rubric=rubric,
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critics=[
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BinaryCritic(
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critic_field="a", weight=0.5
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), # TODO: weight should be optional
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BinaryCritic(critic_field="b", weight=0.5),
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],
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)
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suite.add_case(
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name="Take the square root of a large number",
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user_message="What is the square root of 3224990521?",
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expected_tool_calls=[ExpectedToolCall(lambda: sqrt(3224990521))],
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rubric=rubric,
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critics=[
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BinaryCritic(critic_field="a", weight=1.0),
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],
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)
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return suite
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