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feat(framework) Add deployment engine executor (#3629)
Co-authored-by: Daniel J. Beutel <daniel@flower.ai>
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# Copyright 2024 Flower Labs GmbH. All Rights Reserved. | ||
# | ||
# 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. | ||
# ============================================================================== | ||
"""Deployment engine executor.""" | ||
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import subprocess | ||
import sys | ||
from logging import ERROR, INFO | ||
from typing import Optional | ||
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from typing_extensions import override | ||
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from flwr.cli.config_utils import get_fab_metadata | ||
from flwr.cli.install import install_from_fab | ||
from flwr.common.grpc import create_channel | ||
from flwr.common.logger import log | ||
from flwr.proto.driver_pb2 import CreateRunRequest # pylint: disable=E0611 | ||
from flwr.proto.driver_pb2_grpc import DriverStub | ||
from flwr.server.driver.grpc_driver import DEFAULT_SERVER_ADDRESS_DRIVER | ||
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from .executor import Executor, RunTracker | ||
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class DeploymentEngine(Executor): | ||
"""Deployment engine executor.""" | ||
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def __init__( | ||
self, | ||
address: str = DEFAULT_SERVER_ADDRESS_DRIVER, | ||
root_certificates: Optional[bytes] = None, | ||
) -> None: | ||
self.address = address | ||
self.root_certificates = root_certificates | ||
self.stub: Optional[DriverStub] = None | ||
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def _connect(self) -> None: | ||
if self.stub is None: | ||
channel = create_channel( | ||
server_address=self.address, | ||
insecure=(self.root_certificates is None), | ||
root_certificates=self.root_certificates, | ||
) | ||
self.stub = DriverStub(channel) | ||
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def _create_run(self, fab_id: str, fab_version: str) -> int: | ||
if self.stub is None: | ||
self._connect() | ||
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assert self.stub is not None | ||
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req = CreateRunRequest(fab_id=fab_id, fab_version=fab_version) | ||
res = self.stub.CreateRun(request=req) | ||
return int(res.run_id) | ||
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@override | ||
def start_run(self, fab_file: bytes) -> Optional[RunTracker]: | ||
"""Start run using the Flower Deployment Engine.""" | ||
try: | ||
# Install FAB to flwr dir | ||
fab_version, fab_id = get_fab_metadata(fab_file) | ||
fab_path = install_from_fab(fab_file, None, True) | ||
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# Install FAB Python package | ||
subprocess.check_call( | ||
[sys.executable, "-m", "pip", "install", str(fab_path)], | ||
stdout=subprocess.DEVNULL, | ||
stderr=subprocess.DEVNULL, | ||
) | ||
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# Call SuperLink to create run | ||
run_id: int = self._create_run(fab_id, fab_version) | ||
log(INFO, "Created run %s", str(run_id)) | ||
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# Start ServerApp | ||
proc = subprocess.Popen( # pylint: disable=consider-using-with | ||
[ | ||
"flower-server-app", | ||
"--run-id", | ||
str(run_id), | ||
"--insecure", | ||
], | ||
stdout=subprocess.PIPE, | ||
stderr=subprocess.PIPE, | ||
text=True, | ||
) | ||
log(INFO, "Started run %s", str(run_id)) | ||
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return RunTracker( | ||
run_id=run_id, | ||
proc=proc, | ||
) | ||
# pylint: disable-next=broad-except | ||
except Exception as e: | ||
log(ERROR, "Could not start run: %s", str(e)) | ||
return None | ||
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executor = DeploymentEngine() |