Eval Suite additions (#43)
Merge of #38 as rebase was terrible. @nbarbettini --------- Co-authored-by: Nate Barbettini <nate@arcade-ai.com>
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4 changed files with 81 additions and 14 deletions
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@ -224,10 +224,6 @@ def _format_evaluation(evaluation: "EvaluationResult") -> str:
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A formatted string representation of the evaluation details.
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A formatted string representation of the evaluation details.
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"""
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"""
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result_lines = []
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result_lines = []
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# Include overall final score
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result_lines.append(f"[bold]Final Score:[/bold] {evaluation.score:.2f}\n")
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for critic_result in evaluation.results:
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for critic_result in evaluation.results:
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match_color = "green" if critic_result["match"] else "red"
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match_color = "green" if critic_result["match"] else "red"
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field = critic_result["field"]
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field = critic_result["field"]
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65
toolkits/math/evals/eval_arithmetic_tools.py
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65
toolkits/math/evals/eval_arithmetic_tools.py
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@ -0,0 +1,65 @@
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from arcade.core.catalog import ToolCatalog
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from arcade_arithmetic.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="Arithmetic Tools Evaluation",
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system="You are an AI assistant with access to arithmetic 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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@ -21,7 +21,10 @@ from arcade.sdk.auth import SlackUser
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)
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)
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def send_dm_to_user(
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def send_dm_to_user(
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context: ToolContext,
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context: ToolContext,
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user_name: Annotated[str, "The Slack username of the person you want to message"],
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user_name: Annotated[
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str,
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"The Slack username of the person you want to message. Slack usernames are ALWAYS lowercase.",
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],
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message: Annotated[str, "The message you want to send"],
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message: Annotated[str, "The message you want to send"],
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):
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):
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"""Send a direct message to a user in Slack."""
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"""Send a direct message to a user in Slack."""
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@ -82,7 +85,8 @@ def format_users(userListResponse: dict) -> str:
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def send_message_to_channel(
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def send_message_to_channel(
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context: ToolContext,
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context: ToolContext,
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channel_name: Annotated[
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channel_name: Annotated[
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str, "The Slack channel name where you want to send the message"
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str,
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"The Slack channel name where you want to send the message. Slack channel names are ALWAYS lowercase.",
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],
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],
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message: Annotated[str, "The message you want to send"],
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message: Annotated[str, "The message you want to send"],
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):
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):
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@ -65,8 +65,8 @@ def slack_eval_suite() -> EvalSuite:
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)
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)
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],
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],
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critics=[
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critics=[
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SimilarityCritic(critic_field="user_name", weight=0.4),
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SimilarityCritic(critic_field="user_name", weight=0.6),
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SimilarityCritic(critic_field="message", weight=0.6),
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SimilarityCritic(critic_field="message", weight=0.4),
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],
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],
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)
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)
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@ -83,8 +83,8 @@ def slack_eval_suite() -> EvalSuite:
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)
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)
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],
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],
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critics=[
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critics=[
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BinaryCritic(critic_field="user_name", weight=0.5),
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BinaryCritic(critic_field="user_name", weight=0.6),
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SimilarityCritic(critic_field="message", weight=0.5),
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SimilarityCritic(critic_field="message", weight=0.4),
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],
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],
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)
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)
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@ -102,8 +102,8 @@ def slack_eval_suite() -> EvalSuite:
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)
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)
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],
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],
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critics=[
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critics=[
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BinaryCritic(critic_field="channel_name", weight=0.5),
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BinaryCritic(critic_field="channel_name", weight=0.6),
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SimilarityCritic(critic_field="message", weight=0.5),
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SimilarityCritic(critic_field="message", weight=0.4),
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],
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],
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)
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)
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@ -165,8 +165,10 @@ def slack_eval_suite() -> EvalSuite:
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),
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),
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],
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],
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critics=[
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critics=[
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SimilarityCritic(critic_field="user_name", weight=0.4),
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SimilarityCritic(critic_field="user_name", weight=0.6),
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SimilarityCritic(critic_field="message", weight=0.6),
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SimilarityCritic(
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critic_field="message", weight=0.4, similarity_threshold=0.7
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),
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],
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],
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)
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)
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