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[Multi-Job][2/N] Make proxy's RPC framework replaceable #140

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2 changes: 2 additions & 0 deletions fed/_private/constants.py
Original file line number Diff line number Diff line change
Expand Up @@ -25,6 +25,8 @@

KEY_OF_TLS_CONFIG = "TLS_CONFIG"

KEY_OF_CROSS_SILO_COMM_CONFIG = "CROSS_SILO_COMM_CONFIG"
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Suggested change
KEY_OF_CROSS_SILO_COMM_CONFIG = "CROSS_SILO_COMM_CONFIG"
KEY_OF_CROSS_SILO_COMMON_CONFIG = "CROSS_SILO_COMMON_CONFIG"


KEY_OF_CROSS_SILO_SERIALIZING_ALLOWED_LIST = "CROSS_SILO_SERIALIZING_ALLOWED_LIST" # noqa

KEY_OF_CROSS_SILO_MESSAGES_MAX_SIZE_IN_BYTES = "CROSS_SILO_MESSAGES_MAX_SIZE_IN_BYTES" # noqa
Expand Down
3 changes: 2 additions & 1 deletion fed/_private/serialization_utils.py
Original file line number Diff line number Diff line change
Expand Up @@ -63,7 +63,8 @@ def find_class(self, module, name):
def _apply_loads_function_with_whitelist():
global _pickle_whitelist

_pickle_whitelist = fed_config.get_cluster_config().serializing_allowed_list
_pickle_whitelist = fed_config.get_job_config() \
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As discussed, we should rename the function to get_config(). But we could defer it later.

.cross_silo_comm_config.serializing_allowed_list
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Should this be job config?
@zhouaihui @fengsp CC

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Now that we separate ray.init from fed.init, there's no way to reach the cluster-level information, since each fed.init starts and only starts a job session.

Unless there's a global actor (or service job) that can break the job isolation and filter each job's tasks' invalid param type.

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If we don't have the cluster config, why we not just use config? The question that we should answer before it getting finalized is whether we need the cluster config in the future at high level.

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Let's discuss in #156

if _pickle_whitelist is None:
return

Expand Down
96 changes: 33 additions & 63 deletions fed/api.py
Original file line number Diff line number Diff line change
Expand Up @@ -15,7 +15,7 @@
import functools
import inspect
import logging
from typing import Any, Dict, List, Union
from typing import Any, Dict, List, Union, Optional

import cloudpickle
import ray
Expand All @@ -33,7 +33,11 @@
send,
start_recv_proxy,
start_send_proxy,
SendProxy,
RecvProxy
)
from fed.config import CrossSiloCommConfig
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I believe the more native name is CommonCrossSiloConfig

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"Comm" is short for "Communication" 😅

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@jovany-wang jovany-wang Jul 14, 2023

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😅 So that we should even more not use it as it's confusing though in this conversation.

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Rename to CrossSiloMsgConfig and GrpcCrossSiloMsgConfig, any other name suggestions?

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proposing CrossSiloMessageConfig


from fed.fed_object import FedObject
from fed.utils import is_ray_object_refs, setup_logger

Expand All @@ -45,16 +49,10 @@ def init(
party: str = None,
tls_config: Dict = None,
logging_level: str = 'info',
cross_silo_grpc_retry_policy: Dict = None,
cross_silo_send_max_retries: int = None,
cross_silo_serializing_allowed_list: Dict = None,
cross_silo_send_resource_label: Dict = None,
cross_silo_recv_resource_label: Dict = None,
exit_on_failure_cross_silo_sending: bool = False,
cross_silo_messages_max_size_in_bytes: int = None,
cross_silo_timeout_in_seconds: int = 60,
enable_waiting_for_other_parties_ready: bool = False,
grpc_metadata: Dict = None,
send_proxy_cls: SendProxy = None,
recv_proxy_cls: RecvProxy = None,
global_cross_silo_comm_config: Optional[CrossSiloCommConfig] = None,
**kwargs,
):
"""
Expand Down Expand Up @@ -116,48 +114,20 @@ def init(
"cert": "bob's server cert",
"key": "bob's server cert key",
}

logging_level: optional; the logging level, could be `debug`, `info`,
`warning`, `error`, `critical`, not case sensititive.
cross_silo_grpc_retry_policy: a dict descibes the retry policy for
cross silo rpc call. If None, the following default retry policy
will be used. More details please refer to
`retry-policy <https://github.com/grpc/proposal/blob/master/A6-client-retries.md#retry-policy>`_. # noqa

enable_waiting_for_other_parties_ready: ping other parties until they
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This does not match the code

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Not quite understand.
If you're saying the functionality, I think it doesn't belong to the scope of this PR.

are all ready if True.
global_cross_silo_comm_config: Global cross-silo communication related
config that are applied to all connections. Supported configs
can refer to CrossSiloCommConfig in config.py.
dest_party_comm_config: Communication config for the destination party
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specifed by the key. E.g.
.. code:: python
{
"maxAttempts": 4,
"initialBackoff": "0.1s",
"maxBackoff": "1s",
"backoffMultiplier": 2,
"retryableStatusCodes": [
"UNAVAILABLE"
]
'alice': alice_CrossSiloCommConfig,
'bob': bob_CrossSiloCommConfig
}
cross_silo_send_max_retries: the max retries for sending data cross silo.
cross_silo_serializing_allowed_list: The package or class list allowed for
serializing(deserializating) cross silos. It's used for avoiding pickle
deserializing execution attack when crossing solis.
cross_silo_send_resource_label: Customized resource label, the SendProxyActor
will be scheduled based on the declared resource label. For example,
when setting to `{"my_label": 1}`, then the SendProxyActor will be started
only on Nodes with `{"resource": {"my_label": $NUM}}` where $NUM >= 1.
cross_silo_recv_resource_label: Customized resource label, the RecverProxyActor
will be scheduled based on the declared resource label. For example,
when setting to `{"my_label": 1}`, then the RecverProxyActor will be started
only on Nodes with `{"resource": {"my_label": $NUM}}` where $NUM >= 1.
exit_on_failure_cross_silo_sending: whether exit when failure on
cross-silo sending. If True, a SIGTERM will be signaled to self
if failed to sending cross-silo data.
cross_silo_messages_max_size_in_bytes: The maximum length in bytes of
cross-silo messages.
If None, the default value of 500 MB is specified.
cross_silo_timeout_in_seconds: The timeout in seconds of a cross-silo RPC call.
It's 60 by default.
enable_waiting_for_other_parties_ready: ping other parties until they
are all ready if True.
grpc_metadata: optional; The metadata sent with the grpc request. This won't override
basic tcp headers, such as `user-agent`, but aggregate them together.

Examples:
>>> import fed
Expand All @@ -182,22 +152,21 @@ def init(
assert (
'cert' in tls_config and 'key' in tls_config
), 'Cert or key are not in tls_config.'

global_cross_silo_comm_config = \
global_cross_silo_comm_config or CrossSiloCommConfig()
# A Ray private accessing, should be replaced in public API.
compatible_utils._init_internal_kv()

cluster_config = {
constants.KEY_OF_CLUSTER_ADDRESSES: cluster,
constants.KEY_OF_CURRENT_PARTY_NAME: party,
constants.KEY_OF_TLS_CONFIG: tls_config,
constants.KEY_OF_CROSS_SILO_SERIALIZING_ALLOWED_LIST:
cross_silo_serializing_allowed_list,
constants.KEY_OF_CROSS_SILO_MESSAGES_MAX_SIZE_IN_BYTES:
cross_silo_messages_max_size_in_bytes,
constants.KEY_OF_CROSS_SILO_TIMEOUT_IN_SECONDS: cross_silo_timeout_in_seconds,
}

job_config = {
constants.KEY_OF_GRPC_METADATA : grpc_metadata,
constants.KEY_OF_CROSS_SILO_COMM_CONFIG:
global_cross_silo_comm_config,
}
compatible_utils.kv.put(constants.KEY_OF_CLUSTER_CONFIG,
cloudpickle.dumps(cluster_config))
Expand All @@ -215,30 +184,31 @@ def init(

logger.info(f'Started rayfed with {cluster_config}')
get_global_context().get_cleanup_manager().start(
exit_when_failure_sending=exit_on_failure_cross_silo_sending)
exit_when_failure_sending=global_cross_silo_comm_config.exit_on_sending_failure)

recv_actor_config = fed_config.ProxyActorConfig(
resource_label=cross_silo_recv_resource_label)
if recv_proxy_cls is None:
from fed.proxy.grpc_proxy import GrpcRecvProxy
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recv_proxy_cls = GrpcRecvProxy
# Start recv proxy
start_recv_proxy(
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It's not related to this PR changes, but start_recv_proxy function should be a private one.

cluster=cluster,
party=party,
logging_level=logging_level,
tls_config=tls_config,
retry_policy=cross_silo_grpc_retry_policy,
actor_config=recv_actor_config
proxy_cls=recv_proxy_cls,
proxy_config=global_cross_silo_comm_config
)

send_actor_config = fed_config.ProxyActorConfig(
resource_label=cross_silo_send_resource_label)
if send_proxy_cls is None:
from fed.proxy.grpc_proxy import GrpcSendProxy
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send_proxy_cls = GrpcSendProxy
start_send_proxy(
cluster=cluster,
party=party,
logging_level=logging_level,
tls_config=tls_config,
retry_policy=cross_silo_grpc_retry_policy,
max_retries=cross_silo_send_max_retries,
actor_config=send_actor_config
proxy_cls=send_proxy_cls,
proxy_config=global_cross_silo_comm_config
)

if enable_waiting_for_other_parties_ready:
Expand Down
108 changes: 100 additions & 8 deletions fed/config.py
Original file line number Diff line number Diff line change
Expand Up @@ -7,7 +7,8 @@
import fed._private.compatible_utils as compatible_utils
import fed._private.constants as fed_constants
import cloudpickle
from typing import Dict, Optional
from typing import Dict, List, Optional
import json


class ClusterConfig:
Expand Down Expand Up @@ -48,8 +49,8 @@ def __init__(self, raw_bytes: bytes) -> None:
self._data = cloudpickle.loads(raw_bytes)

@property
def grpc_metadata(self):
return self._data.get(fed_constants.KEY_OF_GRPC_METADATA, {})
def cross_silo_comm_config(self):
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return self._data.get(fed_constants.KEY_OF_CROSS_SILO_COMM_CONFIG, {})
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# A module level cache for the cluster configurations.
Expand Down Expand Up @@ -80,14 +81,105 @@ def get_job_config():
return _job_config


class ProxyActorConfig:
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class CrossSiloCommConfig:
"""A class to store parameters used for Proxy Actor

Attributes:
resource_label: The customized resources for the actor. This will be
filled into the "resource" field of Ray ActorClass.options.
proxier_fo_max_retries: The max restart times for the send proxy.
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serializing_allowed_list: The package or class list allowed for
serializing(deserializating) cross silos. It's used for avoiding pickle
deserializing execution attack when crossing solis.
send_resource_label: Customized resource label, the SendProxyActor
will be scheduled based on the declared resource label. For example,
when setting to `{"my_label": 1}`, then the SendProxyActor will be started
only on Nodes with `{"resource": {"my_label": $NUM}}` where $NUM >= 1.
recv_resource_label: Customized resource label, the RecverProxyActor
will be scheduled based on the declared resource label. For example,
when setting to `{"my_label": 1}`, then the RecverProxyActor will be started
only on Nodes with `{"resource": {"my_label": $NUM}}` where $NUM >= 1.
exit_on_sending_failure: whether exit when failure on
cross-silo sending. If True, a SIGTERM will be signaled to self
if failed to sending cross-silo data.
messages_max_size_in_bytes: The maximum length in bytes of
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cross-silo messages.
If None, the default value of 500 MB is specified.
timeout_in_seconds: The timeout in seconds of a cross-silo RPC call.
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It's 60 by default.
http_header: The HTTP header, e.g. metadata in grpc, sent with the RPC request.
This won't override basic tcp headers, such as `user-agent`, but concat
them together.
"""
def __init__(
self,
resource_label: Optional[Dict[str, str]] = None) -> None:
self.resource_label = resource_label
proxier_fo_max_retries: int = None,
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timeout_in_seconds: int = 60,
messages_max_size_in_bytes: int = None,
exit_on_sending_failure: Optional[bool] = False,
serializing_allowed_list: Optional[Dict[str, str]] = None,
send_resource_label: Optional[Dict[str, str]] = None,
recv_resource_label: Optional[Dict[str, str]] = None,
http_header: Optional[Dict[str, str]] = None) -> None:
self.proxier_fo_max_retries = proxier_fo_max_retries
self.timeout_in_seconds = timeout_in_seconds
self.messages_max_size_in_bytes = messages_max_size_in_bytes
self.exit_on_sending_failure = exit_on_sending_failure
self.serializing_allowed_list = serializing_allowed_list
self.send_resource_label = send_resource_label
self.recv_resource_label = recv_resource_label
self.http_header = http_header

def __json__(self):
return json.dumps(self.__dict__)

@classmethod
def from_json(cls, json_str):
data = json.loads(json_str)
return cls(**data)


class CrossSiloGrpcCommConfig(CrossSiloCommConfig):
"""A class to store parameters used for GRPC communication

Attributes:
grpc_retry_policy: a dict descibes the retry policy for
cross silo rpc call. If None, the following default retry policy
will be used. More details please refer to
`retry-policy <https://github.com/grpc/proposal/blob/master/A6-client-retries.md#retry-policy>`_. # noqa

.. code:: python
{
"maxAttempts": 4,
"initialBackoff": "0.1s",
"maxBackoff": "1s",
"backoffMultiplier": 2,
"retryableStatusCodes": [
"UNAVAILABLE"
]
}
grpc_channel_options: A list of tuples to store GRPC channel options,
e.g. [
('grpc.enable_retries', 1),
('grpc.max_send_message_length', 50 * 1024 * 1024)
]
"""
def __init__(self,
grpc_channel_options: List = None,
grpc_retry_policy: Dict[str, str] = None,
*args,
**kwargs):
super().__init__(*args, **kwargs)
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self.grpc_retry_policy = grpc_retry_policy
self.grpc_channel_options = grpc_channel_options


class CrossSiloBRPCConfig(CrossSiloCommConfig):
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"""A class to store parameters used for GRPC communication

Attributes:
"""
def __init__(self,
brpc_options,
*args,
**kwargs):
super().__init__(*args, **kwargs)
self.brpc_options = brpc_options
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