# Copyright 2021 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.
# ==============================================================================
"""Flower Simulation process."""
import argparse
from logging import DEBUG, ERROR, INFO
from queue import Queue
from time import sleep
from typing import Optional
from flwr.cli.config_utils import get_fab_metadata
from flwr.cli.install import install_from_fab
from flwr.common import EventType
from flwr.common.args import try_obtain_root_certificates
from flwr.common.config import (
get_flwr_dir,
get_fused_config_from_dir,
get_project_config,
get_project_dir,
unflatten_dict,
)
from flwr.common.constant import Status, SubStatus
from flwr.common.logger import (
log,
mirror_output_to_queue,
restore_output,
start_log_uploader,
stop_log_uploader,
)
from flwr.common.serde import (
configs_record_from_proto,
context_from_proto,
fab_from_proto,
run_from_proto,
run_status_to_proto,
)
from flwr.common.typing import RunStatus
from flwr.proto.run_pb2 import ( # pylint: disable=E0611
GetFederationOptionsRequest,
GetFederationOptionsResponse,
UpdateRunStatusRequest,
)
from flwr.proto.simulationio_pb2 import ( # pylint: disable=E0611
PullSimulationInputsRequest,
PullSimulationInputsResponse,
PushSimulationOutputsRequest,
)
from flwr.server.superlink.fleet.vce.backend.backend import BackendConfig
from flwr.simulation.run_simulation import _run_simulation
from flwr.simulation.simulationio_connection import SimulationIoConnection
def flwr_simulation() -> None:
"""Run process-isolated Flower Simulation."""
# Capture stdout/stderr
log_queue: Queue[Optional[str]] = Queue()
mirror_output_to_queue(log_queue)
parser = argparse.ArgumentParser(
description="Run a Flower Simulation",
)
parser.add_argument(
"--superlink",
type=str,
help="Address of SuperLink's SimulationIO API",
)
parser.add_argument(
"--run-once",
action="store_true",
help="When set, this process will start a single simulation "
"for a pending Run. If no pending run the process will exit. ",
)
parser.add_argument(
"--flwr-dir",
default=None,
help="""The path containing installed Flower Apps.
By default, this value is equal to:
- `$FLWR_HOME/` if `$FLWR_HOME` is defined
- `$XDG_DATA_HOME/.flwr/` if `$XDG_DATA_HOME` is defined
- `$HOME/.flwr/` in all other cases
""",
)
parser.add_argument(
"--insecure",
action="store_true",
help="Run the server without HTTPS, regardless of whether certificate "
"paths are provided. By default, the server runs with HTTPS enabled. "
"Use this flag only if you understand the risks.",
)
parser.add_argument(
"--root-certificates",
metavar="ROOT_CERT",
type=str,
help="Specifies the path to the PEM-encoded root certificate file for "
"establishing secure HTTPS connections.",
)
args = parser.parse_args()
log(INFO, "Starting Flower Simulation")
certificates = try_obtain_root_certificates(args, args.superlink)
log(
DEBUG,
"Staring isolated `Simulation` connected to SuperLink DriverAPI at %s",
args.superlink,
)
run_simulation_process(
simulationio_api_address=args.superlink,
log_queue=log_queue,
run_once=args.run_once,
flwr_dir_=args.flwr_dir,
certificates=certificates,
)
# Restore stdout/stderr
restore_output()
[문서]
def run_simulation_process( # pylint: disable=R0914, disable=W0212, disable=R0915
simulationio_api_address: str,
log_queue: Queue[Optional[str]],
run_once: bool,
flwr_dir_: Optional[str] = None,
certificates: Optional[bytes] = None,
) -> None:
"""Run Flower Simulation process."""
conn = SimulationIoConnection(
simulationio_service_address=simulationio_api_address,
root_certificates=certificates,
)
# Resolve directory where FABs are installed
flwr_dir = get_flwr_dir(flwr_dir_)
log_uploader = None
while True:
try:
# Pull SimulationInputs from LinkState
req = PullSimulationInputsRequest()
res: PullSimulationInputsResponse = conn._stub.PullSimulationInputs(req)
if not res.HasField("run"):
sleep(3)
run_status = None
continue
context = context_from_proto(res.context)
run = run_from_proto(res.run)
fab = fab_from_proto(res.fab)
# Start log uploader for this run
log_uploader = start_log_uploader(
log_queue=log_queue,
node_id=context.node_id,
run_id=run.run_id,
stub=conn._stub,
)
log(DEBUG, "Simulation process starts FAB installation.")
install_from_fab(fab.content, flwr_dir=flwr_dir, skip_prompt=True)
fab_id, fab_version = get_fab_metadata(fab.content)
app_path = get_project_dir(fab_id, fab_version, fab.hash_str, flwr_dir)
config = get_project_config(app_path)
# Get ClientApp and SeverApp components
app_components = config["tool"]["flwr"]["app"]["components"]
client_app_attr = app_components["clientapp"]
server_app_attr = app_components["serverapp"]
fused_config = get_fused_config_from_dir(app_path, run.override_config)
# Update run_config in context
context.run_config = fused_config
log(
DEBUG,
"Flower will load ServerApp `%s` in %s",
server_app_attr,
app_path,
)
log(
DEBUG,
"Flower will load ClientApp `%s` in %s",
client_app_attr,
app_path,
)
# Change status to Running
run_status_proto = run_status_to_proto(RunStatus(Status.RUNNING, "", ""))
conn._stub.UpdateRunStatus(
UpdateRunStatusRequest(run_id=run.run_id, run_status=run_status_proto)
)
# Pull Federation Options
fed_opt_res: GetFederationOptionsResponse = conn._stub.GetFederationOptions(
GetFederationOptionsRequest(run_id=run.run_id)
)
federation_options = configs_record_from_proto(
fed_opt_res.federation_options
)
# Unflatten underlying dict
fed_opt = unflatten_dict({**federation_options})
# Extract configs values of interest
num_supernodes = fed_opt.get("num-supernodes")
if num_supernodes is None:
raise ValueError(
"Federation options expects `num-supernodes` to be set."
)
backend_config: BackendConfig = fed_opt.get("backend", {})
verbose: bool = fed_opt.get("verbose", False)
enable_tf_gpu_growth: bool = fed_opt.get("enable_tf_gpu_growth", True)
# Launch the simulation
_run_simulation(
server_app_attr=server_app_attr,
client_app_attr=client_app_attr,
num_supernodes=num_supernodes,
backend_config=backend_config,
app_dir=str(app_path),
run=run,
enable_tf_gpu_growth=enable_tf_gpu_growth,
verbose_logging=verbose,
server_app_run_config=fused_config,
is_app=True,
exit_event=EventType.CLI_FLOWER_SIMULATION_LEAVE,
)
# Send resulting context
context_proto = None # context_to_proto(updated_context)
out_req = PushSimulationOutputsRequest(
run_id=run.run_id, context=context_proto
)
_ = conn._stub.PushSimulationOutputs(out_req)
run_status = RunStatus(Status.FINISHED, SubStatus.COMPLETED, "")
except Exception as ex: # pylint: disable=broad-exception-caught
exc_entity = "Simulation"
log(ERROR, "%s raised an exception", exc_entity, exc_info=ex)
run_status = RunStatus(Status.FINISHED, SubStatus.FAILED, str(ex))
finally:
# Stop log uploader for this run and upload final logs
if log_uploader:
stop_log_uploader(log_queue, log_uploader)
log_uploader = None
# Update run status
if run_status:
run_status_proto = run_status_to_proto(run_status)
conn._stub.UpdateRunStatus(
UpdateRunStatusRequest(
run_id=run.run_id, run_status=run_status_proto
)
)
# Stop the loop if `flwr-simulation` is expected to process a single run
if run_once:
break