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此仓库是为了提升国内下载速度的镜像仓库,每日同步一次。 原始仓库: https://github.com/google/JAX
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transfer.py 2.48 KB
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# Copyright 2025 The JAX 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
#
# https://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.
"""`jax.experimental.transfer`: DCN cross slice transfer."""
import jax
from typing import Any, TYPE_CHECKING
from jax._src.lib import xla_client as _xc
from jax._src.util import use_cpp_class, use_cpp_method
class TransferConnection:
"""Represents a connection to exactly one peer."""
@use_cpp_method()
def _pull_flat(self, uuid, backend, xs_flat):
raise NotImplementedError()
def pull(self, uuid: int, xs: Any) -> Any:
"""Fetches a pytree of arrays from a remote device.
Args:
uuid: identifier for the request
xs: A pytree of ShapeDtypeStruct.
Returns:
A pytree of arrays.
"""
xs_flat, tree = jax.tree.flatten(xs)
if not xs_flat:
return xs
backend = next(iter(xs_flat[0].sharding.device_set)).client
return tree.unflatten(self._pull_flat(uuid, backend, xs_flat))
if not TYPE_CHECKING:
TransferConnection = use_cpp_class(_xc._xla.TransferConnection)(TransferConnection)
class TransferServer:
@use_cpp_method()
def address(self) -> str:
"""Returns the address that this server can be connected to with."""
raise NotImplementedError()
@use_cpp_method()
def _await_pull_flat(self, uuid, args: list[jax.Array]):
raise NotImplementedError()
@use_cpp_method()
def connect(self, address: str) -> TransferConnection:
"""Creates a connection to a remote server."""
raise NotImplementedError()
def await_pull(self, uuid: int, arrays: Any) -> Any:
"""Schedules a pytree of arrays to be fetched by a remote device."""
self._await_pull_flat(uuid, jax.tree.flatten(arrays)[0])
if not TYPE_CHECKING:
TransferServer = use_cpp_class(_xc._xla.TransferServer)(TransferServer)
start_transfer_server = _xc._xla.start_transfer_server
if hasattr(_xc._xla, "_make_error_array"):
def make_error_array(aval, message):
backend = next(iter(aval.sharding.device_set)).client
return _xc._xla._make_error_array(backend, aval, str(message))
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