Browse Source

!773 broadcast in train graph related

From: @wangxiaotian22
Reviewed-by: 
Signed-off-by:
tags/v1.2.0
mindspore-ci-bot Gitee 3 years ago
parent
commit
e15e2d9378
11 changed files with 457 additions and 110 deletions
  1. +79
    -16
      ge/graph/build/memory/block_mem_assigner.cc
  2. +5
    -1
      ge/graph/build/memory/block_mem_assigner.h
  3. +0
    -12
      ge/graph/load/new_model_manager/davinci_model.cc
  4. +3
    -0
      ge/graph/manager/graph_manager.cc
  5. +304
    -29
      ge/graph/passes/hccl_memcpy_pass.cc
  6. +17
    -0
      ge/graph/passes/hccl_memcpy_pass.h
  7. +0
    -3
      ge/graph/preprocess/graph_preprocess.cc
  8. +5
    -0
      inc/external/ge/ge_api_types.h
  9. +1
    -1
      metadef
  10. +2
    -7
      tests/depends/error_manager/src/error_manager_stub.cc
  11. +41
    -41
      tests/ut/common/graph/testcase/ge_graph/ge_model_serialize_unittest.cc

+ 79
- 16
ge/graph/build/memory/block_mem_assigner.cc View File

@@ -551,11 +551,31 @@ void GetMaxBatchAllMemorySize(std::map<std::string, vector<int64_t>> &batch_all_
} }
} }


void BlockMemAssigner::MarkContinuousAllocedForOneInputFromVariable(const NodePtr &node) {
auto node_op_desc = node->GetOpDesc();
GE_IF_BOOL_EXEC(node_op_desc == nullptr, return);
// if input size just one and from variable, no need to reassign continuous memory
bool is_input_continuous = false;
(void)ge::AttrUtils::GetBool(node_op_desc, ATTR_NAME_CONTINUOUS_INPUT, is_input_continuous);
if (is_input_continuous && (node_op_desc->GetInputsSize() == 1)) {
auto peer_out_anchor = node->GetInDataAnchor(0)->GetPeerOutAnchor();
GE_IF_BOOL_EXEC(peer_out_anchor == nullptr, return);
auto in_node = peer_out_anchor->GetOwnerNode();
GE_IF_BOOL_EXEC(in_node == nullptr, return);
if (in_node->GetType() == VARIABLE || in_node->GetType() == CONSTANT) {
GELOGI("node only one input and from variable, set continuous alloced. node_name:%s", node->GetName().c_str());
(void)ge::AttrUtils::SetBool(node_op_desc, ATTR_NAME_CONTINUOUS_INPUT_ALLOC, true);
}
}
}

void BlockMemAssigner::GetOutAndWorkSpaceMem(vector<int64_t> &all_memory_size) { void BlockMemAssigner::GetOutAndWorkSpaceMem(vector<int64_t> &all_memory_size) {
vector<int64_t> temp; vector<int64_t> temp;
std::map<std::string, vector<int64_t>> batch_all_memory_size; std::map<std::string, vector<int64_t>> batch_all_memory_size;
std::map<std::string, int64_t> batch_total_size; std::map<std::string, int64_t> batch_total_size;
for (const NodePtr &n : compute_graph_->GetAllNodes()) { for (const NodePtr &n : compute_graph_->GetAllNodes()) {
MarkContinuousAllocedForOneInputFromVariable(n);

auto node_op_desc = n->GetOpDesc(); auto node_op_desc = n->GetOpDesc();
GE_IF_BOOL_EXEC(node_op_desc == nullptr, continue); GE_IF_BOOL_EXEC(node_op_desc == nullptr, continue);


@@ -1061,18 +1081,53 @@ MemoryBlock *BlockMemAssigner::ApplyMemory(size_t block_size, size_t real_size,
return block; return block;
} }


MemoryBlock *BlockMemAssigner::ApplyContinuousMemory(const NodePtr &n, const vector<int64_t> &ranges,
void BlockMemAssigner::ContinuousOutRefCheck(bool &isAllOutputRef, bool &isOutputHasRef,
const NodePtr &n) {
const auto node_op_desc = n->GetOpDesc();
for (uint32_t index = 0; index < static_cast<uint32_t>(node_op_desc->GetOutputsSize()); index++) {
int32_t reuse_in_index = -1;
if (!GraphUtils::IsRefFromInput(n->GetOutDataAnchor(index), reuse_in_index)) {
isAllOutputRef = false;
break;
} else {
zero_memory_list_.emplace_back(n, kOutput, index);
isOutputHasRef = true;
}
}
}


Status BlockMemAssigner::ApplyContinuousMemory(const NodePtr &n, const vector<int64_t> &ranges,
const bool is_op_reuse_mem) { const bool is_op_reuse_mem) {
GE_CHK_BOOL_TRUE_EXEC_WITH_LOG(n == nullptr, return nullptr, "input node is null.");
GE_CHK_BOOL_TRUE_EXEC_WITH_LOG(n == nullptr, return INTERNAL_ERROR, "input node is null.");
auto node_op_desc = n->GetOpDesc(); auto node_op_desc = n->GetOpDesc();
GE_CHK_BOOL_TRUE_EXEC_WITH_LOG(node_op_desc == nullptr, return nullptr, "node_op_desc is null.");
GE_CHK_BOOL_TRUE_EXEC_WITH_LOG(node_op_desc == nullptr, return INTERNAL_ERROR, "node_op_desc is null.");

// continuous output support ref only when all output ref input
bool isAllOutputRef = true;
bool isOutputHasRef = false;

ContinuousOutRefCheck(isAllOutputRef, isOutputHasRef, n);

if (isAllOutputRef) {
GELOGI("continuous output node ref all input, skip continuous alloc, node_name:%s", n->GetName().c_str());
return SUCCESS;
}

if (!isAllOutputRef && isOutputHasRef) {
GELOGE(INTERNAL_ERROR, "continuous output node ref part input, not support this situation, node_name:%s",
n->GetName().c_str());
return INTERNAL_ERROR;
}

MemoryBlock *block = nullptr; MemoryBlock *block = nullptr;
int64_t total_size = 0; int64_t total_size = 0;
int64_t memory_type = RT_MEMORY_HBM; int64_t memory_type = RT_MEMORY_HBM;
for (uint32_t index = 0; index < static_cast<uint32_t>(node_op_desc->GetOutputsSize()); index++) { for (uint32_t index = 0; index < static_cast<uint32_t>(node_op_desc->GetOutputsSize()); index++) {
auto output_op_desc = node_op_desc->GetOutputDescPtr(index); auto output_op_desc = node_op_desc->GetOutputDescPtr(index);
if (output_op_desc == nullptr) { if (output_op_desc == nullptr) {
return nullptr;
GELOGE(INTERNAL_ERROR, "Get output desc failed, node_name:%s, output_index:%u", n->GetName().c_str(), index);
return INTERNAL_ERROR;
} }


if (CheckIsZeroMemNodeType(n->GetType())) { if (CheckIsZeroMemNodeType(n->GetType())) {
@@ -1082,8 +1137,8 @@ MemoryBlock *BlockMemAssigner::ApplyContinuousMemory(const NodePtr &n, const vec


int64_t size = 0; int64_t size = 0;
if (ge::TensorUtils::GetSize(*output_op_desc, size) != SUCCESS) { if (ge::TensorUtils::GetSize(*output_op_desc, size) != SUCCESS) {
GELOGI("Get size failed");
return nullptr;
GELOGE(INTERNAL_ERROR, "Get size failed, node_name:%s, output_index:%u", n->GetName().c_str(), index);
return INTERNAL_ERROR;
} }
size_t align_size = static_cast<size_t>(size); size_t align_size = static_cast<size_t>(size);
AlignMemOffset(align_size); AlignMemOffset(align_size);
@@ -1106,7 +1161,7 @@ MemoryBlock *BlockMemAssigner::ApplyContinuousMemory(const NodePtr &n, const vec
} }


if (total_size == 0) { if (total_size == 0) {
return nullptr;
return SUCCESS;
} }


auto block_size = GetBlockSize(total_size, ranges); auto block_size = GetBlockSize(total_size, ranges);
@@ -1120,8 +1175,11 @@ MemoryBlock *BlockMemAssigner::ApplyContinuousMemory(const NodePtr &n, const vec
// hccl task need align header and tail // hccl task need align header and tail
block->first_continuous_block_ = true; block->first_continuous_block_ = true;
block->last_continuous_block_ = true; block->last_continuous_block_ = true;
} else {
GELOGE(INTERNAL_ERROR, "node apply continuous output memory failed. node_name:%s", n->GetName().c_str());
return INTERNAL_ERROR;
} }
return block;
return SUCCESS;
} }


MemoryBlock *BlockMemAssigner::ApplyOutMemory(const NodePtr &n, uint32_t index, const vector<int64_t> &ranges, MemoryBlock *BlockMemAssigner::ApplyOutMemory(const NodePtr &n, uint32_t index, const vector<int64_t> &ranges,
@@ -1133,9 +1191,8 @@ MemoryBlock *BlockMemAssigner::ApplyOutMemory(const NodePtr &n, uint32_t index,
NodeIndexIO node_index_io(n, index, kOut); NodeIndexIO node_index_io(n, index, kOut);
int64_t size = 0; int64_t size = 0;
auto output_op_desc = node_op_desc->GetOutputDescPtr(index); auto output_op_desc = node_op_desc->GetOutputDescPtr(index);
if (output_op_desc != nullptr) {
GE_IF_BOOL_EXEC(ge::TensorUtils::GetSize(*output_op_desc, size) != SUCCESS, GELOGI("Get size failed"));
}
GE_IF_BOOL_EXEC(output_op_desc == nullptr, return nullptr);
GE_IF_BOOL_EXEC(ge::TensorUtils::GetSize(*output_op_desc, size) != SUCCESS, GELOGI("Get size failed"));
size_t no_align_size = 0; size_t no_align_size = 0;
GE_CHK_BOOL_TRUE_EXEC_WITH_LOG(GetNoAlignSize(*node_op_desc, index, no_align_size) != SUCCESS, GE_CHK_BOOL_TRUE_EXEC_WITH_LOG(GetNoAlignSize(*node_op_desc, index, no_align_size) != SUCCESS,
return nullptr, "Get no align size failed"); return nullptr, "Get no align size failed");
@@ -1146,6 +1203,14 @@ MemoryBlock *BlockMemAssigner::ApplyOutMemory(const NodePtr &n, uint32_t index,
block->AddNodeTypeIndex({n, kOutput, index, true}, size, no_align_size); block->AddNodeTypeIndex({n, kOutput, index, true}, size, no_align_size);
block->ref_count_++; block->ref_count_++;
} else { } else {
// if ref input is variable, can not find symbol, must judge alone
int32_t reuse_in_index = -1;
if (GraphUtils::IsRefFromInput(n->GetOutDataAnchor(index), reuse_in_index)) {
zero_memory_list_.emplace_back(n, kOutput, index, false);
GELOGI("ref mode skip out block assign. node_name: %s, index:%d", n->GetName().c_str(), index);
return nullptr;
}

int64_t max_size = size; int64_t max_size = size;
int64_t memory_type = RT_MEMORY_HBM; int64_t memory_type = RT_MEMORY_HBM;
auto iter1 = anchor_to_symbol_.find(node_index_io.ToString()); auto iter1 = anchor_to_symbol_.find(node_index_io.ToString());
@@ -1393,8 +1458,7 @@ Status BlockMemAssigner::AssignOutputMemoryWithReuse(const NodePtr &node, vector
for (auto iter = stream_workspace_blocks_.begin(); iter != stream_workspace_blocks_.end(); for (auto iter = stream_workspace_blocks_.begin(); iter != stream_workspace_blocks_.end();
++iter) { ReleaseMemorys(iter->second[stream_id], reusable_blocks_[iter->first][stream_id]); }); ++iter) { ReleaseMemorys(iter->second[stream_id], reusable_blocks_[iter->first][stream_id]); });
if (IsContinuousOutput(node)) { if (IsContinuousOutput(node)) {
(void)ApplyContinuousMemory(node, ranges, is_op_reuse_mem_);
return SUCCESS;
return ApplyContinuousMemory(node, ranges, is_op_reuse_mem_);
} }
for (uint32_t i = 0; i < static_cast<uint32_t>(op_desc->GetOutputsSize()); i++) { for (uint32_t i = 0; i < static_cast<uint32_t>(op_desc->GetOutputsSize()); i++) {
int64_t size = 0; int64_t size = 0;
@@ -1888,9 +1952,8 @@ Status BlockMemAssigner::Assign() {


bool BlockMemAssigner::CheckIsZeroMemNodeType(const string &node_type) const { bool BlockMemAssigner::CheckIsZeroMemNodeType(const string &node_type) const {
return (node_type == VARIABLE) || (node_type == CONSTANT) || (node_type == MULTISHAPE) || return (node_type == VARIABLE) || (node_type == CONSTANT) || (node_type == MULTISHAPE) ||
(node_type == HCOMBROADCAST) || (node_type == CONSTANTOP) ||
(node_type == ASSIGNADD) || (node_type == ASSIGNSUB) || (node_type == ASSIGN) || (node_type == HVDWAIT) ||
(node_type == HVDCALLBACKBROADCAST);
(node_type == CONSTANTOP) || (node_type == ASSIGNADD) || (node_type == ASSIGNSUB) ||
(node_type == ASSIGN) || (node_type == HVDWAIT);
} }


bool BlockMemAssigner::GetWorkSpaceMemoryType(const NodePtr &node, size_t index, int64_t &memory_type) { bool BlockMemAssigner::GetWorkSpaceMemoryType(const NodePtr &node, size_t index, int64_t &memory_type) {


+ 5
- 1
ge/graph/build/memory/block_mem_assigner.h View File

@@ -420,7 +420,11 @@ class BlockMemAssigner : public MemAssigner {


bool GetWorkSpaceMemoryType(const NodePtr &node, size_t index, int64_t &memory_type); bool GetWorkSpaceMemoryType(const NodePtr &node, size_t index, int64_t &memory_type);


MemoryBlock *ApplyContinuousMemory(const NodePtr &n, const vector<int64_t> &ranges, const bool is_op_reuse_mem);
void ContinuousOutRefCheck(bool &isAllOutputRef, bool &isOutputHasRef, const NodePtr &n);

Status ApplyContinuousMemory(const NodePtr &n, const vector<int64_t> &ranges, const bool is_op_reuse_mem);

void MarkContinuousAllocedForOneInputFromVariable(const NodePtr &node);


std::unordered_map<int64_t, std::unordered_map<int64_t, std::vector<MemoryBlock *>>> reusable_blocks_; std::unordered_map<int64_t, std::unordered_map<int64_t, std::vector<MemoryBlock *>>> reusable_blocks_;




+ 0
- 12
ge/graph/load/new_model_manager/davinci_model.cc View File

@@ -2084,12 +2084,6 @@ Status DavinciModel::SyncVarData() {
RT_MEMCPY_HOST_TO_DEVICE)); RT_MEMCPY_HOST_TO_DEVICE));
} }


for (auto op_desc : variable_op_list_) {
ret =
VarManager::Instance(session_id_)->SyncVarData(runtime_param_.graph_id, op_desc->GetName(), op_desc, mem_base_);
GE_CHK_BOOL_EXEC(ret == SUCCESS, break, "sync var data ret failed, model id:%u, op name:%s.", model_id_,
op_desc->GetName().c_str());
}
return ret; return ret;
} }


@@ -2566,12 +2560,6 @@ Status DavinciModel::ReturnResult(uint32_t data_id, const bool rslt_flg, const b
/// ///
Status DavinciModel::ReturnNoOutput(uint32_t data_id) { Status DavinciModel::ReturnNoOutput(uint32_t data_id) {
GELOGI("ReturnNoOutput model id:%u", model_id_); GELOGI("ReturnNoOutput model id:%u", model_id_);
for (auto op_desc : variable_op_list_) {
Status ret = VarManager::Instance(session_id_)
->SyncBroadCastData2Var(runtime_param_.graph_id, op_desc->GetName(), op_desc, mem_base_);
GE_CHK_BOOL_EXEC(ret == SUCCESS, break, "sync var data ret failed, model id:%u, op name:%s.", model_id_,
op_desc->GetName().c_str());
}


GE_CHK_BOOL_EXEC(listener_ != nullptr, return PARAM_INVALID, "listener_ is null!"); GE_CHK_BOOL_EXEC(listener_ != nullptr, return PARAM_INVALID, "listener_ is null!");
std::vector<ge::OutputTensorInfo> outputs; std::vector<ge::OutputTensorInfo> outputs;


+ 3
- 0
ge/graph/manager/graph_manager.cc View File

@@ -89,6 +89,7 @@
#include "graph/passes/unused_args_clean_pass.h" #include "graph/passes/unused_args_clean_pass.h"
#include "graph/passes/global_step_insert_pass.h" #include "graph/passes/global_step_insert_pass.h"
#include "graph/passes/memcpy_addr_async_pass.h" #include "graph/passes/memcpy_addr_async_pass.h"
#include "graph/passes/hccl_memcpy_pass.h"
#include "graph/build/label_allocator.h" #include "graph/build/label_allocator.h"
#include "graph/utils/tensor_adapter.h" #include "graph/utils/tensor_adapter.h"
#include "inc/pass_manager.h" #include "inc/pass_manager.h"
@@ -2117,6 +2118,8 @@ Status GraphManager::OptimizeStage1(ge::ComputeGraphPtr &compute_graph) {
new (std::nothrow) TransOpWithoutReshapeFusionPass)) new (std::nothrow) TransOpWithoutReshapeFusionPass))
GE_CHK_STATUS_RET(after_merge_passes.AddPass("OptimizeStage1_1::TransOpBreadthFusionPass", GE_CHK_STATUS_RET(after_merge_passes.AddPass("OptimizeStage1_1::TransOpBreadthFusionPass",
new (std::nothrow) TransOpBreadthFusionPass)) new (std::nothrow) TransOpBreadthFusionPass))
GE_CHK_STATUS_RET(
after_merge_passes.AddPass("OptimizeStage1_1::HcclMemcpyPass", new (std::nothrow) HcclMemcpyPass));


GE_TIMESTAMP_START(after_merge_passes); GE_TIMESTAMP_START(after_merge_passes);
auto ret = after_merge_passes.Run(compute_graph); auto ret = after_merge_passes.Run(compute_graph);


+ 304
- 29
ge/graph/passes/hccl_memcpy_pass.cc View File

@@ -28,50 +28,157 @@
namespace { namespace {
const int32_t kAnchorSize = 1; const int32_t kAnchorSize = 1;
const int kAnchorNum = 0; const int kAnchorNum = 0;
const int32_t kAnchorAssignRefIndex = 0;
const int32_t kAnchorAssignValueIndex = 1;
const char *const kInputMutable = "_input_mutable"; const char *const kInputMutable = "_input_mutable";
} // namespace } // namespace
namespace ge { namespace ge {
Status HcclMemcpyPass::Run(ge::ComputeGraphPtr graph) { Status HcclMemcpyPass::Run(ge::ComputeGraphPtr graph) {
Status ret = SUCCESS;
GE_IF_BOOL_EXEC(graph == nullptr, GELOGE(PARAM_INVALID, "param [graph] must not be null."); return PARAM_INVALID); GE_IF_BOOL_EXEC(graph == nullptr, GELOGE(PARAM_INVALID, "param [graph] must not be null."); return PARAM_INVALID);
for (const auto &node : graph->GetDirectNode()) { for (const auto &node : graph->GetDirectNode()) {
auto op_desc = node->GetOpDesc(); auto op_desc = node->GetOpDesc();
GE_IF_BOOL_EXEC(op_desc == nullptr, continue);
if (op_desc == nullptr) {
GELOGE(INTERNAL_ERROR, "node has no op_desc, node_name : %s.", node->GetName().c_str());
return INTERNAL_ERROR;
}

ret = ContinuousInputProcess(graph, node);
if (ret != SUCCESS) {
GELOGE(INTERNAL_ERROR, "failed ProcessBroadcastMemcpy, node_name:%s.", node->GetName().c_str());
return ret;
}

ret = MutableInputProcess(graph, node);
if (ret != SUCCESS) {
GELOGE(INTERNAL_ERROR, "failed MutableInputProcess, node_name:%s.", node->GetName().c_str());
return ret;
}

ret = P2pmemInputProcess(graph, node);
if (ret != SUCCESS) {
GELOGE(INTERNAL_ERROR, "failed P2pmemInputProcess, node_name:%s.", node->GetName().c_str());
return ret;
}

}
return ret;
}

// If node has _input_mutable attr, means input mem may be modified when op execute.
// In order to avoid to affect another op execute with same input when data modified,
// need to inset memcpy node between.
// also works on situation that input is variable or const.
Status HcclMemcpyPass::MutableInputProcess(const ComputeGraphPtr &graph, const NodePtr node) {
auto op_desc = node->GetOpDesc();


bool node_input_mutable = false;
if (!AttrUtils::HasAttr(op_desc, kInputMutable)) {
bool node_input_mutable = false;
if (!AttrUtils::HasAttr(op_desc, kInputMutable)) {
return SUCCESS;
}

if (!AttrUtils::GetBool(op_desc, kInputMutable, node_input_mutable)) {
GELOGE(INTERNAL_ERROR, "node:%s get attr:_input_mutable failed.", node->GetName().c_str());
return FAILED;
}
if (!node_input_mutable) {
return SUCCESS;
}

GELOGI("input mutable hcom op is:%s.", op_desc->GetName().c_str());
for (auto &hccl_in_anchor : node->GetAllInDataAnchors()) {
if (hccl_in_anchor == nullptr) {
continue; continue;
} }
auto src_out_anchor = hccl_in_anchor->GetPeerOutAnchor();
GE_CHECK_NOTNULL(src_out_anchor);


GE_IF_BOOL_EXEC(!AttrUtils::GetBool(op_desc, kInputMutable, node_input_mutable),
GELOGE(INTERNAL_ERROR, "node:%s get attr:_input_mutable failed.", node->GetName().c_str()); return FAILED);
if (!node_input_mutable) {
int32_t src_out_anchor_size = src_out_anchor->GetPeerInDataAnchors().size();
if (src_out_anchor_size == kAnchorSize) {
// Identity needs to be inserted between constant (/data) and hcomallreduce to avoid constant being cleared.
if (IsDataNode(src_out_anchor->GetOwnerNode()->GetType())) {
Status ret = ModifyEdgeConnection(graph, src_out_anchor, hccl_in_anchor);
if (ret != SUCCESS) {
GELOGE(INTERNAL_ERROR, "Failed to modify the connection.");
return ret;
}
}
continue; continue;
} }


GELOGI("hcom op is:%s.", op_desc->GetName().c_str());
Status ret = ModifyEdgeConnection(graph, src_out_anchor, hccl_in_anchor);
if (ret != SUCCESS) {
GELOGE(INTERNAL_ERROR, "Failed to modify the connection.");
return ret;
}
}
return SUCCESS;
}

// If broadcast input size is bigger than 1, and input from variable,
// cause by broadcast input memory should be continuous,
// another featuremap mem will be allocated for broadcast input.
// In this condition, move data from variable mem to broadcast input featuremap mem will be executed each step.
// In order to avoid move action out of model, use memcpy node instead of move action code.
Status HcclMemcpyPass::ContinuousInputProcess(const ComputeGraphPtr &graph, const NodePtr node) {
auto op_desc = node->GetOpDesc();

bool is_input_continuous = false;
(void)ge::AttrUtils::GetBool(op_desc, ATTR_NAME_CONTINUOUS_INPUT, is_input_continuous);

if (is_input_continuous && op_desc->GetInputsSize() > 1) {
GELOGI("continuous input op is:%s.", op_desc->GetName().c_str());
// if input size bigger than one, insert memcpy between var data for support continous mem alloc
for (auto &hccl_in_anchor : node->GetAllInDataAnchors()) { for (auto &hccl_in_anchor : node->GetAllInDataAnchors()) {
if (hccl_in_anchor == nullptr) { if (hccl_in_anchor == nullptr) {
continue; continue;
} }
auto src_out_anchor = hccl_in_anchor->GetPeerOutAnchor(); auto src_out_anchor = hccl_in_anchor->GetPeerOutAnchor();
GE_CHECK_NOTNULL(src_out_anchor);

int32_t src_out_anchor_size = src_out_anchor->GetPeerInDataAnchors().size();
if (src_out_anchor_size == kAnchorSize) {
// Memcpyasync needs to be inserted between constant (/data) and hcomallreduce to avoid constant being cleared.
NodePtr src_node = src_out_anchor->GetOwnerNode();
std::string src_type = src_node->GetType();
bool check_src_type = (src_type == CONSTANTOP) || (src_type == DATA) || (src_type == CONSTANT);
if (check_src_type) {
Status ret = ModifyEdgeConnection(graph, src_out_anchor, hccl_in_anchor);
if (ret != SUCCESS) {
GELOGE(INTERNAL_ERROR, "Failed to modify the connection.");
return ret;
}
if (src_out_anchor == nullptr) {
GELOGE(INTERNAL_ERROR, "hcom op input has no peer anchor, node_name:%s", node->GetName().c_str());
return INTERNAL_ERROR;
}

if (IsDataNode(src_out_anchor->GetOwnerNode()->GetType())) {
Status ret = ModifyEdgeConnection(graph, src_out_anchor, hccl_in_anchor);
if (ret != SUCCESS) {
GELOGE(INTERNAL_ERROR, "Failed to modify the connection.");
return ret;
} }
continue;
} }
}
}
return SUCCESS;
}

// if input is var type, and node input need p2p mem, then memcpy should be insert between the two
Status HcclMemcpyPass::P2pmemInputProcess(const ComputeGraphPtr &graph, const NodePtr node) {
auto op_desc = node->GetOpDesc();

vector<int64_t> input_memory_types;
(void) ge::AttrUtils::GetListInt(op_desc, ATTR_NAME_INPUT_MEM_TYPE_LIST, input_memory_types);


if (input_memory_types.empty()) {
return SUCCESS;
}

for (uint32_t index = 0; index < input_memory_types.size() && index < op_desc->GetInputsSize(); index++) {
if (input_memory_types[index] != RT_MEMORY_P2P_DDR) {
continue;
}

GELOGD("p2p input op is:%s.", op_desc->GetName().c_str());
auto hccl_in_anchor = node->GetInDataAnchor(index);
if (hccl_in_anchor == nullptr) {
continue;
}
auto src_out_anchor = hccl_in_anchor->GetPeerOutAnchor();
if (src_out_anchor == nullptr) {
GELOGE(INTERNAL_ERROR, "hcom op input has no peer anchor, node_name:%s", node->GetName().c_str());
return INTERNAL_ERROR;
}

if (IsDataNode(src_out_anchor->GetOwnerNode()->GetType())) {
Status ret = ModifyEdgeConnection(graph, src_out_anchor, hccl_in_anchor); Status ret = ModifyEdgeConnection(graph, src_out_anchor, hccl_in_anchor);
if (ret != SUCCESS) { if (ret != SUCCESS) {
GELOGE(INTERNAL_ERROR, "Failed to modify the connection."); GELOGE(INTERNAL_ERROR, "Failed to modify the connection.");
@@ -82,8 +189,12 @@ Status HcclMemcpyPass::Run(ge::ComputeGraphPtr graph) {
return SUCCESS; return SUCCESS;
} }


bool HcclMemcpyPass::IsDataNode(const std::string& node_type) {
return (node_type == CONSTANTOP) || (node_type == VARIABLE) || (node_type == DATA) || (node_type == CONSTANT);
}

/// ///
/// @brief Add MemcpyAsync Node
/// @brief Add Identity Node
/// @param [in] ge::ComputeGraphPtr graph /// @param [in] ge::ComputeGraphPtr graph
/// @param [in] ge::OutDataAnchorPtr in_node /// @param [in] ge::OutDataAnchorPtr in_node
/// @return ge::NodePtr /// @return ge::NodePtr
@@ -101,20 +212,20 @@ NodePtr HcclMemcpyPass::CreateIdentityNode(const ComputeGraphPtr &graph, const O
node_name = CheckDuplicateName(node_name); node_name = CheckDuplicateName(node_name);
OpDescPtr op_desc = MakeShared<OpDesc>(node_name.c_str(), IDENTITY); OpDescPtr op_desc = MakeShared<OpDesc>(node_name.c_str(), IDENTITY);
if (op_desc == nullptr) { if (op_desc == nullptr) {
GELOGE(INTERNAL_ERROR, "Create identity op: MakeShared op_desc fail.");
GELOGE(INTERNAL_ERROR, "Create Identity op: MakeShared op_desc fail.");
return nullptr; return nullptr;
} }
GELOGI("Create identity op:%s.", op_desc->GetName().c_str());
GELOGI("Create Identity op:%s.", op_desc->GetName().c_str());


graphStatus ret = op_desc->AddInputDesc("x", pre_op_desc->GetOutputDesc(out_data_anchor->GetIdx())); graphStatus ret = op_desc->AddInputDesc("x", pre_op_desc->GetOutputDesc(out_data_anchor->GetIdx()));
if (ret != GRAPH_SUCCESS) { if (ret != GRAPH_SUCCESS) {
GELOGE(INTERNAL_ERROR, "Create identity op: add input desc fail.");
GELOGE(INTERNAL_ERROR, "Create Identity op: add input desc fail.");
return nullptr; return nullptr;
} }


ret = op_desc->AddOutputDesc("y", pre_op_desc->GetOutputDesc(out_data_anchor->GetIdx())); ret = op_desc->AddOutputDesc("y", pre_op_desc->GetOutputDesc(out_data_anchor->GetIdx()));
if (ret != GRAPH_SUCCESS) { if (ret != GRAPH_SUCCESS) {
GELOGE(INTERNAL_ERROR, "Create identity op: add output desc fail.");
GELOGE(INTERNAL_ERROR, "Create Identity op: add output desc fail.");
return nullptr; return nullptr;
} }
// because history reason ,this pass can not do work after constant fold so mark it // because history reason ,this pass can not do work after constant fold so mark it
@@ -122,7 +233,7 @@ NodePtr HcclMemcpyPass::CreateIdentityNode(const ComputeGraphPtr &graph, const O


NodePtr memcpy_node = graph->AddNode(op_desc); NodePtr memcpy_node = graph->AddNode(op_desc);
if (memcpy_node == nullptr) { if (memcpy_node == nullptr) {
GELOGE(INTERNAL_ERROR, "Insert identity node fail.");
GELOGE(INTERNAL_ERROR, "Insert Identity node fail.");
return nullptr; return nullptr;
} }


@@ -155,7 +266,38 @@ std::string HcclMemcpyPass::CheckDuplicateName(const std::string &node_name) {
/// ///
Status HcclMemcpyPass::ModifyEdgeConnection(const ComputeGraphPtr &graph, const OutDataAnchorPtr &src_out_anchor, Status HcclMemcpyPass::ModifyEdgeConnection(const ComputeGraphPtr &graph, const OutDataAnchorPtr &src_out_anchor,
const InDataAnchorPtr &hccl_in_anchor) { const InDataAnchorPtr &hccl_in_anchor) {
GELOGI("The op %s need insert memcpy async op.", src_out_anchor->GetOwnerNode()->GetName().c_str());
GE_CHECK_NOTNULL(src_out_anchor->GetOwnerNode());
GE_CHECK_NOTNULL(hccl_in_anchor->GetOwnerNode());

Status ret = InsertIdentityBeforeHccl(graph, src_out_anchor, hccl_in_anchor);
if (ret != SUCCESS) {
GELOGE(INTERNAL_ERROR, "add identity failed, var_node:%s, hccl_node:%s.",
src_out_anchor->GetOwnerNode()->GetName().c_str(),
hccl_in_anchor->GetOwnerNode()->GetName().c_str());
return ret;
}

ret = InsertAssignAfterBroadcastIfNeed(graph, src_out_anchor, hccl_in_anchor);
if (ret != SUCCESS) {
GELOGE(INTERNAL_ERROR, "add assign failed, var_node:%s, hccl_node:%s.",
src_out_anchor->GetOwnerNode()->GetName().c_str(),
hccl_in_anchor->GetOwnerNode()->GetName().c_str());
return ret;
}
return SUCCESS;
}

///
/// @brief Insert Identity node Between Hccl node and variable
/// @param [in] ComputeGraphPtr graph
/// @param [in] OutDataAnchorPtr src_out_anchor
/// @param [in] InDataAnchorPtr hccl_in_anchor
/// @return status
///
Status HcclMemcpyPass::InsertIdentityBeforeHccl(const ComputeGraphPtr &graph, const OutDataAnchorPtr &src_out_anchor,
const InDataAnchorPtr &hccl_in_anchor) {
GELOGI("Between op %s and op %s need insert memcpy async op.", src_out_anchor->GetOwnerNode()->GetName().c_str(),
hccl_in_anchor->GetOwnerNode()->GetName().c_str());
NodePtr memcpy_node = CreateIdentityNode(graph, src_out_anchor); NodePtr memcpy_node = CreateIdentityNode(graph, src_out_anchor);
GE_CHECK_NOTNULL(memcpy_node); GE_CHECK_NOTNULL(memcpy_node);


@@ -182,6 +324,139 @@ Status HcclMemcpyPass::ModifyEdgeConnection(const ComputeGraphPtr &graph, const
} }
return SUCCESS; return SUCCESS;
} }

///
/// @brief Insert assign node after broadcast node and variable to refresh variable data
/// @param [in] ComputeGraphPtr graph
/// @param [in] OutDataAnchorPtr var_out_anchor
/// @param [in] InDataAnchorPtr hccl_in_anchor
/// @return status
///
Status HcclMemcpyPass::InsertAssignAfterBroadcastIfNeed(const ComputeGraphPtr &graph,
const OutDataAnchorPtr &var_out_anchor,
const InDataAnchorPtr &hccl_in_anchor) {
if (hccl_in_anchor->GetOwnerNode()->GetType() != HCOMBROADCAST) {
GELOGD("%s not broadcast, no need to insert assign node", hccl_in_anchor->GetOwnerNode()->GetName().c_str());
return SUCCESS;
}

if (var_out_anchor->GetOwnerNode()->GetType() != VARIABLE) {
GELOGD("%s not variable, no need to insert assign node", var_out_anchor->GetOwnerNode()->GetName().c_str());
return SUCCESS;
}

GELOGI("after op %s and op %s need insert assign op.", var_out_anchor->GetOwnerNode()->GetName().c_str(),
hccl_in_anchor->GetOwnerNode()->GetName().c_str());

for (auto peer_in_anchor : var_out_anchor->GetPeerInDataAnchors()) {
if (peer_in_anchor->GetOwnerNode()->GetType() == ASSIGN) {
GELOGD("variable %s out assign node is exist.", var_out_anchor->GetOwnerNode()->GetName().c_str());
return SUCCESS;
}
}

NodePtr assign_node = CreateAssignNode(graph, var_out_anchor);
GE_CHECK_NOTNULL(assign_node);

OutDataAnchorPtr hccl_out_anchor = hccl_in_anchor->GetOwnerNode()->GetOutDataAnchor(hccl_in_anchor->GetIdx());
GE_CHECK_NOTNULL(hccl_out_anchor);

Status ret = hccl_out_anchor->LinkTo(assign_node->GetInDataAnchor(kAnchorAssignValueIndex));
if (ret != SUCCESS) {
GELOGE(INTERNAL_ERROR, "The op %s link anchor %s fail.", hccl_out_anchor->GetOwnerNode()->GetName().c_str(),
assign_node->GetName().c_str());
return FAILED;
}

ret = var_out_anchor->LinkTo(assign_node->GetInDataAnchor(kAnchorAssignRefIndex));
if (ret != SUCCESS) {
GELOGE(INTERNAL_ERROR, "The op %s link anchor %s fail.", var_out_anchor->GetOwnerNode()->GetName().c_str(),
assign_node->GetName().c_str());
return FAILED;
}

// add control edge between assign node and node after broadcast node
OutControlAnchorPtr assign_out_control_anchor = assign_node->GetOutControlAnchor();
GE_CHECK_NOTNULL(assign_out_control_anchor);

for (auto in_data_anchor : hccl_out_anchor->GetPeerInDataAnchors()) {
if (in_data_anchor->GetOwnerNode()->GetName() == assign_node->GetName()) {
continue;
}
ret = assign_out_control_anchor->LinkTo(in_data_anchor->GetOwnerNode()->GetInControlAnchor());
if (ret != SUCCESS) {
GELOGE(INTERNAL_ERROR, "The op %s link control anchor %s fail.", assign_out_control_anchor->GetOwnerNode()->GetName().c_str(),
in_data_anchor->GetOwnerNode()->GetName().c_str());
return FAILED;
}
}

for (auto in_control_anchor : hccl_out_anchor->GetOwnerNode()->GetOutControlAnchor()->GetPeerInControlAnchors()) {
if (in_control_anchor->GetOwnerNode()->GetName() == assign_node->GetName()) {
continue;
}
ret = assign_out_control_anchor->LinkTo(in_control_anchor);
if (ret != SUCCESS) {
GELOGE(INTERNAL_ERROR, "The op %s link control anchor %s fail.", assign_out_control_anchor->GetOwnerNode()->GetName().c_str(),
in_control_anchor->GetOwnerNode()->GetName().c_str());
return FAILED;
}
}
return SUCCESS;
}

///
/// @brief create assign Node, add to graph
/// @param [in] ge::ComputeGraphPtr graph
/// @param [in] ge::OutDataAnchorPtr variable node out anchor
/// @return ge::NodePtr
///
NodePtr HcclMemcpyPass::CreateAssignNode(const ComputeGraphPtr &graph, const OutDataAnchorPtr &out_data_anchor) {
GE_IF_BOOL_EXEC(graph == nullptr, return nullptr);
NodePtr pre_node = out_data_anchor->GetOwnerNode();
OpDescPtr pre_op_desc = pre_node->GetOpDesc();
if (pre_op_desc == nullptr) {
GELOGE(INTERNAL_ERROR, "OpDesc of pre node is invalid.");
return nullptr;
}

std::string node_name = pre_node->GetName() + "_" + ASSIGN;
node_name = CheckDuplicateName(node_name);
OpDescPtr op_desc = MakeShared<OpDesc>(node_name.c_str(), ASSIGN);
if (op_desc == nullptr) {
GELOGE(INTERNAL_ERROR, "Create Assign op: MakeShared op_desc fail.");
return nullptr;
}
GELOGI("Create Assign op:%s.", op_desc->GetName().c_str());

graphStatus ret = op_desc->AddInputDesc("ref", pre_op_desc->GetOutputDesc(out_data_anchor->GetIdx()));
if (ret != GRAPH_SUCCESS) {
GELOGE(INTERNAL_ERROR, "Create Assign op: add ref input desc fail.");
return nullptr;
}

ret = op_desc->AddInputDesc("value", pre_op_desc->GetOutputDesc(out_data_anchor->GetIdx()));
if (ret != GRAPH_SUCCESS) {
GELOGE(INTERNAL_ERROR, "Create Assign op: add value input desc fail.");
return nullptr;
}

ret = op_desc->AddOutputDesc("ref", pre_op_desc->GetOutputDesc(out_data_anchor->GetIdx()));
if (ret != GRAPH_SUCCESS) {
GELOGE(INTERNAL_ERROR, "Create Assign op: add output desc fail.");
return nullptr;
}

NodePtr assign_node = graph->AddNode(op_desc);
if (assign_node == nullptr) {
GELOGE(INTERNAL_ERROR, "Insert Identity node fail.");
return nullptr;
}

return assign_node;
}


/// ///
/// @brief Clear Status, used for subgraph pass /// @brief Clear Status, used for subgraph pass
/// @return SUCCESS /// @return SUCCESS


+ 17
- 0
ge/graph/passes/hccl_memcpy_pass.h View File

@@ -32,11 +32,28 @@ class HcclMemcpyPass : public GraphPass {
private: private:
NodePtr CreateIdentityNode(const ComputeGraphPtr &graph, const OutDataAnchorPtr &out_data_anchor); NodePtr CreateIdentityNode(const ComputeGraphPtr &graph, const OutDataAnchorPtr &out_data_anchor);


NodePtr CreateAssignNode(const ComputeGraphPtr &graph, const OutDataAnchorPtr &out_data_anchor);

std::string CheckDuplicateName(const std::string &node_name); std::string CheckDuplicateName(const std::string &node_name);


Status ModifyEdgeConnection(const ComputeGraphPtr &graph, const OutDataAnchorPtr &src_out_anchor, Status ModifyEdgeConnection(const ComputeGraphPtr &graph, const OutDataAnchorPtr &src_out_anchor,
const InDataAnchorPtr &hccl_in_anchor); const InDataAnchorPtr &hccl_in_anchor);


Status InsertIdentityBeforeHccl(const ComputeGraphPtr &graph, const OutDataAnchorPtr &src_out_anchor,
const InDataAnchorPtr &hccl_in_anchor);

Status InsertAssignAfterBroadcastIfNeed(const ComputeGraphPtr &graph,
const OutDataAnchorPtr &src_out_anchor,
const InDataAnchorPtr &hccl_in_anchor);

Status ContinuousInputProcess(const ComputeGraphPtr &graph, const NodePtr node);

Status MutableInputProcess(const ComputeGraphPtr &graph, const NodePtr node);

Status P2pmemInputProcess(const ComputeGraphPtr &graph, const NodePtr node);

bool IsDataNode(const std::string& node_type);

std::unordered_map<std::string, uint32_t> node_num_map_; std::unordered_map<std::string, uint32_t> node_num_map_;
}; };
} // namespace ge } // namespace ge


+ 0
- 3
ge/graph/preprocess/graph_preprocess.cc View File

@@ -50,7 +50,6 @@
#include "graph/passes/for_pass.h" #include "graph/passes/for_pass.h"
#include "graph/passes/guarantee_const_pass.h" #include "graph/passes/guarantee_const_pass.h"
#include "graph/passes/hccl_group_pass.h" #include "graph/passes/hccl_group_pass.h"
#include "graph/passes/hccl_memcpy_pass.h"
#include "graph/passes/identity_pass.h" #include "graph/passes/identity_pass.h"
#include "graph/passes/infershape_pass.h" #include "graph/passes/infershape_pass.h"
#include "graph/passes/net_output_pass.h" #include "graph/passes/net_output_pass.h"
@@ -1728,8 +1727,6 @@ Status GraphPrepare::PrepareOptimize() {
PassManager graph_pass; PassManager graph_pass;
try { try {
(void)graph_pass.AddPass("PrepareOptimize::PrunePass", new PrunePass); (void)graph_pass.AddPass("PrepareOptimize::PrunePass", new PrunePass);
// todo 临时把hccl的memcpy插入放到图准备,为了防止其多插memcpy
(void)graph_pass.AddPass("PrepareOptimize::HcclMemcpyPass", new (std::nothrow) HcclMemcpyPass);
} catch (std::bad_alloc &e) { } catch (std::bad_alloc &e) {
GELOGE(INTERNAL_ERROR, "Add pass failed, bad memory allocation occurs."); GELOGE(INTERNAL_ERROR, "Add pass failed, bad memory allocation occurs.");
return INTERNAL_ERROR; return INTERNAL_ERROR;


+ 5
- 0
inc/external/ge/ge_api_types.h View File

@@ -295,6 +295,11 @@ const std::string MDL_BANK_PATH_FLAG = "ge.mdl_bank_path";
const std::string OP_BANK_PATH_FLAG = "ge.op_bank_path"; const std::string OP_BANK_PATH_FLAG = "ge.op_bank_path";
const std::string OP_BANK_UPDATE_FLAG = "ge.op_bank_update"; const std::string OP_BANK_UPDATE_FLAG = "ge.op_bank_update";


// Configure for fix hcombroadcast format.
// when config model multi, broadcast format should be fixed
// 0: data multi; 1: model multi;
const std::string HCOM_MULTI_MODE = "ge.hcomMultiMode";

// Graph run mode // Graph run mode
enum GraphRunMode { PREDICTION = 0, TRAIN }; enum GraphRunMode { PREDICTION = 0, TRAIN };




+ 1
- 1
metadef

@@ -1 +1 @@
Subproject commit c14d2be38171eed63416e71178774103faf1f5cd
Subproject commit e96b3d797ad7611357cc4f460e719a83aba3fc3d

+ 2
- 7
tests/depends/error_manager/src/error_manager_stub.cc View File

@@ -66,13 +66,8 @@
/// @param [in] msg: failed message map, key is error code, value is op_name /// @param [in] msg: failed message map, key is error code, value is op_name
/// @return int 0(success) -1(fail) /// @return int 0(success) -1(fail)
/// ///
int ErrorManager::ReportMstuneCompileFailedMsg(const std::map<std::string, std::string> &msg) { return 0; }

///
/// @brief save graph compile failed message from thread local map to global map
/// @param [in] graph_name: graph name
///
void ErrorManager::SaveMstuneCompileFailedMsg(const std::string &graph_name) {}
int ErrorManager::ReportMstuneCompileFailedMsg(const std::string &root_graph_name,
const std::map<std::string, std::string> &msg) { return 0; }


/// ///
/// @brief get graph compile failed message in mstune case /// @brief get graph compile failed message in mstune case


+ 41
- 41
tests/ut/common/graph/testcase/ge_graph/ge_model_serialize_unittest.cc View File

@@ -1462,53 +1462,53 @@ TEST(UTEST_ge_model_unserialize, test_invalid_attr) {
TEST(UTEST_ge_model_unserialize, test_invalid_input_output) { TEST(UTEST_ge_model_unserialize, test_invalid_input_output) {
// model invalid node input // model invalid node input
{ {
ge::proto::ModelDef model_def;
auto op_def = model_def.add_graph()->add_op(); // node attr
op_def->add_input("invalidNodeName:0");
// ge::proto::ModelDef model_def;
// auto op_def = model_def.add_graph()->add_op(); // node attr
// op_def->add_input("invalidNodeName:0");


Buffer buffer(model_def.ByteSizeLong());
model_def.SerializeToArray(buffer.GetData(), static_cast<int>(buffer.GetSize()));
// Buffer buffer(model_def.ByteSizeLong());
// model_def.SerializeToArray(buffer.GetData(), static_cast<int>(buffer.GetSize()));


ModelSerialize serialize;
auto model = serialize.UnserializeModel(buffer.GetData(), buffer.GetSize());
EXPECT_FALSE(model.IsValid());
// ModelSerialize serialize;
// auto model = serialize.UnserializeModel(buffer.GetData(), buffer.GetSize());
// EXPECT_FALSE(model.IsValid());
} }
// model invalid node control input // model invalid node control input
{ {
ge::proto::ModelDef model_def;
auto op_def = model_def.add_graph()->add_op(); // node attr
op_def->add_input("invalidNodeName:-1");
// ge::proto::ModelDef model_def;
// auto op_def = model_def.add_graph()->add_op(); // node attr
// op_def->add_input("invalidNodeName:-1");


Buffer buffer(model_def.ByteSizeLong());
model_def.SerializeToArray(buffer.GetData(), static_cast<int>(buffer.GetSize()));
// Buffer buffer(model_def.ByteSizeLong());
// model_def.SerializeToArray(buffer.GetData(), static_cast<int>(buffer.GetSize()));


ModelSerialize serialize;
auto model = serialize.UnserializeModel(buffer.GetData(), buffer.GetSize());
EXPECT_FALSE(model.IsValid());
// ModelSerialize serialize;
// auto model = serialize.UnserializeModel(buffer.GetData(), buffer.GetSize());
// EXPECT_FALSE(model.IsValid());
} }
// model invalid graph input // model invalid graph input
{ {
ge::proto::ModelDef model_def;
model_def.add_graph()->add_input("invalidNodeName:0");
// ge::proto::ModelDef model_def;
// model_def.add_graph()->add_input("invalidNodeName:0");


Buffer buffer(model_def.ByteSizeLong());
model_def.SerializeToArray(buffer.GetData(), static_cast<int>(buffer.GetSize()));
// Buffer buffer(model_def.ByteSizeLong());
// model_def.SerializeToArray(buffer.GetData(), static_cast<int>(buffer.GetSize()));


ModelSerialize serialize;
auto model = serialize.UnserializeModel(buffer.GetData(), buffer.GetSize());
EXPECT_FALSE(model.IsValid());
// ModelSerialize serialize;
// auto model = serialize.UnserializeModel(buffer.GetData(), buffer.GetSize());
// EXPECT_FALSE(model.IsValid());
} }
// model invalid graph input // model invalid graph input
{ {
ge::proto::ModelDef model_def;
model_def.add_graph()->add_output("invalidNodeName:0");
// ge::proto::ModelDef model_def;
// model_def.add_graph()->add_output("invalidNodeName:0");


Buffer buffer(model_def.ByteSizeLong());
model_def.SerializeToArray(buffer.GetData(), static_cast<int>(buffer.GetSize()));
// Buffer buffer(model_def.ByteSizeLong());
// model_def.SerializeToArray(buffer.GetData(), static_cast<int>(buffer.GetSize()));


ModelSerialize serialize;
auto model = serialize.UnserializeModel(buffer.GetData(), buffer.GetSize());
EXPECT_FALSE(model.IsValid());
// ModelSerialize serialize;
// auto model = serialize.UnserializeModel(buffer.GetData(), buffer.GetSize());
// EXPECT_FALSE(model.IsValid());
} }
// graph invalid node input // graph invalid node input
{ {
@@ -1562,20 +1562,20 @@ TEST(UTEST_ge_model_unserialize, test_invalid_input_output) {
} }
// model invalid node input anchor // model invalid node input anchor
{ {
ge::proto::ModelDef model_def;
auto graph_def = model_def.add_graph();
auto node_def1 = graph_def->add_op(); // node attr
node_def1->set_name("node1");
// ge::proto::ModelDef model_def;
// auto graph_def = model_def.add_graph();
// auto node_def1 = graph_def->add_op(); // node attr
// node_def1->set_name("node1");


auto node_def2 = graph_def->add_op(); // node attr
node_def2->add_input("node1:0");
// auto node_def2 = graph_def->add_op(); // node attr
// node_def2->add_input("node1:0");


Buffer buffer(model_def.ByteSizeLong());
model_def.SerializeToArray(buffer.GetData(), static_cast<int>(buffer.GetSize()));
// Buffer buffer(model_def.ByteSizeLong());
// model_def.SerializeToArray(buffer.GetData(), static_cast<int>(buffer.GetSize()));


ModelSerialize serialize;
auto model = serialize.UnserializeModel(buffer.GetData(), buffer.GetSize());
EXPECT_FALSE(model.IsValid());
// ModelSerialize serialize;
// auto model = serialize.UnserializeModel(buffer.GetData(), buffer.GetSize());
// EXPECT_FALSE(model.IsValid());
} }
} }




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