Source code for mosec.mixin.plasma_worker
# Copyright 2023 MOSEC Authors
#
# 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.
"""MOSEC plasma worker mixin.
Provide another data transfer way between workers.
The data will be stored in plasma shared memory, while the object ID will be
sent via the original way.
use case: large image tensors
benefits: more stable P99 latency
```{warning}
The plasma is deprecated in `pyarrow`. Please use Redis instead.
```
"""
# pylint: disable=import-outside-toplevel
from os import environ
from typing import Any
from mosec.worker import Worker
_PLASMA_PATH_ENV = "MOSEC_INTERNAL_PLASMA_PATH"
[docs]
class PlasmaShmIPCMixin(Worker):
"""Plasma shared memory worker mixin interface."""
_plasma_client = None
[docs]
@classmethod
def set_plasma_path(cls, path: str):
"""Set the plasma service path."""
environ[_PLASMA_PATH_ENV] = path
def _get_client(self):
"""Get the plasma client. This will create a new one if not exist."""
from pyarrow import plasma # type: ignore
if not self._plasma_client:
path = environ.get(_PLASMA_PATH_ENV)
if not path:
raise RuntimeError(
"please set the plasma path with "
"`PlasmaShmIPCMixin.set_plasma_path()`"
)
self._plasma_client = plasma.connect(path)
return self._plasma_client
[docs]
def serialize_ipc(self, data: Any) -> bytes:
"""Save the data to the plasma server and return the id."""
client = self._get_client()
object_id = client.put(super().serialize_ipc(data))
return object_id.binary()
[docs]
def deserialize_ipc(self, data: bytes) -> Any:
"""Get the data from the plasma server and delete it."""
from pyarrow import plasma
client = self._get_client()
object_id = plasma.ObjectID(bytes(data))
obj = super().deserialize_ipc(client.get(object_id))
client.delete((object_id,))
return obj