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# SPDX-FileCopyrightText: Copyright (c) 2023-2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
# SPDX-License-Identifier: Apache-2.0
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
"""Unit tests for rails_manager module.
Tests the RailsManager orchestration layer: init, sequential/parallel
execution, and integration with RailAction subclasses via model mocks.
Rail-specific logic (prompt rendering, parsing) is tested in the
individual iorails_actions test files.
"""
import json
from unittest.mock import AsyncMock, patch
import pytest
from nemoguardrails.guardrails.engine_registry import EngineRegistry
from nemoguardrails.guardrails.rails_manager import RailsManager
from nemoguardrails.llm.taskmanager import LLMTaskManager
from nemoguardrails.rails.llm.config import RailsConfig
from nemoguardrails.types import LLMResponse
from tests.guardrails.test_data import (
CONTENT_SAFETY_CONFIG,
NEMOGUARDS_CONFIG,
NEMOGUARDS_PARALLEL_CONFIG,
NEMOGUARDS_PARALLEL_INPUT_CONFIG,
NEMOGUARDS_PARALLEL_OUTPUT_CONFIG,
TOPIC_SAFETY_CONFIG,
)
SAFE_INPUT_JSON = json.dumps({"User Safety": "safe"})
UNSAFE_INPUT_JSON = json.dumps({"User Safety": "unsafe", "Violated Categories": "S1: Violence"})
SAFE_OUTPUT_JSON = json.dumps({"User Safety": "safe", "Response Safety": "safe"})
UNSAFE_OUTPUT_JSON = json.dumps(
{
"User Safety": "safe",
"Response Safety": "unsafe",
"Violated Categories": "S17: Malware",
}
)
MESSAGES = [{"role": "user", "content": "hello"}]
def _make_rails_manager(config: RailsConfig, engine_registry: EngineRegistry | None = None) -> RailsManager:
"""Build a RailsManager from a RailsConfig, extracting the narrow params."""
if engine_registry is None:
engine_registry = EngineRegistry(config.models, config.rails.config)
return RailsManager(
engine_registry=engine_registry,
task_manager=LLMTaskManager(config),
input_flows=config.rails.input.flows,
output_flows=config.rails.output.flows,
input_parallel=config.rails.input.parallel or False,
output_parallel=config.rails.output.parallel or False,
)
@pytest.fixture
def content_safety_rails_config():
return RailsConfig.from_content(config=CONTENT_SAFETY_CONFIG)
@pytest.fixture
def content_safety_engine_registry(content_safety_rails_config):
return EngineRegistry(content_safety_rails_config.models, content_safety_rails_config.rails.config)
@pytest.fixture
def content_safety_rails_manager(content_safety_rails_config, content_safety_engine_registry):
return _make_rails_manager(content_safety_rails_config, content_safety_engine_registry)
@pytest.fixture
def nemoguards_rails_config():
return RailsConfig.from_content(config=NEMOGUARDS_CONFIG)
@pytest.fixture
def nemoguards_engine_registry(nemoguards_rails_config):
return EngineRegistry(nemoguards_rails_config.models, nemoguards_rails_config.rails.config)
@pytest.fixture
def nemoguards_rails_manager(nemoguards_rails_config, nemoguards_engine_registry):
return _make_rails_manager(nemoguards_rails_config, nemoguards_engine_registry)
@pytest.fixture
def topic_safety_rails_config():
return RailsConfig.from_content(config=TOPIC_SAFETY_CONFIG)
@pytest.fixture
def topic_safety_engine_registry(topic_safety_rails_config):
return EngineRegistry(topic_safety_rails_config.models, topic_safety_rails_config.rails.config)
@pytest.fixture
def topic_safety_rails_manager(topic_safety_rails_config, topic_safety_engine_registry):
return _make_rails_manager(topic_safety_rails_config, topic_safety_engine_registry)
@pytest.fixture
def parallel_input_rails_manager():
config = RailsConfig.from_content(config=NEMOGUARDS_PARALLEL_INPUT_CONFIG)
return _make_rails_manager(config)
@pytest.fixture
def parallel_output_rails_manager():
config = RailsConfig.from_content(config=NEMOGUARDS_PARALLEL_OUTPUT_CONFIG)
return _make_rails_manager(config)
@pytest.fixture
def parallel_rails_manager():
config = RailsConfig.from_content(config=NEMOGUARDS_PARALLEL_CONFIG)
return _make_rails_manager(config)
# --- Init tests ---
class TestRailsManagerInit:
"""Test flows and actions are correctly set up from config."""
def test_input_flows_populated(self, content_safety_rails_manager):
assert "content safety check input $model=content_safety" in content_safety_rails_manager.input_flows
def test_output_flows_populated(self, content_safety_rails_manager):
assert "content safety check output $model=content_safety" in content_safety_rails_manager.output_flows
@patch.dict("os.environ", {"NVIDIA_API_KEY": "test-key"})
def test_empty_rails_config(self):
config = RailsConfig.from_content(config={"models": []})
mgr = _make_rails_manager(config)
assert mgr.input_flows == []
assert mgr.output_flows == []
def test_unsupported_flow_raises(self):
config_with_unknown = {
**CONTENT_SAFETY_CONFIG,
"rails": {"input": {"flows": ["unknown rail $model=content_safety"]}},
}
with pytest.raises(RuntimeError, match="not supported"):
config = RailsConfig.from_content(config=config_with_unknown)
_make_rails_manager(config)
def test_actions_created_for_flows(self, content_safety_rails_manager):
assert "content safety check input $model=content_safety" in content_safety_rails_manager._actions
assert "content safety check output $model=content_safety" in content_safety_rails_manager._actions
def test_nemoguards_actions_created(self, nemoguards_rails_manager):
assert "content safety check input $model=content_safety" in nemoguards_rails_manager._actions
assert "content safety check output $model=content_safety" in nemoguards_rails_manager._actions
assert "topic safety check input $model=topic_control" in nemoguards_rails_manager._actions
assert "jailbreak detection model" in nemoguards_rails_manager._actions
# --- Sequential input/output tests ---
class TestIsInputSafe:
"""Test is_input_safe with sequential execution."""
@pytest.mark.asyncio
async def test_safe(self, content_safety_rails_manager):
content_safety_rails_manager.engine_registry.model_call = AsyncMock(
return_value=LLMResponse(content=SAFE_INPUT_JSON)
)
result = await content_safety_rails_manager.is_input_safe(MESSAGES)
assert result.is_safe
@pytest.mark.asyncio
async def test_unsafe(self, content_safety_rails_manager):
content_safety_rails_manager.engine_registry.model_call = AsyncMock(
return_value=LLMResponse(content=UNSAFE_INPUT_JSON)
)
result = await content_safety_rails_manager.is_input_safe(MESSAGES)
assert not result.is_safe
assert "Violence" in result.reason
@pytest.mark.asyncio
async def test_no_flows_returns_safe(self, content_safety_rails_manager):
content_safety_rails_manager.input_flows = []
result = await content_safety_rails_manager.is_input_safe(MESSAGES)
assert result.is_safe
@pytest.mark.asyncio
async def test_model_error_returns_unsafe(self, content_safety_rails_manager):
content_safety_rails_manager.engine_registry.model_call = AsyncMock(side_effect=RuntimeError("timeout"))
result = await content_safety_rails_manager.is_input_safe(MESSAGES)
assert not result.is_safe
assert "error" in result.reason.lower()
class TestIsOutputSafe:
"""Test is_output_safe with sequential execution."""
@pytest.mark.asyncio
async def test_safe(self, content_safety_rails_manager):
content_safety_rails_manager.engine_registry.model_call = AsyncMock(
return_value=LLMResponse(content=SAFE_OUTPUT_JSON)
)
result = await content_safety_rails_manager.is_output_safe(MESSAGES, "response")
assert result.is_safe
@pytest.mark.asyncio
async def test_unsafe(self, content_safety_rails_manager):
content_safety_rails_manager.engine_registry.model_call = AsyncMock(
return_value=LLMResponse(content=UNSAFE_OUTPUT_JSON)
)
result = await content_safety_rails_manager.is_output_safe(MESSAGES, "bad response")
assert not result.is_safe
assert "S17: Malware" in result.reason
@pytest.mark.asyncio
async def test_no_flows_returns_safe(self, content_safety_rails_manager):
content_safety_rails_manager.output_flows = []
result = await content_safety_rails_manager.is_output_safe(MESSAGES, "response")
assert result.is_safe
@pytest.mark.asyncio
async def test_model_error_returns_unsafe(self, content_safety_rails_manager):
content_safety_rails_manager.engine_registry.model_call = AsyncMock(side_effect=RuntimeError("fail"))
result = await content_safety_rails_manager.is_output_safe(MESSAGES, "response")
assert not result.is_safe
# --- Multi-rail sequential tests (nemoguards config: content + topic + jailbreak) ---
class TestSequentialMultiRail:
"""Test sequential execution with multiple rails."""
@pytest.mark.asyncio
async def test_all_safe(self, nemoguards_rails_manager):
nemoguards_rails_manager.engine_registry.model_call = AsyncMock(
return_value=LLMResponse(content=SAFE_INPUT_JSON)
)
nemoguards_rails_manager.engine_registry.api_call = AsyncMock(return_value={"jailbreak": False, "score": 0.01})
result = await nemoguards_rails_manager.is_input_safe(MESSAGES)
assert result.is_safe
@pytest.mark.asyncio
async def test_first_rail_blocks(self, nemoguards_rails_manager):
"""Content safety blocks -> topic safety and jailbreak never called."""
nemoguards_rails_manager.engine_registry.model_call = AsyncMock(
return_value=LLMResponse(content=UNSAFE_INPUT_JSON)
)
nemoguards_rails_manager.engine_registry.api_call = AsyncMock()
result = await nemoguards_rails_manager.is_input_safe(MESSAGES)
assert not result.is_safe
# Jailbreak API should not have been called (short-circuit)
nemoguards_rails_manager.engine_registry.api_call.assert_not_awaited()
@pytest.mark.asyncio
async def test_jailbreak_blocks(self, nemoguards_rails_manager):
"""Content and topic pass, jailbreak blocks."""
nemoguards_rails_manager.engine_registry.model_call = AsyncMock(
return_value=LLMResponse(content=SAFE_INPUT_JSON)
)
nemoguards_rails_manager.engine_registry.api_call = AsyncMock(return_value={"jailbreak": True, "score": 0.95})
result = await nemoguards_rails_manager.is_input_safe(MESSAGES)
assert not result.is_safe
assert "0.95" in result.reason
# --- Topic safety via is_input_safe ---
class TestTopicSafetyIsInputSafe:
"""Test topic safety via the public is_input_safe method."""
@pytest.mark.asyncio
async def test_on_topic(self, topic_safety_rails_manager):
topic_safety_rails_manager.engine_registry.model_call = AsyncMock(return_value=LLMResponse(content="on-topic"))
result = await topic_safety_rails_manager.is_input_safe(MESSAGES)
assert result.is_safe
@pytest.mark.asyncio
async def test_off_topic(self, topic_safety_rails_manager):
topic_safety_rails_manager.engine_registry.model_call = AsyncMock(return_value=LLMResponse(content="off-topic"))
result = await topic_safety_rails_manager.is_input_safe(MESSAGES)
assert not result.is_safe
assert "off-topic" in result.reason
@pytest.mark.asyncio
async def test_model_error(self, topic_safety_rails_manager):
topic_safety_rails_manager.engine_registry.model_call = AsyncMock(side_effect=RuntimeError("timeout"))
result = await topic_safety_rails_manager.is_input_safe(MESSAGES)
assert not result.is_safe
# --- Jailbreak detection via is_input_safe ---
class TestJailbreakDetectionIsInputSafe:
"""Test jailbreak detection via the public is_input_safe method (nemoguards config)."""
@pytest.mark.asyncio
async def test_safe(self, nemoguards_rails_manager):
nemoguards_rails_manager.engine_registry.model_call = AsyncMock(
return_value=LLMResponse(content=SAFE_INPUT_JSON)
)
nemoguards_rails_manager.engine_registry.api_call = AsyncMock(return_value={"jailbreak": False, "score": -0.99})
result = await nemoguards_rails_manager.is_input_safe(MESSAGES)
assert result.is_safe
@pytest.mark.asyncio
async def test_jailbreak_detected(self, nemoguards_rails_manager):
nemoguards_rails_manager.engine_registry.model_call = AsyncMock(
return_value=LLMResponse(content=SAFE_INPUT_JSON)
)
nemoguards_rails_manager.engine_registry.api_call = AsyncMock(return_value={"jailbreak": True, "score": 0.92})
result = await nemoguards_rails_manager.is_input_safe(MESSAGES)
assert not result.is_safe
@pytest.mark.asyncio
async def test_api_error(self, nemoguards_rails_manager):
nemoguards_rails_manager.engine_registry.model_call = AsyncMock(
return_value=LLMResponse(content=SAFE_INPUT_JSON)
)
nemoguards_rails_manager.engine_registry.api_call = AsyncMock(side_effect=RuntimeError("connection refused"))
result = await nemoguards_rails_manager.is_input_safe(MESSAGES)
assert not result.is_safe
# --- Parallel init ---
class TestParallelInit:
"""Test that parallel flags are correctly stored from config."""
def test_parallel_false_by_default(self, content_safety_rails_manager):
assert not content_safety_rails_manager.input_parallel
assert not content_safety_rails_manager.output_parallel
def test_parallel_input_true(self, parallel_input_rails_manager):
assert parallel_input_rails_manager.input_parallel
assert not parallel_input_rails_manager.output_parallel
def test_parallel_output_true(self, parallel_output_rails_manager):
assert not parallel_output_rails_manager.input_parallel
assert parallel_output_rails_manager.output_parallel
def test_parallel_both(self, parallel_rails_manager):
assert parallel_rails_manager.input_parallel
assert parallel_rails_manager.output_parallel
# --- Parallel input ---
class TestParallelIsInputSafe:
"""Test parallel input rail execution."""
@pytest.mark.asyncio
async def test_all_safe(self, parallel_input_rails_manager):
parallel_input_rails_manager.engine_registry.model_call = AsyncMock(
return_value=LLMResponse(content=SAFE_INPUT_JSON)
)
parallel_input_rails_manager.engine_registry.api_call = AsyncMock(
return_value={"jailbreak": False, "score": 0.01}
)
result = await parallel_input_rails_manager.is_input_safe(MESSAGES)
assert result.is_safe
@pytest.mark.asyncio
async def test_one_unsafe(self, parallel_input_rails_manager):
parallel_input_rails_manager.engine_registry.model_call = AsyncMock(
return_value=LLMResponse(content=UNSAFE_INPUT_JSON)
)
parallel_input_rails_manager.engine_registry.api_call = AsyncMock(
return_value={"jailbreak": False, "score": 0.01}
)
result = await parallel_input_rails_manager.is_input_safe(MESSAGES)
assert not result.is_safe
@pytest.mark.asyncio
async def test_empty_flows(self, parallel_input_rails_manager):
parallel_input_rails_manager.input_flows = []
result = await parallel_input_rails_manager.is_input_safe(MESSAGES)
assert result.is_safe
@pytest.mark.asyncio
async def test_model_error(self, parallel_input_rails_manager):
parallel_input_rails_manager.engine_registry.model_call = AsyncMock(side_effect=RuntimeError("fail"))
parallel_input_rails_manager.engine_registry.api_call = AsyncMock(
return_value={"jailbreak": False, "score": 0.01}
)
result = await parallel_input_rails_manager.is_input_safe(MESSAGES)
assert not result.is_safe
# --- Parallel output ---
class TestParallelIsOutputSafe:
"""Test parallel output rail execution."""
@pytest.mark.asyncio
async def test_all_safe(self, parallel_output_rails_manager):
parallel_output_rails_manager.engine_registry.model_call = AsyncMock(
return_value=LLMResponse(content=SAFE_OUTPUT_JSON)
)
result = await parallel_output_rails_manager.is_output_safe(MESSAGES, "response")
assert result.is_safe
@pytest.mark.asyncio
async def test_one_unsafe(self, parallel_output_rails_manager):
parallel_output_rails_manager.engine_registry.model_call = AsyncMock(
return_value=LLMResponse(content=UNSAFE_OUTPUT_JSON)
)
result = await parallel_output_rails_manager.is_output_safe(MESSAGES, "bad response")
assert not result.is_safe
@pytest.mark.asyncio
async def test_empty_flows(self, parallel_output_rails_manager):
parallel_output_rails_manager.output_flows = []
result = await parallel_output_rails_manager.is_output_safe(MESSAGES, "response")
assert result.is_safe
# --- Parallel both directions ---
class TestParallelBothDirections:
"""Test with both input and output parallel enabled."""
@pytest.mark.asyncio
async def test_both_safe(self, parallel_rails_manager):
parallel_rails_manager.engine_registry.model_call = AsyncMock(return_value=LLMResponse(content=SAFE_INPUT_JSON))
parallel_rails_manager.engine_registry.api_call = AsyncMock(return_value={"jailbreak": False, "score": 0.01})
input_result = await parallel_rails_manager.is_input_safe(MESSAGES)
assert input_result.is_safe
parallel_rails_manager.engine_registry.model_call = AsyncMock(
return_value=LLMResponse(content=SAFE_OUTPUT_JSON)
)
output_result = await parallel_rails_manager.is_output_safe(MESSAGES, "response")
assert output_result.is_safe
@pytest.mark.asyncio
async def test_input_unsafe(self, parallel_rails_manager):
parallel_rails_manager.engine_registry.model_call = AsyncMock(
return_value=LLMResponse(content=UNSAFE_INPUT_JSON)
)
parallel_rails_manager.engine_registry.api_call = AsyncMock(return_value={"jailbreak": False, "score": 0.01})
result = await parallel_rails_manager.is_input_safe(MESSAGES)
assert not result.is_safe
@pytest.mark.asyncio
async def test_output_unsafe(self, parallel_rails_manager):
parallel_rails_manager.engine_registry.model_call = AsyncMock(
return_value=LLMResponse(content=UNSAFE_OUTPUT_JSON)
)
result = await parallel_rails_manager.is_output_safe(MESSAGES, "response")
assert not result.is_safe