wehub-resource-sync
67 lines
2.2 KiB
Python
67 lines
2.2 KiB
Python
# Copyright (c) 2024 PaddlePaddle Authors. All Rights Reserved.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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import logging
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from paddle.base import core
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from ...utils.log_utils import get_logger
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from ..pass_base import register_pass
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from ..pass_utils import (
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_split_program_into_forward_backward_optimize,
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)
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from .pipeline_pass_base import PipelinePassBase
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logger = get_logger(logging.INFO)
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@register_pass("pipeline_scheduler_FThenB")
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class PipelineFThenBPass(PipelinePassBase):
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def __init__(self):
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super().__init__()
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def _create_job_list(self):
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num_micro_batches = self.get_attr("num_micro_batches")
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job_list = []
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for i in range(num_micro_batches):
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forward_job = core.Job(self.FORWARD)
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forward_job.set_micro_batch_id(i)
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job_list.append(forward_job)
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for i in range(num_micro_batches):
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backward_job = core.Job(self.BACKWARD)
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backward_job.set_micro_batch_id(i)
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job_list.append(backward_job)
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opt_job = core.Job(self.OPT)
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opt_job.set_micro_batch_id(0)
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job_list.append(opt_job)
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return job_list
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def _partial_programs(self, program):
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raise NotImplementedError(
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"pipeline_fthenb_pass() only support PIR now."
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)
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def _partial_pir_programs(self, program):
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# NOTE: The flag "enable_send_recv_overlap" may increase the reserved memory of GPUs.
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enable_send_recv_overlap = self.get_attr("enable_send_recv_overlap")
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types = [self.FORWARD, self.BACKWARD, self.OPT]
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sub_program_list = _split_program_into_forward_backward_optimize(
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program, enable_send_recv_overlap
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)
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return types, sub_program_list
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