Source code for nvflare.private.fed.server.server_json_config

# Copyright (c) 2021-2022, NVIDIA CORPORATION.  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.
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#
#     http://www.apache.org/licenses/LICENSE-2.0
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# Unless required by applicable law or agreed to in writing, software
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import re

from nvflare.apis.fl_component import FLComponent
from nvflare.apis.responder import Responder
from nvflare.fuel.utils.json_scanner import Node
from nvflare.private.fed_json_config import FedJsonConfigurator
from nvflare.private.json_configer import ConfigContext, ConfigError

from .server_runner import ServerRunnerConfig

FL_PACKAGES = ["nvflare"]
FL_MODULES = ["server", "client", "aggregators", "handlers", "pt", "app", "app_common", "workflows"]


[docs]class WorkFlow: def __init__(self, id, responder: Responder): """Workflow is a responder with ID. Args: id: identification responder (Responder): A responder """ self.id = id self.responder = responder
[docs]class ServerJsonConfigurator(FedJsonConfigurator): def __init__(self, config_file_name: str, exclude_libs=True): """This class parses server config from json file. Args: config_file_name (str): json file to parse exclude_libs (bool): whether to exclude libs """ base_pkgs = FL_PACKAGES module_names = FL_MODULES FedJsonConfigurator.__init__( self, config_file_name=config_file_name, base_pkgs=base_pkgs, module_names=module_names, exclude_libs=exclude_libs, ) self.runner_config = None # if server doesn't hear heartbeat from client for this long, we'll consider the client dead self.heartbeat_timeout = 60 # default to 1 minute # server will ask client to come back for next task after this many secs self.task_request_interval = 2 # default to 2 secs # workflows to be executed self.workflows = []
[docs] def process_config_element(self, config_ctx: ConfigContext, node: Node): FedJsonConfigurator.process_config_element(self, config_ctx, node) element = node.element path = node.path() if path == "server.heart_beat_timeout": self.heartbeat_timeout = element if not isinstance(element, int) and not isinstance(element, float): raise ConfigError('"heart_beat_timeout" must be a number, but got {}'.format(type(element))) if element <= 0.0: raise ConfigError('"heart_beat_timeout" must be positive number, but got {}'.format(element)) return if path == "server.task_request_interval": self.task_request_interval = element if not isinstance(element, int) and not isinstance(element, float): raise ConfigError('"task_request_interval" must be a number, but got {}'.format(type(element))) if element < 1: raise ConfigError('"task_request_interval" must >= 1, but got {}'.format(element)) return if re.search(r"^workflows\.#[0-9]+$", path): workflow = self.build_component(element) if not isinstance(workflow, Responder): raise ConfigError( '"workflow" must be a Responder or Controller object, but got {}'.format(type(workflow)) ) cid = element.get("id", None) if not cid: cid = type(workflow).__name__ if not isinstance(cid, str): raise ConfigError('"id" must be str but got {}'.format(type(cid))) if cid in self._get_all_workflows_ids(): raise ConfigError('duplicate workflow id "{}"'.format(cid)) if cid in self.components: raise ConfigError('duplicate component id "{}"'.format(cid)) self.workflows.append(WorkFlow(cid, workflow)) self.components[cid] = workflow return
def _get_all_workflows_ids(self): ids = [] for t in self.workflows: ids.append(t.id) return ids
[docs] def build_component(self, config_dict): t = super().build_component(config_dict) if isinstance(t, FLComponent): if type(t).__name__ not in [type(h).__name__ for h in self.handlers]: self.handlers.append(t) return t
[docs] def finalize_config(self, config_ctx: ConfigContext): FedJsonConfigurator.finalize_config(self, config_ctx) if not self.workflows: raise ConfigError("workflows not specified") self.runner_config = ServerRunnerConfig( heartbeat_timeout=self.heartbeat_timeout, task_request_interval=self.task_request_interval, workflows=self.workflows, task_data_filters=self.data_filter_table, task_result_filters=self.result_filter_table, components=self.components, handlers=self.handlers, )