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.
This commit is contained in:
Ashwin Bharambe 2024-11-12 21:51:29 -08:00 committed by GitHub
parent 59a65e34d3
commit 12947ac19e
No known key found for this signature in database
GPG key ID: B5690EEEBB952194
28 changed files with 406 additions and 519 deletions

View file

@ -66,14 +66,14 @@ def pytest_configure(config):
def pytest_addoption(parser):
parser.addoption(
"--safety-model",
"--safety-shield",
action="store",
default=None,
help="Specify the safety model to use for testing",
help="Specify the safety shield to use for testing",
)
SAFETY_MODEL_PARAMS = [
SAFETY_SHIELD_PARAMS = [
pytest.param("Llama-Guard-3-1B", marks=pytest.mark.guard_1b, id="guard_1b"),
]
@ -83,13 +83,13 @@ def pytest_generate_tests(metafunc):
# But a user can also pass in a custom combination via the CLI by doing
# `--providers inference=together,safety=meta_reference`
if "safety_model" in metafunc.fixturenames:
model = metafunc.config.getoption("--safety-model")
if model:
params = [pytest.param(model, id="")]
if "safety_shield" in metafunc.fixturenames:
shield_id = metafunc.config.getoption("--safety-shield")
if shield_id:
params = [pytest.param(shield_id, id="")]
else:
params = SAFETY_MODEL_PARAMS
for fixture in ["inference_model", "safety_model"]:
params = SAFETY_SHIELD_PARAMS
for fixture in ["inference_model", "safety_shield"]:
metafunc.parametrize(
fixture,
params,

View file

@ -16,7 +16,7 @@ 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 resolve_impls_for_test_v2
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
@ -27,19 +27,38 @@ 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_model(request):
def safety_shield(request):
if hasattr(request, "param"):
return request.param
return request.config.getoption("--safety-model", None)
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(safety_model) -> ProviderFixture:
def safety_llama_guard() -> ProviderFixture:
return ProviderFixture(
providers=[
Provider(
provider_id="inline::llama-guard",
provider_id="llama-guard",
provider_type="inline::llama-guard",
config=LlamaGuardConfig().model_dump(),
)
@ -55,7 +74,7 @@ def safety_prompt_guard() -> ProviderFixture:
return ProviderFixture(
providers=[
Provider(
provider_id="inline::prompt-guard",
provider_id="prompt-guard",
provider_type="inline::prompt-guard",
config=PromptGuardConfig().model_dump(),
)
@ -80,50 +99,25 @@ SAFETY_FIXTURES = ["llama_guard", "bedrock", "remote"]
@pytest_asyncio.fixture(scope="session")
async def safety_stack(inference_model, safety_model, request):
async def safety_stack(inference_model, safety_shield, request):
# We need an inference + safety fixture to test safety
fixture_dict = request.param
inference_fixture = request.getfixturevalue(
f"inference_{fixture_dict['inference']}"
)
safety_fixture = request.getfixturevalue(f"safety_{fixture_dict['safety']}")
providers = {
"inference": inference_fixture.providers,
"safety": safety_fixture.providers,
}
providers = {}
provider_data = {}
if inference_fixture.provider_data:
provider_data.update(inference_fixture.provider_data)
if safety_fixture.provider_data:
provider_data.update(safety_fixture.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)
shield_provider_type = safety_fixture.providers[0].provider_type
shield_input = get_shield_to_register(shield_provider_type, safety_model)
print(f"inference_model: {inference_model}")
print(f"shield_input = {shield_input}")
impls = await resolve_impls_for_test_v2(
test_stack = await construct_stack_for_test(
[Api.safety, Api.shields, Api.inference],
providers,
provider_data,
models=[ModelInput(model_id=inference_model)],
shields=[shield_input],
shields=[safety_shield],
)
shield = await impls[Api.shields].get_shield(shield_input.shield_id)
return impls[Api.safety], impls[Api.shields], shield
def get_shield_to_register(provider_type: str, safety_model: str) -> ShieldInput:
if provider_type == "remote::bedrock":
identifier = get_env_or_fail("BEDROCK_GUARDRAIL_IDENTIFIER")
params = {"guardrailVersion": get_env_or_fail("BEDROCK_GUARDRAIL_VERSION")}
else:
params = {}
identifier = safety_model
return ShieldInput(
shield_id=identifier,
params=params,
)
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

View file

@ -18,13 +18,6 @@ from llama_stack.distribution.datatypes import * # noqa: F403
class TestSafety:
@pytest.mark.asyncio
async def test_new_shield(self, safety_stack):
_, shields_impl, shield = safety_stack
assert shield is not None
assert shield.provider_resource_id == shield.identifier
assert shield.provider_id is not None
@pytest.mark.asyncio
async def test_shield_list(self, safety_stack):
_, shields_impl, _ = safety_stack