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!2677 End Of Sequence in vm

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Merge pull request !2677 from laiyongqiang/eos_commit
pull/2677/MERGE
mindspore-ci-bot 5 years ago committed by Gitee
parent 7951b318d0 5b0502542c
commit 71fd4321c6
5 changed files with 157 additions and 23 deletions
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144
mindspore/ccsrc/device/kernel_adjust.cc
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@ -109,6 +109,7 @@ void KernelAdjust::InsertSwitchLoop(const std::shared_ptr<session::KernelGraph>
return;
}
MS_EXCEPTION_IF_NULL(kernel_graph_ptr);
bool eos_mode = ConfigManager::GetInstance().iter_num() == INT32_MAX;
ReorderGetNext(kernel_graph_ptr);
std::map<std::string, mindspore::ParameterPtr> switch_loop_input;
CreateSwitchOpParameters(kernel_graph_ptr, &switch_loop_input);
@ -129,12 +130,17 @@ void KernelAdjust::InsertSwitchLoop(const std::shared_ptr<session::KernelGraph>
}
}
auto orders = kernel_graph_ptr->execution_order();
const std::vector<CNodePtr> &orders = kernel_graph_ptr->execution_order();
if (orders.empty()) {
MS_LOG(EXCEPTION) << "graph execution order is empty";
}
std::vector<CNodePtr> exec_order;
std::vector<uint32_t> getnext_active_streams;
std::vector<uint32_t> fpbp_active_streams;
CNodePtr getnext_cnode;
uint32_t eos_done_event_id = UINT32_MAX;
// getnext loop process
// getnext loop stream switch op
CNodePtr getnext_switch_app = CreateStreamSwitchOp(kernel_graph_ptr, switch_loop_input);
@ -151,6 +157,7 @@ void KernelAdjust::InsertSwitchLoop(const std::shared_ptr<session::KernelGraph>
exec_order.push_back(node);
AnfAlgo::SetStreamId(getnext_stream_id, exec_order[exec_order.size() - 1].get());
if (AnfAlgo::GetCNodeName(node) == kGetNextOpName) {
getnext_cnode = node;
break;
}
}
@ -158,11 +165,52 @@ void KernelAdjust::InsertSwitchLoop(const std::shared_ptr<session::KernelGraph>
// update getnext loop stream switch true_branch_stream attr
AnfAlgo::SetNodeAttr(kAttrTrueBranchStream, MakeValue<uint32_t>(getnext_stream_id), getnext_switch_app);
// getnext loop send
uint32_t getnext_event_id = resource_manager.ApplyNewEvent();
CNodePtr send = CreateSendApplyKernel(kernel_graph_ptr, getnext_event_id);
AnfAlgo::SetStreamId(getnext_stream_id, send.get());
exec_order.push_back(send);
// getnext loop fpbp start send
uint32_t fpbp_start_event_id = resource_manager.ApplyNewEvent();
CNodePtr fpbp_start_send = CreateSendApplyKernel(kernel_graph_ptr, fpbp_start_event_id);
AnfAlgo::SetStreamId(getnext_stream_id, fpbp_start_send.get());
exec_order.push_back(fpbp_start_send);
if (eos_mode) {
// getnext loop eos start send
uint32_t eos_start_event_id = resource_manager.ApplyNewEvent();
CNodePtr eos_start_send = CreateSendApplyKernel(kernel_graph_ptr, eos_start_event_id);
AnfAlgo::SetStreamId(getnext_stream_id, eos_start_send.get());
exec_order.push_back(eos_start_send);
// End Of Sequence loop process
// eos loop stream switch
CNodePtr eos_switch_app = CreateStreamSwitchOp(kernel_graph_ptr, switch_loop_input);
MS_EXCEPTION_IF_NULL(eos_switch_app);
uint32_t eos_switch_stream_id = resource_manager.ApplyNewStream();
AnfAlgo::SetStreamId(eos_switch_stream_id, eos_switch_app.get());
AnfAlgo::SetNodeAttr(kStreamNeedActivedFirst, MakeValue<bool>(true), eos_switch_app);
exec_order.push_back(eos_switch_app);
// eos loop eos start recv
CNodePtr eos_start_recv = CreateRecvApplyKernel(kernel_graph_ptr, eos_start_event_id);
uint32_t eos_stream_id = resource_manager.ApplyNewStream();
AnfAlgo::SetStreamId(eos_stream_id, eos_start_recv.get());
exec_order.push_back(eos_start_recv);
// update eos loop stream switch true_branch_stream attr
AnfAlgo::SetNodeAttr(kAttrTrueBranchStream, MakeValue<uint32_t>(eos_stream_id), eos_switch_app);
// EndOfSequence op
CNodePtr end_of_sequence_op = CreateEndOfSequenceOP(kernel_graph_ptr, getnext_cnode);
MS_EXCEPTION_IF_NULL(end_of_sequence_op);
AnfAlgo::SetStreamId(eos_stream_id, end_of_sequence_op.get());
exec_order.push_back(end_of_sequence_op);
// eos loop eos done send
eos_done_event_id = resource_manager.ApplyNewEvent();
CNodePtr eos_done_send = CreateSendApplyKernel(kernel_graph_ptr, eos_done_event_id);
AnfAlgo::SetStreamId(eos_stream_id, eos_done_send.get());
exec_order.push_back(eos_done_send);
// eos loop stream active
fpbp_active_streams.push_back(eos_switch_stream_id);
}
// fpbp loop process
// fpbp loop stream switch
@ -173,11 +221,11 @@ void KernelAdjust::InsertSwitchLoop(const std::shared_ptr<session::KernelGraph>
AnfAlgo::SetNodeAttr(kStreamNeedActivedFirst, MakeValue<bool>(true), fpbp_switch_app);
exec_order.push_back(fpbp_switch_app);
// fpbp loop recv
CNodePtr recv = CreateRecvApplyKernel(kernel_graph_ptr, getnext_event_id);
// fpbp loop fpbp start recv
CNodePtr fpbp_start_recv = CreateRecvApplyKernel(kernel_graph_ptr, fpbp_start_event_id);
uint32_t fpbp_stream_id = resource_manager.ApplyNewStream();
AnfAlgo::SetStreamId(fpbp_stream_id, recv.get());
exec_order.push_back(recv);
AnfAlgo::SetStreamId(fpbp_stream_id, fpbp_start_recv.get());
exec_order.push_back(fpbp_start_recv);
// update fpbp loop stream switch true_branch_stream attr
AnfAlgo::SetNodeAttr(kAttrTrueBranchStream, MakeValue<uint32_t>(fpbp_stream_id), fpbp_switch_app);
@ -190,40 +238,41 @@ void KernelAdjust::InsertSwitchLoop(const std::shared_ptr<session::KernelGraph>
// fpbp memcpy
std::vector<CNodePtr> memcpy_list;
std::vector<CNodePtr> before_list;
std::vector<CNodePtr> after_list;
bool first_memcpy_found = false;
std::vector<CNodePtr> other_list;
CNodePtr cur_cnode = nullptr;
for (size_t idx = i + 1; idx < orders.size(); idx++) {
cur_cnode = orders[idx];
if (AnfAlgo::HasNodeAttr(kAttrLabelForInsertStreamActive, cur_cnode)) {
memcpy_list.emplace_back(cur_cnode);
first_memcpy_found = true;
} else if (first_memcpy_found) {
after_list.emplace_back(cur_cnode);
} else {
before_list.emplace_back(cur_cnode);
other_list.emplace_back(cur_cnode);
}
}
(void)std::copy(before_list.begin(), before_list.end(), std::back_inserter(exec_order));
(void)std::copy(memcpy_list.begin(), memcpy_list.end(), std::back_inserter(exec_order));
// fpbp loop eos done recv
if (eos_mode) {
CNodePtr eos_done_recv = CreateRecvApplyKernel(kernel_graph_ptr, eos_done_event_id);
AnfAlgo::SetStreamId(fpbp_stream_id, eos_done_recv.get());
exec_order.push_back(eos_done_recv);
}
// stream active to activate getnext loop
CNodePtr getnext_active_app = CreateStreamActiveOp(kernel_graph_ptr);
MS_EXCEPTION_IF_NULL(getnext_active_app);
std::vector<uint32_t> getnext_active_streams = {getnext_switch_stream_id};
getnext_active_streams.push_back(getnext_switch_stream_id);
AnfAlgo::SetNodeAttr(kAttrActiveStreamList, MakeValue<std::vector<uint32_t>>(getnext_active_streams),
getnext_active_app);
exec_order.push_back(getnext_active_app);
// fpbp loop other ops
(void)std::copy(after_list.begin(), after_list.end(), std::back_inserter(exec_order));
(void)std::copy(other_list.begin(), other_list.end(), std::back_inserter(exec_order));
// stream active to activate fpbp loop
// stream active to activate fpbp loop and eos loop
CNodePtr fpbp_active_app = CreateStreamActiveOp(kernel_graph_ptr);
MS_EXCEPTION_IF_NULL(fpbp_active_app);
// specific deal for common ctrl stream policy
std::vector<uint32_t> fpbp_active_streams = {fpbp_switch_stream_id};
fpbp_active_streams.push_back(fpbp_switch_stream_id);
AnfAlgo::SetNodeAttr(kAttrActiveStreamList, MakeValue<std::vector<uint32_t>>(fpbp_active_streams), fpbp_active_app);
exec_order.push_back(fpbp_active_app);
@ -323,6 +372,55 @@ CNodePtr KernelAdjust::CreateStreamActiveOp(const std::shared_ptr<session::Kerne
return stream_active_others_app;
}
CNodePtr KernelAdjust::CreatTupleGetItemNode(const std::shared_ptr<session::KernelGraph> &kernel_graph_ptr,
const CNodePtr &node, size_t output_idx) {
auto idx = NewValueNode(SizeToInt(output_idx));
MS_EXCEPTION_IF_NULL(idx);
auto imm = std::make_shared<Int32Imm>(SizeToInt(output_idx));
auto abstract_scalar = std::make_shared<abstract::AbstractScalar>(imm);
idx->set_abstract(abstract_scalar);
CNodePtr tuple_getitem = kernel_graph_ptr->NewCNode({NewValueNode(prim::kPrimTupleGetItem), node, idx});
MS_EXCEPTION_IF_NULL(tuple_getitem);
tuple_getitem->set_scope(node->scope());
std::vector<size_t> origin_shape = AnfAlgo::GetOutputInferShape(node, output_idx);
TypeId origin_type = AnfAlgo::GetOutputInferDataType(node, output_idx);
AnfAlgo::SetOutputInferTypeAndShape({origin_type}, {origin_shape}, tuple_getitem.get());
return tuple_getitem;
}
CNodePtr KernelAdjust::CreateEndOfSequenceOP(const std::shared_ptr<session::KernelGraph> &kernel_graph_ptr,
const CNodePtr &getnext_cnode) {
MS_EXCEPTION_IF_NULL(kernel_graph_ptr);
kernel::KernelBuildInfo::KernelBuildInfoBuilder selected_kernel_builder;
selected_kernel_builder.SetInputsFormat({kOpFormat_DEFAULT});
selected_kernel_builder.SetInputsDeviceType({kNumberTypeUInt8});
selected_kernel_builder.SetFusionType(kernel::FusionType::OPAQUE);
selected_kernel_builder.SetProcessor(kernel::Processor::AICPU);
selected_kernel_builder.SetKernelType(KernelType::AICPU_KERNEL);
selected_kernel_builder.SetOutputsFormat({kOpFormat_DEFAULT});
selected_kernel_builder.SetOutputsDeviceType({kNumberTypeUInt8});
// EndOfSequence
auto end_of_sequence = std::make_shared<Primitive>(kEndOfSequence);
std::vector<AnfNodePtr> inputs;
inputs.push_back(NewValueNode(end_of_sequence));
// GetNext output 0 is EndOfSequence's input
auto tuple_get_item = CreatTupleGetItemNode(kernel_graph_ptr, getnext_cnode, 0);
inputs.push_back(tuple_get_item);
CNodePtr end_of_sequence_node = kernel_graph_ptr->NewCNode(inputs);
MS_EXCEPTION_IF_NULL(end_of_sequence_node);
AnfAlgo::SetSelectKernelBuildInfo(selected_kernel_builder.Build(), end_of_sequence_node.get());
std::vector<std::string> input_names = {"x"};
ValuePtr input_names_v = MakeValue(input_names);
AnfAlgo::SetNodeAttr("input_names", input_names_v, end_of_sequence_node);
std::vector<std::string> output_names = {"y"};
ValuePtr output_names_v = MakeValue(output_names);
AnfAlgo::SetNodeAttr("output_names", output_names_v, end_of_sequence_node);
end_of_sequence_node->set_abstract(tuple_get_item->abstract());
return end_of_sequence_node;
}
CNodePtr KernelAdjust::CreateStreamAssignAddnOP(
const std::shared_ptr<session::KernelGraph> &kernel_graph_ptr,
const std::map<std::string, mindspore::ParameterPtr> &switch_loop_input) {

4
mindspore/ccsrc/device/kernel_adjust.h
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@ -65,6 +65,10 @@ class KernelAdjust {
std::map<std::string, mindspore::ParameterPtr> *switch_loop_input);
CNodePtr CreateStreamSwitchOp(const std::shared_ptr<session::KernelGraph> &kernel_graph_ptr,
const std::map<std::string, mindspore::ParameterPtr> &switch_loop_input);
CNodePtr CreatTupleGetItemNode(const std::shared_ptr<session::KernelGraph> &kernel_graph_ptr, const CNodePtr &node,
size_t output_idx);
CNodePtr CreateEndOfSequenceOP(const std::shared_ptr<session::KernelGraph> &kernel_graph_ptr,
const CNodePtr &getnext_cnode);
CNodePtr CreateStreamAssignAddnOP(const std::shared_ptr<session::KernelGraph> &kernel_graph_ptr,
const std::map<std::string, mindspore::ParameterPtr> &switch_loop_input);
kernel::KernelBuildInfo::KernelBuildInfoBuilder CreateMngKernelBuilder(const std::vector<std::string> &formats,

1
mindspore/ccsrc/utils/utils.h
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@ -44,6 +44,7 @@ constexpr auto kBNGrad3OpName = "BNGrad3";
constexpr auto kClearZeroOpName = "ClearZero";
constexpr auto kAtomicAddrCleanOpName = "AtomicAddrClean";
constexpr auto kGetNextOpName = "GetNext";
constexpr auto kEndOfSequence = "EndOfSequence";
constexpr auto kAllReduceOpName = "AllReduce";
constexpr auto kAllGatherOpName = "AllGather";
constexpr auto kHostAllGatherOpName = "HostAllGather";

1
mindspore/ops/_op_impl/aicpu/__init__.py
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@ -29,3 +29,4 @@ from .normal import _normal_aicpu
from .ctcloss import _ctcloss_aicpu
from .reverse_sequence import _reverse_sequence_aicpu
from .crop_and_resize import _crop_and_resize_aicpu
from .end_of_sequence import _end_of_sequence_aicpu

30
mindspore/ops/_op_impl/aicpu/end_of_sequence.py
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@ -0,0 +1,30 @@
# Copyright 2020 Huawei Technologies Co., Ltd
#
# 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.
# ============================================================================
"""EndOfSequence op"""
from mindspore.ops.op_info_register import op_info_register, AiCPURegOp, DataType
end_of_sequence_op_info = AiCPURegOp("EndOfSequence") \
.fusion_type("OPAQUE") \
.input(0, "x", "required") \
.output(0, "y", "required") \
.dtype_format(DataType.U8_Default, DataType.U8_Default) \
.get_op_info()
@op_info_register(end_of_sequence_op_info)
def _end_of_sequence_aicpu():
"""EndOfSequence AiCPU register"""
return
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