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275
tests/integration/container_workload/pool_image_test.py
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# stdlib | ||
from textwrap import dedent | ||
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# third party | ||
from faker import Faker | ||
import numpy as np | ||
import pytest | ||
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# syft absolute | ||
import syft as sy | ||
from syft.client.domain_client import DomainClient | ||
from syft.custom_worker.config import DockerWorkerConfig | ||
from syft.service.request.request import Request | ||
from syft.service.response import SyftSuccess | ||
from syft.service.worker.worker_image import SyftWorkerImage | ||
from syft.service.worker.worker_pool import SyftWorker | ||
from syft.service.worker.worker_pool import WorkerPool | ||
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@pytest.mark.container_workload | ||
def test_image_build(domain_1_port) -> None: | ||
domain_client: DomainClient = sy.login( | ||
port=domain_1_port, email="info@openmined.org", password="changethis" | ||
) | ||
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# Submit Docker Worker Config | ||
docker_config_rl = """ | ||
FROM openmined/grid-backend:0.8.4-beta.12 | ||
RUN pip install recordlinkage | ||
""" | ||
docker_config = DockerWorkerConfig(dockerfile=docker_config_rl) | ||
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# Submit Worker Image | ||
submit_result = domain_client.api.services.worker_image.submit_dockerfile( | ||
docker_config=docker_config | ||
) | ||
assert isinstance(submit_result, SyftSuccess) | ||
assert len(domain_client.images.get_all()) == 2 | ||
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# Validate if we can get the worker image object from its config | ||
workerimage = domain_client.api.services.worker_image.get_by_config(docker_config) | ||
assert not isinstance(workerimage, sy.SyftError) | ||
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# Build docker image | ||
tag_version = sy.UID().short() | ||
docker_tag = f"openmined/custom-worker-rl:{tag_version}" | ||
docker_build_result = domain_client.api.services.worker_image.build( | ||
image_uid=workerimage.id, | ||
tag=docker_tag, | ||
) | ||
assert isinstance(docker_build_result, SyftSuccess) | ||
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# Refresh the worker image object | ||
workerimage = domain_client.images.get_by_uid(workerimage.id) | ||
assert not isinstance(workerimage, sy.SyftSuccess) | ||
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assert workerimage.is_built | ||
assert workerimage.image_identifier is not None | ||
assert workerimage.image_identifier.repo_with_tag == docker_tag | ||
assert workerimage.image_hash is not None | ||
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# Delete image | ||
delete_result = domain_client.api.services.worker_image.remove(uid=workerimage.id) | ||
assert isinstance(delete_result, sy.SyftSuccess) | ||
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# Validate the image is successfully deleted | ||
assert len(domain_client.images.get_all()) == 1 | ||
workerimage = domain_client.images.get_all()[0] | ||
assert workerimage.config != docker_config | ||
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@pytest.mark.container_workload | ||
def test_pool_launch(domain_1_port) -> None: | ||
domain_client: DomainClient = sy.login( | ||
port=domain_1_port, email="info@openmined.org", password="changethis" | ||
) | ||
assert len(domain_client.worker_pools.get_all()) == 1 | ||
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# Submit Docker Worker Config | ||
docker_config_opendp = """ | ||
FROM openmined/grid-backend:0.8.4-beta.12 | ||
RUN pip install opendp | ||
""" | ||
docker_config = DockerWorkerConfig(dockerfile=docker_config_opendp) | ||
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# Submit Worker Image | ||
submit_result = domain_client.api.services.worker_image.submit_dockerfile( | ||
docker_config=docker_config | ||
) | ||
assert isinstance(submit_result, SyftSuccess) | ||
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worker_image = domain_client.api.services.worker_image.get_by_config(docker_config) | ||
assert not isinstance(worker_image, sy.SyftError) | ||
assert worker_image is not None | ||
assert not worker_image.is_built | ||
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# Build docker image | ||
tag_version = sy.UID().short() | ||
docker_tag = f"openmined/custom-worker-opendp:{tag_version}" | ||
docker_build_result = domain_client.api.services.worker_image.build( | ||
image_uid=worker_image.id, | ||
tag=docker_tag, | ||
) | ||
assert isinstance(docker_build_result, SyftSuccess) | ||
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# Launch a worker pool | ||
pool_version = sy.UID().short() | ||
worker_pool_name = f"custom_worker_pool_ver{pool_version}" | ||
worker_pool_res = domain_client.api.services.worker_pool.launch( | ||
name=worker_pool_name, | ||
image_uid=worker_image.id, | ||
num_workers=3, | ||
) | ||
assert len(worker_pool_res) == 3 | ||
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assert all(worker.error is None for worker in worker_pool_res) | ||
assert len(domain_client.worker_pools.get_all()) == 2 | ||
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worker_pool = domain_client.worker_pools[worker_pool_name] | ||
assert len(worker_pool.worker_list) == 3 | ||
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workers = worker_pool.workers | ||
assert len(workers) == 3 | ||
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for worker in workers: | ||
assert worker.worker_pool_name == worker_pool_name | ||
assert worker.image.id == worker_image.id | ||
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assert len(worker_pool.healthy_workers) == 3 | ||
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# Grab the first worker | ||
first_worker = workers[0] | ||
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# Check worker Logs | ||
logs = domain_client.api.services.worker.logs(uid=first_worker.id) | ||
assert not isinstance(logs, sy.SyftError) | ||
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# Check for worker status | ||
status_res = domain_client.api.services.worker.status(uid=first_worker.id) | ||
assert not isinstance(status_res, sy.SyftError) | ||
assert isinstance(status_res, tuple) | ||
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# Delete the pool's workers | ||
for worker in worker_pool.workers: | ||
res = domain_client.api.services.worker.delete(uid=worker.id, force=True) | ||
assert isinstance(res, sy.SyftSuccess) | ||
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# TODO: delete the launched pool | ||
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# Clean the build images | ||
delete_result = domain_client.api.services.worker_image.remove(uid=worker_image.id) | ||
assert isinstance(delete_result, sy.SyftSuccess) | ||
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@pytest.mark.container_workload | ||
def test_pool_image_creation_job_requests(domain_1_port) -> None: | ||
""" | ||
Test register ds client, ds requests to create an image and pool creation, | ||
do approves, then ds creates a function attached to the worker pool, then creates another | ||
request. DO approves and runs the function | ||
""" | ||
# construct a root client and data scientist client for the test domain | ||
domain_client: DomainClient = sy.login( | ||
port=domain_1_port, email="info@openmined.org", password="changethis" | ||
) | ||
fake = Faker() | ||
ds_username = fake.user_name() | ||
ds_email = ds_username + "@example.com" | ||
res = domain_client.register( | ||
name=ds_username, | ||
email=ds_email, | ||
password="secret_pw", | ||
password_verify="secret_pw", | ||
) | ||
assert isinstance(res, SyftSuccess) | ||
ds_client = sy.login(email=ds_email, password="secret_pw", port=domain_1_port) | ||
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# the DS makes a request to create an image and a pool based on the image | ||
docker_config_np = """ | ||
FROM openmined/grid-backend:0.8.4-beta.12 | ||
RUN pip install numpy | ||
""" | ||
docker_config = DockerWorkerConfig(dockerfile=docker_config_np) | ||
tag_version = sy.UID().short() | ||
docker_tag = f"openmined/custom-worker-np:{tag_version}" | ||
pool_version = sy.UID().short() | ||
worker_pool_name = f"custom_worker_pool_ver{pool_version}" | ||
request = ds_client.api.services.worker_pool.create_image_and_pool_request( | ||
pool_name=worker_pool_name, | ||
num_workers=1, | ||
tag=docker_tag, | ||
config=docker_config, | ||
reason="I want to do some more cool data science with PySyft and Recordlinkage", | ||
) | ||
assert isinstance(request, Request) | ||
assert len(request.changes) == 2 | ||
assert request.changes[0].config == docker_config | ||
assert request.changes[1].num_workers == 1 | ||
assert request.changes[1].pool_name == worker_pool_name | ||
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# the domain client approve the request, so the image should be built | ||
# and the worker pool should be launched | ||
for r in domain_client.requests: | ||
if r.id == request.id: | ||
req_result = r.approve() | ||
break | ||
assert isinstance(req_result, SyftSuccess) | ||
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launched_pool = ds_client.api.services.worker_pool.get_by_name(worker_pool_name) | ||
assert isinstance(launched_pool, WorkerPool) | ||
assert launched_pool.name == worker_pool_name | ||
assert len(launched_pool.worker_list) == 1 | ||
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worker: SyftWorker = launched_pool.workers[0] | ||
assert launched_pool.name in worker.name | ||
assert worker.status.value == "Pending" | ||
assert worker.healthcheck.value == "✅" | ||
# assert worker.consumer_state.value == "Idle" | ||
assert isinstance(worker.logs, str) | ||
assert worker.job_id is None | ||
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built_image = ds_client.api.services.worker_image.get_by_config(docker_config) | ||
assert isinstance(built_image, SyftWorkerImage) | ||
assert built_image.id == launched_pool.image.id | ||
assert worker.image.id == built_image.id | ||
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# Dataset | ||
data = np.array([1, 2, 3]) | ||
data_action_obj = sy.ActionObject.from_obj(data) | ||
data_pointer = domain_client.api.services.action.set(data_action_obj) | ||
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# Function | ||
@sy.syft_function( | ||
input_policy=sy.ExactMatch(x=data_pointer), | ||
output_policy=sy.SingleExecutionExactOutput(), | ||
worker_pool_name=launched_pool.name, | ||
) | ||
def custom_worker_func(x): | ||
return {"y": x + 1} | ||
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custom_worker_func.code = dedent(custom_worker_func.code) | ||
assert custom_worker_func.worker_pool_name == launched_pool.name | ||
# Request code execution | ||
code_request = ds_client.code.request_code_execution(custom_worker_func) | ||
assert isinstance(code_request, Request) | ||
assert code_request.status.value == 0 # pending | ||
for r in domain_client.requests: | ||
if r.id == code_request.id: | ||
code_req_result = r.approve(approve_nested=True) | ||
break | ||
assert isinstance(code_req_result, SyftSuccess) | ||
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job = ds_client.code.custom_worker_func(x=data_pointer, blocking=False) | ||
assert job.status.value == "created" | ||
job.wait() | ||
assert job.status.value == "completed" | ||
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job = domain_client.jobs[-1] | ||
assert job.job_worker_id == worker.id | ||
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# Validate the result received from the syft function | ||
result = job.wait().get() | ||
result_matches = result["y"] == data + 1 | ||
assert result_matches.all() | ||
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# Delete the workers of the launched pools | ||
for worker in launched_pool.workers: | ||
res = domain_client.api.services.worker.delete(uid=worker.id, force=True) | ||
assert isinstance(res, sy.SyftSuccess) | ||
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# TODO: delete the launched pool | ||
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# Clean the build images | ||
delete_result = domain_client.api.services.worker_image.remove(uid=built_image.id) | ||
assert isinstance(delete_result, sy.SyftSuccess) |
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