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[Multi-Job][2/N] Make proxy's RPC framework replaceable #140
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Original file line number | Diff line number | Diff line change | ||||
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@@ -63,7 +63,8 @@ def find_class(self, module, name): | |||||
def _apply_loads_function_with_whitelist(): | ||||||
global _pickle_whitelist | ||||||
|
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_pickle_whitelist = fed_config.get_cluster_config().serializing_allowed_list | ||||||
_pickle_whitelist = fed_config.get_job_config() \ | ||||||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. As discussed, we should rename the function to |
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.cross_silo_msg_config.serializing_allowed_list | ||||||
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Suggested change
|
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if _pickle_whitelist is None: | ||||||
return | ||||||
|
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Original file line number | Diff line number | Diff line change | ||||
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@@ -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 | ||||||
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import cloudpickle | ||||||
import ray | ||||||
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@@ -34,6 +34,8 @@ | |||||
start_recv_proxy, | ||||||
start_send_proxy, | ||||||
) | ||||||
from fed.proxy.grpc.grpc_proxy import SendProxy, RecvProxy | ||||||
from fed.config import CrossSiloMsgConfig | ||||||
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Suggested change
|
||||||
from fed.fed_object import FedObject | ||||||
from fed.utils import is_ray_object_refs, setup_logger | ||||||
|
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|
@@ -45,16 +47,10 @@ 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_msg_config: Optional[CrossSiloMsgConfig] = None, | ||||||
**kwargs, | ||||||
): | ||||||
""" | ||||||
|
@@ -71,20 +67,15 @@ 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_msg_config': CrossSiloMsgConfig | ||||||
}, | ||||||
'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': { | ||||||
|
@@ -93,7 +84,7 @@ 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'),), | ||||||
}, | ||||||
} | ||||||
|
@@ -116,48 +107,13 @@ def init( | |||||
"cert": "bob's server cert", | ||||||
"key": "bob's server cert key", | ||||||
} | ||||||
|
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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 | ||||||
|
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.. 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 | ||||||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. This does not match the code There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Not quite understand. |
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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_msg_config: Global cross-silo message related | ||||||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Sorry for that I still don't get what the There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Because the |
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configs that are applied to all connections. Supported configs | ||||||
can refer to CrossSiloMsgConfig in config.py. | ||||||
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Examples: | ||||||
>>> import fed | ||||||
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@@ -182,22 +138,21 @@ def init( | |||||
assert ( | ||||||
'cert' in tls_config and 'key' in tls_config | ||||||
), 'Cert or key are not in tls_config.' | ||||||
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global_cross_silo_msg_config = \ | ||||||
global_cross_silo_msg_config or CrossSiloMsgConfig() | ||||||
# A Ray private accessing, should be replaced in public API. | ||||||
compatible_utils._init_internal_kv() | ||||||
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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, | ||||||
} | ||||||
|
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job_config = { | ||||||
constants.KEY_OF_GRPC_METADATA : grpc_metadata, | ||||||
constants.KEY_OF_CROSS_SILO_MSG_CONFIG: | ||||||
global_cross_silo_msg_config, | ||||||
} | ||||||
compatible_utils.kv.put(constants.KEY_OF_CLUSTER_CONFIG, | ||||||
cloudpickle.dumps(cluster_config)) | ||||||
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@@ -215,30 +170,35 @@ def init( | |||||
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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_msg_config.exit_on_sending_failure) | ||||||
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recv_actor_config = fed_config.ProxyActorConfig( | ||||||
resource_label=cross_silo_recv_resource_label) | ||||||
if recv_proxy_cls is None: | ||||||
logger.debug( | ||||||
"Not declaring recver proxy class, using `GrpcRecvProxy` as default.") | ||||||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more.
more native? |
||||||
from fed.proxy.grpc.grpc_proxy import GrpcRecvProxy | ||||||
recv_proxy_cls = GrpcRecvProxy | ||||||
# Start recv proxy | ||||||
start_recv_proxy( | ||||||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. It's not related to this PR changes, but |
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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_msg_config | ||||||
) | ||||||
|
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send_actor_config = fed_config.ProxyActorConfig( | ||||||
resource_label=cross_silo_send_resource_label) | ||||||
if send_proxy_cls is None: | ||||||
logger.debug( | ||||||
"Not declaring send proxy class, using `GrpcSendProxy` as default.") | ||||||
from fed.proxy.grpc.grpc_proxy import GrpcSendProxy | ||||||
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_msg_config | ||||||
) | ||||||
|
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if enable_waiting_for_other_parties_ready: | ||||||
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Original file line number | Diff line number | Diff line change | ||||
---|---|---|---|---|---|---|
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@@ -7,7 +7,10 @@ | |||||
import fed._private.compatible_utils as compatible_utils | ||||||
import fed._private.constants as fed_constants | ||||||
import cloudpickle | ||||||
from typing import Dict, Optional | ||||||
import json | ||||||
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from typing import Dict, List, Optional | ||||||
from dataclasses import dataclass | ||||||
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class ClusterConfig: | ||||||
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@@ -27,18 +30,6 @@ def current_party(self): | |||||
def tls_config(self): | ||||||
return self._data[fed_constants.KEY_OF_TLS_CONFIG] | ||||||
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@property | ||||||
def serializing_allowed_list(self): | ||||||
return self._data[fed_constants.KEY_OF_CROSS_SILO_SERIALIZING_ALLOWED_LIST] | ||||||
|
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@property | ||||||
def cross_silo_timeout(self): | ||||||
return self._data[fed_constants.KEY_OF_CROSS_SILO_TIMEOUT_IN_SECONDS] | ||||||
|
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@property | ||||||
def cross_silo_messages_max_size(self): | ||||||
return self._data[fed_constants.KEY_OF_CROSS_SILO_MESSAGES_MAX_SIZE_IN_BYTES] | ||||||
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class JobConfig: | ||||||
def __init__(self, raw_bytes: bytes) -> None: | ||||||
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@@ -48,8 +39,10 @@ def __init__(self, raw_bytes: bytes) -> None: | |||||
self._data = cloudpickle.loads(raw_bytes) | ||||||
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@property | ||||||
def grpc_metadata(self): | ||||||
return self._data.get(fed_constants.KEY_OF_GRPC_METADATA, {}) | ||||||
def cross_silo_msg_config(self): | ||||||
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Suggested change
|
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return self._data.get( | ||||||
fed_constants.KEY_OF_CROSS_SILO_MSG_CONFIG, | ||||||
CrossSiloMsgConfig()) | ||||||
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# A module level cache for the cluster configurations. | ||||||
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@@ -80,14 +73,94 @@ def get_job_config(): | |||||
return _job_config | ||||||
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|
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class ProxyActorConfig: | ||||||
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@dataclass | ||||||
class CrossSiloMsgConfig: | ||||||
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Suggested change
|
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"""A class to store parameters used for Proxy Actor | ||||||
|
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Attributes: | ||||||
resource_label: The customized resources for the actor. This will be | ||||||
filled into the "resource" field of Ray ActorClass.options. | ||||||
proxy_max_restarts: The max restart times for the send proxy. | ||||||
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_ms: The timeout in mili-seconds of a cross-silo RPC call. | ||||||
It's 60000 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. | ||||||
""" | ||||||
proxy_max_restarts: int = None | ||||||
timeout_in_ms: int = 60000 | ||||||
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 | ||||||
|
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def __json__(self): | ||||||
return json.dumps(self.__dict__) | ||||||
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@classmethod | ||||||
def from_json(cls, json_str): | ||||||
data = json.loads(json_str) | ||||||
return cls(**data) | ||||||
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@classmethod | ||||||
def from_dict(cls, data: Dict): | ||||||
"""Initialize CrossSiloMsgConfig from a dictionary. | ||||||
|
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Args: | ||||||
data (Dict): Dictionary with keys as member variable names. | ||||||
|
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Returns: | ||||||
CrossSiloMsgConfig: An instance of CrossSiloMsgConfig. | ||||||
""" | ||||||
# Get the attributes of the class | ||||||
attrs = {attr for attr, _ in cls.__annotations__.items()} | ||||||
# Filter the dictionary to only include keys that are attributes of the class | ||||||
filtered_data = {key: value for key, value in data.items() if key in attrs} | ||||||
return cls(**filtered_data) | ||||||
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@dataclass | ||||||
class GrpcCrossSiloMsgConfig(CrossSiloMsgConfig): | ||||||
"""A class to store parameters used for GRPC communication | ||||||
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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 | ||||||
|
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.. 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, | ||||||
resource_label: Optional[Dict[str, str]] = None) -> None: | ||||||
self.resource_label = resource_label | ||||||
grpc_channel_options: List = None | ||||||
grpc_retry_policy: Dict[str, str] = None |
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