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

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Jul 18, 2023
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6 changes: 1 addition & 5 deletions fed/_private/constants.py
Original file line number Diff line number Diff line change
Expand Up @@ -25,11 +25,7 @@

KEY_OF_TLS_CONFIG = "TLS_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

KEY_OF_CROSS_SILO_TIMEOUT_IN_SECONDS = "CROSS_SILO_TIMEOUT_IN_SECONDS"
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"


RAYFED_LOG_FMT = "%(asctime)s %(levelname)s %(filename)s:%(lineno)s [%(party)s] -- %(message)s" # noqa

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56 changes: 24 additions & 32 deletions fed/_private/grpc_options.py
Original file line number Diff line number Diff line change
Expand Up @@ -14,57 +14,49 @@

import json

_GRPC_RETRY_POLICY = {

_GRPC_SERVICE = "GrpcService"

_DEFAULT_GRPC_RETRY_POLICY = {
"maxAttempts": 5,
"initialBackoff": "5s",
"maxBackoff": "30s",
"backoffMultiplier": 2,
"retryableStatusCodes": ["UNAVAILABLE"],
}

_GRPC_SERVICE = "GrpcService"

_DEFAULT_GRPC_MAX_SEND_MESSAGE_LENGTH = 500 * 1024 * 1024
_DEFAULT_GRPC_MAX_RECEIVE_MESSAGE_LENGTH = 500 * 1024 * 1024

_GRPC_MAX_SEND_MESSAGE_LENGTH = _DEFAULT_GRPC_MAX_SEND_MESSAGE_LENGTH
_GRPC_MAX_RECEIVE_MESSAGE_LENGTH = _DEFAULT_GRPC_MAX_RECEIVE_MESSAGE_LENGTH


def set_max_message_length(max_size_in_bytes):
"""Set the maximum length in bytes of gRPC messages.

NOTE: The default maximum length is 500MB(500 * 1024 * 1024)
"""
global _GRPC_MAX_SEND_MESSAGE_LENGTH
global _GRPC_MAX_RECEIVE_MESSAGE_LENGTH
if not max_size_in_bytes:
return
if max_size_in_bytes < 0:
raise ValueError("Negative max size is not allowed")
_GRPC_MAX_SEND_MESSAGE_LENGTH = max_size_in_bytes
_GRPC_MAX_RECEIVE_MESSAGE_LENGTH = max_size_in_bytes


def get_grpc_max_send_message_length():
global _GRPC_MAX_SEND_MESSAGE_LENGTH
return _GRPC_MAX_SEND_MESSAGE_LENGTH


def get_grpc_max_recieve_message_length():
global _GRPC_MAX_SEND_MESSAGE_LENGTH
return _GRPC_MAX_SEND_MESSAGE_LENGTH
_DEFAULT_GRPC_CHANNEL_OPTIONS = {
'grpc.enable_retries': 1,
'grpc.so_reuseport': 0,
'grpc.max_send_message_length': _DEFAULT_GRPC_MAX_SEND_MESSAGE_LENGTH,
'grpc.max_receive_message_length': _DEFAULT_GRPC_MAX_RECEIVE_MESSAGE_LENGTH,
'grpc.service_config':
json.dumps(
{
'methodConfig': [
{
'name': [{'service': _GRPC_SERVICE}],
'retryPolicy': _DEFAULT_GRPC_RETRY_POLICY,
}
]
}
),
}


def get_grpc_options(
retry_policy=None, max_send_message_length=None, max_receive_message_length=None
):
if not retry_policy:
retry_policy = _GRPC_RETRY_POLICY
retry_policy = _DEFAULT_GRPC_RETRY_POLICY
if not max_send_message_length:
max_send_message_length = get_grpc_max_send_message_length()
max_send_message_length = _DEFAULT_GRPC_MAX_SEND_MESSAGE_LENGTH
if not max_receive_message_length:
max_receive_message_length = get_grpc_max_recieve_message_length()
max_receive_message_length = _DEFAULT_GRPC_MAX_RECEIVE_MESSAGE_LENGTH

return [
(
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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
102 changes: 30 additions & 72 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 All @@ -71,20 +69,15 @@ def init(
# (Optional) the listen address, the `address` will be
# used if not provided.
'listen_addr': '0.0.0.0:10001',
# (Optional) The party specific metadata sent with the grpc request
'grpc_metadata': (('token', 'alice-token'),),
'grpc_options': [
('grpc.default_authority', 'alice'),
('grpc.max_send_message_length', 50 * 1024 * 1024)
]
'cross_silo_comm_config': CrossSiloCommConfig
},
'bob': {
# The address for other parties.
'address': '127.0.0.1:10002',
# (Optional) the listen address, the `address` will be
# used if not provided.
'listen_addr': '0.0.0.0:10002',
# (Optional) The party specific metadata sent with the grpc request
# (Optional) The party specific metadata sent with grpc requests
'grpc_metadata': (('token', 'bob-token'),),
},
'carol': {
Expand All @@ -93,7 +86,7 @@ def init(
# (Optional) the listen address, the `address` will be
# used if not provided.
'listen_addr': '0.0.0.0:10003',
# (Optional) The party specific metadata sent with the grpc request
# (Optional) The party specific metadata sent with grpc requests
'grpc_metadata': (('token', 'carol-token'),),
},
}
Expand All @@ -116,48 +109,13 @@ 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

.. code:: python
{
"maxAttempts": 4,
"initialBackoff": "0.1s",
"maxBackoff": "1s",
"backoffMultiplier": 2,
"retryableStatusCodes": [
"UNAVAILABLE"
]
}
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
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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.
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.
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.

Examples:
>>> import fed
Expand All @@ -182,22 +140,21 @@ 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 +172,31 @@ 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
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