llama-stack-mirror/llama_stack/providers/tests/safety/fixtures.py
Ashwin Bharambe 12947ac19e
Kill "remote" providers and fix testing with a remote stack properly (#435)
# What does this PR do?

This PR kills the notion of "pure passthrough" remote providers. You
cannot specify a single provider you must specify a whole distribution
(stack) as remote.

This PR also significantly fixes / upgrades testing infrastructure so
you can now test against a remotely hosted stack server by just doing

```bash
pytest -s -v -m remote  test_agents.py \
  --inference-model=Llama3.1-8B-Instruct --safety-shield=Llama-Guard-3-1B \
  --env REMOTE_STACK_URL=http://localhost:5001
```

Also fixed `test_agents_persistence.py` (which was broken) and killed
some deprecated testing functions.

## Test Plan

All the tests.
2024-11-12 21:51:29 -08:00

123 lines
3.6 KiB
Python

# Copyright (c) Meta Platforms, Inc. and affiliates.
# All rights reserved.
#
# This source code is licensed under the terms described in the LICENSE file in
# the root directory of this source tree.
import pytest
import pytest_asyncio
from llama_stack.apis.models import ModelInput
from llama_stack.apis.shields import ShieldInput
from llama_stack.distribution.datatypes import Api, Provider
from llama_stack.providers.inline.safety.llama_guard import LlamaGuardConfig
from llama_stack.providers.inline.safety.prompt_guard import PromptGuardConfig
from llama_stack.providers.remote.safety.bedrock import BedrockSafetyConfig
from llama_stack.providers.tests.resolver import construct_stack_for_test
from ..conftest import ProviderFixture, remote_stack_fixture
from ..env import get_env_or_fail
@pytest.fixture(scope="session")
def safety_remote() -> ProviderFixture:
return remote_stack_fixture()
def safety_model_from_shield(shield_id):
if shield_id in ("Bedrock", "CodeScanner", "CodeShield"):
return None
return shield_id
@pytest.fixture(scope="session")
def safety_shield(request):
if hasattr(request, "param"):
shield_id = request.param
else:
shield_id = request.config.getoption("--safety-shield", None)
if shield_id == "bedrock":
shield_id = get_env_or_fail("BEDROCK_GUARDRAIL_IDENTIFIER")
params = {"guardrailVersion": get_env_or_fail("BEDROCK_GUARDRAIL_VERSION")}
else:
params = {}
return ShieldInput(
shield_id=shield_id,
params=params,
)
@pytest.fixture(scope="session")
def safety_llama_guard() -> ProviderFixture:
return ProviderFixture(
providers=[
Provider(
provider_id="llama-guard",
provider_type="inline::llama-guard",
config=LlamaGuardConfig().model_dump(),
)
],
)
# TODO: this is not tested yet; we would need to configure the run_shield() test
# and parametrize it with the "prompt" for testing depending on the safety fixture
# we are using.
@pytest.fixture(scope="session")
def safety_prompt_guard() -> ProviderFixture:
return ProviderFixture(
providers=[
Provider(
provider_id="prompt-guard",
provider_type="inline::prompt-guard",
config=PromptGuardConfig().model_dump(),
)
],
)
@pytest.fixture(scope="session")
def safety_bedrock() -> ProviderFixture:
return ProviderFixture(
providers=[
Provider(
provider_id="bedrock",
provider_type="remote::bedrock",
config=BedrockSafetyConfig().model_dump(),
)
],
)
SAFETY_FIXTURES = ["llama_guard", "bedrock", "remote"]
@pytest_asyncio.fixture(scope="session")
async def safety_stack(inference_model, safety_shield, request):
# We need an inference + safety fixture to test safety
fixture_dict = request.param
providers = {}
provider_data = {}
for key in ["inference", "safety"]:
fixture = request.getfixturevalue(f"{key}_{fixture_dict[key]}")
providers[key] = fixture.providers
if fixture.provider_data:
provider_data.update(fixture.provider_data)
test_stack = await construct_stack_for_test(
[Api.safety, Api.shields, Api.inference],
providers,
provider_data,
models=[ModelInput(model_id=inference_model)],
shields=[safety_shield],
)
shield = await test_stack.impls[Api.shields].get_shield(safety_shield.shield_id)
return test_stack.impls[Api.safety], test_stack.impls[Api.shields], shield