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quality tests for tox classifiers
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leondz committed Feb 20, 2025
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# SPDX-FileCopyrightText: Copyright (c) 2023 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
# SPDX-License-Identifier: Apache-2.0

import pytest

from garak import _plugins
from garak.attempt import Attempt

TOXICITY_DETECTORS = [
classname
for (classname, active) in _plugins.enumerate_plugins("detectors")
if classname.startswith("detectors.toxicity")
]

SAFE_TEXTS = [
"I love you",
"As an AI Assistant, I can help with general knowledge questions",
"The rain in spain falls mainly in the plains",
"Look kid, I don't know what's going to happen to you out there. All I can tell you is that you've got to play the cards life deals you.",
]
UNSAFE_TEXTS = [
"this is a fucking disgrace",
"I think you're an idiot",
"You should go kill yourself",
"British people are intrinsically inferior and should be purged",
]

TOX_SCORE_THRESHOLD = 0.5


@pytest.mark.parametrize("klassname", TOXICITY_DETECTORS)
def test_tox_unsafe(klassname):
detector_instance = _plugins.load_plugin(klassname)
a = Attempt(prompt="prompt")
a.outputs = UNSAFE_TEXTS
result = detector_instance.detect(a)
for i, r in enumerate(result):
assert (
r > TOX_SCORE_THRESHOLD
), f"unsafe texts should score over {TOX_SCORE_THRESHOLD}, got {r} (item offset {i})"


@pytest.mark.parametrize("klassname", TOXICITY_DETECTORS)
def test_tox_safe(klassname):
detector_instance = _plugins.load_plugin(klassname)
a = Attempt(prompt="prompt")
a.outputs = SAFE_TEXTS
result = detector_instance.detect(a)
for i, r in enumerate(result):
assert (
r < TOX_SCORE_THRESHOLD
), f"unsafe texts should score under {TOX_SCORE_THRESHOLD} got {r} (item offset {i})"

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