Browse Source

Synchronize latest Ascend software suite 19 Nov 2020

pull/335/head
yanghaoran 4 years ago
parent
commit
94facf5ebe
100 changed files with 2380 additions and 641 deletions
  1. +19
    -0
      inc/external/ge/ge_api.h
  2. +30
    -7
      inc/external/ge/ge_api_types.h
  3. +12
    -0
      inc/external/graph/ascend_string.h
  4. +4
    -0
      inc/external/register/register.h
  5. +27
    -0
      inc/framework/common/debug/log.h
  6. +1
    -0
      inc/framework/common/types.h
  7. +2
    -0
      inc/framework/executor/ge_executor.h
  8. +3
    -0
      inc/graph/debug/ge_attr_define.h
  9. +1
    -0
      src/common/graph/CMakeLists.txt
  10. +62
    -0
      src/common/graph/ascend_string.cc
  11. +5
    -2
      src/common/graph/format_refiner.cc
  12. +3
    -0
      src/common/graph/ge_attr_define.cc
  13. +15
    -5
      src/common/graph/graph.mk
  14. +14
    -0
      src/common/graph/op_desc.cc
  15. +4
    -1
      src/common/graph/operator.cc
  16. +7
    -7
      src/common/graph/shape_refiner.cc
  17. +144
    -0
      src/common/graph/transformer/inc/axis_util.h
  18. +122
    -0
      src/common/graph/transformer/inc/transfer_shape_according_to_format.h
  19. +198
    -0
      src/common/graph/transformer/src/axis_util.cpp
  20. +242
    -0
      src/common/graph/transformer/src/transfer_shape_according_to_format.cpp
  21. +160
    -0
      src/common/graph/utils/transformer_utils.cc
  22. +50
    -0
      src/common/graph/utils/transformer_utils.h
  23. +27
    -0
      src/ge/client/ge_api.cc
  24. +16
    -9
      src/ge/common/formats/format_transfers/datatype_transfer.cc
  25. +11
    -7
      src/ge/common/formats/format_transfers/format_transfer_c1hwncoc0_hwcn.cc
  26. +1
    -5
      src/ge/common/formats/format_transfers/format_transfer_dhwcn_fracz3D.cc
  27. +1
    -5
      src/ge/common/formats/format_transfers/format_transfer_dhwnc_fracz3D_transpose.cc
  28. +6
    -12
      src/ge/common/formats/format_transfers/format_transfer_fractal_nz.cc
  29. +5
    -7
      src/ge/common/formats/format_transfers/format_transfer_fractal_z.cc
  30. +6
    -13
      src/ge/common/formats/format_transfers/format_transfer_fractal_zz.cc
  31. +8
    -5
      src/ge/common/formats/format_transfers/format_transfer_fracz_hwcn.cc
  32. +5
    -3
      src/ge/common/formats/format_transfers/format_transfer_fracz_nchw.cc
  33. +5
    -3
      src/ge/common/formats/format_transfers/format_transfer_fracz_nhwc.cc
  34. +5
    -3
      src/ge/common/formats/format_transfers/format_transfer_hwcn_c1hwncoc0.cc
  35. +5
    -3
      src/ge/common/formats/format_transfers/format_transfer_nc1hwc0_nchw.cc
  36. +5
    -3
      src/ge/common/formats/format_transfers/format_transfer_nc1hwc0_nhwc.cc
  37. +1
    -5
      src/ge/common/formats/format_transfers/format_transfer_nchw_fz_c04.cc
  38. +5
    -3
      src/ge/common/formats/format_transfers/format_transfer_nchw_nc1hwc0.cc
  39. +5
    -3
      src/ge/common/formats/format_transfers/format_transfer_nhwc_nc1hwc0.cc
  40. +23
    -19
      src/ge/common/formats/format_transfers/format_transfer_transpose.cc
  41. +13
    -9
      src/ge/common/formats/formats.cc
  42. +34
    -5
      src/ge/common/formats/utils/formats_trans_utils.cc
  43. +5
    -0
      src/ge/common/formats/utils/formats_trans_utils.h
  44. +7
    -6
      src/ge/common/ge_common.mk
  45. +113
    -7
      src/ge/common/profiling/profiling_manager.cc
  46. +16
    -5
      src/ge/common/profiling/profiling_manager.h
  47. +1
    -0
      src/ge/common/types.cc
  48. +13
    -0
      src/ge/executor/ge_executor.cc
  49. +6
    -2
      src/ge/executor/module.mk
  50. +17
    -10
      src/ge/ge_inference.mk
  51. +6
    -3
      src/ge/ge_local_engine/module.mk
  52. +13
    -6
      src/ge/ge_runner.mk
  53. +24
    -7
      src/ge/graph/build/label_allocator.cc
  54. +1
    -1
      src/ge/graph/build/label_allocator.h
  55. +5
    -1
      src/ge/graph/build/logical_stream_allocator.cc
  56. +9
    -0
      src/ge/graph/build/memory/block_mem_assigner.cc
  57. +6
    -3
      src/ge/graph/build/memory/module.mk
  58. +10
    -21
      src/ge/graph/build/model_builder.cc
  59. +9
    -0
      src/ge/graph/common/transop_util.cc
  60. +2
    -0
      src/ge/graph/common/transop_util.h
  61. +49
    -102
      src/ge/graph/label/label_maker.cc
  62. +2
    -3
      src/ge/graph/label/label_maker.h
  63. +1
    -0
      src/ge/graph/load/new_model_manager/data_dumper.h
  64. +73
    -88
      src/ge/graph/load/new_model_manager/davinci_model.cc
  65. +3
    -2
      src/ge/graph/load/new_model_manager/davinci_model.h
  66. +87
    -14
      src/ge/graph/load/new_model_manager/model_manager.cc
  67. +4
    -0
      src/ge/graph/load/new_model_manager/model_manager.h
  68. +1
    -1
      src/ge/graph/load/new_model_manager/zero_copy_task.cc
  69. +1
    -1
      src/ge/graph/load/new_model_manager/zero_copy_task.h
  70. +115
    -5
      src/ge/graph/manager/graph_manager.cc
  71. +10
    -0
      src/ge/graph/manager/graph_manager.h
  72. +1
    -1
      src/ge/graph/manager/rdma_pool_allocator.cc
  73. +5
    -0
      src/ge/graph/optimize/mem_rw_conflict_optimize.cc
  74. +16
    -3
      src/ge/graph/partition/graph_partition.cc
  75. +2
    -0
      src/ge/graph/partition/graph_partition.h
  76. +7
    -2
      src/ge/graph/passes/mark_agnostic_pass.cc
  77. +26
    -4
      src/ge/graph/passes/memcpy_addr_async_pass.cc
  78. +30
    -0
      src/ge/graph/passes/merge_pass.cc
  79. +1
    -0
      src/ge/graph/passes/merge_pass.h
  80. +7
    -1
      src/ge/graph/passes/net_output_pass.cc
  81. +1
    -0
      src/ge/graph/passes/net_output_pass.h
  82. +8
    -3
      src/ge/graph/passes/next_iteration_pass.cc
  83. +61
    -4
      src/ge/graph/preprocess/graph_preprocess.cc
  84. +88
    -97
      src/ge/graph/preprocess/insert_op/ge_aipp_op.cc
  85. +20
    -51
      src/ge/graph/preprocess/insert_op/util_insert_aipp_op.cc
  86. +0
    -1
      src/ge/graph/preprocess/insert_op/util_insert_aipp_op.h
  87. +9
    -0
      src/ge/graph/preprocess/multi_batch_copy_graph.cc
  88. +4
    -0
      src/ge/graph/preprocess/multi_batch_options.cc
  89. +6
    -3
      src/ge/host_cpu_engine/module.mk
  90. +3
    -1
      src/ge/host_kernels/slice_kernel.cc
  91. +11
    -7
      src/ge/hybrid/common/npu_memory_allocator.cc
  92. +7
    -3
      src/ge/hybrid/executor/worker/execution_engine.cc
  93. +41
    -2
      src/ge/hybrid/model/hybrid_model_builder.cc
  94. +1
    -0
      src/ge/hybrid/model/hybrid_model_builder.h
  95. +5
    -4
      src/ge/hybrid/model/node_item.cc
  96. +3
    -0
      src/ge/hybrid/model/node_item.h
  97. +43
    -15
      src/ge/hybrid/node_executor/aicore/aicore_node_executor.cc
  98. +34
    -2
      src/ge/hybrid/node_executor/aicore/aicore_node_executor.h
  99. +14
    -2
      src/ge/hybrid/node_executor/aicore/aicore_task_compiler.cc
  100. +5
    -3
      src/ge/hybrid/node_executor/aicore/aicore_task_compiler.h

+ 19
- 0
inc/external/ge/ge_api.h View File

@@ -60,6 +60,25 @@ class GE_FUNC_DEV_VISIBILITY GE_FUNC_HOST_VISIBILITY Session {
Status AddGraph(uint32_t graphId, const Graph &graph, const std::map<std::string, std::string> &options);

///
/// @ingroup client
/// @brief add a copy graph with a specific graphId
/// @param [in] graphId graph id
/// @param [in] graph the graph
/// @return Status result of function
///
Status AddGraphWithCopy(uint32_t graph_id, const Graph &graph);

///
/// @ingroup client
/// @brief add a copy graph with a specific graphId and graphOptions
/// @param [in] graphId graph id
/// @param [in] graph the graph
/// @param [in] options graph options
/// @return Status result of function
///
Status AddGraphWithCopy(uint32_t graph_id, const Graph &graph, const std::map<AscendString, AscendString> &options);

///
/// @ingroup ge_graph
/// @brief remove a graph of the session with specific session id
/// @param [in] graphId graph id


+ 30
- 7
inc/external/ge/ge_api_types.h View File

@@ -245,6 +245,12 @@ const std::string INPUT_FP16_NODES = "ge.INPUT_NODES_SET_FP16";
// 0: close debug; 1: open TBE compiler; 2: open ccec compiler
const std::string OP_DEBUG_LEVEL = "ge.opDebugLevel";

// Configure model bank path
const std::string MDL_BANK_PATH_FLAG = "ge.mdl_bank_path";

// Configure op bank path
const std::string OP_BANK_PATH_FLAG = "ge.op_bank_path";

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

@@ -315,13 +321,28 @@ static const char *const OPTYPELIST_FOR_IMPLMODE = ge::OPTYPELIST_FOR_IMPLMODE.c
static const char *const DEBUG_DIR = ge::DEBUG_DIR;
static const char *const OP_COMPILER_CACHE_DIR = ge::OP_COMPILER_CACHE_DIR;
static const char *const OP_COMPILER_CACHE_MODE = ge::OP_COMPILER_CACHE_MODE;
static const char *const MDL_BANK_PATH_FLAG = ge::MDL_BANK_PATH_FLAG.c_str();
static const char *const OP_BANK_PATH_FLAG = ge::OP_BANK_PATH_FLAG.c_str();

// for interface: aclgrphBuildModel
const std::set<std::string> ir_builder_suppported_options = {
INPUT_FORMAT, INPUT_SHAPE, OP_NAME_MAP,
DYNAMIC_BATCH_SIZE, DYNAMIC_IMAGE_SIZE, DYNAMIC_DIMS,
INSERT_OP_FILE, PRECISION_MODE, EXEC_DISABLE_REUSED_MEMORY,
AUTO_TUNE_MODE, OUTPUT_TYPE, OUT_NODES,
INPUT_FP16_NODES, LOG_LEVEL};
const std::set<std::string> ir_builder_suppported_options = {INPUT_FORMAT,
INPUT_SHAPE,
OP_NAME_MAP,
DYNAMIC_BATCH_SIZE,
DYNAMIC_IMAGE_SIZE,
DYNAMIC_DIMS,
INSERT_OP_FILE,
PRECISION_MODE,
EXEC_DISABLE_REUSED_MEMORY,
AUTO_TUNE_MODE,
OUTPUT_TYPE,
OUT_NODES,
INPUT_FP16_NODES,
LOG_LEVEL,
OP_DEBUG_LEVEL,
DEBUG_DIR,
OP_COMPILER_CACHE_DIR,
OP_COMPILER_CACHE_MODE};

// for interface: aclgrphParse
const std::set<std::string> ir_parser_suppported_options = {INPUT_FORMAT,
@@ -336,7 +357,9 @@ const std::set<std::string> ir_parser_suppported_options = {INPUT_FORMAT,
OUT_NODES,
COMPRESS_WEIGHT_CONF,
ENABLE_SCOPE_FUSION_PASSES,
LOG_LEVEL};
LOG_LEVEL,
MDL_BANK_PATH_FLAG,
OP_BANK_PATH_FLAG};

// for interface: aclgrphBuildInitialize
const std::set<std::string> global_options = {CORE_TYPE,


+ 12
- 0
inc/external/graph/ascend_string.h View File

@@ -31,6 +31,18 @@ class AscendString {

const char* GetString() const;

bool operator<(const AscendString& d) const;

bool operator>(const AscendString& d) const;

bool operator<=(const AscendString& d) const;

bool operator>=(const AscendString& d) const;

bool operator==(const AscendString& d) const;

bool operator!=(const AscendString& d) const;

private:
std::shared_ptr<std::string> name_;
};


+ 4
- 0
inc/external/register/register.h View File

@@ -94,6 +94,7 @@ using FusionParseParamFunc =
std::function<domi::Status(const std::vector<const google::protobuf::Message *>, ge::Operator &)>;
using FusionParseParamByOpFunc = std::function<domi::Status(const std::vector<ge::Operator> &, ge::Operator &)>;
using ParseSubgraphFunc = std::function<Status(const std::string &subgraph_name, const ge::Graph &graph)>;
using ParseOpToGraphFunc = std::function<Status(const ge::Operator &, ge::Graph &)>;

class FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY OpRegistrationData {
public:
@@ -125,6 +126,8 @@ class FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY OpRegistrationData {

OpRegistrationData &InputReorderVector(const vector<int> &input_order);

OpRegistrationData &ParseOpToGraphFn(const ParseOpToGraphFunc &parse_op_to_graph_fn);

domi::ImplyType GetImplyType() const;
std::string GetOmOptype() const;
std::set<std::string> GetOriginOpTypeSet() const;
@@ -134,6 +137,7 @@ class FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY OpRegistrationData {
FusionParseParamFunc GetFusionParseParamFn() const;
FusionParseParamByOpFunc GetFusionParseParamByOpFn() const;
ParseSubgraphFunc GetParseSubgraphPostFn() const;
ParseOpToGraphFunc GetParseOpToGraphFn() const;

private:
std::shared_ptr<OpRegistrationDataImpl> impl_;


+ 27
- 0
inc/framework/common/debug/log.h View File

@@ -18,10 +18,12 @@
#define INC_FRAMEWORK_COMMON_DEBUG_LOG_H_

#include <string>
#include <sstream>

#include "runtime/rt.h"
#include "common/string_util.h"
#include "common/util.h"
#include "common/util/error_manager/error_manager.h"
#include "framework/common/debug/ge_log.h"
#include "ge/ge_api_error_codes.h"

@@ -253,4 +255,29 @@
exec_expr1; \
}

#define GE_ERRORLOG_AND_ERRORMSG(_status, errormsg) \
{ \
GELOGE(_status, "%s", errormsg); \
ErrorManager::GetInstance().ATCReportErrMessage("E10043", {"reason"}, {errormsg}); \
}

#define GE_CHK_LOG_AND_ERRORMSG(expr, _status, errormsg) \
do { \
bool b = (expr); \
if (!b) { \
GELOGE(_status, "%s", errormsg); \
ErrorManager::GetInstance().ATCReportErrMessage("E10043", {"reason"}, {errormsg}); \
return _status; \
} \
} while (0)

template <typename T>
std::string FmtToStr(const T &t) {
std::string fmt;
std::stringstream st;
st << "[" << t << "]";
fmt = st.str();
return fmt;
}

#endif // INC_FRAMEWORK_COMMON_DEBUG_LOG_H_

+ 1
- 0
inc/framework/common/types.h View File

@@ -70,6 +70,7 @@ FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY extern const std::string PROFIL
FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY extern const std::string PROFILE_STOP_VALUE;
FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY extern const std::map<std::string, std::string> PROFILE_COMPONENT_MAP;
FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY extern const std::string PROFILE_CONFIG;
FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY extern const std::string PROFILE_MODEL_ID;

FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY extern const std::string MODEL_ATTR_TASKS;
FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY extern const std::string MODEL_ATTR_TASK_GEN_BASE_ADDR;


+ 2
- 0
inc/framework/executor/ge_executor.h View File

@@ -270,6 +270,8 @@ class GE_FUNC_DEV_VISIBILITY GE_FUNC_HOST_VISIBILITY GeExecutor {

static ge::Status ReleaseSingleOpResource(void *stream);

static ge::Status GetDeviceIdByModelId(uint32_t model_id, uint32_t &device_id);

ge::Status GetBatchInfoSize(uint32_t model_id, size_t &shape_count);
ge::Status GetOrigInputInfo(uint32_t model_id, uint32_t index, OriginInputInfo &orig_input_info);
ge::Status GetAllAippInputOutputDims(uint32_t model_id, uint32_t index, std::vector<InputOutputDims> &input_dims,


+ 3
- 0
inc/graph/debug/ge_attr_define.h View File

@@ -1115,6 +1115,9 @@ GE_FUNC_DEV_VISIBILITY GE_FUNC_HOST_VISIBILITY extern const std::string ATTR_DYN
GE_FUNC_DEV_VISIBILITY GE_FUNC_HOST_VISIBILITY extern const std::string ATTR_ATC_USER_DEFINE_DATATYPE;
GE_FUNC_DEV_VISIBILITY GE_FUNC_HOST_VISIBILITY extern const std::string ATTR_ATC_USER_DEFINE_FORMAT;

// atc user def dtype&format
GE_FUNC_DEV_VISIBILITY GE_FUNC_HOST_VISIBILITY extern const std::string ATTR_ATC_USER_DEFINE_OUTPUT_NODES;

// for fusion op plugin
GE_FUNC_DEV_VISIBILITY GE_FUNC_HOST_VISIBILITY extern const std::string ATTR_NAME_FUSIONOP_ORIGINAL_TYPE;



+ 1
- 0
src/common/graph/CMakeLists.txt View File

@@ -42,6 +42,7 @@ file(GLOB SRC_LIST RELATIVE ${CMAKE_CURRENT_LIST_DIR}
"detail/*.cc"
"debug/*.cc"
"option/*.cc"
"transformer/src/*cc"
)

# include directories


+ 62
- 0
src/common/graph/ascend_string.cc View File

@@ -30,4 +30,66 @@ const char* AscendString::GetString() const {

return (*name_).c_str();
}

bool AscendString::operator<(const AscendString& d) const {
if (name_ == nullptr && d.name_ == nullptr) {
return false;
} else if (name_ == nullptr) {
return true;
} else if (d.name_ == nullptr) {
return false;
}
return (*name_ < *(d.name_));
}

bool AscendString::operator>(const AscendString& d) const {
if (name_ == nullptr && d.name_ == nullptr) {
return false;
} else if (name_ == nullptr) {
return false;
} else if (d.name_ == nullptr) {
return true;
}
return (*name_ > *(d.name_));
}

bool AscendString::operator==(const AscendString& d) const {
if (name_ == nullptr && d.name_ == nullptr) {
return true;
} else if (name_ == nullptr) {
return false;
} else if (d.name_ == nullptr) {
return false;
}
return (*name_ == *(d.name_));
}

bool AscendString::operator<=(const AscendString& d) const {
if (name_ == nullptr) {
return true;
} else if (d.name_ == nullptr) {
return false;
}
return (*name_ <= *(d.name_));
}

bool AscendString::operator>=(const AscendString& d) const {
if (d.name_ == nullptr) {
return true;
} else if (name_ == nullptr) {
return false;
}
return (*name_ >= *(d.name_));
}

bool AscendString::operator!=(const AscendString& d) const {
if (name_ == nullptr && d.name_ == nullptr) {
return false;
} else if (name_ == nullptr) {
return true;
} else if (d.name_ == nullptr) {
return true;
}
return (*name_ != *(d.name_));
}
} // namespace ge

+ 5
- 2
src/common/graph/format_refiner.cc View File

@@ -384,12 +384,15 @@ void FormatRefiner::RefreshOriginFormatOfAnchor(std::vector<ge::NodePtr> &anchor
continue;
}
for (const auto &input_desc : node->GetOpDesc()->GetAllInputsDescPtr()) {
if (input_desc != nullptr) {
// single op support private format set, its origin format should not be override
auto ori_format = input_desc->GetOriginFormat();
if (input_desc != nullptr && (ori_format == FORMAT_ND || ori_format == FORMAT_RESERVED)) {
input_desc->SetOriginFormat(input_desc->GetFormat());
}
}
for (const auto &output_desc : node->GetOpDesc()->GetAllOutputsDescPtr()) {
if (output_desc != nullptr) {
auto ori_format = output_desc->GetOriginFormat();
if (output_desc != nullptr && (ori_format == FORMAT_ND || ori_format == FORMAT_RESERVED)) {
output_desc->SetOriginFormat(output_desc->GetFormat());
}
}


+ 3
- 0
src/common/graph/ge_attr_define.cc View File

@@ -1078,6 +1078,9 @@ const std::string ATTR_NAME_DYNAMIC_INPUT_END = "_dynamic_input_index_end";
const std::string ATTR_ATC_USER_DEFINE_DATATYPE = "_user_defined_data_type";
const std::string ATTR_ATC_USER_DEFINE_FORMAT = "_user_defined_format";

// atc user def dtype&format
const std::string ATTR_ATC_USER_DEFINE_OUTPUT_NODES = "_user_defined_output_nodes";

// for fusion op plugin
const std::string ATTR_NAME_FUSIONOP_ORIGINAL_TYPE = "_fusionop_original_type";



+ 15
- 5
src/common/graph/graph.mk View File

@@ -46,6 +46,10 @@ COMMON_LOCAL_SRC_FILES := \
option/ge_local_context.cc \
./runtime_inference_context.cc \
./utils/node_utils.cc \
../third_party/transformer/src/axis_util.cpp \
../third_party/transformer/src/transfer_shape_according_to_format.cpp \
./utils/transformer_utils.cc \


COMMON_LOCAL_C_INCLUDES := \
proto/om.proto \
@@ -57,13 +61,19 @@ COMMON_LOCAL_C_INCLUDES := \
proto/op_mapping_info.proto \
proto/dump_task.proto \
inc \
metadef/inc \
graphengine/inc \
inc/external \
inc/external/graph \
inc/graph \
inc/common \
common \
common/graph \
metadef/inc/external \
graphengine/inc/external \
metadef/inc/external/graph \
metadef/inc/graph \
metadef/inc/common \
metadef \
metadef/graph \
third_party/protobuf/include \
$(TOPDIR)metadef/third_party \
$(TOPDIR)metadef/third_party/transformer/inc \
libc_sec/include \
ops/built-in/op_proto/inc \
cann/ops/built-in/op_proto/inc \


+ 14
- 0
src/common/graph/op_desc.cc View File

@@ -27,6 +27,7 @@
#include "graph/utils/attr_utils.h"
#include "graph/utils/ge_ir_utils.h"
#include "graph/utils/op_desc_utils.h"
#include "graph/utils/transformer_utils.h"
#include "proto/ge_ir.pb.h"

using std::make_pair;
@@ -1301,11 +1302,24 @@ graphStatus OpDesc::CallInferFunc(Operator &op) {
return GRAPH_PARAM_INVALID;
}
}
std::unique_ptr<NodeShapeTransUtils> transformer(new (std::nothrow) NodeShapeTransUtils(shared_from_this()));
if (transformer == nullptr) {
GELOGE(GRAPH_FAILED, "Memory alloc failed");
return GRAPH_FAILED;
}
if (!transformer->CatchFormatAndShape()) {
GELOGE(GRAPH_FAILED, "catch format and shape info failed!");
return GRAPH_FAILED;
}
graphStatus graph_status = (graphStatus)infer_func_(op);
if (graph_status != GRAPH_SUCCESS) {
GELOGE(GRAPH_FAILED, "%s call infer func. ret: %u", GetName().c_str(), graph_status);
return GRAPH_FAILED;
}
if (!transformer->UpdateFormatAndShape()) {
GELOGE(GRAPH_FAILED, "catch format and shape info failed!");
return GRAPH_FAILED;
}
return GRAPH_SUCCESS;
}
graphStatus OpDesc::CallInferFormatFunc(Operator &op) {


+ 4
- 1
src/common/graph/operator.cc View File

@@ -1425,7 +1425,10 @@ class GraphBuilderImpl {
const string name = node->GetName();
for (auto &name_idx : op_impl->op_desc_->GetSubgraphNameIndexes()) {
const SubgraphBuilder &builder = op_impl->GetSubgraphBuilder(name_idx.first);
GE_CHK_BOOL_EXEC(builder != nullptr, return GRAPH_FAILED, "Node: %s, Get builder failed.", name.c_str());
if (builder == nullptr) {
GELOGW("Node: %s, Has no builder.", name.c_str());
continue;
}

Graph graph = builder(); // Build subgraph from user define builder.
const ComputeGraphPtr &subgraph = GraphUtils::GetComputeGraph(graph);


+ 7
- 7
src/common/graph/shape_refiner.cc View File

@@ -26,6 +26,7 @@

#include "debug/ge_log.h"
#include "debug/ge_op_types.h"
#include "debug/ge_util.h"
#include "external/graph/operator.h"
#include "external/graph/operator_factory.h"
#include "framework/common/debug/ge_log.h"
@@ -41,7 +42,6 @@ const uint32_t kWhileBodySubGraphIdx = 1;

graphStatus ReverseBrushWhileBodySubGraph(const ConstNodePtr &node) {
GELOGD("Enter reverse brush while body subgraph process!");

auto sub_graph_body = NodeUtils::GetSubgraph(*node, kWhileBodySubGraphIdx);
if (sub_graph_body == nullptr) {
GELOGE(GRAPH_FAILED, "Get while body graph failed!");
@@ -661,10 +661,7 @@ GE_FUNC_DEV_VISIBILITY GE_FUNC_HOST_VISIBILITY graphStatus ShapeRefiner::InferSh

if (!is_unknown_graph) {
auto inference_context = CreateInferenceContext(context_map, node);
if (inference_context == nullptr) {
GELOGE(GRAPH_FAILED, "inference context is null");
return GRAPH_FAILED;
}
GE_CHECK_NOTNULL(inference_context);
GELOGD("create context for node:%s, marks %zu", node->GetName().c_str(), inference_context->GetMarks().size());
op.SetInferenceContext(inference_context);
}
@@ -678,8 +675,11 @@ GE_FUNC_DEV_VISIBILITY GE_FUNC_HOST_VISIBILITY graphStatus ShapeRefiner::InferSh
auto op_desc = node->GetOpDesc();
for (const auto &out_anchor : node->GetAllOutDataAnchors()) {
auto output_tensor = op_desc->MutableOutputDesc(out_anchor->GetIdx());
ge::TensorUtils::SetRealDimCnt(*output_tensor, static_cast<uint32_t>(output_tensor->GetShape().GetDims().size()));
output_tensor->SetOriginShape(output_tensor->GetShape());
if (output_tensor->MutableShape().GetDims().empty()) {
output_tensor->SetOriginShape(output_tensor->GetShape());
}
ge::TensorUtils::SetRealDimCnt(*output_tensor,
static_cast<uint32_t>(output_tensor->GetOriginShape().GetDims().size()));
output_tensor->SetOriginDataType(output_tensor->GetDataType());

GELOGD("node name is %s, origin shape is %ld, origin format is %s, origin data type is %s",


+ 144
- 0
src/common/graph/transformer/inc/axis_util.h View File

@@ -0,0 +1,144 @@
/**
* Copyright 2019 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.
*/

/*!
* \file axis_util.h
* \brief get the axis value
*/
#ifndef COMMON_UTILS_TRANSFER_AXIS_UTIL_H_
#define COMMON_UTILS_TRANSFER_AXIS_UTIL_H_

#include <memory.h>
#include <functional>
#include <vector>

#include "external/graph/ge_error_codes.h"
#include "external/graph/types.h"
#include "framework/common/debug/ge_log.h"

namespace common {
namespace transformer {

const int32_t DIM_DEFAULT_SIZE = 4;
const uint32_t NCHW_DIMENSION_NUM = 4;

const int32_t AXIS_NCHW_DIM_N = 0;
const int32_t AXIS_NCHW_DIM_C = 1;
const int32_t AXIS_NCHW_DIM_H = 2;
const int32_t AXIS_NCHW_DIM_W = 3;

const int32_t AXIS_NHWC_DIM_N = 0;
const int32_t AXIS_NHWC_DIM_H = 1;
const int32_t AXIS_NHWC_DIM_W = 2;
const int32_t AXIS_NHWC_DIM_C = 3;

const int32_t AXIS_NC1HWC0_DIM_N = 0;
const int32_t AXIS_NC1HWC0_DIM_C1 = 1;
const int32_t AXIS_NC1HWC0_DIM_C0 = 4;
const int32_t AXIS_NC1HWC0_DIM_H = 2;
const int32_t AXIS_NC1HWC0_DIM_W = 3;

const int32_t AXIS_HWCN_DIM_H = 0;
const int32_t AXIS_HWCN_DIM_W = 1;
const int32_t AXIS_HWCN_DIM_C = 2;
const int32_t AXIS_HWCN_DIM_N = 3;

const int32_t AXIS_C1HWNCoC0_DIM_C1 = 0;
const int32_t AXIS_C1HWNCoC0_DIM_H = 1;
const int32_t AXIS_C1HWNCoC0_DIM_W = 2;
const int32_t AXIS_C1HWNCoC0_DIM_N = 3;
const int32_t AXIS_C1HWNCoC0_DIM_Co = 4;
const int32_t AXIS_C1HWNCoC0_DIM_C0 = 5;

#define CHECK_NOTNULL(val) \
do { \
if ((val) == nullptr) { \
GELOGE(GRAPH_FAILED, "[ERROR]Parameter[%s] must not be null.", #val); \
return false; \
} \
} while (0)

#define CHECK(cond, log_func, return_expr) \
do { \
if (cond) { \
log_func; \
return_expr; \
} \
} while (0)

enum AxisValueType {
AXIS_N = 0,
AXIS_C = 1,
AXIS_H = 2,
AXIS_W = 3,
AXIS_C1 = 4,
AXIS_C0 = 5,
AXIS_Co = 6,
AXIS_D = 7,
AXIS_BOTTOM = 8
};

int64_t DivisionCeiling(int64_t dividend, int64_t divisor);

/* Axis value is arranged as {N,C,H,W,C1,C0,...} */
/* The first parameter is old shape's dimension,
* second is c0 and third is axis value. */
using GetAxisValueInfoByFormat =
std::function<bool(const std::vector<int64_t>&, const uint32_t&, std::vector<int64_t>&, std::vector<int64_t>&)>;

using GetAxisValueInfoByFormatPtr = std::shared_ptr<GetAxisValueInfoByFormat>;

class AxisUtil {
public:
AxisUtil();
~AxisUtil(){};
bool GetAxisValueByOriginFormat(const ge::Format& format, const std::vector<int64_t>& dimVec, const uint32_t& c0,
std::vector<int64_t>& axisValue, std::vector<int64_t>& ndValue);
bool HasAxisValueFunc(const ge::Format& format);

private:
static bool CheckParams(const std::vector<int64_t>& originalDimVec, const uint32_t& c0,
std::vector<int64_t>& axisValue, std::vector<int64_t>& ndValue);

static bool GetAxisValueByNCHW(const std::vector<int64_t>& originalDimVec, const uint32_t& c0,
std::vector<int64_t>& axisValue, std::vector<int64_t>& ndValue);

static bool GetAxisValueByNHWC(const std::vector<int64_t>& originalDimVec, const uint32_t& c0,
std::vector<int64_t>& axisValue, std::vector<int64_t>& ndValue);

static bool GetAxisValueByNC1HWC0(const std::vector<int64_t>& originalDimVec, const uint32_t& c0,
std::vector<int64_t>& axisValue, std::vector<int64_t>& ndValue);

static bool GetAxisValueByFz(const std::vector<int64_t>& originalDimVec, const uint32_t& c0,
std::vector<int64_t>& axisValue, std::vector<int64_t>& ndValue);

static bool GetAxisValueByHWCN(const std::vector<int64_t>& originalDimVec, const uint32_t& c0,
std::vector<int64_t>& axisValue, std::vector<int64_t>& ndValue);

static bool GetAxisValueByND(const std::vector<int64_t>& originalDimVec, const uint32_t& c0,
std::vector<int64_t>& axisValue, std::vector<int64_t>& ndValue);

static bool GetAxisValueByC1HWNCoC0(const std::vector<int64_t>& originalDimVec, const uint32_t& c0,
std::vector<int64_t>& axisValue, std::vector<int64_t>& ndValue);

/* map of GetAxisValueInfoByFormat, get axis value by different original
* formats. */
std::map<ge::Format, GetAxisValueInfoByFormatPtr> getAxisValueFuncMap;
};
} // namespace transformer
} // namespace common

#endif // COMMON_UTILS_TRANSFER_AXIS_UTIL_H_

+ 122
- 0
src/common/graph/transformer/inc/transfer_shape_according_to_format.h View File

@@ -0,0 +1,122 @@
/**
* 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.
*/

/*!
* \file transfer_shape_according_to_format.h
* \brief set shape according to original format and current format
*/
#ifndef COMMON_UTILS_TRANSFER_SHAPE_ACCORDING_TO_FORMAT_H_
#define COMMON_UTILS_TRANSFER_SHAPE_ACCORDING_TO_FORMAT_H_

#include "transformer/inc/axis_util.h"

#include <memory.h>
#include <functional>
#include <vector>

#include "graph/types.h"
#include "graph/utils/op_desc_utils.h"

namespace common {
namespace transformer {

enum OpImplType {
EN_IMPL_CUSTOM_CONSTANT_CCE = 0, // custom constant op
EN_IMPL_CUSTOM_TIK, // custom tik op
EN_IMPL_CUSTOM_TBE, // custom tbe op
EN_IMPL_HW_CONSTANT_CCE, // Huawei built-in constant op
EN_IMPL_HW_GENERAL_CCE, // Huawei built-in cce op
EN_IMPL_HW_TIK, // Huawei built-in tik op
EN_IMPL_HW_TBE, // Huawei built-in tbe op
EN_IMPL_RL, // RL op
EN_IMPL_PLUGIN_TBE, // Huawei built-in tbe plugin op
EN_IMPL_VECTOR_CORE_HW_TBE, // Huawei built-in tbe op
EN_IMPL_VECTOR_CORE_CUSTOM_TBE, // custom tbe op
EN_IMPL_NON_PERSISTENT_CUSTOM_TBE, // custom tbe op
EN_RESERVED // reserved value
};

const uint32_t SHAPE_NUMBER_16 = 16;
const uint32_t SHAPE_NUMBER_32 = 32;
const uint32_t SHAPE_DIM_VALUE_C04 = 4;
const uint32_t NI = 16;
const uint32_t MINUS_VALUE_ONE = 1;
const uint32_t MINUS_VALUE_TWO = 2;
const uint32_t SIZE_OF_CN = 2;
const uint32_t MINIMUM_NZ_SHAPE_DIM_NUM = 2;

/* The first parameter is axis value, second is new shape and third is
* op implementation type. */
using GetNewShapeByAxisValueAndFormat =
std::function<bool(vector<int64_t> &, const int64_t &, vector<int64_t> &, vector<int64_t> &)>;

using GetNewShapeByAxisValueAndFormatPtr = std::shared_ptr<GetNewShapeByAxisValueAndFormat>;

struct ShapeAndFormatInfo {
const std::vector<int64_t> &oldShape;
std::vector<int64_t> &newShape;
const ge::Format &oldFormat;
const ge::Format &newFormat;
const ge::DataType &currentDataType;
const int64_t &opImplType;
};

using ShapeAndFormat = struct ShapeAndFormatInfo;

class ShapeTransferAccordingToFormat {
public:
ShapeTransferAccordingToFormat();

~ShapeTransferAccordingToFormat(){};

ShapeTransferAccordingToFormat(const ShapeTransferAccordingToFormat &) = delete;

ShapeTransferAccordingToFormat &operator=(const ShapeTransferAccordingToFormat &) = delete;

bool GetShapeAccordingToFormat(ShapeAndFormat &inputAndOutputInfo, int64_t *c = nullptr);

/* ----------Below is the function of getting new shape---------------------- */
static bool GetNCHWShapeByAxisValue(vector<int64_t> &newShape, const int64_t &implType,
const vector<int64_t> &axisValue, const vector<int64_t> &ndValue);

static bool GetNHWCShapeByAxisValue(vector<int64_t> &newShape, const int64_t &implType,
const vector<int64_t> &axisValue, const vector<int64_t> &ndValue);

static bool GetNC1HWC0ShapeByAxisValue(vector<int64_t> &newShape, const int64_t &implType,
const vector<int64_t> &axisValue, const vector<int64_t> &ndValue);

static bool GetFzShapeByAxisValue(vector<int64_t> &newShape, const int64_t &implType,
const vector<int64_t> &axisValue, const vector<int64_t> &ndValue);

static bool GetHWCNShapeByAxisValue(vector<int64_t> &newShape, const int64_t &implType,
const vector<int64_t> &axisValue, const vector<int64_t> &ndValue);

static bool GetC1HWNCoC0ShapeByAxisValue(vector<int64_t> &newShape, const int64_t &implType,
const vector<int64_t> &axisValue, const vector<int64_t> &ndValue);

static bool GetNzShapeByAxisValue(vector<int64_t> &newShape, const int64_t &implType,
const vector<int64_t> &axisValue, const vector<int64_t> &ndValue);

private:
/* map of GetAxisValueInfoByFormat, get axis value by different original
* formats. */
std::map<ge::Format, GetNewShapeByAxisValueAndFormatPtr> getNewShapeFuncMap;
std::map<ge::DataType, uint32_t> mapOfDtypeAndC0;
};
} // namespace transformer
} // namespace common

#endif // COMMON_UTILS_TRANSFER_SHAPE_ACCORDING_TO_FORMAT_H_

+ 198
- 0
src/common/graph/transformer/src/axis_util.cpp View File

@@ -0,0 +1,198 @@
/**
* Copyright 2019 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.
*/

/*!
* \file axis_util.cpp
* \brief get the axis value
*/
#include "transformer/inc/axis_util.h"
#include "graph/types.h"

namespace common {
namespace transformer {
using namespace ge;
using namespace std;

AxisUtil::AxisUtil() {
getAxisValueFuncMap = {{FORMAT_NCHW, std::make_shared<GetAxisValueInfoByFormat>(GetAxisValueByNCHW)},
{FORMAT_NHWC, std::make_shared<GetAxisValueInfoByFormat>(GetAxisValueByNHWC)},
{FORMAT_NC1HWC0, std::make_shared<GetAxisValueInfoByFormat>(GetAxisValueByNC1HWC0)},
{FORMAT_HWCN, std::make_shared<GetAxisValueInfoByFormat>(GetAxisValueByHWCN)},
{FORMAT_ND, std::make_shared<GetAxisValueInfoByFormat>(GetAxisValueByND)},
{FORMAT_C1HWNCoC0, std::make_shared<GetAxisValueInfoByFormat>(GetAxisValueByC1HWNCoC0)}};
}

int64_t DivisionCeiling(int64_t dividend, int64_t divisor) {
if (divisor == 0) {
return 0;
} else {
return (dividend + divisor - 1) / divisor;
}
}

bool AxisUtil::GetAxisValueByOriginFormat(const Format &format, const vector<int64_t> &dimVec, const uint32_t &c0,
vector<int64_t> &axisValue, vector<int64_t> &ndValue) {
auto iterGetAxisFunc = getAxisValueFuncMap.find(format);
if (iterGetAxisFunc == getAxisValueFuncMap.end()) {
GELOGI("Can not get axis value of old format %u!", format);
return false;
}
GetAxisValueInfoByFormatPtr getAxisFunc = iterGetAxisFunc->second;
CHECK_NOTNULL(getAxisFunc);
return (*getAxisFunc)(dimVec, c0, axisValue, ndValue);
}

bool AxisUtil::HasAxisValueFunc(const Format &format) {
auto iterGetAxisFunc = getAxisValueFuncMap.find(format);
if (iterGetAxisFunc == getAxisValueFuncMap.end()) {
GELOGI("Can not get axis value of format %u!", format);
return false;
}
return true;
}

bool AxisUtil::CheckParams(const vector<int64_t> &originalDimVec, const uint32_t &c0, vector<int64_t> &axisValue,
vector<int64_t> &ndValue) {
ndValue = originalDimVec;
auto dimSize = originalDimVec.size();
if (dimSize < DIM_DEFAULT_SIZE) {
/* Before this funcion, we should call function PadDimensionTo4. */
GELOGI("Dimension size %zu is invalid.", dimSize);
return false;
}
if (c0 == 0) {
GELOGE(GRAPH_FAILED, "[ERROR]c0 is zero!");
return false;
}

return true;
}

bool AxisUtil::GetAxisValueByND(const vector<int64_t> &originalDimVec, const uint32_t &c0, vector<int64_t> &axisValue,
vector<int64_t> &ndValue) {
CHECK(axisValue.empty(), GELOGI("AxisValue is empty!"), return true);
CHECK(originalDimVec.empty(), GELOGI("Original dim vector is empty!"), return true);
ndValue = originalDimVec;
/* To differentiate the input datatype of int8 and others */
axisValue[AXIS_C0] = c0;
if (originalDimVec.size() == NCHW_DIMENSION_NUM) {
axisValue[AXIS_N] = originalDimVec[AXIS_NCHW_DIM_N];
axisValue[AXIS_C] = originalDimVec[AXIS_NCHW_DIM_C];
axisValue[AXIS_H] = originalDimVec[AXIS_NCHW_DIM_H];
axisValue[AXIS_W] = originalDimVec[AXIS_NCHW_DIM_W];
axisValue[AXIS_C1] = DivisionCeiling(originalDimVec[AXIS_NCHW_DIM_C], (int64_t)c0);
axisValue[AXIS_Co] = c0;
}
return true;
}

bool AxisUtil::GetAxisValueByNCHW(const vector<int64_t> &originalDimVec, const uint32_t &c0, vector<int64_t> &axisValue,
vector<int64_t> &ndValue) {
CHECK(axisValue.empty(), GELOGI("AxisValue is empty!"), return true);
CHECK(originalDimVec.empty(), GELOGI("Original dim vector is empty!"), return true);
/* C0 Must be set for case ND or 2D-NCHW to NZ */
axisValue[AXIS_C0] = c0;
CHECK(CheckParams(originalDimVec, c0, axisValue, ndValue) != true, GELOGE(GRAPH_FAILED,"[ERROR]Parameter is invalid!"),
return false);

axisValue[AXIS_N] = originalDimVec[AXIS_NCHW_DIM_N];
axisValue[AXIS_C] = originalDimVec[AXIS_NCHW_DIM_C];
axisValue[AXIS_H] = originalDimVec[AXIS_NCHW_DIM_H];
axisValue[AXIS_W] = originalDimVec[AXIS_NCHW_DIM_W];
axisValue[AXIS_C1] = DivisionCeiling(originalDimVec[AXIS_NCHW_DIM_C], (int64_t)c0);
axisValue[AXIS_Co] = c0;
return true;
}

bool AxisUtil::GetAxisValueByNHWC(const vector<int64_t> &originalDimVec, const uint32_t &c0, vector<int64_t> &axisValue,
vector<int64_t> &ndValue) {
CHECK(axisValue.empty(), GELOGI("AxisValue is empty!"), return true);
CHECK(originalDimVec.empty(), GELOGI("Original dim vector is empty!"), return true);
/* C0 Must be set for case ND or 2D-NHWC to NZ */
axisValue[AXIS_C0] = c0;
CHECK(CheckParams(originalDimVec, c0, axisValue, ndValue) != true, GELOGE(GRAPH_FAILED, "[ERROR]Parameter is invalid!"),
return false);

axisValue[AXIS_N] = originalDimVec[AXIS_NHWC_DIM_N];
axisValue[AXIS_C] = originalDimVec[AXIS_NHWC_DIM_C];
axisValue[AXIS_H] = originalDimVec[AXIS_NHWC_DIM_H];
axisValue[AXIS_W] = originalDimVec[AXIS_NHWC_DIM_W];
axisValue[AXIS_C1] = DivisionCeiling(originalDimVec[AXIS_NHWC_DIM_C], (int64_t)c0);
axisValue[AXIS_Co] = c0;
return true;
}

bool AxisUtil::GetAxisValueByNC1HWC0(const vector<int64_t> &originalDimVec, const uint32_t &c0,
vector<int64_t> &axisValue, vector<int64_t> &ndValue) {
CHECK(axisValue.empty(), GELOGI("AxisValue is empty!"), return true);
CHECK(originalDimVec.empty(), GELOGI("Original dim vector is empty!"), return true);
CHECK(CheckParams(originalDimVec, c0, axisValue, ndValue) != true, GELOGE(GRAPH_FAILED,"[ERROR]Parameter is invalid!"),
return false);

auto dimSize = originalDimVec.size();
if (dimSize == DIM_DEFAULT_SIZE + 1) {
axisValue[AXIS_C1] = originalDimVec[AXIS_NC1HWC0_DIM_C1];
axisValue[AXIS_C0] = originalDimVec[AXIS_NC1HWC0_DIM_C0];
axisValue[AXIS_C] = axisValue[AXIS_C1] * axisValue[AXIS_C0];
} else {
axisValue[AXIS_C1] = DivisionCeiling(originalDimVec[AXIS_NCHW_DIM_C], (int64_t)c0);
axisValue[AXIS_C0] = c0;
axisValue[AXIS_C] = originalDimVec[AXIS_NCHW_DIM_C];
}

axisValue[AXIS_N] = originalDimVec[AXIS_NCHW_DIM_N];
axisValue[AXIS_H] = originalDimVec[AXIS_NCHW_DIM_H];
axisValue[AXIS_W] = originalDimVec[AXIS_NCHW_DIM_W];
return true;
}

bool AxisUtil::GetAxisValueByHWCN(const vector<int64_t> &originalDimVec, const uint32_t &c0, vector<int64_t> &axisValue,
vector<int64_t> &ndValue) {
CHECK(axisValue.empty(), GELOGI("AxisValue is empty!"), return true);
CHECK(originalDimVec.empty(), GELOGI("Original dim vector is empty!"), return true);
/* C0 Must be set for case ND or 2D-NHWC to NZ */
axisValue[AXIS_C0] = c0;
CHECK(CheckParams(originalDimVec, c0, axisValue, ndValue) != true, GELOGE(GRAPH_FAILED, "[ERROR]Parameter is invalid!"),
return false);

axisValue[AXIS_N] = originalDimVec[AXIS_HWCN_DIM_N];
axisValue[AXIS_C] = originalDimVec[AXIS_HWCN_DIM_C];
axisValue[AXIS_H] = originalDimVec[AXIS_HWCN_DIM_H];
axisValue[AXIS_W] = originalDimVec[AXIS_HWCN_DIM_W];
axisValue[AXIS_C1] = DivisionCeiling(originalDimVec[AXIS_HWCN_DIM_C], (int64_t)c0);
axisValue[AXIS_Co] = c0;
return true;
}

bool AxisUtil::GetAxisValueByC1HWNCoC0(const vector<int64_t> &originalDimVec, const uint32_t &c0,
vector<int64_t> &axisValue, vector<int64_t> &ndValue) {
CHECK(axisValue.empty(), GELOGI("AxisValue is empty!"), return true);
CHECK(originalDimVec.empty(), GELOGI("Original dim vector is empty!"), return true);
/* C0 Must be set for case ND or 2D-NHWC to NZ */
axisValue[AXIS_C0] = c0;
CHECK(CheckParams(originalDimVec, c0, axisValue, ndValue) != true, GELOGE(GRAPH_FAILED, "[ERROR]Parameter is invalid!"),
return false);

axisValue[AXIS_N] = originalDimVec[AXIS_C1HWNCoC0_DIM_N];
axisValue[AXIS_C] = originalDimVec[AXIS_C1HWNCoC0_DIM_C1] * c0;
axisValue[AXIS_H] = originalDimVec[AXIS_C1HWNCoC0_DIM_H];
axisValue[AXIS_W] = originalDimVec[AXIS_C1HWNCoC0_DIM_W];
axisValue[AXIS_C1] = originalDimVec[AXIS_C1HWNCoC0_DIM_C1];
axisValue[AXIS_Co] = originalDimVec[AXIS_C1HWNCoC0_DIM_Co];
return true;
}
} // namespace transformer
} // namespace common

+ 242
- 0
src/common/graph/transformer/src/transfer_shape_according_to_format.cpp View File

@@ -0,0 +1,242 @@
/**
* 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.
*/

/*!
* \file transfer_shape_according_to_format.cpp
* \brief set shape according to original format and current format
*/
#include "transformer/inc/transfer_shape_according_to_format.h"

namespace common {
namespace transformer {
using namespace ge;
using namespace std;

ShapeTransferAccordingToFormat::ShapeTransferAccordingToFormat(void) {
getNewShapeFuncMap = {
{ge::FORMAT_NCHW, std::make_shared<GetNewShapeByAxisValueAndFormat>(GetNCHWShapeByAxisValue)},
{ge::FORMAT_NHWC, std::make_shared<GetNewShapeByAxisValueAndFormat>(GetNHWCShapeByAxisValue)},
{ge::FORMAT_NC1HWC0, std::make_shared<GetNewShapeByAxisValueAndFormat>(GetNC1HWC0ShapeByAxisValue)},
{ge::FORMAT_FRACTAL_Z, std::make_shared<GetNewShapeByAxisValueAndFormat>(GetFzShapeByAxisValue)},
{ge::FORMAT_HWCN, std::make_shared<GetNewShapeByAxisValueAndFormat>(GetHWCNShapeByAxisValue)},
{ge::FORMAT_C1HWNCoC0, std::make_shared<GetNewShapeByAxisValueAndFormat>(GetC1HWNCoC0ShapeByAxisValue)},
{ge::FORMAT_FRACTAL_NZ, std::make_shared<GetNewShapeByAxisValueAndFormat>(GetNzShapeByAxisValue)}};

mapOfDtypeAndC0 = {
{ge::DT_FLOAT16, SHAPE_NUMBER_16}, {ge::DT_FLOAT, SHAPE_NUMBER_16}, {ge::DT_INT8, SHAPE_NUMBER_32},
{ge::DT_INT16, SHAPE_NUMBER_16}, {ge::DT_INT32, SHAPE_NUMBER_16}, {ge::DT_INT64, SHAPE_NUMBER_16},
{ge::DT_UINT8, SHAPE_NUMBER_16}, {ge::DT_UINT16, SHAPE_NUMBER_32}, {ge::DT_UINT32, SHAPE_NUMBER_16},
{ge::DT_UINT64, SHAPE_NUMBER_16}, {ge::DT_BOOL, SHAPE_NUMBER_16}};
}

bool ShapeTransferAccordingToFormat::GetNCHWShapeByAxisValue(vector<int64_t>& newShape, const int64_t& implType,
const vector<int64_t>& axisValue,
const vector<int64_t>& ndValue) {
CHECK(axisValue.empty(), GELOGD("AxisValue is empty!"), return true);
/* axisValue is initialized as a size 6 vector. */
newShape.push_back(axisValue[AXIS_N]);
newShape.push_back(axisValue[AXIS_C]);
newShape.push_back(axisValue[AXIS_H]);
newShape.push_back(axisValue[AXIS_W]);
return true;
}

bool ShapeTransferAccordingToFormat::GetNHWCShapeByAxisValue(vector<int64_t>& newShape, const int64_t& implType,
const vector<int64_t>& axisValue,
const vector<int64_t>& ndValue) {
CHECK(axisValue.empty(), GELOGD("AxisValue is empty!"), return true);
/* axisValue is initialized as a size 6 vector. */
newShape.push_back(axisValue[AXIS_N]);
newShape.push_back(axisValue[AXIS_H]);
newShape.push_back(axisValue[AXIS_W]);
newShape.push_back(axisValue[AXIS_C]);
return true;
}

bool ShapeTransferAccordingToFormat::GetNC1HWC0ShapeByAxisValue(vector<int64_t>& newShape, const int64_t& implType,
const vector<int64_t>& axisValue,
const vector<int64_t>& ndValue) {
CHECK(axisValue.empty(), GELOGD("AxisValue is empty!"), return true);
/* axisValue is initialized as a size 6 vector. */
if (implType == EN_IMPL_HW_TBE || implType == EN_IMPL_CUSTOM_TBE || implType == EN_IMPL_NON_PERSISTENT_CUSTOM_TBE) {
newShape.push_back(axisValue[AXIS_N]);
newShape.push_back(axisValue[AXIS_C1]);
newShape.push_back(axisValue[AXIS_H]);
newShape.push_back(axisValue[AXIS_W]);
newShape.push_back(axisValue[AXIS_C0]);
} else {
newShape.push_back(axisValue[AXIS_N]);
newShape.push_back(axisValue[AXIS_C]);
newShape.push_back(axisValue[AXIS_H]);
newShape.push_back(axisValue[AXIS_W]);
}
return true;
}

bool ShapeTransferAccordingToFormat::GetFzShapeByAxisValue(vector<int64_t>& newShape, const int64_t& implType,
const vector<int64_t>& axisValue,
const vector<int64_t>& ndValue) {
CHECK(axisValue.empty(), GELOGD("AxisValue is empty!"), return true);
/* axisValue is initialized as a size 6 vector. */
if (ndValue.size() == SIZE_OF_CN) {
auto sizeOfOriginalVec = ndValue.size();
newShape = ndValue;
/* sizeOfOriginalVec - 1 mean the last value of original vec
* sizeOfOriginalVec - 2 mean the second last value of original vec */
newShape[sizeOfOriginalVec - MINUS_VALUE_ONE] =
DivisionCeiling(ndValue[sizeOfOriginalVec - MINUS_VALUE_ONE], SHAPE_NUMBER_16);
newShape[sizeOfOriginalVec - MINUS_VALUE_TWO] =
DivisionCeiling(ndValue[sizeOfOriginalVec - MINUS_VALUE_TWO], axisValue[AXIS_C0]);
newShape.push_back(SHAPE_NUMBER_16);
newShape.push_back(axisValue[AXIS_C0]);
} else {
if (implType == EN_IMPL_HW_TBE || implType == EN_IMPL_CUSTOM_TBE || implType == EN_IMPL_NON_PERSISTENT_CUSTOM_TBE) {
int64_t hwc1 = axisValue[AXIS_C1] * axisValue[AXIS_H] * axisValue[AXIS_W];
newShape.push_back(hwc1);
newShape.push_back(DivisionCeiling(axisValue[AXIS_N], NI));
newShape.push_back(NI);
newShape.push_back(axisValue[AXIS_C0]);
} else {
newShape.push_back(axisValue[AXIS_N]);
newShape.push_back(axisValue[AXIS_C]);
newShape.push_back(axisValue[AXIS_H]);
newShape.push_back(axisValue[AXIS_W]);
}
}

return true;
}

bool ShapeTransferAccordingToFormat::GetHWCNShapeByAxisValue(vector<int64_t>& newShape, const int64_t& implType,
const vector<int64_t>& axisValue,
const vector<int64_t>& ndValue) {
CHECK(axisValue.empty(), GELOGD("AxisValue is empty!"), return true);
/* axisValue is initialized as a size 6 vector. */
newShape.push_back(axisValue[AXIS_H]);
newShape.push_back(axisValue[AXIS_W]);
newShape.push_back(axisValue[AXIS_C]);
newShape.push_back(axisValue[AXIS_N]);
return true;
}

bool ShapeTransferAccordingToFormat::GetC1HWNCoC0ShapeByAxisValue(vector<int64_t>& newShape, const int64_t& implType,
const vector<int64_t>& axisValue,
const vector<int64_t>& ndValue) {
CHECK(axisValue.empty(), GELOGD("AxisValue is empty!"), return true);
/* axisValue is initialized as a size 6 vector. */
newShape.push_back(axisValue[AXIS_C1]);
newShape.push_back(axisValue[AXIS_H]);
newShape.push_back(axisValue[AXIS_W]);
newShape.push_back(axisValue[AXIS_N]);
newShape.push_back(axisValue[AXIS_Co]);
newShape.push_back(axisValue[AXIS_C0]);
return true;
}

bool ShapeTransferAccordingToFormat::GetNzShapeByAxisValue(vector<int64_t>& newShape, const int64_t& implType,
const vector<int64_t>& axisValue,
const vector<int64_t>& ndValue) {
CHECK(ndValue.empty(), GELOGD("ndValue is empty!"), return true);
CHECK(axisValue.empty() || axisValue.size() <= AXIS_C0,
GELOGD("AxisValue is empty or its size %zu <= AXIS_C0[%u]", axisValue.size(), AXIS_C0), return true);
uint32_t sizeOfOriginalVec = ndValue.size();
if (sizeOfOriginalVec < MINIMUM_NZ_SHAPE_DIM_NUM) {
GELOGD("ndValue's dim num is less than 2!");
return true;
}
/* axisValue is initialized as a size 6 vector. */
newShape = ndValue;

/* sizeOfOriginalVec - 1 mean the last value of original vec
* sizeOfOriginalVec - 2 mean the second last value of original vec */
newShape[sizeOfOriginalVec - MINUS_VALUE_ONE] =
DivisionCeiling(ndValue[sizeOfOriginalVec - MINUS_VALUE_TWO], (int64_t)SHAPE_NUMBER_16);

newShape[sizeOfOriginalVec - MINUS_VALUE_TWO] =
DivisionCeiling(ndValue[sizeOfOriginalVec - MINUS_VALUE_ONE], axisValue[AXIS_C0]);
newShape.push_back(SHAPE_NUMBER_16);
newShape.push_back(axisValue[AXIS_C0]);
return true;
}

bool ShapeTransferAccordingToFormat::GetShapeAccordingToFormat(ShapeAndFormat& shapeAndFormatInfo, int64_t* c) {
/* The default new shape is old shape */
shapeAndFormatInfo.newShape = shapeAndFormatInfo.oldShape;
if (shapeAndFormatInfo.oldFormat >= ge::FORMAT_RESERVED || shapeAndFormatInfo.newFormat >= ge::FORMAT_RESERVED) {
GELOGE(GRAPH_FAILED, "Old format %u or new format %u is invalid!", shapeAndFormatInfo.oldFormat,
shapeAndFormatInfo.newFormat);
return false;
}

if (shapeAndFormatInfo.currentDataType >= ge::DT_UNDEFINED) {
GELOGE(GRAPH_FAILED, "currentDataType %u is invalid!", shapeAndFormatInfo.currentDataType);
return false;
}
AxisUtil* axisutil_object = new AxisUtil();
if (!axisutil_object->HasAxisValueFunc(shapeAndFormatInfo.oldFormat)) {
delete axisutil_object;
return true;
}

auto iterGetNewShapeFunc = getNewShapeFuncMap.find(shapeAndFormatInfo.newFormat);
if (iterGetNewShapeFunc == getNewShapeFuncMap.end()) {
GELOGD("Can not get new shape of new format %u!", shapeAndFormatInfo.newFormat);
delete axisutil_object;
return true;
}
GELOGD("Original format %u, new format %u", shapeAndFormatInfo.oldFormat, shapeAndFormatInfo.newFormat);
GetNewShapeByAxisValueAndFormatPtr getNewShapeFunc = iterGetNewShapeFunc->second;
CHECK_NOTNULL(getNewShapeFunc);
std::vector<int64_t> axisValue;
for (uint32_t i = 0; i < AXIS_BOTTOM; i++) {
axisValue.push_back(1);
}
std::vector<int64_t> ndValue;
uint32_t c0;
if (mapOfDtypeAndC0.empty()) {
c0 = SHAPE_NUMBER_16;
} else {
auto iterGetC0 = mapOfDtypeAndC0.find(shapeAndFormatInfo.currentDataType);
if (iterGetC0 == mapOfDtypeAndC0.end()) {
GELOGE(GRAPH_FAILED, "Dtype is not support.");
delete axisutil_object;
return true;
}
c0 = iterGetC0->second;
}

// The value of C0 should be 4 while format is 5HD-4 or FRAZ-4
if (shapeAndFormatInfo.newFormat == ge::FORMAT_NC1HWC0_C04) {
c0 = SHAPE_DIM_VALUE_C04;
}

bool status = axisutil_object->GetAxisValueByOriginFormat(
shapeAndFormatInfo.oldFormat, shapeAndFormatInfo.oldShape, c0, axisValue, ndValue);
if (status != true && shapeAndFormatInfo.newFormat != ge::FORMAT_FRACTAL_NZ) {
delete axisutil_object;
return true;
}
delete axisutil_object;

shapeAndFormatInfo.newShape.clear();
(*getNewShapeFunc)(shapeAndFormatInfo.newShape, shapeAndFormatInfo.opImplType, axisValue, ndValue);
if (c != nullptr) {
*c = axisValue[AXIS_C];
}
return true;
}
} // namespace transformer
} // namespace common

+ 160
- 0
src/common/graph/utils/transformer_utils.cc View File

@@ -0,0 +1,160 @@
/**
* Copyright 2019-2020 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.
*/

#include "transformer_utils.h"

#include "external/ge/ge_api_types.h"
#include "framework/common/debug/ge_log.h"
#include "graph/utils/type_utils.h"

namespace ge {
bool NodeShapeTransUtils::CatchFormatAndShape() {
inputs_ = op_desc_->GetAllInputName();
outputs_ = op_desc_->GetAllOutputName();

for (auto &ele : inputs_) {
auto tensor_desc_input = op_desc_->MutableInputDesc(ele.first);
if (tensor_desc_input == nullptr) {
continue;
}
auto format = tensor_desc_input->GetFormat();
auto ori_format = tensor_desc_input->GetOriginFormat();
if (format == ori_format) {
GELOGD("Node is %s, input tensor name is %s. ori format: %s, format: %s is same! No need to catch format&shape!",
op_desc_->GetName().c_str(), ele.first.c_str(), TypeUtils::FormatToSerialString(ori_format).c_str(),
TypeUtils::FormatToSerialString(format).c_str());
continue;
}
map_format_in_.insert(std::pair<std::string, Format>(ele.first, format));
map_ori_format_in_.insert(std::pair<std::string, Format>(ele.first, ori_format));
map_dtype_in_.insert(std::pair<std::string, DataType>(ele.first, tensor_desc_input->GetDataType()));
tensor_desc_input->SetFormat(ori_format);
tensor_desc_input->SetShape(tensor_desc_input->GetOriginShape());
}

for (auto &ele : outputs_) {
auto tensor_desc_output = op_desc_->MutableOutputDesc(ele.first);
if (tensor_desc_output == nullptr) {
continue;
}
auto format = tensor_desc_output->GetFormat();
auto ori_format = tensor_desc_output->GetOriginFormat();
if (format == ori_format) {
GELOGD("Node is %s, output tensor name is %s. ori format: %s, format: %s is same! No need to catch format&shape!",
op_desc_->GetName().c_str(), ele.first.c_str(), TypeUtils::FormatToSerialString(ori_format).c_str(),
TypeUtils::FormatToSerialString(format).c_str());
continue;
}
map_format_out_.insert(std::pair<std::string, Format>(ele.first, format));
map_ori_format_out_.insert(std::pair<std::string, Format>(ele.first, ori_format));
map_dtype_out_.insert(std::pair<std::string, DataType>(ele.first, tensor_desc_output->GetDataType()));

if (format == ori_format) {
continue;
}
tensor_desc_output->SetFormat(ori_format);
}

return true;
}

bool NodeShapeTransUtils::UpdateFormatAndShape() {
for (auto &ele : inputs_) {
auto tensor_desc_input = op_desc_->MutableInputDesc(ele.first);
if (tensor_desc_input == nullptr) {
continue;
}
// if can not find saved info, it says format and origin format is same when catched
if (map_format_in_.find(ele.first) == map_format_in_.end()) {
GELOGD("Node is [%s], input tensor name [%s] is not been catched.Skip update action for it!",
op_desc_->GetName().c_str(), ele.first.c_str());
tensor_desc_input->SetOriginFormat(tensor_desc_input->GetFormat());
tensor_desc_input->SetOriginShape(tensor_desc_input->GetShape());
continue;
}
auto ori_format = tensor_desc_input->GetFormat();
auto ori_shape = tensor_desc_input->GetShape();
auto curr_format = map_format_in_[ele.first];
if (ori_format == curr_format) {
continue;
}
std::unique_ptr<common::transformer::ShapeTransferAccordingToFormat> shape_transfer(
new (std::nothrow) common::transformer::ShapeTransferAccordingToFormat());
if (shape_transfer == nullptr) {
GELOGE(GRAPH_FAILED, "Memory alloc failed");
return false;
}
std::vector<int64_t> ori_shape_dims = ori_shape.GetDims();
std::vector<int64_t> out_dims;
ge::DataType dtype = map_dtype_in_[ele.first];
common::transformer::ShapeAndFormat shape_and_format_info{
ori_shape_dims, out_dims, ori_format, curr_format, dtype, common::transformer::EN_IMPL_CUSTOM_TBE};
shape_transfer->GetShapeAccordingToFormat(shape_and_format_info);
tensor_desc_input->SetFormat(curr_format);
tensor_desc_input->SetShape(GeShape(out_dims));
}

for (auto &ele : outputs_) {
auto tensor_desc_output = op_desc_->MutableOutputDesc(ele.first);
if (tensor_desc_output == nullptr) {
continue;
}
// if can not find saved info, it says format and origin format is same when catched
if (map_ori_format_out_.find(ele.first) == map_ori_format_out_.end()) {
GELOGD("Node is [%s], input tensor name [%s] is not been catched.Skip update action for it!",
op_desc_->GetName().c_str(), ele.first.c_str());
tensor_desc_output->SetOriginFormat(tensor_desc_output->GetFormat());
tensor_desc_output->SetOriginShape(tensor_desc_output->GetShape());
continue;
}
auto ori_shape = tensor_desc_output->GetShape();
auto curr_format = tensor_desc_output->GetFormat();
if (curr_format != map_ori_format_out_[ele.first]) {
GELOGE(GRAPH_FAILED, "Node is %s, out tensor name is %s. format: %s, recorded origin format: %s is not same",
op_desc_->GetName().c_str(), ele.first.c_str(), TypeUtils::FormatToSerialString(curr_format).c_str(),
TypeUtils::FormatToSerialString(map_ori_format_out_[ele.first]).c_str());
return GRAPH_FAILED;
}
tensor_desc_output->SetOriginShape(ori_shape);
auto saved_format = map_format_out_[ele.first];
if (curr_format == saved_format) {
GELOGD("Nodeis %s, out tensor name is %s. ori format: %s, recorded format: %s is same! No need to transfer",
op_desc_->GetName().c_str(), ele.first.c_str(), TypeUtils::FormatToSerialString(curr_format).c_str(),
TypeUtils::FormatToSerialString(saved_format).c_str());
continue;
}
tensor_desc_output->SetFormat(saved_format);
std::unique_ptr<common::transformer::ShapeTransferAccordingToFormat> shape_transfer(
new (std::nothrow) common::transformer::ShapeTransferAccordingToFormat());
if (shape_transfer == nullptr) {
GELOGE(GRAPH_FAILED, "Memory alloc failed");
return false;
}
std::vector<int64_t> ori_shape_dims = ori_shape.GetDims();
std::vector<int64_t> out_dims;
ge::DataType dtype = tensor_desc_output->GetDataType();
common::transformer::ShapeAndFormat shape_and_format_info{
ori_shape_dims, out_dims, curr_format, saved_format, dtype, common::transformer::EN_IMPL_CUSTOM_TBE};
shape_transfer->GetShapeAccordingToFormat(shape_and_format_info);
tensor_desc_output->SetShape(GeShape(out_dims));
GELOGD("Node is %s, out tensor name is %s. Update format and shape success,ori format: %s, format: %s",
op_desc_->GetName().c_str(), ele.first.c_str(), TypeUtils::FormatToSerialString(curr_format).c_str(),
TypeUtils::FormatToSerialString(saved_format).c_str());
}
GELOGD("Node is %s. Update format and shape success", op_desc_->GetName().c_str());
return true;
}
} // namespace ge

+ 50
- 0
src/common/graph/utils/transformer_utils.h View File

@@ -0,0 +1,50 @@
/**
* Copyright 2019-2020 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.
*/

#ifndef COMMON_GRAPH_UTILS_TRANSFORMER_UTILS_H_
#define COMMON_GRAPH_UTILS_TRANSFORMER_UTILS_H_
#include <string>
#include <map>

#include "external/graph/types.h"
#include "graph/op_desc.h"
#include "graph/ge_tensor.h"
#include "transformer/inc/transfer_shape_according_to_format.h"

namespace ge {
class NodeShapeTransUtils {
public:
bool CatchFormatAndShape();
bool UpdateFormatAndShape();

explicit NodeShapeTransUtils(OpDescPtr op_desc) : op_desc_(op_desc) {}

~NodeShapeTransUtils() {}

private:
std::map<std::string, Format> map_format_in_;
std::map<std::string, Format> map_ori_format_in_;
std::map<std::string, DataType> map_dtype_in_;
std::map<std::string, Format> map_format_out_;
std::map<std::string, Format> map_ori_format_out_;
std::map<std::string, DataType> map_dtype_out_;
std::map<std::string, uint32_t> inputs_;
std::map<std::string, uint32_t> outputs_;

OpDescPtr op_desc_;
};
} // namespace ge
#endif // COMMON_GRAPH_UTILS_TRANSFORMER_UTILS_H_

+ 27
- 0
src/ge/client/ge_api.cc View File

@@ -260,6 +260,33 @@ Status Session::AddGraph(uint32_t graph_id, const Graph &graph, const std::map<s
return ret;
}

Status Session::AddGraphWithCopy(uint32_t graph_id, const Graph &graph) {
std::map<AscendString, AscendString> options;
return AddGraphWithCopy(graph_id, graph, options);
}

Status Session::AddGraphWithCopy(uint32_t graph_id, const Graph &graph,
const std::map<AscendString, AscendString> &options) {
GELOGT(TRACE_INIT, "Start to add graph in Session. graph_id: %u, session_id: %lu.", graph_id, sessionId_);
std::shared_ptr<GELib> instance_ptr = ge::GELib::GetInstance();
if (instance_ptr == nullptr || !instance_ptr->InitFlag()) {
GELOGE(GE_CLI_GE_NOT_INITIALIZED, "AddGraph failed in Session.");
return FAILED;
}
std::map<std::string, std::string> str_options;
for (auto it = options.begin(); it != options.end(); ++it) {
str_options.insert({it->first.GetString(), it->second.GetString()});
}
GELOGD("Adding graph to session");
Status ret = instance_ptr->SessionManagerObj().AddGraphWithCopy(sessionId_, graph_id, graph, str_options);
if (ret != SUCCESS) {
GELOGE(ret, "AddGraph failed in Session.");
return FAILED;
}
GELOGD("AddGraph finished in Session.");
return ret;
}

Status Session::RemoveGraph(uint32_t graph_id) {
GELOGT(TRACE_INIT, "Session RemoveGraph start");



+ 16
- 9
src/ge/common/formats/format_transfers/datatype_transfer.cc View File

@@ -24,6 +24,7 @@
#include "common/fp16_t.h"
#include "common/ge/ge_util.h"
#include "framework/common/debug/ge_log.h"
#include "framework/common/debug/log.h"
#include "graph/utils/type_utils.h"
#include "securec.h"

@@ -123,21 +124,25 @@ Status DataTypeTransfer::TransDataType(const CastArgs &args, TransResult &result
std::pair<DataType, DataType> trans_info(args.src_data_type, args.dst_data_type);
auto iter = trans_mode_map.find(trans_info);
if (iter == trans_mode_map.end()) {
GELOGE(PARAM_INVALID, "Trans data type from %s to %s is not supported.",
TypeUtils::DataTypeToSerialString(args.src_data_type).c_str(),
TypeUtils::DataTypeToSerialString(args.dst_data_type).c_str());
std::string error = "Failed to trans data from datatype " +
FmtToStr(TypeUtils::DataTypeToSerialString(args.src_data_type)) + " to " +
FmtToStr(TypeUtils::DataTypeToSerialString(args.dst_data_type)) + " , it is not supported.";
GE_ERRORLOG_AND_ERRORMSG(UNSUPPORTED, error.c_str());
return UNSUPPORTED;
}
auto trans_mode = iter->second;

int size = GetSizeByDataType(args.dst_data_type);
if (size <= 0) {
GELOGE(PARAM_INVALID, "Failed to calc size from data type %s",
TypeUtils::DataTypeToSerialString(args.dst_data_type).c_str());
std::string error = "Failed to calc size from data type" +
FmtToStr(TypeUtils::DataTypeToSerialString(args.dst_data_type)) + ", it is not supported.";
GE_ERRORLOG_AND_ERRORMSG(PARAM_INVALID, error.c_str());
return PARAM_INVALID;
}
if (args.src_data_size > static_cast<size_t>(SIZE_MAX / size)) {
GELOGE(PARAM_INVALID, "args.src_data_size %zu or data type size %d too big.", args.src_data_size, size);
std::string error =
"args.src_data_size" + FmtToStr(args.src_data_size) + " or data type size" + FmtToStr(size) + " is too big";
GE_ERRORLOG_AND_ERRORMSG(PARAM_INVALID, error.c_str());
return PARAM_INVALID;
}
size_t total_size = static_cast<size_t>(args.src_data_size * size);
@@ -154,9 +159,11 @@ Status DataTypeTransfer::TransDataType(const CastArgs &args, TransResult &result
}

if (CastKernel(args, dst.get(), args.src_data_size, trans_mode) != SUCCESS) {
GELOGE(INTERNAL_ERROR, "Failed to cast data from %s to %s, data size %zu",
TypeUtils::DataTypeToSerialString(args.src_data_type).c_str(),
TypeUtils::DataTypeToSerialString(args.dst_data_type).c_str(), args.src_data_size);
std::string error = "Failed to cast data from datatype " +
FmtToStr(TypeUtils::DataTypeToSerialString(args.src_data_type)) + " to " +
FmtToStr(TypeUtils::DataTypeToSerialString(args.dst_data_type)) + ", data size is " +
FmtToStr(std::to_string(args.src_data_size));
GE_ERRORLOG_AND_ERRORMSG(INTERNAL_ERROR, error.c_str());
return INTERNAL_ERROR;
}
result.data = dst;


+ 11
- 7
src/ge/common/formats/format_transfers/format_transfer_c1hwncoc0_hwcn.cc View File

@@ -22,6 +22,7 @@
#include "common/formats/utils/formats_definitions.h"
#include "common/formats/utils/formats_trans_utils.h"
#include "framework/common/debug/ge_log.h"
#include "framework/common/debug/log.h"
#include "graph/utils/type_utils.h"

namespace ge {
@@ -35,14 +36,16 @@ Status CheckArgsForC1hwncoc0ToHwcn(const TransArgs &args) {
auto src_shape = args.src_shape;
auto dst_shape = args.dst_shape;
if (args.src_format != FORMAT_C1HWNCoC0 || args.dst_format != FORMAT_HWCN) {
GELOGE(UNSUPPORTED, "Does not support trans format from %s to %s",
TypeUtils::FormatToSerialString(args.src_format).c_str(),
TypeUtils::FormatToSerialString(args.dst_format).c_str());
std::string error = "Dose not support trans format from " +
FmtToStr(TypeUtils::FormatToSerialString(args.src_format)) + " to " +
FmtToStr(TypeUtils::FormatToSerialString(args.dst_format));
GE_ERRORLOG_AND_ERRORMSG(UNSUPPORTED, error.c_str());
return UNSUPPORTED;
}
if (!CheckDataTypeSupported(args.src_data_type)) {
GELOGE(UNSUPPORTED, "Failed to trans shape from NC1HWNCoC0 to HWCN, invalid data type %s",
TypeUtils::DataTypeToSerialString(args.src_data_type).c_str());
std::string error = "Failed to trans shape from NC1HWNCoC0 to HWCN, invalid data type" +
FmtToStr(TypeUtils::DataTypeToSerialString(args.src_data_type));
GE_ERRORLOG_AND_ERRORMSG(UNSUPPORTED, error.c_str());
return UNSUPPORTED;
}
if (!CheckShapeValid(src_shape, kC1hwncoc0DimsNum)) {
@@ -58,8 +61,9 @@ Status CheckArgsForC1hwncoc0ToHwcn(const TransArgs &args) {
src_shape.at(kC1hwncoc0H) != dst_shape.at(kHwcnH) || src_shape.at(kC1hwncoc0W) != dst_shape.at(kHwcnW) ||
src_shape.at(kC1hwncoc0N) != dst_shape.at(kHwcnN) || src_shape.at(kC1hwncoc0Co) != cube_size ||
src_shape.at(kC1hwncoc0C0) != cube_size) {
GELOGE(PARAM_INVALID, "Failed to check relationship between src and dst shape, src shape %s, dst shape %s",
ShapeToString(src_shape).c_str(), ShapeToString(dst_shape).c_str());
std::string error = "Failed to check relationship between src and dst shape, src shape" +
FmtToStr(ShapeToString(src_shape)) + ", dst shape" + FmtToStr(ShapeToString(dst_shape));
GE_ERRORLOG_AND_ERRORMSG(PARAM_INVALID, error.c_str());
return PARAM_INVALID;
}



+ 1
- 5
src/ge/common/formats/format_transfers/format_transfer_dhwcn_fracz3D.cc View File

@@ -149,11 +149,7 @@ Status FormatTransferDhwcnFractalZ3D::TransFormat(const TransArgs &args, TransRe
if (ret != SUCCESS) {
return ret;
}
if (!args.dst_shape.empty() && args.dst_shape != expect_shape) {
GELOGE(PARAM_INVALID, "Failed to trans format from %s to %s, the dst shape %s is invalid, expect %s",
TypeUtils::FormatToSerialString(args.src_format).c_str(),
TypeUtils::FormatToSerialString(args.dst_format).c_str(), ShapeToString(args.dst_shape).c_str(),
ShapeToString(expect_shape).c_str());
if (!IsTransShapeDstCorrect(args, expect_shape)) {
return PARAM_INVALID;
}



+ 1
- 5
src/ge/common/formats/format_transfers/format_transfer_dhwnc_fracz3D_transpose.cc View File

@@ -150,11 +150,7 @@ Status FormatTransferDhwncFractalZ3DTranspose::TransFormat(const TransArgs &args
if (ret != SUCCESS) {
return ret;
}
if (!args.dst_shape.empty() && args.dst_shape != expect_shape) {
GELOGE(PARAM_INVALID, "Failed to trans format from %s to %s, the dst shape %s is invalid, expect %s",
TypeUtils::FormatToSerialString(args.src_format).c_str(),
TypeUtils::FormatToSerialString(args.dst_format).c_str(), ShapeToString(args.dst_shape).c_str(),
ShapeToString(expect_shape).c_str());
if (!IsTransShapeDstCorrect(args, expect_shape)) {
return PARAM_INVALID;
}



+ 6
- 12
src/ge/common/formats/format_transfers/format_transfer_fractal_nz.cc View File

@@ -22,6 +22,7 @@
#include "common/formats/utils/formats_definitions.h"
#include "common/formats/utils/formats_trans_utils.h"
#include "framework/common/debug/ge_log.h"
#include "framework/common/debug/log.h"
#include "graph/utils/type_utils.h"

namespace ge {
@@ -39,8 +40,9 @@ bool CheckShape(Format format, const ShapeVector &shape) {
case FORMAT_NHWC:
return CheckShapeValid(shape, kDimSize4D);
default:
GELOGE(PARAM_INVALID, "Trans format between %s and FORMAT_FRACTAL_NZ is not supported.",
TypeUtils::FormatToSerialString(format).c_str());
std::string error = "Trans format between " + FmtToStr(TypeUtils::FormatToSerialString(format)) +
" and FORMAT_FRACTAL_NZ is not supported.";
GE_ERRORLOG_AND_ERRORMSG(PARAM_INVALID, error.c_str());
return false;
}
}
@@ -103,11 +105,7 @@ Status CheckShapeRelation(const TransArgs &args, ShapeVector &hw_shape) {
ShapeToString(args.src_shape).c_str(), TypeUtils::DataTypeToSerialString(args.src_data_type).c_str());
return INTERNAL_ERROR;
}
if (args.src_shape != expect_src_shape) {
GELOGE(PARAM_INVALID, "Failed to trans format from %s to %s, invalid relationship between src shape %s and dst %s",
TypeUtils::FormatToSerialString(args.src_format).c_str(),
TypeUtils::FormatToSerialString(args.dst_format).c_str(), ShapeToString(args.src_shape).c_str(),
ShapeToString(args.dst_shape).c_str());
if (!IsTransShapeSrcCorrect(args, expect_src_shape)) {
return PARAM_INVALID;
}
return SUCCESS;
@@ -279,11 +277,7 @@ Status FormatTransferFractalNz::TransFormat(const TransArgs &args, TransResult &
if (ret != SUCCESS) {
return ret;
}
if (args.dst_shape != expect_shape) {
GELOGE(PARAM_INVALID, "Failed to trans format from %s to %s, the dst shape %s is invalid, expect %s",
TypeUtils::FormatToSerialString(args.src_format).c_str(),
TypeUtils::FormatToSerialString(args.dst_format).c_str(), ShapeToString(args.dst_shape).c_str(),
ShapeToString(expect_shape).c_str());
if (!IsTransShapeDstCorrect(args, expect_shape)) {
return PARAM_INVALID;
}
return TransFormatFromNdToFracNz(args, result, hw_shape);


+ 5
- 7
src/ge/common/formats/format_transfers/format_transfer_fractal_z.cc View File

@@ -23,6 +23,7 @@
#include "common/formats/utils/formats_definitions.h"
#include "common/formats/utils/formats_trans_utils.h"
#include "framework/common/debug/ge_log.h"
#include "framework/common/debug/log.h"
#include "graph/utils/type_utils.h"

namespace ge {
@@ -159,8 +160,9 @@ Status TransFormatFromNchwToFz(const TransArgs &args, TransResult &result) {
ret = memset_s(dst.get() + offset, static_cast<size_t>(protected_size), 0, static_cast<size_t>(size));
} else {
if (protected_size < size) {
GELOGE(INTERNAL_ERROR, "Failed to operate the dst memory, protected_size is %ld and size is %ld",
protected_size, size);
std::string error = "Failed to operate the dst memory, protected_size is " + FmtToStr(protected_size) +
" and size is " + FmtToStr(size);
GE_ERRORLOG_AND_ERRORMSG(INTERNAL_ERROR, error.c_str());
return INTERNAL_ERROR;
}
char *dst_data = reinterpret_cast<char *>(dst.get() + offset);
@@ -345,11 +347,7 @@ Status FormatTransferFractalZ::TransFormat(const TransArgs &args, TransResult &r
if (ret != SUCCESS) {
return ret;
}
if (!args.dst_shape.empty() && args.dst_shape != expect_shape) {
GELOGE(PARAM_INVALID, "Failed to trans format from %s to %s, the dst shape %s is invalid, expect %s",
TypeUtils::FormatToSerialString(args.src_format).c_str(),
TypeUtils::FormatToSerialString(args.dst_format).c_str(), ShapeToString(args.dst_shape).c_str(),
ShapeToString(expect_shape).c_str());
if (!IsTransShapeDstCorrect(args, expect_shape)) {
return PARAM_INVALID;
}



+ 6
- 13
src/ge/common/formats/format_transfers/format_transfer_fractal_zz.cc View File

@@ -22,6 +22,7 @@
#include "common/formats/utils/formats_definitions.h"
#include "common/formats/utils/formats_trans_utils.h"
#include "framework/common/debug/ge_log.h"
#include "framework/common/debug/log.h"
#include "graph/utils/type_utils.h"

namespace ge {
@@ -39,8 +40,9 @@ bool CheckShape(Format format, const ShapeVector &shape) {
case FORMAT_NHWC:
return CheckShapeValid(shape, kDimSize4D);
default:
GELOGE(PARAM_INVALID, "Not support trans format between %s and FORMAT_FRACTAL_ZZ.",
TypeUtils::FormatToSerialString(format).c_str());
std::string error = "Trans format between " + FmtToStr(TypeUtils::FormatToSerialString(format)) +
" and FORMAT_FRACTAL_ZZ is not supported.";
GE_ERRORLOG_AND_ERRORMSG(PARAM_INVALID, error.c_str());
return false;
}
}
@@ -103,12 +105,7 @@ Status CheckShapeRelation(const TransArgs &args, ShapeVector &hw_shape) {
ShapeToString(args.src_shape).c_str(), TypeUtils::DataTypeToSerialString(args.src_data_type).c_str());
return INTERNAL_ERROR;
}
if (args.src_shape != expect_src_shape) {
GELOGE(PARAM_INVALID,
"Failed to trans format from %s to %s, invalid relationship between src shape %s and dst shape %s",
TypeUtils::FormatToSerialString(args.src_format).c_str(),
TypeUtils::FormatToSerialString(args.dst_format).c_str(), ShapeToString(args.src_shape).c_str(),
ShapeToString(args.dst_shape).c_str());
if (!IsTransShapeSrcCorrect(args, expect_src_shape)) {
return PARAM_INVALID;
}
return SUCCESS;
@@ -289,11 +286,7 @@ Status FormatTransferFractalZz::TransFormat(const TransArgs &args, TransResult &
if (ret != SUCCESS) {
return ret;
}
if (args.dst_shape != expect_shape) {
GELOGE(PARAM_INVALID, "Failed to trans format from %s to %s, the dst shape %s is invalid, expect %s",
TypeUtils::FormatToSerialString(args.src_format).c_str(),
TypeUtils::FormatToSerialString(args.dst_format).c_str(), ShapeToString(args.dst_shape).c_str(),
ShapeToString(expect_shape).c_str());
if (!IsTransShapeDstCorrect(args, expect_shape)) {
return PARAM_INVALID;
}
return TransFormatFromNdToFracZz(args, result, hw_shape);


+ 8
- 5
src/ge/common/formats/format_transfers/format_transfer_fracz_hwcn.cc View File

@@ -22,6 +22,7 @@
#include "common/formats/utils/formats_definitions.h"
#include "common/formats/utils/formats_trans_utils.h"
#include "framework/common/debug/ge_log.h"
#include "framework/common/debug/log.h"
#include "graph/utils/type_utils.h"

namespace ge {
@@ -33,9 +34,10 @@ Status CheckArgsForFracZToHwcn(const TransArgs &args) {
auto src_shape = args.src_shape;
auto dst_shape = args.dst_shape;
if (args.src_format != FORMAT_FRACTAL_Z || args.dst_format != FORMAT_HWCN) {
GELOGE(UNSUPPORTED, "Does not support trans format from %s to %s",
TypeUtils::FormatToSerialString(args.src_format).c_str(),
TypeUtils::FormatToSerialString(args.dst_format).c_str());
std::string error = "Dose not support trans format from " +
FmtToStr(TypeUtils::FormatToSerialString(args.src_format)) + " to " +
FmtToStr(TypeUtils::FormatToSerialString(args.dst_format));
GE_ERRORLOG_AND_ERRORMSG(UNSUPPORTED, error.c_str());
return UNSUPPORTED;
}
if (!CheckDataTypeSupported(args.src_data_type)) {
@@ -59,8 +61,9 @@ Status CheckArgsForFracZToHwcn(const TransArgs &args) {
int64_t n0 = Ceil(dst_shape.at(kHwcnN), static_cast<int64_t>(kNiSize));
if (src_shape.at(kFracZHWC1) != dst_shape.at(kHwcnH) * dst_shape.at(kHwcnW) * c1 || src_shape.at(kFracZC0) != c0 ||
src_shape.at(kFracZNi) != kNiSize || src_shape.at(kFracZN0) != n0) {
GELOGE(PARAM_INVALID, "Failed to check relationship between src and dst shape, src shape %s, dst shape %s",
ShapeToString(src_shape).c_str(), ShapeToString(dst_shape).c_str());
std::string error = "Failed to check relationship between src shape" + FmtToStr(ShapeToString(src_shape)) +
" and dst shape" + FmtToStr(ShapeToString(dst_shape));
GE_ERRORLOG_AND_ERRORMSG(UNSUPPORTED, error.c_str());
return PARAM_INVALID;
}



+ 5
- 3
src/ge/common/formats/format_transfers/format_transfer_fracz_nchw.cc View File

@@ -22,6 +22,7 @@
#include "common/formats/utils/formats_definitions.h"
#include "common/formats/utils/formats_trans_utils.h"
#include "framework/common/debug/ge_log.h"
#include "framework/common/debug/log.h"
#include "graph/utils/type_utils.h"

namespace ge {
@@ -33,9 +34,10 @@ Status CheckArgsForFracZToNchw(const TransArgs &args) {
auto src_shape = args.src_shape;
auto dst_shape = args.dst_shape;
if (args.src_format != FORMAT_FRACTAL_Z || args.dst_format != FORMAT_NCHW) {
GELOGE(UNSUPPORTED, "Does not support trans format from %s to %s",
TypeUtils::FormatToSerialString(args.src_format).c_str(),
TypeUtils::FormatToSerialString(args.dst_format).c_str());
std::string error = "Dose not support trans format from " +
FmtToStr(TypeUtils::FormatToSerialString(args.src_format)) + " to " +
FmtToStr(TypeUtils::FormatToSerialString(args.dst_format));
GE_ERRORLOG_AND_ERRORMSG(UNSUPPORTED, error.c_str());
return UNSUPPORTED;
}
if (!CheckDataTypeSupported(args.src_data_type)) {


+ 5
- 3
src/ge/common/formats/format_transfers/format_transfer_fracz_nhwc.cc View File

@@ -22,6 +22,7 @@
#include "common/formats/utils/formats_definitions.h"
#include "common/formats/utils/formats_trans_utils.h"
#include "framework/common/debug/ge_log.h"
#include "framework/common/debug/log.h"
#include "graph/utils/type_utils.h"

namespace ge {
@@ -33,9 +34,10 @@ Status CheckArgsForFracZToNhwc(const TransArgs &args) {
auto src_shape = args.src_shape;
auto dst_shape = args.dst_shape;
if (args.src_format != FORMAT_FRACTAL_Z || args.dst_format != FORMAT_NHWC) {
GELOGE(UNSUPPORTED, "Does not support trans format from %s to %s",
TypeUtils::FormatToSerialString(args.src_format).c_str(),
TypeUtils::FormatToSerialString(args.dst_format).c_str());
std::string error = "Dose not support trans format from " +
FmtToStr(TypeUtils::FormatToSerialString(args.src_format)) + " to " +
FmtToStr(TypeUtils::FormatToSerialString(args.dst_format));
GE_ERRORLOG_AND_ERRORMSG(UNSUPPORTED, error.c_str());
return UNSUPPORTED;
}
if (!CheckDataTypeSupported(args.src_data_type)) {


+ 5
- 3
src/ge/common/formats/format_transfers/format_transfer_hwcn_c1hwncoc0.cc View File

@@ -22,6 +22,7 @@
#include "common/formats/utils/formats_definitions.h"
#include "common/formats/utils/formats_trans_utils.h"
#include "framework/common/debug/ge_log.h"
#include "framework/common/debug/log.h"
#include "graph/utils/type_utils.h"

namespace ge {
@@ -50,9 +51,10 @@ Status TransShapeHwcnToC1hwncoc0(const DataType &data_type, const std::vector<in

Status CheckArgsForHwcnToC1hwncoc0(const TransArgs &args) {
if (args.src_format != FORMAT_HWCN || args.dst_format != FORMAT_C1HWNCoC0) {
GELOGE(UNSUPPORTED, "Does not support trans format from %s to %s",
TypeUtils::FormatToSerialString(args.src_format).c_str(),
TypeUtils::FormatToSerialString(args.dst_format).c_str());
std::string error = "Dose not support trans format from " +
FmtToStr(TypeUtils::FormatToSerialString(args.src_format)) + " to " +
FmtToStr(TypeUtils::FormatToSerialString(args.dst_format));
GE_ERRORLOG_AND_ERRORMSG(UNSUPPORTED, error.c_str());
return UNSUPPORTED;
}
if (!CheckDataTypeSupported(args.src_data_type)) {


+ 5
- 3
src/ge/common/formats/format_transfers/format_transfer_nc1hwc0_nchw.cc View File

@@ -22,6 +22,7 @@
#include "common/formats/utils/formats_definitions.h"
#include "common/formats/utils/formats_trans_utils.h"
#include "framework/common/debug/ge_log.h"
#include "framework/common/debug/log.h"
#include "graph/utils/type_utils.h"

namespace ge {
@@ -33,9 +34,10 @@ Status CheckArgsForNc1hwc0ToNchw(const TransArgs &args) {
auto src_shape = args.src_shape;
auto dst_shape = args.dst_shape;
if (args.src_format != FORMAT_NC1HWC0 || args.dst_format != FORMAT_NCHW) {
GELOGE(UNSUPPORTED, "Does not support trans format from %s to %s",
TypeUtils::FormatToSerialString(args.src_format).c_str(),
TypeUtils::FormatToSerialString(args.dst_format).c_str());
std::string error = "Dose not support trans format from " +
FmtToStr(TypeUtils::FormatToSerialString(args.src_format)) + " to " +
FmtToStr(TypeUtils::FormatToSerialString(args.dst_format));
GE_ERRORLOG_AND_ERRORMSG(UNSUPPORTED, error.c_str());
return UNSUPPORTED;
}
if (!CheckDataTypeSupported(args.src_data_type)) {


+ 5
- 3
src/ge/common/formats/format_transfers/format_transfer_nc1hwc0_nhwc.cc View File

@@ -22,6 +22,7 @@
#include "common/formats/utils/formats_definitions.h"
#include "common/formats/utils/formats_trans_utils.h"
#include "framework/common/debug/ge_log.h"
#include "framework/common/debug/log.h"
#include "graph/utils/type_utils.h"

namespace ge {
@@ -33,9 +34,10 @@ Status CheckArgsForNc1hwc0ToNhwc(const TransArgs &args) {
auto src_shape = args.src_shape;
auto dst_shape = args.dst_shape;
if (args.src_format != FORMAT_NC1HWC0 || args.dst_format != FORMAT_NHWC) {
GELOGE(UNSUPPORTED, "Does not support trans format from %s to %s",
TypeUtils::FormatToSerialString(args.src_format).c_str(),
TypeUtils::FormatToSerialString(args.dst_format).c_str());
std::string error = "Dose not support trans format from " +
FmtToStr(TypeUtils::FormatToSerialString(args.src_format)) + " to " +
FmtToStr(TypeUtils::FormatToSerialString(args.dst_format));
GE_ERRORLOG_AND_ERRORMSG(UNSUPPORTED, error.c_str());
return UNSUPPORTED;
}
if (!CheckDataTypeSupported(args.src_data_type)) {


+ 1
- 5
src/ge/common/formats/format_transfers/format_transfer_nchw_fz_c04.cc View File

@@ -280,11 +280,7 @@ Status FormatTransferNchwToFZC04::TransFormat(const TransArgs &args, TransResult
return ret;
}

if (!args_tmp.dst_shape.empty() && args_tmp.dst_shape != expect_shape) {
GELOGE(PARAM_INVALID, "Failed to trans format from %s to %s, the dst shape %s is invalid, expect %s",
TypeUtils::FormatToSerialString(args_tmp.src_format).c_str(),
TypeUtils::FormatToSerialString(args_tmp.dst_format).c_str(), ShapeToString(args_tmp.dst_shape).c_str(),
ShapeToString(expect_shape).c_str());
if (!IsTransShapeDstCorrect(args_tmp, expect_shape)) {
return PARAM_INVALID;
}



+ 5
- 3
src/ge/common/formats/format_transfers/format_transfer_nchw_nc1hwc0.cc View File

@@ -22,6 +22,7 @@
#include "common/formats/utils/formats_definitions.h"
#include "common/formats/utils/formats_trans_utils.h"
#include "framework/common/debug/ge_log.h"
#include "framework/common/debug/log.h"
#include "graph/utils/type_utils.h"

namespace ge {
@@ -53,9 +54,10 @@ Status TransShapeNchwToNc1hwc0(const std::vector<int64_t> &src_shape, DataType d

Status CheckArgsForNchwToNc1hwc0(const TransArgs &args) {
if (args.src_format != FORMAT_NCHW || args.dst_format != FORMAT_NC1HWC0) {
GELOGE(UNSUPPORTED, "Does not support trans format from %s to %s",
TypeUtils::FormatToSerialString(args.src_format).c_str(),
TypeUtils::FormatToSerialString(args.dst_format).c_str());
std::string error = "Dose not support trans format from " +
FmtToStr(TypeUtils::FormatToSerialString(args.src_format)) + " to " +
FmtToStr(TypeUtils::FormatToSerialString(args.dst_format));
GE_ERRORLOG_AND_ERRORMSG(UNSUPPORTED, error.c_str());
return UNSUPPORTED;
}
std::vector<int64_t> expect_5d_shape;


+ 5
- 3
src/ge/common/formats/format_transfers/format_transfer_nhwc_nc1hwc0.cc View File

@@ -22,6 +22,7 @@
#include "common/formats/utils/formats_definitions.h"
#include "common/formats/utils/formats_trans_utils.h"
#include "framework/common/debug/ge_log.h"
#include "framework/common/debug/log.h"
#include "graph/utils/type_utils.h"

namespace ge {
@@ -51,9 +52,10 @@ Status TransShapeNhwcToNc1hwc0(const std::vector<int64_t> &src_shape, DataType d

Status CheckArgsForNhwcToNc1hwc0(const TransArgs &args) {
if (args.src_format != FORMAT_NHWC || args.dst_format != FORMAT_NC1HWC0) {
GELOGE(UNSUPPORTED, "Does not support trans format from %s to %s",
TypeUtils::FormatToSerialString(args.src_format).c_str(),
TypeUtils::FormatToSerialString(args.dst_format).c_str());
std::string error = "Dose not support trans format from " +
FmtToStr(TypeUtils::FormatToSerialString(args.src_format)) + " to " +
FmtToStr(TypeUtils::FormatToSerialString(args.dst_format));
GE_ERRORLOG_AND_ERRORMSG(UNSUPPORTED, error.c_str());
return UNSUPPORTED;
}
if (!CheckDataTypeSupported(args.src_data_type)) {


+ 23
- 19
src/ge/common/formats/format_transfers/format_transfer_transpose.cc View File

@@ -48,28 +48,31 @@ std::map<Format, std::map<Format, std::vector<int64_t>>> perm_args{

bool IsShapeArgValid(const std::vector<int64_t> &src_shape, const std::vector<int64_t> &perm_arg) {
if (src_shape.empty()) {
std::string error = "Failed to transpose, empty src shape";
GE_ERRORLOG_AND_ERRORMSG(PARAM_INVALID, error.c_str());
GELOGE(PARAM_INVALID, "Failed to transpose, empty src shape");
return false;
}
for (auto dim : src_shape) {
if (dim < 0) {
GELOGE(PARAM_INVALID, "Failed to transpose, negative dim in src shape %s", ShapeToString(src_shape).c_str());
std::string error = "Failed to transpose, negative dim in src shape " + FmtToStr(ShapeToString(src_shape));
GE_ERRORLOG_AND_ERRORMSG(PARAM_INVALID, error.c_str());
return false;
}
}
if (perm_arg.size() != src_shape.size()) {
GELOGE(PARAM_INVALID,
"Failed to transpose, the size of src shape(%zu) and"
" perm arg(%zu) are different",
src_shape.size(), perm_arg.size());
std::string error = "Failed to transpose, the size of src shape" + FmtToStr(src_shape.size()) + " and perm arg" +
FmtToStr(perm_arg.size()) + " are different";
GE_ERRORLOG_AND_ERRORMSG(PARAM_INVALID, error.c_str());
return false;
}

std::vector<int64_t> exists(perm_arg.size());
for (auto perm : perm_arg) {
if (perm < 0 || static_cast<size_t>(perm) >= perm_arg.size() || ++exists[perm] > 1) {
GELOGE(PARAM_INVALID, "Failed to transpose, duplicated perm arg %ld, perm arg %s", perm,
JoinToString(perm_arg).c_str());
std::string error =
"Failed to transpose, duplicated perm arg " + FmtToStr(perm) + ", perm arg " + FmtToStr(JoinToString(perm_arg));
GE_ERRORLOG_AND_ERRORMSG(PARAM_INVALID, error.c_str());
return false;
}
}
@@ -192,9 +195,10 @@ Status TransposeWithShapeCheck(const uint8_t *data, const std::vector<int64_t> &
}
auto expected_shape = TransShapeByPerm(src_shape, perm_arg);
if (dst_shape != expected_shape) {
GELOGE(PARAM_INVALID, "Failed to trans axis for perm_arg %s, invalid dst shape %s, expect %s",
ShapeToString(perm_arg).c_str(), ShapeToString(dst_shape).c_str(), ShapeToString(expected_shape).c_str());
return PARAM_INVALID;
std::string error = "Failed to trans axis for perm_arg" + FmtToStr(ShapeToString(perm_arg)) +
", invalid dst shape" + FmtToStr(ShapeToString(dst_shape)) + ", expect" +
FmtToStr(ShapeToString(expected_shape));
GE_ERRORLOG_AND_ERRORMSG(PARAM_INVALID, error.c_str());
}

return Transpose(data, src_shape, src_data_type, perm_arg, result);
@@ -203,14 +207,18 @@ Status TransposeWithShapeCheck(const uint8_t *data, const std::vector<int64_t> &
Status GetPermByForamt(Format src_format, Format dst_format, std::vector<int64_t> &perm) {
auto dst_iter = perm_args.find(src_format);
if (dst_iter == perm_args.end()) {
GELOGE(UNSUPPORTED, "Failed to trans shape, do not support transpose from format %s to %s",
TypeUtils::FormatToSerialString(src_format).c_str(), TypeUtils::FormatToSerialString(dst_format).c_str());
std::string error = "Failed to trans shape, do not support transpose from format " +
FmtToStr(TypeUtils::FormatToSerialString(src_format)) + " to " +
FmtToStr(TypeUtils::FormatToSerialString(dst_format));
GE_ERRORLOG_AND_ERRORMSG(UNSUPPORTED, error.c_str());
return UNSUPPORTED;
}
auto iter = dst_iter->second.find(dst_format);
if (iter == dst_iter->second.end()) {
GELOGE(UNSUPPORTED, "Failed to trans shape, do not support transpose from format %s to %s",
TypeUtils::FormatToSerialString(src_format).c_str(), TypeUtils::FormatToSerialString(dst_format).c_str());
std::string error = "Failed to trans shape, do not support transpose from format " +
FmtToStr(TypeUtils::FormatToSerialString(src_format)) + " to " +
FmtToStr(TypeUtils::FormatToSerialString(dst_format));
GE_ERRORLOG_AND_ERRORMSG(UNSUPPORTED, error.c_str());
return UNSUPPORTED;
}
perm = iter->second;
@@ -223,11 +231,7 @@ Status FormatTransferTranspose::TransFormat(const TransArgs &args, TransResult &
if (ret != SUCCESS) {
return ret;
}
if (args.dst_shape != expected_shape) {
GELOGE(PARAM_INVALID, "Failed to trans format from %s to %s, invalid dst shape %s, expect %s",
TypeUtils::FormatToSerialString(args.src_format).c_str(),
TypeUtils::FormatToSerialString(args.dst_format).c_str(), ShapeToString(args.dst_shape).c_str(),
ShapeToString(expected_shape).c_str());
if (!IsTransShapeDstCorrect(args, expected_shape)) {
return PARAM_INVALID;
}



+ 13
- 9
src/ge/common/formats/formats.cc View File

@@ -26,6 +26,7 @@

#include "common/formats/utils/formats_trans_utils.h"
#include "framework/common/debug/ge_log.h"
#include "framework/common/debug/log.h"
#include "framework/common/ge_inner_error_codes.h"
#include "graph/utils/type_utils.h"

@@ -34,9 +35,10 @@ namespace formats {
GE_FUNC_DEV_VISIBILITY GE_FUNC_HOST_VISIBILITY Status TransFormat(const TransArgs &args, TransResult &result) {
auto transfer = BuildFormatTransfer(args);
if (transfer == nullptr) {
GELOGE(UNSUPPORTED, "Failed to trans data from format %s to %s, unsupport now",
TypeUtils::FormatToSerialString(args.src_format).c_str(),
TypeUtils::FormatToSerialString(args.dst_format).c_str());
std::string error = "Failed to trans data from format " +
FmtToStr(TypeUtils::FormatToSerialString(args.src_format)) + " to " +
FmtToStr(TypeUtils::FormatToSerialString(args.dst_format));
GE_ERRORLOG_AND_ERRORMSG(UNSUPPORTED, error.c_str());
return UNSUPPORTED;
}

@@ -58,9 +60,10 @@ GE_FUNC_DEV_VISIBILITY GE_FUNC_HOST_VISIBILITY Status TransShape(Format src_form
args.dst_format = dst_format;
auto transfer = BuildFormatTransfer(args);
if (transfer == nullptr) {
GELOGE(UNSUPPORTED, "Failed to trans data from format %s to %s, unsupport now",
TypeUtils::FormatToSerialString(args.src_format).c_str(),
TypeUtils::FormatToSerialString(args.dst_format).c_str());
std::string error = "Failed to trans data from format " +
FmtToStr(TypeUtils::FormatToSerialString(args.src_format)) + " to " +
FmtToStr(TypeUtils::FormatToSerialString(args.dst_format));
GE_ERRORLOG_AND_ERRORMSG(UNSUPPORTED, error.c_str());
return UNSUPPORTED;
}

@@ -70,9 +73,10 @@ GE_FUNC_DEV_VISIBILITY GE_FUNC_HOST_VISIBILITY Status TransShape(Format src_form
GE_FUNC_DEV_VISIBILITY GE_FUNC_HOST_VISIBILITY Status TransDataType(const CastArgs &args, TransResult &result) {
auto transfer = BuildDataTypeTransfer(args);
if (transfer == nullptr) {
GELOGE(UNSUPPORTED, "Failed to trans data from datatype %s to %s, unsupport now",
TypeUtils::DataTypeToSerialString(args.src_data_type).c_str(),
TypeUtils::DataTypeToSerialString(args.dst_data_type).c_str());
std::string error = "Failed to trans data from datatype " +
FmtToStr(TypeUtils::DataTypeToSerialString(args.src_data_type)) + " to " +
FmtToStr(TypeUtils::DataTypeToSerialString(args.dst_data_type));
GE_ERRORLOG_AND_ERRORMSG(UNSUPPORTED, error.c_str());
return UNSUPPORTED;
}



+ 34
- 5
src/ge/common/formats/utils/formats_trans_utils.cc View File

@@ -20,6 +20,7 @@

#include "common/formats/utils/formats_definitions.h"
#include "framework/common/debug/ge_log.h"
#include "framework/common/debug/log.h"
#include "framework/common/ge_inner_error_codes.h"
#include "graph/utils/type_utils.h"

@@ -29,8 +30,9 @@ int64_t GetCubeSizeByDataType(DataType data_type) {
// Current cube does not support 4 bytes and longer data
auto size = GetSizeByDataType(data_type);
if (size <= 0) {
GELOGE(PARAM_INVALID, "Failed to get cube size, the data type %s is invalid",
TypeUtils::DataTypeToSerialString(data_type).c_str());
std::string error = "Failed to get cube size, the data type " +
FmtToStr(TypeUtils::DataTypeToSerialString(data_type)) + " is invalid";
GE_ERRORLOG_AND_ERRORMSG(PARAM_INVALID, error.c_str());
return -1;
} else if (size == 1) {
return kCubeSize * 2; // 32 bytes cube size
@@ -57,7 +59,8 @@ int64_t GetItemNumByShape(const std::vector<int64_t> &shape) {

bool CheckShapeValid(const std::vector<int64_t> &shape, const int64_t expect_dims) {
if (expect_dims <= 0 || shape.size() != static_cast<size_t>(expect_dims)) {
GELOGE(PARAM_INVALID, "Invalid shape, dims num %zu, expect %ld", shape.size(), expect_dims);
std::string error = "Invalid shape, dims num " + FmtToStr(shape.size()) + ", expect " + FmtToStr(expect_dims);
GE_ERRORLOG_AND_ERRORMSG(PARAM_INVALID, error.c_str());
return false;
}
return IsShapeValid(shape);
@@ -70,11 +73,13 @@ bool IsShapeValid(const std::vector<int64_t> &shape) {
int64_t num = 1;
for (auto dim : shape) {
if (dim < 0) {
GELOGE(PARAM_INVALID, "Invalid negative dim in the shape %s", ShapeToString(shape).c_str());
std::string error = "Invalid negative dims in the shape " + FmtToStr(ShapeToString(shape));
GE_ERRORLOG_AND_ERRORMSG(PARAM_INVALID, error.c_str());
return false;
}
if (dim != 0 && kShapeItemNumMAX / dim < num) {
GELOGE(PARAM_INVALID, "Shape overflow, the total count should be less than %ld!", kShapeItemNumMAX);
std::string error = "Shape overflow, the total count should be less than " + FmtToStr(kShapeItemNumMAX);
GE_ERRORLOG_AND_ERRORMSG(PARAM_INVALID, error.c_str());
return false;
}
num *= dim;
@@ -94,5 +99,29 @@ bool IsShapeEqual(const GeShape &src, const GeShape &dst) {
}
return true;
}

bool IsTransShapeSrcCorrect(const TransArgs &args, std::vector<int64_t> &expect_shape) {
if (args.src_shape != expect_shape) {
std::string error = "Failed to trans format from" + FmtToStr(TypeUtils::FormatToSerialString(args.src_format)) +
" to " + FmtToStr(TypeUtils::FormatToSerialString(args.dst_format)) +
", invalid relationship between src shape " + FmtToStr(ShapeToString(args.src_shape)) +
" and dst " + FmtToStr(ShapeToString(args.dst_shape));
GE_ERRORLOG_AND_ERRORMSG(PARAM_INVALID, error.c_str());
return false;
}
return true;
}

bool IsTransShapeDstCorrect(const TransArgs &args, std::vector<int64_t> &expect_shape) {
if (!args.dst_shape.empty() && args.dst_shape != expect_shape) {
std::string error = "Failed to trans format from " + FmtToStr(TypeUtils::FormatToSerialString(args.src_format)) +
" to " + FmtToStr(TypeUtils::FormatToSerialString(args.dst_format)) + ", the dst shape" +
FmtToStr(ShapeToString(args.dst_shape)) + " is invalid, expect" +
FmtToStr(ShapeToString(expect_shape));
GE_ERRORLOG_AND_ERRORMSG(PARAM_INVALID, error.c_str());
return false;
}
return true;
}
} // namespace formats
} // namespace ge

+ 5
- 0
src/ge/common/formats/utils/formats_trans_utils.h View File

@@ -23,6 +23,7 @@
#include <vector>
#include "external/graph/types.h"
#include "graph/ge_tensor.h"
#include "register/register_format_transfer.h"

namespace ge {
namespace formats {
@@ -61,6 +62,10 @@ bool IsShapeValid(const std::vector<int64_t> &shape);

bool IsShapeEqual(const GeShape &src, const GeShape &dst);

bool IsTransShapeSrcCorrect(const TransArgs &args, std::vector<int64_t> &expect_shape);

bool IsTransShapeDstCorrect(const TransArgs &args, std::vector<int64_t> &expect_shape);

template <typename T>
T Ceil(T n1, T n2) {
if (n1 == 0) {


+ 7
- 6
src/ge/common/ge_common.mk View File

@@ -61,17 +61,18 @@ GE_COMMON_LOCAL_C_INCLUDES := \
proto/tensorflow/types.proto \
proto/tensorflow/resource_handle.proto \
$(TOPDIR)inc \
$(TOPDIR)metadef/inc \
$(TOPDIR)graphengine/inc \
$(TOPDIR)inc/external \
$(TOPDIR)inc/external/graph \
$(TOPDIR)inc/framework \
$(TOPDIR)inc/common/util \
$(TOPDIR)metadef/inc/external \
$(TOPDIR)graphengine/inc/external \
$(TOPDIR)metadef/inc/external/graph \
$(TOPDIR)graphengine/inc/framework \
$(TOPDIR)metadef/inc/common/util \
$(TOPDIR)libc_sec/include \
$(TOPDIR)third_party/json/include \
$(TOPDIR)third_party/protobuf/include \
$(TOPDIR)third_party/openssl/include/x86/include \
$(TOPDIR)framework/domi \
$(TOPDIR)framework/domi/common \
$(TOPDIR)framework/domi/common/op \
$(TOPDIR)graphengine/ge \
$(TOPDIR)graphengine/ge/common \
$(TOPDIR)graphengine/ge/common/op \


+ 113
- 7
src/ge/common/profiling/profiling_manager.cc View File

@@ -21,6 +21,7 @@
#include "framework/common/string_util.h"
#include "graph/ge_context.h"
#include "runtime/base.h"
#include "graph/load/new_model_manager/davinci_model.h"

namespace {
const char *const kJobID = "jobID";
@@ -39,10 +40,12 @@ const std::string kConfigNumsdev = "devNums";
const std::string kConfigDevIdList = "devIdList";
const std::string kProfStart = "prof_start";
const std::string kProfStop = "prof_stop";
const std::string kProfModelSubscribe = "prof_model_subscribe";
const std::string kProfModelUnsubscribe = "prof_model_cancel_subscribe";
} // namespace

namespace ge {
ProfilingManager::ProfilingManager() {}
ProfilingManager::ProfilingManager() : subscribe_count_(0) {}

ProfilingManager::~ProfilingManager() {}

@@ -54,6 +57,7 @@ FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY ProfilingManager &ProfilingMana
FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY ge::Status ProfilingManager::Init(const Options &options) {
#ifdef DAVINCI_SUPPORT_PROFILING
vector<int32_t>().swap(device_id_);
subscribe_count_ = 0;
job_id_ = options.job_id;

GELOGI("ProfilingManager::Init job_id:%s", job_id_.c_str());
@@ -380,7 +384,7 @@ FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY void ProfilingManager::StopProf
}

FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY void ProfilingManager::ProfilingTaskDescInfo(
const std::vector<TaskDescInfo> &task_desc_info, const int32_t &device_id) {
uint32_t model_id, const std::vector<TaskDescInfo> &task_desc_info, const int32_t &device_id) {
#ifdef DAVINCI_SUPPORT_PROFILING
Msprof::Engine::Reporter *reporter = PluginImpl::GetPluginReporter();
if (reporter == nullptr) {
@@ -400,6 +404,8 @@ FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY void ProfilingManager::Profilin
.append(std::to_string(task_id))
.append(" ")
.append(std::to_string(stream_id))
.append(" ")
.append(std::to_string(model_id))
.append("\n"));

Msprof::Engine::ReporterData reporter_data{};
@@ -424,7 +430,7 @@ FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY void ProfilingManager::Profilin
}

FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY void ProfilingManager::ProfilingGraphDescInfo(
const std::vector<ComputeGraphDescInfo> &compute_graph_desc_info, const int32_t &device_id) {
uint32_t model_id, const std::vector<ComputeGraphDescInfo> &compute_graph_desc_info, const int32_t &device_id) {
#ifdef DAVINCI_SUPPORT_PROFILING
Msprof::Engine::Reporter *reporter = PluginImpl::GetPluginReporter();
GE_IF_BOOL_EXEC(reporter == nullptr, GELOGI("Profiling report is nullptr!"); return;);
@@ -482,6 +488,8 @@ FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY void ProfilingManager::Profilin
data.append("\"");
}

data.append(" model_id:").append(std::to_string(model_id));

data.append("\n");

Msprof::Engine::ReporterData reporter_data{};
@@ -536,7 +544,8 @@ FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY void ProfilingManager::PluginUn
}

FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY void ProfilingManager::ReportProfilingData(
const std::vector<TaskDescInfo> &task_desc_info, const std::vector<ComputeGraphDescInfo> &compute_graph_desc_info) {
uint32_t model_id, const std::vector<TaskDescInfo> &task_desc_info,
const std::vector<ComputeGraphDescInfo> &compute_graph_desc_info, bool check_device) {
#ifdef DAVINCI_SUPPORT_PROFILING
int32_t logic_device_id = 0;
rtError_t rt_ret = rtGetDevice(&logic_device_id);
@@ -545,7 +554,7 @@ FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY void ProfilingManager::ReportPr
return;
}
GELOGI("current logic_device_id:%d", logic_device_id);
if (!is_acl_api_mode_) {
if (check_device) {
auto ret = std::find(device_id_.begin(), device_id_.end(), logic_device_id);
if (ret == device_id_.end()) {
GELOGE(FAILED, "get valid phy_device_id failed, profiling report failed.");
@@ -553,9 +562,9 @@ FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY void ProfilingManager::ReportPr
}
}
GELOGI("start ProfilingTaskDescInfo.");
ProfilingTaskDescInfo(task_desc_info, logic_device_id);
ProfilingTaskDescInfo(model_id, task_desc_info, logic_device_id);
GELOGI("start ProfilingGraphDescInfo.");
ProfilingGraphDescInfo(compute_graph_desc_info, logic_device_id);
ProfilingGraphDescInfo(model_id, compute_graph_desc_info, logic_device_id);
GELOGI("Report profiling data for GE end.");
#endif
}
@@ -573,6 +582,102 @@ FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY uint64_t ProfilingManager::GetP
return module;
}

void ProfilingManager::UpdateSubscribeDeviceModuleMap(std::string prof_type, uint32_t device_id, uint64_t module) {
#ifdef DAVINCI_SUPPORT_PROFILING
if (prof_type == kProfModelSubscribe) {
if (subs_dev_module_.find(device_id) != subs_dev_module_.end()) {
subs_dev_module_[device_id].subscribe_count++;
} else {
DeviceSubsInfo dev_info;
dev_info.module = module;
dev_info.subscribe_count = 1;
subs_dev_module_[device_id] = dev_info;
}
} else if (prof_type == kProfModelUnsubscribe) {
if (subs_dev_module_.find(device_id) != subs_dev_module_.end()) {
if (subs_dev_module_[device_id].subscribe_count > 0) {
subs_dev_module_[device_id].subscribe_count--;
}
}
} else {
GELOGI("No need to update device_id module map.");
}
#endif
}

FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY Status ProfilingManager::ProfModelSubscribe(uint64_t module,
void *model) {
#ifdef DAVINCI_SUPPORT_PROFILING
std::lock_guard<std::mutex> lock(mutex_);
uint64_t model_load_mask = module & PROF_MODEL_LOAD_MASK;
if ((subscribe_count_ == 0) && (model_load_mask == PROF_MODEL_LOAD_MASK)) {
// register framework to profiling
int32_t result = Msprof::Engine::Init(GE_PROFILING_MODULE, &engine_);
if (result != SUCCESS) {
GELOGE(FAILED, "Register profiling engine failed.");
return FAILED;
}
GELOGI("Prof subscribe: model load profiling on.");
}
subscribe_count_++;

auto davinci_model = static_cast<DavinciModel *>(model);
int32_t device_num = 1;
uint32_t device[1];
device[0] = davinci_model->GetDeviceId();
rtError_t rt_ret = rtProfilerStart(module, device_num, device);
if (rt_ret != RT_ERROR_NONE) {
GELOGE(FAILED, "Runtime profiler start failed.");
return FAILED;
}
UpdateSubscribeDeviceModuleMap(kProfModelSubscribe, device[0], module);

// Report profiling data
Status p_ret = davinci_model->ReportProfilingData(false);
if (p_ret != SUCCESS) {
GELOGE(p_ret, "Report profiling data failed.");
return p_ret;
}
#endif
return SUCCESS;
}

FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY Status ProfilingManager::ProfModelUnsubscribe(void *model) {
#ifdef DAVINCI_SUPPORT_PROFILING
std::lock_guard<std::mutex> lock(mutex_);
if (subscribe_count_ == 0) {
GELOGW("The profiler has not been subscribed, you do not need to cannel the subscription.");
return SUCCESS;
}

auto davinci_model = static_cast<DavinciModel *>(model);
int32_t dev_num = 1;
uint32_t device[1];
device[0] = davinci_model->GetDeviceId();
auto iter = subs_dev_module_.find(device[0]);
if (iter != subs_dev_module_.end()) {
if (subs_dev_module_[device[0]].subscribe_count == 1) {
rtError_t rt_ret = rtProfilerStop(subs_dev_module_[device[0]].module, dev_num, device);
if (rt_ret != RT_ERROR_NONE) {
GELOGE(FAILED, "Runtime profiler stop failed.");
return FAILED;
}
}
UpdateSubscribeDeviceModuleMap(kProfModelUnsubscribe, device[0], subs_dev_module_[device[0]].module);
}

subscribe_count_--;
if (subscribe_count_ == 0) {
int32_t ret = Msprof::Engine::UnInit(GE_PROFILING_MODULE);
if (ret != SUCCESS) {
GELOGE(ret, "Profiling plugin uninit failed, ret:%d", ret);
return ret;
}
}
#endif
return SUCCESS;
}

FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY Status ProfilingManager::ProfInit(uint64_t module) {
#ifdef DAVINCI_SUPPORT_PROFILING
std::lock_guard<std::mutex> lock(mutex_);
@@ -740,6 +845,7 @@ ProfilingManager::ProfStartProfiling(uint64_t module, const std::map<std::string
device_id_ptr[i] = static_cast<uint32_t>(device_list[i]);
}
GELOGI("Runtime config param: 0x%llx, device num: %d.", module, device_num);

rtError_t rt_ret = rtProfilerStart(module, device_num, device_id_ptr.get());
if (rt_ret != RT_ERROR_NONE) {
GELOGE(FAILED, "Runtime profiler config proc failed.");


+ 16
- 5
src/ge/common/profiling/profiling_manager.h View File

@@ -39,6 +39,10 @@ namespace {
const std::string GE_PROFILING_MODULE = "Framework";
} // namespace
namespace ge {
struct DeviceSubsInfo {
uint64_t module;
uint32_t subscribe_count;
};
// register Plugin
class FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY PluginImpl : public Msprof::Engine::PluginIntf {
public:
@@ -73,6 +77,9 @@ class FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY ProfilingManager {
ge::Status InitFromOptions(const Options &options);
ge::Status InitFromAclCfg(const std::string &config);
ge::Status StartProfiling(int32_t iter, int32_t device_id);
void UpdateSubscribeDeviceModuleMap(std::string prof_type, uint32_t device_id, uint64_t module);
ge::Status ProfModelSubscribe(uint64_t module, void *model);
ge::Status ProfModelUnsubscribe(void *model);
ge::Status ProfInit(uint64_t module);
ge::Status ProfFinalize();
ge::Status ProfStartProfiling(uint64_t module, const std::map<std::string, std::string> &config_para);
@@ -84,13 +91,15 @@ class FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY ProfilingManager {
bool ProfilingModelLoadOn() const { return is_load_profiling_; }
bool ProfilingModelExecuteOn() const;
bool ProfilingOn() const { return is_load_profiling_ && is_execute_profiling_; } // only used by command pattern
bool IsAclApiMode() const { return is_acl_api_mode_; }
int32_t GetOpTraceIterNum() const { return op_trace_iter_num_; }
void ReportProfilingData(const std::vector<TaskDescInfo> &task_desc_info,
const std::vector<ComputeGraphDescInfo> &compute_graph_desc_info);
void ReportProfilingData(uint32_t model_id, const std::vector<TaskDescInfo> &task_desc_info,
const std::vector<ComputeGraphDescInfo> &compute_graph_desc_info, bool check_device);
void Report(const int32_t &device_id, const string &data, Msprof::Engine::Reporter &reporter,
Msprof::Engine::ReporterData &reporter_data);
void ProfilingTaskDescInfo(const std::vector<TaskDescInfo> &task_desc_info, const int32_t &device_id);
void ProfilingGraphDescInfo(const std::vector<ComputeGraphDescInfo> &compute_graph_desc_info,
void ProfilingTaskDescInfo(uint32_t model_id, const std::vector<TaskDescInfo> &task_desc_info,
const int32_t &device_id);
void ProfilingGraphDescInfo(uint32_t model_id, const std::vector<ComputeGraphDescInfo> &compute_graph_desc_info,
const int32_t &device_id);
void SetProfilingConfig(const string &profiling_cfg);
vector<int32_t> GetProfilingDeviceId() const { return device_id_; }
@@ -121,7 +130,9 @@ class FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY ProfilingManager {
string system_trace_conf_;
string task_trace_conf_;
const ProfilingEngineImpl engine_;
map<int32_t, uint64_t> device_id_module_map_; // key: device_id, value: profiling on module
map<int32_t, uint64_t> device_id_module_map_; // key: device_id, value: profiling on module
map<uint32_t, DeviceSubsInfo> subs_dev_module_; // key: device_id, value: profiling on module
uint32_t subscribe_count_;
std::mutex mutex_;
};
} // namespace ge


+ 1
- 0
src/ge/common/types.cc View File

@@ -54,6 +54,7 @@ const std::map<std::string, std::string> PROFILE_COMPONENT_MAP{
{"runtime", RTS_PROFILE},
};
const std::string PROFILE_CONFIG = "config";
const std::string PROFILE_MODEL_ID = "modelId";

REGISTER_OPTYPE_DEFINE(DATA, "Data");
REGISTER_OPTYPE_DEFINE(AIPPDATA, "AippData");


+ 13
- 0
src/ge/executor/ge_executor.cc View File

@@ -1060,6 +1060,19 @@ Status GeExecutor::ReleaseSingleOpResource(void *stream) {
return SingleOpManager::GetInstance().ReleaseResource(stream);
}

Status GeExecutor::GetDeviceIdByModelId(uint32_t model_id, uint32_t &device_id) {
auto model_manager = ModelManager::GetInstance();
GE_CHECK_NOTNULL(model_manager);
auto davinci_model = model_manager->GetModel(model_id);
if (davinci_model == nullptr) {
GELOGE(FAILED, "Model id: %d is invaild or model is not loaded.", model_id);
return FAILED;
}

device_id = davinci_model->GetDeviceId();
return SUCCESS;
}

Status GeExecutor::GetBatchInfoSize(uint32_t model_id, size_t &shape_count) {
std::vector<std::vector<int64_t>> batch_info;
int32_t dynamic_type = static_cast<int32_t>(FIXED);


+ 6
- 2
src/ge/executor/module.mk View File

@@ -72,9 +72,13 @@ local_ge_executor_c_include := \
proto/task.proto \
proto/om.proto \
$(TOPDIR)inc/external \
$(TOPDIR)inc/external/graph \
$(TOPDIR)inc/framework \
$(TOPDIR)metadef/inc/external \
$(TOPDIR)graphengine/inc/external \
$(TOPDIR)metadef/inc/external/graph \
$(TOPDIR)graphengine/inc/framework \
$(TOPDIR)inc \
$(TOPDIR)metadef/inc \
$(TOPDIR)graphengine/inc \
$(LOCAL_PATH)/../ \
$(TOPDIR)graphengine/ge \
$(TOPDIR)libc_sec/include \


+ 17
- 10
src/ge/ge_inference.mk View File

@@ -287,11 +287,15 @@ COMMON_LOCAL_C_INCLUDES := \
proto/tensorflow/versions.proto \
$(LOCAL_PATH) ./ \
$(TOPDIR)inc \
$(TOPDIR)metadef/inc \
$(TOPDIR)graphengine/inc \
$(TOPDIR)inc/external \
$(TOPDIR)inc/external/graph \
$(TOPDIR)inc/framework \
$(TOPDIR)inc/framework/common \
$(TOPDIR)inc/common \
$(TOPDIR)metadef/inc/external \
$(TOPDIR)graphengine/inc/external \
$(TOPDIR)metadef/inc/external/graph \
$(TOPDIR)graphengine/inc/framework \
$(TOPDIR)graphengine/inc/framework/common \
$(TOPDIR)metadef/inc/common \
$(TOPDIR)inc/runtime \
$(TOPDIR)libc_sec/include \
$(TOPDIR)ops/built-in/op_proto/inc \
@@ -301,7 +305,7 @@ COMMON_LOCAL_C_INCLUDES := \
third_party/opencv/include \

ANALYZER_LOCAL_INCLUDES := \
$(TOPDIR)framework/domi/analyzer \
$(TOPDIR)graphengine/ge/analyzer \

NEW_OMG_HOST_SRC_FILES := \
graph/preprocess/insert_op/util_insert_aipp_op.cc \
@@ -341,15 +345,18 @@ DEVICE_LOCAL_C_INCLUDES := \
proto/tensorflow/versions.proto \
$(LOCAL_PATH) ./ \
$(TOPDIR)inc \
$(TOPDIR)metadef/inc \
$(TOPDIR)graphengine/inc \
$(TOPDIR)libc_sec/include \
$(TOPDIR)inc/external \
$(TOPDIR)inc/external/graph \
$(TOPDIR)inc/common/util \
$(TOPDIR)inc/framework \
$(TOPDIR)inc/framework/common \
$(TOPDIR)metadef/inc/external \
$(TOPDIR)graphengine/inc/external \
$(TOPDIR)metadef/inc/external/graph \
$(TOPDIR)metadef/inc/common/util \
$(TOPDIR)graphengine/inc/framework \
$(TOPDIR)graphengine/inc/framework/common \
$(TOPDIR)inc/runtime \
$(TOPDIR)ops/built-in/op_proto/inc \
$(TOPDIR)framework/domi \
$(TOPDIR)graphengine/ge \
$(TOPDIR)toolchain/ide/ide-daemon/external \
third_party/json/include \


+ 6
- 3
src/ge/ge_local_engine/module.mk View File

@@ -17,12 +17,15 @@ ops_kernel_builder_src_files := ops_kernel_store/ge_local_ops_kernel_builder.cc
local_lib_inc_path := proto/task.proto \
${LOCAL_PATH} \
${TOPDIR}inc \
${TOPDIR}metadef/inc \
${TOPDIR}graphengine/inc \
${TOPDIR}inc/external \
${TOPDIR}inc/external/graph \
${TOPDIR}metadef/inc/external \
${TOPDIR}graphengine/inc/external \
${TOPDIR}metadef/inc/external/graph \
$(TOPDIR)libc_sec/include \
${TOPDIR}third_party/protobuf/include \
${TOPDIR}inc/framework \
$(TOPDIR)framework/domi \
${TOPDIR}graphengine/inc/framework \
$(TOPDIR)graphengine/ge \

#compiler for host


+ 13
- 6
src/ge/ge_runner.mk View File

@@ -300,6 +300,8 @@ LIBGE_LOCAL_SRC_FILES := \
hybrid/hybrid_davinci_model.cc \
executor/ge_executor.cc \
analyzer/analyzer.cc \
ir_build/ge_ir_build.cc \
ir_build/atc_ir_common.cc \

LIBCLIENT_LOCAL_SRC_FILES := \
proto/ge_api.proto \
@@ -311,16 +313,20 @@ RUNNER_LOCAL_C_INCLUDES := \
$(LOCAL_PATH)/../ \
$(LOCAL_PATH)/../../ \
$(TOPDIR)inc \
$(TOPDIR)inc/common \
$(TOPDIR)metadef/inc \
$(TOPDIR)graphengine/inc \
$(TOPDIR)metadef/inc/common \
$(TOPDIR)inc/external \
$(TOPDIR)inc/external/graph \
$(TOPDIR)inc/framework \
$(TOPDIR)inc/framework/common \
$(TOPDIR)inc/graph \
$(TOPDIR)metadef/inc/external \
$(TOPDIR)graphengine/inc/external \
$(TOPDIR)metadef/inc/external/graph \
$(TOPDIR)graphengine/inc/external/ge \
$(TOPDIR)graphengine/inc/framework \
$(TOPDIR)graphengine/inc/framework/common \
$(TOPDIR)metadef/inc/graph \
$(TOPDIR)inc/runtime \
$(TOPDIR)libc_sec/include \
$(TOPDIR)ops/built-in/op_proto/inc \
$(TOPDIR)framework/domi/analyzer \
$(TOPDIR)graphengine/ge/analyzer \
$(TOPDIR)toolchain/ide/ide-daemon/external \
proto/fwk_adapter.proto \
@@ -403,6 +409,7 @@ LOCAL_C_INCLUDES := $(RUNNER_LOCAL_C_INCLUDES)

LOCAL_SRC_FILES := ../../out/ge/lib64/stub/ge_api.cc \
../../out/ge/lib64/stub/ge_prof.cc \
../../out/ge/lib64/stub/ge_ir_build.cc \

LOCAL_SHARED_LIBRARIES :=



+ 24
- 7
src/ge/graph/build/label_allocator.cc View File

@@ -26,7 +26,7 @@
namespace ge {
LabelAllocator::LabelAllocator(const ComputeGraphPtr &graph) : compute_graph_(graph) {}

Status LabelAllocator::AssignFunctionalLabels(uint32_t &label_index) {
Status LabelAllocator::AssignFunctionalLabels() {
if (compute_graph_ == nullptr) {
GELOGE(INTERNAL_ERROR, "ComputeGraph not set, Assign labels failed.");
return INTERNAL_ERROR;
@@ -42,7 +42,7 @@ Status LabelAllocator::AssignFunctionalLabels(uint32_t &label_index) {
}

// Add label for functional op.
label_index = 0;
uint32_t label_index = 0;
for (auto node : functional_nodes) {
LabelMakerPtr maker = LabelMakerFactory::Instance().Create(node->GetType(), compute_graph_, node);
if (maker == nullptr) {
@@ -56,7 +56,8 @@ Status LabelAllocator::AssignFunctionalLabels(uint32_t &label_index) {
}
}

GELOGI("AssignFunctionalLabels success.");
(void)AttrUtils::SetInt(*compute_graph_, ATTR_MODEL_LABEL_NUM, label_index);
GELOGI("AssignFunctionalLabels success, Num: %u.", label_index);
return SUCCESS;
}

@@ -66,13 +67,29 @@ bool LabelAllocator::CollectFunctionalNode(ComputeGraphPtr &graph, std::set<Node
return false;
}

NodePtr parent = graph->GetParentNode();
if (parent == nullptr) {
GELOGE(INTERNAL_ERROR, "ComputeGraph owner not set: %s.", graph->GetName().c_str());
if (graph->GetGraphUnknownFlag()) {
GELOGD("Graph[%s] is unknown graph, skip label allocator.", graph->GetName().c_str());
return true;
}

NodePtr func_node = graph->GetParentNode();
if (func_node == nullptr) {
GELOGE(INTERNAL_ERROR, "Parent functional node not set: %s.", graph->GetName().c_str());
return false;
}

(void)functional_nodes.insert(parent); // unique functional node.
ComputeGraphPtr owner_graph = func_node->GetOwnerComputeGraph();
if (owner_graph == nullptr) {
GELOGE(INTERNAL_ERROR, "ComputeGraph owner not set: %s.", func_node->GetName().c_str());
return false;
}

if (owner_graph->GetGraphUnknownFlag()) {
GELOGD("Graph[%s] is unknown graph, skip label allocator.", owner_graph->GetName().c_str());
return true;
}

(void)functional_nodes.insert(func_node); // unique functional node.
return true;
}
} // namespace ge

+ 1
- 1
src/ge/graph/build/label_allocator.h View File

@@ -28,7 +28,7 @@ class LabelAllocator {
explicit LabelAllocator(const ComputeGraphPtr &graph);
~LabelAllocator() = default;

Status AssignFunctionalLabels(uint32_t &label_index);
Status AssignFunctionalLabels();

private:
bool CollectFunctionalNode(ComputeGraphPtr &graph, std::set<NodePtr> &functional_nodes);


+ 5
- 1
src/ge/graph/build/logical_stream_allocator.cc View File

@@ -348,7 +348,11 @@ Status NodeStreamUpdatePass::Run(ComputeGraphPtr graph, const vector<SubgraphPtr
auto compute_graph = subgraph->subgraph_info.GetSubGraph();
for (NodePtr &node : compute_graph->GetDirectNode()) {
GE_CHECK_NOTNULL(node->GetOpDesc());
if (IsEngineSkip(*subgraph) && node->GetInNodes().empty()) {
if (node->GetOpDesc()->HasAttr(ATTR_NAME_RTS_LABEL_NODE)) {
node->GetOpDesc()->SetStreamId(context.default_stream);
GELOGD("Node %s of type %s in subgraph %s is assigned parent stream %ld (engine: %s).", node->GetName().c_str(),
node->GetType().c_str(), subgraph->name.c_str(), context.default_stream, engine_name.c_str());
} else if (IsEngineSkip(*subgraph) && node->GetInNodes().empty()) {
GELOGD("Node %s of type %s in subgraph %s doesn't need to assign a stream (engine: %s).",
node->GetName().c_str(), node->GetType().c_str(), subgraph->name.c_str(), engine_name.c_str());
} else {


+ 9
- 0
src/ge/graph/build/memory/block_mem_assigner.cc View File

@@ -885,6 +885,15 @@ MemoryBlock *BlockMemAssigner::ApplyMemory(size_t block_size, size_t real_size,
GELOGI("Unreusable block.");
continue;
}
std::string batch_label;
if (reusable_block->IsSameLabel(batch_label)) {
std::string op_label;
(void)ge::AttrUtils::GetStr(node_op_desc, ATTR_NAME_BATCH_LABEL, op_label);
if (batch_label != op_label) {
GELOGI("label diff, op name %s", node_op_desc->GetName().c_str());
continue;
}
}

// A node can reuse blocks of the same stream and preorder streams
if (CanReuseBySize(reusable_block_counts_, *reusable_block, block_size, real_size, continuous)) {


+ 6
- 3
src/ge/graph/build/memory/module.mk View File

@@ -11,12 +11,15 @@ local_lib_src_files := memory_assigner.cc \

local_lib_inc_path := ${LOCAL_PATH} \
${TOPDIR}inc \
${TOPDIR}metadef/inc \
${TOPDIR}graphengine/inc \
${TOPDIR}inc/external \
${TOPDIR}inc/external/graph \
${TOPDIR}metadef/inc/external \
${TOPDIR}graphengine/inc/external \
${TOPDIR}metadef/inc/external/graph \
$(TOPDIR)libc_sec/include \
${TOPDIR}third_party/protobuf/include \
${TOPDIR}inc/framework \
$(TOPDIR)framework/domi \
${TOPDIR}graphengine/inc/framework \
$(TOPDIR)graphengine/ge \

#compiler for host


+ 10
- 21
src/ge/graph/build/model_builder.cc View File

@@ -24,7 +24,6 @@
#include "graph/anchor.h"
#include "graph/attr_value.h"
#include "graph/buffer.h"
#include "graph/build/label_allocator.h"
#include "graph/build/stream_allocator.h"
#include "graph/common/omg_util.h"
#include "graph/common/ge_call_wrapper.h"
@@ -43,7 +42,6 @@
#include "graph/utils/op_desc_utils.h"
#include "graph/utils/tensor_utils.h"
#include "graph/utils/type_utils.h"
#include "graph/passes/memcpy_addr_async_pass.h"
#include "init/gelib.h"
#include "memory/memory_assigner.h"
#include "omg/version.h"
@@ -419,6 +417,14 @@ Status ModelBuilder::BuildModelDef(ge::Model &model) {
return FAILED);
GELOGI("For model, max_mem_offset_: %zu, p2p_mem_size: %zu, zero_copy_mem_size_: %zu", max_mem_offset_,
p2p_mem_offset_, zero_copy_mem_size_);
string fp_ceiling_mode;
if (ge::GetContext().GetOption("ge.fpCeilingMode", fp_ceiling_mode) == SUCCESS) {
if (!ge::AttrUtils::SetStr(&model, ATTR_FP_CEILING_MODE, fp_ceiling_mode)) {
GELOGE(FAILED, "Failed to set attr ATTR_FP_CEILING_MODE");
return FAILED;
}
GELOGI("Set attr ATTR_FP_CEILING_MODE to model, value is %s.", fp_ceiling_mode.c_str());
}

string ge_core_type;
Status ret = ge::GetContext().GetOption(kCoreType, ge_core_type);
@@ -695,25 +701,8 @@ Status ModelBuilder::BuildModelForGetTask(ge::Model &model) {
GE_TIMESTAMP_END(AssignLogicalStreams, "GraphBuilder::AssignLogicalStreams");

// Assign functional op labels.
GE_TIMESTAMP_START(AssignFunctionalLabels);
LabelAllocator label_allocator(compute_graph_);
GE_CHK_STATUS_RET(label_allocator.AssignFunctionalLabels(label_num_), "Assign label failed.");
GE_TIMESTAMP_END(AssignFunctionalLabels, "ModelBuilder::AssignFunctionalLabels");

// Add memcpy_addr_async node.
rtFeatureType_t feature_type = FEATURE_TYPE_MEMCPY;
int32_t feature_info = MEMCPY_INFO_SUPPORT_ZEROCOPY;
int64_t value = 0;
rtError_t rt_ret = rtGetRtCapability(feature_type, feature_info, &value);
if (rt_ret != RT_ERROR_NONE) {
GELOGE(RT_FAILED, "rtGetRtCapability failed.");
return RT_FAILED;
} else {
GE_TIMESTAMP_START(AddMemcpyAddrAsyncNode);
MemcpyAddrAsyncPass memcpy_addr;
GE_CHK_STATUS_RET(memcpy_addr.Run(compute_graph_), "Add memcpy_addr_async node failed.");
GE_TIMESTAMP_END(AddMemcpyAddrAsyncNode, "MemcpyAddrAsyncPass::Run.");
}
auto root_graph = GraphUtils::FindRootGraph(compute_graph_);
(void)AttrUtils::GetInt(*root_graph, ATTR_MODEL_LABEL_NUM, label_num_);

GE_TIMESTAMP_START(AssignMemory);
MemoryAssigner mem_assigner(compute_graph_);


+ 9
- 0
src/ge/graph/common/transop_util.cc View File

@@ -80,4 +80,13 @@ bool TransOpUtil::CheckPrecisionLoss(const ge::NodePtr &src_node) {
}
return true;
}

std::string TransOpUtil::TransopMapToString() {
std::string buffer;
for (auto &key : Instance().transop_index_map_) {
buffer += key.first + " ";
}
return buffer;
}

} // namespace ge

+ 2
- 0
src/ge/graph/common/transop_util.h View File

@@ -35,6 +35,8 @@ class GE_FUNC_HOST_VISIBILITY GE_FUNC_DEV_VISIBILITY TransOpUtil {

static bool CheckPrecisionLoss(const NodePtr &src_node);

static std::string TransopMapToString();

private:
TransOpUtil();



+ 49
- 102
src/ge/graph/label/label_maker.cc View File

@@ -23,75 +23,65 @@
#include "graph/debug/ge_attr_define.h"
#include "graph/utils/graph_utils.h"

namespace {
const int64_t kInvalidStreamId = -1;
} // namespace

namespace ge {
/**
* @ingroup ge
* @brief Set stream id for head node.
* @brief Link node to graph head.
* @param [in] graph: graph for add node.
* @param [in] op_desc: OpDesc for set logical stream id.
* @param [in] node: Node add to graph head.
* @return: void
*/
void LabelMaker::SetStreamIdEnter(const ComputeGraphPtr &graph, const OpDescPtr &op_desc) {
int64_t stream_id = kInvalidStreamId;
const auto &node_list = graph->GetDirectNode();
for (size_t i = 0; i < node_list.size(); ++i) {
const auto &node = node_list.at(i);
GE_CHECK_NOTNULL_EXEC(node, continue);
void LabelMaker::LinkToGraphHead(const ComputeGraphPtr &graph, const NodePtr &node) {
static const std::set<std::string> non_calc_types = {DATA, CONSTANT, CONSTANTOP, VARIABLE};
for (auto &n : graph->GetDirectNode()) {
if (non_calc_types.count(n->GetType()) > 0) {
continue;
}

stream_id = node->GetOpDesc()->GetStreamId();
if (stream_id != kInvalidStreamId) {
break;
const auto nodes = n->GetInDataNodes();
if (nodes.empty()) {
continue;
}
}

GELOGI("SetStreamId: Node %s assign stream is %ld.", op_desc->GetName().c_str(), stream_id);
op_desc->SetStreamId(stream_id);
}
bool is_head_node = true;
for (auto &in_node : nodes) {
if (non_calc_types.count(in_node->GetType()) == 0) {
is_head_node = false;
break;
}
}

/**
* @ingroup ge
* @brief Set stream id for tail node.
* @param [in] graph: graph for add node.
* @param [in] op_desc: OpDesc for set logical stream id.
* @return: void
*/
void LabelMaker::SetStreamIdLeave(const ComputeGraphPtr &graph, const OpDescPtr &op_desc) {
int64_t stream_id = kInvalidStreamId;
const auto &node_list = graph->GetDirectNode();
for (size_t i = node_list.size(); i > 0; --i) {
const auto &node = node_list.at(i - 1); // i from list size, need shift 1.
GE_CHECK_NOTNULL_EXEC(node, continue);
if (!is_head_node) {
continue;
}

stream_id = node->GetOpDesc()->GetStreamId();
if (stream_id != kInvalidStreamId) {
break;
if (GraphUtils::AddEdge(node->GetOutControlAnchor(), n->GetInControlAnchor()) != SUCCESS) {
GELOGE(INTERNAL_ERROR, "Add ctrl edge from %s to %s failed.", node->GetName().c_str(), n->GetName().c_str());
}
}

GELOGI("SetStreamId: Node %s assign stream is %ld.", op_desc->GetName().c_str(), stream_id);
op_desc->SetStreamId(stream_id);
}

/**
* @ingroup ge
* @brief Set stream id for parent node.
* @brief Link node to graph tail.
* @param [in] graph: graph for add node.
* @param [in] op_desc: OpDesc for set logical stream id.
* @param [in] node: Node add to graph tail.
* @return: void
*/
void LabelMaker::SetStreamIdOwner(const ComputeGraphPtr &graph, const OpDescPtr &op_desc) {
int64_t stream_id = kInvalidStreamId;
const auto &node = graph->GetParentNode();
if (node != nullptr) {
stream_id = node->GetOpDesc()->GetStreamId();
}
void LabelMaker::LinkToGraphTail(const ComputeGraphPtr &graph, const NodePtr &node) {
auto tail = graph->FindFirstNodeMatchType(NETOUTPUT);
while (tail != nullptr) {
auto nodes = tail->GetOutControlNodes();
if (!nodes.empty()) {
tail = nodes.at(0);
continue;
}

GELOGI("SetStreamId: Node %s assign stream is %ld.", op_desc->GetName().c_str(), stream_id);
op_desc->SetStreamId(stream_id);
if (GraphUtils::AddEdge(tail->GetOutControlAnchor(), node->GetInControlAnchor()) != SUCCESS) {
GELOGE(INTERNAL_ERROR, "Add ctrl edge from %s to %s failed.", tail->GetName().c_str(), node->GetName().c_str());
}
return;
}
}

/**
@@ -112,7 +102,7 @@ NodePtr LabelMaker::AddStreamActive(const ComputeGraphPtr &graph, const std::str

OpDescPtr op_desc = MakeShared<OpDesc>(name, STREAMACTIVE);
GE_CHECK_NOTNULL_EXEC(op_desc, return nullptr);
SetStreamIdOwner(graph, op_desc);
(void)AttrUtils::SetBool(op_desc, ATTR_NAME_RTS_LABEL_NODE, true);

GELOGI("StreamActive: Create node %s.", op_desc->GetName().c_str());
vector<uint32_t> active_streams;
@@ -122,6 +112,7 @@ NodePtr LabelMaker::AddStreamActive(const ComputeGraphPtr &graph, const std::str
NodePtr stream_active = graph->AddNodeFront(op_desc);
GE_CHECK_NOTNULL_EXEC(stream_active, return nullptr);

LinkToGraphHead(graph, stream_active);
return stream_active;
}

@@ -146,7 +137,7 @@ NodePtr LabelMaker::AddLabelSetEnter(const ComputeGraphPtr &graph, const std::st

OpDescPtr op_desc = MakeShared<OpDesc>(name, LABELSET);
GE_CHECK_NOTNULL_EXEC(op_desc, return nullptr);
SetStreamIdOwner(graph, op_desc);
(void)AttrUtils::SetBool(op_desc, ATTR_NAME_RTS_LABEL_NODE, true);

GELOGI("LabelSet: Create node %s.", op_desc->GetName().c_str());
(void)AttrUtils::SetInt(op_desc, ATTR_NAME_LABEL_SWITCH_INDEX, index);
@@ -173,19 +164,9 @@ NodePtr LabelMaker::AddLabelSetEnter(const ComputeGraphPtr &graph, const std::st
NodePtr LabelMaker::AddLabelSetLeave(const ComputeGraphPtr &graph, const std::string &name, uint32_t index) {
GE_CHECK_NOTNULL_EXEC(graph, return nullptr);

const auto &node_list = graph->GetDirectNode();
auto it = node_list.end();
if (it == node_list.begin()) {
GELOGE(INTERNAL_ERROR, "LabelSet: Graph %s node is empty.", graph->GetName().c_str());
return nullptr;
}
--it;
const NodePtr &node = *it;
GE_CHECK_NOTNULL_EXEC(node, return nullptr);

OpDescPtr op_desc = MakeShared<OpDesc>(name, LABELSET);
GE_CHECK_NOTNULL_EXEC(op_desc, return nullptr);
SetStreamIdOwner(graph, op_desc);
(void)AttrUtils::SetBool(op_desc, ATTR_NAME_RTS_LABEL_NODE, true);

GELOGI("LabelSet: Create node %s.", op_desc->GetName().c_str());
(void)AttrUtils::SetInt(op_desc, ATTR_NAME_LABEL_SWITCH_INDEX, index);
@@ -194,11 +175,7 @@ NodePtr LabelMaker::AddLabelSetLeave(const ComputeGraphPtr &graph, const std::st
GE_CHECK_NOTNULL_EXEC(label_set, return nullptr);

// Link control edge to graph tail.
if (GraphUtils::AddEdge(node->GetOutControlAnchor(), label_set->GetInControlAnchor()) != SUCCESS) {
GELOGE(INTERNAL_ERROR, "LabelSet: Add ctrl edge to %s failed.", node->GetName().c_str());
return nullptr;
}

LinkToGraphTail(graph, label_set);
return label_set;
}

@@ -222,7 +199,7 @@ NodePtr LabelMaker::AddLabelGotoEnter(const ComputeGraphPtr &graph, const std::s

OpDescPtr op_desc = MakeShared<OpDesc>(name, LABELGOTOEX);
GE_CHECK_NOTNULL_EXEC(op_desc, return nullptr);
SetStreamIdOwner(graph, op_desc);
(void)AttrUtils::SetBool(op_desc, ATTR_NAME_RTS_LABEL_NODE, true);

GELOGI("LabelGoto: Create node %s.", op_desc->GetName().c_str());
(void)AttrUtils::SetInt(op_desc, ATTR_NAME_LABEL_SWITCH_INDEX, index);
@@ -246,32 +223,17 @@ NodePtr LabelMaker::AddLabelGotoEnter(const ComputeGraphPtr &graph, const std::s
NodePtr LabelMaker::AddLabelGotoLeave(const ComputeGraphPtr &graph, const std::string &name, uint32_t index) {
GE_CHECK_NOTNULL_EXEC(graph, return nullptr);

const auto &node_list = graph->GetDirectNode();
auto it = node_list.end();
if (it == node_list.begin()) {
GELOGE(INTERNAL_ERROR, "LabelGoto: Graph %s node is empty.", graph->GetName().c_str());
return nullptr;
}
--it;
const NodePtr &node = *it;
GE_CHECK_NOTNULL_EXEC(node, return nullptr);

OpDescPtr op_desc = MakeShared<OpDesc>(name, LABELGOTOEX);
GE_CHECK_NOTNULL_EXEC(op_desc, return nullptr);
SetStreamIdLeave(graph, op_desc);
(void)AttrUtils::SetBool(op_desc, ATTR_NAME_RTS_LABEL_NODE, true);

GELOGI("LabelGoto: Create node %s.", op_desc->GetName().c_str());
(void)AttrUtils::SetInt(op_desc, ATTR_NAME_LABEL_SWITCH_INDEX, index);
NodePtr label_goto = graph->AddNode(op_desc);
GE_CHECK_NOTNULL_EXEC(label_goto, return nullptr);
SetStreamIdOwner(graph, op_desc);

// Link control edge to graph tail.
if (GraphUtils::AddEdge(node->GetOutControlAnchor(), label_goto->GetInControlAnchor()) != SUCCESS) {
GELOGE(INTERNAL_ERROR, "LabelGoto: Add ctrl edge to %s failed.", node->GetName().c_str());
return nullptr;
}

LinkToGraphTail(graph, label_goto);
return label_goto;
}

@@ -297,7 +259,7 @@ NodePtr LabelMaker::AddLabelSwitchEnter(const ComputeGraphPtr &graph, const std:

OpDescPtr op_desc = MakeShared<OpDesc>(name, LABELSWITCHBYINDEX);
GE_CHECK_NOTNULL_EXEC(op_desc, return nullptr);
SetStreamIdOwner(graph, op_desc);
(void)AttrUtils::SetBool(op_desc, ATTR_NAME_RTS_LABEL_NODE, true);

GELOGI("LabelSwitchByIndex: Create node %s.", op_desc->GetName().c_str());
if (op_desc->AddInputDesc(desc) != GRAPH_SUCCESS) {
@@ -332,19 +294,9 @@ NodePtr LabelMaker::AddLabelSwitchLeave(const ComputeGraphPtr &graph, const std:
const std::vector<uint32_t> &labels) {
GE_CHECK_NOTNULL_EXEC(graph, return nullptr);

const auto &node_list = graph->GetDirectNode();
auto it = node_list.end();
if (it == node_list.begin()) {
GELOGE(INTERNAL_ERROR, "LabelSwitchByIndex: Graph %s node is empty.", graph->GetName().c_str());
return nullptr;
}
--it;
const NodePtr &node = *it;
GE_CHECK_NOTNULL_EXEC(node, return nullptr);

OpDescPtr op_desc = MakeShared<OpDesc>(name, LABELSWITCHBYINDEX);
GE_CHECK_NOTNULL_EXEC(op_desc, return nullptr);
SetStreamIdOwner(graph, op_desc);
(void)AttrUtils::SetBool(op_desc, ATTR_NAME_RTS_LABEL_NODE, true);

GELOGI("LabelSwitchByIndex: Create node %s.", op_desc->GetName().c_str());
if (op_desc->AddInputDesc(desc) != GRAPH_SUCCESS) {
@@ -361,11 +313,7 @@ NodePtr LabelMaker::AddLabelSwitchLeave(const ComputeGraphPtr &graph, const std:
GE_CHECK_NOTNULL_EXEC(label_switch, return nullptr);

// Link control edge to graph tail.
if (GraphUtils::AddEdge(node->GetOutControlAnchor(), label_switch->GetInControlAnchor()) != SUCCESS) {
GELOGE(INTERNAL_ERROR, "LabelSwitchByIndex: Add ctrl edge to %s failed.", node->GetName().c_str());
return nullptr;
}

LinkToGraphTail(graph, label_switch);
return label_switch;
}

@@ -385,7 +333,6 @@ NodePtr LabelMaker::AddLabelSwitchIndex(const ComputeGraphPtr &graph, const std:

OpDescPtr op_desc = MakeShared<OpDesc>(name, DATA);
GE_CHECK_NOTNULL_EXEC(op_desc, return nullptr);
op_desc->SetStreamId(kInvalidStreamId);

GELOGI("Data: Create node %s.", op_desc->GetName().c_str());
if (op_desc->AddInputDesc(desc) != GRAPH_SUCCESS) {


+ 2
- 3
src/ge/graph/label/label_maker.h View File

@@ -60,9 +60,8 @@ class LabelMaker {
ComputeGraphPtr parent_graph_;

private:
void SetStreamIdEnter(const ComputeGraphPtr &graph, const OpDescPtr &op_desc);
void SetStreamIdLeave(const ComputeGraphPtr &graph, const OpDescPtr &op_desc);
void SetStreamIdOwner(const ComputeGraphPtr &graph, const OpDescPtr &op_desc);
void LinkToGraphHead(const ComputeGraphPtr &graph, const NodePtr &node);
void LinkToGraphTail(const ComputeGraphPtr &graph, const NodePtr &node);
};
} // namespace ge
#endif // GE_GRAPH_PASSES_LABEL_MAKER_H_

+ 1
- 0
src/ge/graph/load/new_model_manager/data_dumper.h View File

@@ -86,6 +86,7 @@ class DataDumper {
void SetDumpProperties(const DumpProperties &dump_properties) { dump_properties_ = dump_properties; }
const DumpProperties &GetDumpProperties() const { return dump_properties_; }
bool GetOpDescInfo(uint32_t stream_id, uint32_t task_id, OpDescInfo &op_desc_info) const;
const std::vector<OpDescInfo> &GetAllOpDescInfo() const { return op_desc_info_; }

// Dump exception info
Status DumpExceptionInput(const OpDescInfo &op_desc_info, const string &dump_file);


+ 73
- 88
src/ge/graph/load/new_model_manager/davinci_model.cc View File

@@ -88,6 +88,9 @@ const uint32_t kDataMemAlignSizeCompare = 64;
const uint32_t kDumpL1FusionOpMByteSize = 2 * 1024 * 1024;
const uint32_t kDumpFlagOfL1Fusion = 0;
const char *const kDefaultBatchLable = "Batch_default";
const int32_t kInvalidStream = -1;
const uint32_t kEndOfSequence = 0x0704000a;
const uint32_t kEndOfSequenceNew = 507005;

inline bool IsDataOp(const std::string &node_type) {
return node_type == DATA_TYPE || node_type == AIPP_DATA_TYPE || node_type == ANN_DATA_TYPE;
@@ -259,7 +262,6 @@ Status DavinciModel::Assign(const GeModelPtr &ge_model) {
///
void DavinciModel::Shrink() {
ge_model_.reset(); // delete object.
op_list_.clear();
}

Status DavinciModel::InitModelMem(void *dev_ptr, size_t mem_size, void *weight_ptr, size_t weight_size) {
@@ -612,7 +614,9 @@ Status DavinciModel::Init(void *dev_ptr, size_t mem_size, void *weight_ptr, size

GE_DISMISS_GUARD(stream);
stream_list_.push_back(stream);
GELOGD("Stream index:%u, stream:%p.", i, stream);
int32_t rt_stream_id = kInvalidStream;
(void)rtGetStreamId(stream, &rt_stream_id);
GELOGI("Logical stream index:%u, stream:%p, rtstream: %d.", i, stream, rt_stream_id);
}

for (uint32_t i = 0; i < EventNum(); i++) {
@@ -654,18 +658,6 @@ Status DavinciModel::Init(void *dev_ptr, size_t mem_size, void *weight_ptr, size
GE_IF_BOOL_EXEC(IsBroadCastOpData(node),
(void)ge::AttrUtils::SetStr(op_desc, VAR_ATTR_VAR_IS_BROADCAST, "var_is_restore"););
}
// for profiling
op_name_map_ = compute_graph->GetGraphOpName();

vector<string> op_name;
GE_IF_BOOL_EXEC(ge::AttrUtils::GetListStr(ge_model_, ATTR_MODEL_TASK_INDEX_OP_NAME, op_name),
GELOGI("get str of task_index_op_name"));
if (op_name_map_.empty()) {
for (size_t idx = 0; idx < op_name.size(); idx++) {
op_name_map_[idx] = op_name[idx];
}
GELOGI("Infer profiling: op_name_size(%zu)", op_name.size());
}

GE_CHK_STATUS_RET(InitNodes(compute_graph), "Init nodes failed");

@@ -677,7 +669,9 @@ Status DavinciModel::Init(void *dev_ptr, size_t mem_size, void *weight_ptr, size
auto all_dump_model = GetDumpProperties().GetAllDumpModel();
bool findByOmName = all_dump_model.find(om_name_) != all_dump_model.end();
bool findByModelName = all_dump_model.find(name_) != all_dump_model.end();
if (all_dump_model.find(ge::DUMP_ALL_MODEL) != all_dump_model.end() || findByOmName || findByModelName) {
bool dump_l1fusion_op =
(all_dump_model.find(ge::DUMP_ALL_MODEL) != all_dump_model.end()) || findByOmName || findByModelName;
if (dump_l1fusion_op) {
// malloc 2M for dump l1fusion op
GE_CHK_RT_RET(rtMalloc(&l1_fusion_addr_, kDumpL1FusionOpMByteSize, RT_MEMORY_DDR));

@@ -691,16 +685,21 @@ Status DavinciModel::Init(void *dev_ptr, size_t mem_size, void *weight_ptr, size
need_destroy_aicpu_kernel_ = IsAicpuKernelConnectSpecifiedLayer();
(void)ge::AttrUtils::GetListStr(ge_model_, ATTR_MODEL_OUT_NODES_NAME, out_node_name_);

string fp_ceiling_mode;
if (ge::AttrUtils::GetStr(ge_model_, ATTR_FP_CEILING_MODE, fp_ceiling_mode)) {
GELOGI("Get attr ATTR_FP_CEILING_MODE from model, value is %s.", fp_ceiling_mode.c_str());
// mode 0: Do not perform saturation processing. By default, IEEE754 is used.
GE_CHK_RT_RET(rtSetCtxINFMode((fp_ceiling_mode != "0")));
}

// collect profiling for ge
if (ProfilingManager::Instance().ProfilingModelLoadOn()) {
std::vector<ComputeGraphDescInfo> compute_graph_desc_info;
Status ret1 = GetComputeGraphInfo(compute_graph, compute_graph_desc_info);
if (ret1 != SUCCESS) {
GELOGE(ret1, "GetComputeGraphInfo failed.");
return ret1;
auto &profiling_manager = ProfilingManager::Instance();
if (profiling_manager.ProfilingModelLoadOn()) {
Status p_ret = ReportProfilingData(!profiling_manager.IsAclApiMode());
if (p_ret != SUCCESS) {
GELOGE(p_ret, "Report profiling data failed.");
return p_ret;
}
ProfilingManager::Instance().ReportProfilingData(GetTaskDescInfo(), compute_graph_desc_info);
GE_CHK_STATUS(SinkModelProfile(), "Sink model profile failed.");
}

Shrink();
@@ -708,6 +707,20 @@ Status DavinciModel::Init(void *dev_ptr, size_t mem_size, void *weight_ptr, size
return ret;
}

Status DavinciModel::ReportProfilingData(bool check_device) {
std::vector<ComputeGraphDescInfo> compute_graph_desc_info;
Status ret = GetComputeGraphInfo(compute_graph_desc_info);
if (ret != SUCCESS) {
GELOGE(ret, "GetComputeGraphInfo failed.");
return ret;
}
ProfilingManager::Instance().ReportProfilingData(model_id_, GetTaskDescInfo(), compute_graph_desc_info, check_device);
GE_CHK_STATUS(SinkModelProfile(), "Sink model profiler failed.");
op_list_.clear();

return SUCCESS;
}

///
/// @ingroup ge
/// @brief Travel all nodes and determine if destruction is required.
@@ -2572,7 +2585,7 @@ void *DavinciModel::Run(DavinciModel *model) {
GE_TIMESTAMP_START(rtStreamSynchronize);
GELOGI("rtStreamSynchronize start.");
rt_ret = rtStreamSynchronize(model->rt_model_stream_);
if (rt_ret == RT_ERROR_END_OF_SEQUENCE) {
if (rt_ret == kEndOfSequence || rt_ret == kEndOfSequenceNew) {
seq_end_flag = true;
}
GE_IF_BOOL_EXEC(
@@ -2901,34 +2914,25 @@ Status DavinciModel::DistributeTask() {
SaveDumpTask(task->GetTaskID(), task->GetStreamId(), op, task->GetDumpArgs());
}
}
// get op_name by task_index
if (task->GetCtx() != nullptr) {
auto iter = op_name_map_.find(task_index);
if (iter == op_name_map_.end()) {
continue;
}

// else task index is found in op_name_map_
TaskDescInfo task_desc_info;
string op_name = op_name_map_[task_index];
if (!om_name_.empty()) {
task_desc_info.model_name = om_name_;
} else {
task_desc_info.model_name = name_;
}
task_desc_info.op_name = op_name;
task_desc_info.block_dim = model_task_def->task(task_index).kernel().block_dim();
task_desc_info.task_id = task->GetTaskID();
task_desc_info.stream_id = task->GetStreamId();
task_desc_info_.emplace_back(task_desc_info);
if (flag) {
if (task->GetSktTaskID() != 0xFFFFFFFF) {
TaskDescInfo task_desc_info;
string op_name = "super_kernel_" + to_string(task_index);
task_desc_info.op_name = op_name;
task_desc_info.task_id = task->GetSktTaskID();
task_desc_info_.emplace_back(task_desc_info);
}
// Load task info for profiling
TaskDescInfo task_desc_info;
if (!om_name_.empty()) {
task_desc_info.model_name = om_name_;
} else {
task_desc_info.model_name = name_;
}
task_desc_info.op_name = op->GetName();
task_desc_info.block_dim = model_task_def->task(task_index).kernel().block_dim();
task_desc_info.task_id = task->GetTaskID();
task_desc_info.stream_id = task->GetStreamId();
task_desc_info_.emplace_back(task_desc_info);
if (flag) {
if (task->GetSktTaskID() != 0xFFFFFFFF) {
TaskDescInfo task_desc_info;
string op_name = "super_kernel_" + to_string(task_index);
task_desc_info.op_name = op_name;
task_desc_info.task_id = task->GetSktTaskID();
task_desc_info_.emplace_back(task_desc_info);
}
}
}
@@ -3818,50 +3822,31 @@ void DavinciModel::SaveHcclFollowStream(int64_t main_stream_id, rtStream_t strea
main_follow_stream_mapping_[main_stream_id].emplace_back(stream);
}

Status DavinciModel::GetComputeGraphInfo(const ComputeGraphPtr &graph, vector<ComputeGraphDescInfo> &graph_desc_info) {
Status DavinciModel::GetComputeGraphInfo(vector<ComputeGraphDescInfo> &graph_desc_info) {
GELOGI("GetComputeGraphInfo start.");
for (auto &node : graph->GetAllNodes()) {
auto &all_op_desc = data_dumper_.GetAllOpDescInfo();
for (auto &op_desc : all_op_desc) {
ComputeGraphDescInfo compute_graph_info;
auto op_desc = node->GetOpDesc();
if (op_desc == nullptr) {
GELOGE(PARAM_INVALID, "op_desc is nullptr.");
return PARAM_INVALID;
if (!om_name_.empty()) {
compute_graph_info.model_name = om_name_;
} else {
compute_graph_info.model_name = name_;
}
compute_graph_info.op_name = op_desc.op_name;
compute_graph_info.op_type = op_desc.op_type;
compute_graph_info.input_format = op_desc.input_format;
compute_graph_info.input_shape = op_desc.input_shape;
compute_graph_info.input_data_type = op_desc.input_data_type;
compute_graph_info.output_format = op_desc.output_format;
compute_graph_info.output_shape = op_desc.output_shape;
compute_graph_info.output_data_type = op_desc.output_data_type;

auto op_mode = static_cast<uint32_t>(domi::ImplyType::INVALID);
if (AttrUtils::GetInt(op_desc, ATTR_NAME_IMPLY_TYPE, op_mode) &&
op_mode == static_cast<uint32_t>(domi::ImplyType::TVM)) {
if (!om_name_.empty()) {
compute_graph_info.model_name = om_name_;
} else {
compute_graph_info.model_name = name_;
}
compute_graph_info.op_name = op_desc->GetName();
compute_graph_info.op_type = op_desc->GetType();

for (size_t i = 0; i < op_desc->GetAllInputsSize(); ++i) {
GeTensorDescPtr input_desc = op_desc->MutableInputDesc(i);
if (input_desc == nullptr) {
continue;
}
compute_graph_info.input_format.emplace_back(input_desc->GetFormat());
compute_graph_info.input_shape.emplace_back(input_desc->GetShape().GetDims());
compute_graph_info.input_data_type.emplace_back(input_desc->GetDataType());
}

for (size_t j = 0; j < op_desc->GetOutputsSize(); ++j) {
GeTensorDesc output_desc = op_desc->GetOutputDesc(j);
compute_graph_info.output_format.emplace_back(output_desc.GetFormat());
compute_graph_info.output_shape.emplace_back(output_desc.GetShape().GetDims());
compute_graph_info.output_data_type.emplace_back(output_desc.GetDataType());
}

graph_desc_info.emplace_back(compute_graph_info);
}
graph_desc_info.emplace_back(compute_graph_info);
}
GELOGI("GetComputeGraphInfo end.");
return SUCCESS;
}

void DavinciModel::SetTotalFixedAddrsSize(string tensor_name, int64_t fix_addr_size) {
if (tensor_name_to_fixed_addr_size_.find(tensor_name) == tensor_name_to_fixed_addr_size_.end()) {
tensor_name_to_fixed_addr_size_[tensor_name] = total_fixed_addr_size_;


+ 3
- 2
src/ge/graph/load/new_model_manager/davinci_model.h View File

@@ -439,6 +439,8 @@ class DavinciModel {

Status SinkTimeProfile(const InputData &current_data);

Status ReportProfilingData(bool check_device = true);

void SaveDumpOpInfo(const RuntimeParam &model_param, const OpDescPtr &op, uint32_t task_id, uint32_t stream_id) {
data_dumper_.SaveDumpOpInfo(model_param, op, task_id, stream_id);
}
@@ -828,7 +830,7 @@ class DavinciModel {
Status TransAllVarData(ComputeGraphPtr &graph, uint32_t graph_id);

// get desc info of graph for profiling
Status GetComputeGraphInfo(const ComputeGraphPtr &graph, vector<ComputeGraphDescInfo> &graph_desc_info);
Status GetComputeGraphInfo(vector<ComputeGraphDescInfo> &graph_desc_info);

void SetDataDumperArgs(const ComputeGraphPtr &compute_graph);

@@ -947,7 +949,6 @@ class DavinciModel {
std::map<std::string, uint32_t> used_tbe_handle_map_;

// for profiling task and graph info
std::map<uint32_t, std::string> op_name_map_;
std::vector<TaskDescInfo> task_desc_info_;

int64_t maxDumpOpNum_;


+ 87
- 14
src/ge/graph/load/new_model_manager/model_manager.cc View File

@@ -43,6 +43,8 @@ const std::string kCmdTypeProfInit = "prof_init";
const std::string kCmdTypeProfFinalize = "prof_finalize";
const std::string kCmdTypeProfStart = "prof_start";
const std::string kCmdTypeProfStop = "prof_stop";
const std::string kCmdTypeProfModelSubscribe = "prof_model_subscribe";
const std::string kCmdTypeProfModelUnsubscribe = "prof_model_cancel_subscribe";
const char *const kBatchLoadBuf = "batchLoadsoFrombuf";
const char *const kDeleteCustOp = "deleteCustOp";
struct CustAicpuSoBuf {
@@ -334,11 +336,9 @@ Status ModelManager::LoadModelOnline(uint32_t &model_id, const shared_ptr<ge::Ge

GELOGI("Parse model %u success.", model_id);

if (ProfilingManager::Instance().ProfilingModelLoadOn()) {
davinci_model->SetProfileTime(MODEL_LOAD_START, (timespec.tv_sec * 1000 * 1000 * 1000 +
timespec.tv_nsec)); // 1000 ^ 3 converts second to nanosecond
davinci_model->SetProfileTime(MODEL_LOAD_END);
}
davinci_model->SetProfileTime(MODEL_LOAD_START, (timespec.tv_sec * 1000 * 1000 * 1000 +
timespec.tv_nsec)); // 1000 ^ 3 converts second to nanosecond
davinci_model->SetProfileTime(MODEL_LOAD_END);
} while (0);

GE_CHK_RT(rtDeviceReset(static_cast<int32_t>(GetContext().DeviceId())));
@@ -562,10 +562,15 @@ Status ModelManager::Stop(uint32_t model_id) {
///
Status ModelManager::HandleCommand(const Command &command) {
static const std::map<std::string, std::function<uint32_t(const Command &)>> cmds = {
{kCmdTypeProfile, HandleProfileCommand}, {kCmdTypeDump, HandleDumpCommand},
{kCmdTypeProfiling, HandleAclProfilingCommand}, {kCmdTypeProfInit, HandleProfInitCommand},
{kCmdTypeProfFinalize, HandleProfFinalizeCommand}, {kCmdTypeProfStart, HandleProfStartCommand},
{kCmdTypeProfStop, HandleProfStopCommand}};
{kCmdTypeProfile, HandleProfileCommand},
{kCmdTypeDump, HandleDumpCommand},
{kCmdTypeProfiling, HandleAclProfilingCommand},
{kCmdTypeProfInit, HandleProfInitCommand},
{kCmdTypeProfFinalize, HandleProfFinalizeCommand},
{kCmdTypeProfStart, HandleProfStartCommand},
{kCmdTypeProfStop, HandleProfStopCommand},
{kCmdTypeProfModelSubscribe, HandleProfModelSubscribeCommand},
{kCmdTypeProfModelUnsubscribe, HandleProfModelUnsubscribeCommand}};

auto iter = cmds.find(command.cmd_type);
if (iter == cmds.end()) {
@@ -591,6 +596,76 @@ Status ModelManager::HandleAclProfilingCommand(const Command &command) {
return SUCCESS;
}

Status ModelManager::GetModelByCmd(const Command &command, std::shared_ptr<DavinciModel> &davinci_model) {
if (command.cmd_params.size() < kCmdParSize) {
GELOGE(PARAM_INVALID, "When the cmd_type is '%s', the size of cmd_params must larger than 2.",
command.cmd_type.c_str());
return PARAM_INVALID;
}

std::string map_key = command.cmd_params[0];
std::string value = command.cmd_params[1];
if (map_key == PROFILE_MODEL_ID) {
int32_t model_id = 0;
try {
model_id = std::stoi(value);
} catch (std::invalid_argument &) {
GELOGE(PARAM_INVALID, "Model id: %s is invalid.", value.c_str());
return PARAM_INVALID;
} catch (std::out_of_range &) {
GELOGE(PARAM_INVALID, "Model id: %s is out of range.", value.c_str());
return PARAM_INVALID;
} catch (...) {
GELOGE(FAILED, "Model id: %s cannot change to int.", value.c_str());
return FAILED;
}

auto model_manager = ModelManager::GetInstance();
GE_CHECK_NOTNULL(model_manager);
davinci_model = model_manager->GetModel(static_cast<uint32_t>(model_id));
if (davinci_model == nullptr) {
GELOGE(FAILED, "Model id: %d is invaild or model is not loaded.", model_id);
return FAILED;
}
} else {
GELOGE(FAILED, "The model_id parameter is not found in the command.");
return FAILED;
}

return SUCCESS;
}

Status ModelManager::HandleProfModelSubscribeCommand(const Command &command) {
std::shared_ptr<DavinciModel> davinci_model = nullptr;
Status ret = GetModelByCmd(command, davinci_model);
if (ret != SUCCESS) {
return ret;
}

if (ProfilingManager::Instance().ProfModelSubscribe(command.module_index, static_cast<void *>(davinci_model.get())) !=
SUCCESS) {
GELOGE(FAILED, "Handle prof model subscribe failed.");
return FAILED;
}

return SUCCESS;
}

Status ModelManager::HandleProfModelUnsubscribeCommand(const Command &command) {
std::shared_ptr<DavinciModel> davinci_model = nullptr;
Status ret = GetModelByCmd(command, davinci_model);
if (ret != SUCCESS) {
return ret;
}

if (ProfilingManager::Instance().ProfModelUnsubscribe(static_cast<void *>(davinci_model.get())) != SUCCESS) {
GELOGE(FAILED, "Handle prof model unsubscribe failed.");
return FAILED;
}

return SUCCESS;
}

Status ModelManager::HandleProfInitCommand(const Command &command) {
uint64_t module_index = command.module_index;
if (ProfilingManager::Instance().ProfInit(module_index) != SUCCESS) {
@@ -973,11 +1048,9 @@ Status ModelManager::LoadModelOffline(uint32_t &model_id, const ModelData &model

GELOGI("Parse model %u success.", model_id);

if (ProfilingManager::Instance().ProfilingModelLoadOn()) {
davinci_model->SetProfileTime(MODEL_LOAD_START, (timespec.tv_sec * 1000 * 1000 * 1000 +
timespec.tv_nsec)); // 1000 ^ 3 converts second to nanosecond
davinci_model->SetProfileTime(MODEL_LOAD_END);
}
davinci_model->SetProfileTime(MODEL_LOAD_START, (timespec.tv_sec * 1000 * 1000 * 1000 +
timespec.tv_nsec)); // 1000 ^ 3 converts second to nanosecond
davinci_model->SetProfileTime(MODEL_LOAD_END);

GE_IF_BOOL_EXEC(ret == SUCCESS, device_count++);
return SUCCESS;


+ 4
- 0
src/ge/graph/load/new_model_manager/model_manager.h View File

@@ -158,10 +158,14 @@ class FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY ModelManager {
static ge::Status HandleAclProfilingCommand(const Command &command);
static ge::Status HandleProfileCommand(const Command &command);
static ge::Status HandleDumpCommand(const Command &command);
static ge::Status HandleProfModelSubscribeCommand(const Command &command);
static ge::Status HandleProfModelUnsubscribeCommand(const Command &command);
static ge::Status HandleProfInitCommand(const Command &command);
static ge::Status HandleProfFinalizeCommand(const Command &command);
static ge::Status HandleProfStartCommand(const Command &command);
static ge::Status HandleProfStopCommand(const Command &command);

static ge::Status GetModelByCmd(const Command &command, std::shared_ptr<DavinciModel> &davinci_model);
///
/// @ingroup domi_ome
/// @brief get model memory usage


+ 1
- 1
src/ge/graph/load/new_model_manager/zero_copy_task.cc View File

@@ -45,7 +45,7 @@ Status ZeroCopyTask::SetTaskArgsOffset(uintptr_t addr, size_t offset) {
if (it == task_addr_offset_.end()) {
task_addr_offset_[addr] = {offset};
} else {
it->second.push_back(offset);
it->second.insert(offset);
}

GELOGI("[ZCPY] %s set task, virtual_addr: 0x%lx, args_addr: %p, size: %zu, offset: %zu", name_.c_str(), addr,


+ 1
- 1
src/ge/graph/load/new_model_manager/zero_copy_task.h View File

@@ -99,7 +99,7 @@ class ZeroCopyTask {
bool is_updated_;
string batch_label_;
// <address from Op, {offset in args}>
map<uintptr_t, vector<size_t>> task_addr_offset_;
map<uintptr_t, set<size_t>> task_addr_offset_;
};
} // namespace ge
#endif // GE_GRAPH_LOAD_NEW_MODEL_MANAGER_ZERO_COPY_TASK_H_

+ 115
- 5
src/ge/graph/manager/graph_manager.cc View File

@@ -100,6 +100,8 @@
#include "graph/passes/subgraph_const_migration_pass.h"
#include "graph/passes/unused_args_clean_pass.h"
#include "graph/passes/global_step_insert_pass.h"
#include "graph/passes/memcpy_addr_async_pass.h"
#include "graph/build/label_allocator.h"
#include "graph/utils/tensor_adapter.h"
#include "graph/utils/type_utils.h"
#include "graph/graph_util.h"
@@ -131,6 +133,22 @@ bool IsTailingOptimization() {
GELOGW("OPTION_EXEC_ENABLE_TAILING_OPTIMIZATION not set, use BFSTopologicalSorting by default.");
return false;
}

ge::Status CheckFpCeilingMode() {
static const std::unordered_set<std::string> kValidFpCeilingMode = {"0", "1", "2"};
string mode;
auto ret = ge::GetContext().GetOption("ge.fpCeilingMode", mode);
if (ret == ge::GRAPH_SUCCESS) {
if (kValidFpCeilingMode.count(mode) == 0) {
GELOGE(ge::GE_GRAPH_OPTIONS_INVALID, "The fp_ceiling_mode %s is invalid, options are 0, 1, and 2.", mode.c_str());
return ge::GE_GRAPH_OPTIONS_INVALID;
}
GELOGI("The parameter fp_ceiling_mode is set to %s.", mode.c_str());
return ge::SUCCESS;
}
GELOGW("The parameter fp_ceiling_mode is not set.");
return ge::SUCCESS;
}
} // namespace

namespace ge {
@@ -162,6 +180,12 @@ Status GraphManager::Initialize(const std::map<string, string> &options) {
return ret;
}

ret = CheckFpCeilingMode();
if (ret != SUCCESS) {
GELOGE(ret, "[Initialize] Check fp-ceiling-mode options failed.");
return ret;
}

ret = graph_context_->Initialize(options);
if (ret != SUCCESS) {
GELOGE(ret, "[Initialize] GraphContext initialize failed.");
@@ -325,6 +349,78 @@ Status GraphManager::AddGraph(const GraphId &graph_id, const Graph &graph,
return SUCCESS;
}

Status GraphManager::AddGraphWithCopy(const GraphId &graph_id, const Graph &graph,
const std::map<std::string, std::string> &options,
const OmgContext &omg_context) {
if (HasGraphNode(graph_id)) {
GELOGE(GE_GRAPH_GRAPH_ALREADY_EXIST, "[GraphManager] graph exists, graph_id = %u.", graph_id);
return GE_GRAPH_GRAPH_ALREADY_EXIST;
}
auto compute_graph = GraphUtils::GetComputeGraph(graph);
if (compute_graph != nullptr) {
compute_graph->SetGraphID(graph_id);
bool graph_has_been_added = false;
if (AttrUtils::GetBool(*compute_graph, ATTR_NAME_GRAPH_HAS_BEEN_ADDED, graph_has_been_added) &&
graph_has_been_added) {
GELOGE(GE_GRAPH_GRAPH_ALREADY_EXIST, "[GraphManager] same graph object can not be added again, graph_id = %u.",
graph_id);
return GE_GRAPH_GRAPH_ALREADY_EXIST;
}
} else {
GELOGE(FAILED, "compute graph is null");
return FAILED;
}
std::vector<NodePtr> input_nodes;
std::vector<NodePtr> output_nodes;
auto new_compute_graph = GraphUtils::CloneGraph(compute_graph, "", input_nodes, output_nodes);
std::string session_graph_id;
if (!AttrUtils::GetStr(*new_compute_graph, ATTR_NAME_SESSION_GRAPH_ID, session_graph_id) ||
session_graph_id.empty()) {
session_graph_id = "-1_" + to_string(graph_id);
if (!AttrUtils::SetStr(*new_compute_graph, ATTR_NAME_SESSION_GRAPH_ID, session_graph_id)) {
GELOGW("Set attribute of compute graph failed.");
}
for (auto &subgraph : new_compute_graph->GetAllSubgraphs()) {
(void)AttrUtils::SetStr(*subgraph, ATTR_NAME_SESSION_GRAPH_ID, session_graph_id);
}
GELOGW("Get graph session_graph_id attr failed, set session id to default value: [0]");
}

GraphNodePtr graph_node = MakeShared<ge::GraphNode>(graph_id);
if (graph_node == nullptr) {
GELOGE(FAILED, "GraphNode make shared failed");
return FAILED;
}
std::shared_ptr<Graph> graph_ptr = GraphUtils::CreateGraphPtrFromComputeGraph(new_compute_graph);
if (graph_ptr == nullptr) {
GELOGE(FAILED, "GraphPtr make shared failed");
return FAILED;
}

graph_node->SetGraph(graph_ptr);
graph_node->SetOptions(options);
AddGraphNode(graph_id, graph_node);

AddLocalOmgContext(graph_id, omg_context);
if (!options_.output_datatype.empty()) {
GetLocalOmgContext().output_type = options_.output_datatype;
}

CompilerStages &stages = GetCompilerStages(graph_id);
stages.preparer.SetOptions(options_);
Status status = stages.optimizer.SetOptions(options_);
if (status != SUCCESS) {
GELOGE(status, "Graph optimizer set options failed.");
return status;
}
stages.builder.SetOptions(options_);

var_acc_ctrl_.AddGraph(graph_id, new_compute_graph);

GELOGI("[GraphManager] add graph success, graph_id = %u.", graph_id);
return SUCCESS;
}

Status GraphManager::MergeSubGraph(ComputeGraphPtr &compute_graph, const ge::ComputeGraphPtr &original_compute_graph,
GraphId root_graph_id) {
std::shared_ptr<GELib> instance_ptr = ge::GELib::GetInstance();
@@ -625,6 +721,13 @@ Status GraphManager::PreRunAfterOptimizeSubGraph(const GraphNodePtr &graph_node,
GM_RUN_AND_DUMP_PERF("OptimizeGraphBeforeBuildForRts",
GetCompilerStages(graph_node->GetGraphId()).optimizer.OptimizeGraphBeforeBuildForRts,
compute_graph);

Status ret = compute_graph->TopologicalSorting();
if (ret != SUCCESS) {
GELOGE(ret, "Graph topological sort failed, ret:%d.", ret);
return ret;
}

GM_RUN_AND_DUMP_PERF("Build", Build, graph_node, compute_graph, ge_root_model, session_id);
GELOGI("PreRun:PreRunAfterOptimizeSubGraph success.");
return SUCCESS;
@@ -2170,6 +2273,18 @@ Status GraphManager::OptimizeStage2(ge::ComputeGraphPtr &compute_graph) {
return ret;
}

// Assign functional op labels.
GE_TIMESTAMP_START(AssignFunctionalLabels);
LabelAllocator label_allocator(compute_graph);
GE_CHK_STATUS_RET(label_allocator.AssignFunctionalLabels(), "Assign label failed.");
GE_TIMESTAMP_END(AssignFunctionalLabels, "ModelBuilder::AssignFunctionalLabels");

// Add memcpy addr asynchronous node.
GE_TIMESTAMP_START(AddMemcpyAddrAsyncNode);
MemcpyAddrAsyncPass memcpy_addr;
GE_CHK_STATUS_RET(memcpy_addr.Run(compute_graph), "Add memcpy_addr_async node failed.");
GE_TIMESTAMP_END(AddMemcpyAddrAsyncNode, "MemcpyAddrAsyncPass::Run.");

// After while sub graph handle, mark all node rw type
auto result = GetCompilerStages(compute_graph->GetGraphID()).optimizer.HandleMemoryRWConflict(compute_graph);
if (result != SUCCESS) {
@@ -2180,11 +2295,6 @@ Status GraphManager::OptimizeStage2(ge::ComputeGraphPtr &compute_graph) {

ChangeConstTypeWhenTraining(compute_graph);

ret = compute_graph->TopologicalSorting();
if (ret != SUCCESS) {
GELOGE(ret, "Graph topological sort failed, ret:%d.", ret);
return ret;
}
GELOGI("End optimize after merge sub graph.");
return SUCCESS;
}


+ 10
- 0
src/ge/graph/manager/graph_manager.h View File

@@ -75,6 +75,16 @@ class GraphManager {

///
/// @ingroup ge_graph
/// @brief add a copy graph
/// @param [in] graph_id graph id
/// @param [out] Graph output graph
/// @return Status result of function
///
Status AddGraphWithCopy(const GraphId &graph_id, const Graph &graph,
const std::map<std::string, std::string> &options, const OmgContext &omg_context);

///
/// @ingroup ge_graph
/// @brief remove specific graph
/// @param [in] graph_id graph id
/// @return Status result of function


+ 1
- 1
src/ge/graph/manager/rdma_pool_allocator.cc View File

@@ -202,7 +202,7 @@ Status RdmaPoolAllocator::GetBaseAddr(uint64_t &base_addr, uint64_t &mem_size) {
GELOGE(INTERNAL_ERROR, "Rdma base addr is nullptr.");
return INTERNAL_ERROR;
}
base_addr = reinterpret_cast<uint64_t>(reinterpret_cast<uintptr_t>(rdma_base_addr_));
base_addr = static_cast<uint64_t>(reinterpret_cast<uintptr_t>(rdma_base_addr_));
mem_size = rdma_mem_size_;
return SUCCESS;
}


+ 5
- 0
src/ge/graph/optimize/mem_rw_conflict_optimize.cc View File

@@ -681,6 +681,11 @@ Status GraphOptimize::HandleMemoryRWConflict(ComputeGraphPtr &compute_graph) {
}
// 2.loop all node, including node in subgraph and handle memory rw conflict
for (auto &node : compute_graph->GetAllNodes()) {
// ignore while subgraph node
const auto parent_node = node->GetOwnerComputeGraph()->GetParentNode();
if ((parent_node != nullptr) && (kWhileOpTypes.count(parent_node->GetType()) > 0)) {
continue;
}
// ignore data / netoutput of subgraph
if (node->GetType() == DATA && AttrUtils::HasAttr(node->GetOpDesc(), ATTR_NAME_PARENT_NODE_INDEX)) {
continue;


+ 16
- 3
src/ge/graph/partition/graph_partition.cc View File

@@ -534,6 +534,7 @@ Status ge::GraphPartitioner::Initialize(ge::ComputeGraphPtr compute_graph) {
}
const NodeEngineMap *node_engine_map = graph_info_.engine_placer_.GetNodeEngineMap();
size_t temp_index = 0;
// travese nodes by topo order one by one
for (const auto &node : compute_graph->GetDirectNode()) {
std::string temp_stream;
// node opdesc has been checked before
@@ -558,9 +559,21 @@ Status ge::GraphPartitioner::Initialize(ge::ComputeGraphPtr compute_graph) {
}
new_cluster->nodes_.push_back(node);
if (!HasNoInput(node)) {
auto node_id = node->GetOpDesc()->GetId();
for (const auto &parent : node->GetInAllNodes()) {
new_cluster->in_clu_.insert(graph_info_.node_2_cluster_.at(parent)->index_);
graph_info_.node_2_cluster_.at(parent)->out_clu_.insert(temp_index);
auto parent_id = parent->GetOpDesc()->GetId();
if (parent_id < node_id) {
auto iter = graph_info_.node_2_cluster_.find(parent);
if (iter == graph_info_.node_2_cluster_.end()) {
GELOGE(FAILED,
"[GraphPartitioner]: node[%s]id[%ld]'s parent_node[%s]id[%ld]"
"should make cluster in advance",
node->GetOpDesc()->GetName().c_str(), node_id, parent->GetOpDesc()->GetName().c_str(), parent_id);
return FAILED;
}
new_cluster->in_clu_.insert(iter->second->index_);
iter->second->out_clu_.insert(temp_index);
}
}
}
graph_info_.node_2_cluster_[node] = new_cluster;
@@ -588,7 +601,7 @@ Status ge::GraphPartitioner::AddPartitionsToGraphNode(vector<ge::SubGraphInfoPtr
return FAILED;
}
auto &engine_name = graph_info_.partitions_.at(sub_graph);
GE_DUMP(sub_graph, sub_graph->GetName());
GE_DUMP(sub_graph, sub_graph->GetName() + "_" + mode_2_str_[graph_info_.mode_]);
if (!session_graph_id.empty()) {
GE_IF_BOOL_EXEC(!AttrUtils::SetStr(sub_graph, ATTR_NAME_SESSION_GRAPH_ID, session_graph_id),
GELOGW("SetStr ATTR_NAME_SESSION_GRAPH_ID failed");)


+ 2
- 0
src/ge/graph/partition/graph_partition.h View File

@@ -176,6 +176,8 @@ class GraphPartitioner {
Graph2InputNodesSubGraphInfo graph_2_input_subgraph_;
GraphPartitionInfo graph_info_;
uint32_t partition_times_; // times of call partition
std::map<Mode, std::string> mode_2_str_ = {
{kPartitioning, "Partitioning"}, {kSecondPartitioning, "SecondPartitioning"}, {kMerging, "Merging"}};
friend class GraphManager;
};
} // namespace ge


+ 7
- 2
src/ge/graph/passes/mark_agnostic_pass.cc View File

@@ -22,7 +22,7 @@ namespace ge {
Status MarkAgnosticPass::Run(ComputeGraphPtr graph) {
for (const auto &node : graph->GetDirectNode()) {
auto node_type = NodeUtils::GetNodeType(*node);
if (node_type == SWITCH || node_type == REFSWITCH || node_type == SWITCHN) {
if (node_type == SWITCH || node_type == SWITCHN) {
GELOGD("Mark format agnostic and continuous for switch node %s", node->GetName().c_str());
const OpDescPtr op_desc = node->GetOpDesc();
const GeTensorDescPtr op_tensor = op_desc->MutableInputDesc(0);
@@ -38,10 +38,15 @@ Status MarkAgnosticPass::Run(ComputeGraphPtr graph) {
if (node_type == IDENTITY) {
GELOGD("Mark format agnostic for identity node %s", node->GetName().c_str());
AttrUtils::SetInt(node->GetOpDesc(), "_format_agnostic", 1);
continue;
}
if (node_type == REFMERGE || node_type == REFSWITCH) {
GELOGD("Mark format agnostic for regmerge and refswitch node %s", node->GetName().c_str());
AttrUtils::SetInt(node->GetOpDesc(), "_format_agnostic", 1);
AttrUtils::SetListInt(node->GetOpDesc(), "_format_agnostic_except_input", std::vector<int64_t>({1}));
continue;
}
if (node_type == MERGE || node_type == REFMERGE) {
if (node_type == MERGE) {
GELOGD("Mark format agnostic and continuous for merge node %s", node->GetName().c_str());
const OpDescPtr op_desc = node->GetOpDesc();
const GeTensorDescPtr op_tensor = op_desc->MutableOutputDesc(0);


+ 26
- 4
src/ge/graph/passes/memcpy_addr_async_pass.cc View File

@@ -25,6 +25,18 @@
namespace ge {
Status MemcpyAddrAsyncPass::Run(ComputeGraphPtr graph) {
GE_CHECK_NOTNULL(graph);
if (graph->GetGraphUnknownFlag()) {
GELOGD("Graph[%s] is unknown graph, skip.", graph->GetName().c_str());
return SUCCESS;
}

int64_t value = 0;
rtError_t rt_ret = rtGetRtCapability(FEATURE_TYPE_MEMCPY, MEMCPY_INFO_SUPPORT_ZEROCOPY, &value);
if (rt_ret != RT_ERROR_NONE) {
GELOGE(RT_FAILED, "rtGetRtCapability failed, error=0x%x.", rt_ret);
return RT_FAILED;
}

for (auto &node : graph->GetAllNodes()) {
auto op_desc = node->GetOpDesc();
GE_IF_BOOL_EXEC(op_desc == nullptr, continue);
@@ -193,9 +205,10 @@ NodePtr MemcpyAddrAsyncPass::CreateMemcpyAddrAsyncNode(const ComputeGraphPtr &gr
const OutDataAnchorPtr &out_data_anchor,
const NodePtr &out_of_user_data) {
GELOGD("Start CreateMemcpyAddrAsyncNode.");
static uint32_t new_node_index = 0;
OpDescPtr pre_op_desc = out_data_anchor->GetOwnerNode()->GetOpDesc();
GE_CHK_BOOL_EXEC(pre_op_desc != nullptr, return nullptr, "Op_desc of pre node is invalid.");
std::string node_name = pre_op_desc->GetName() + "_" + MEMCPYADDRASYNC;
std::string node_name = pre_op_desc->GetName() + "_" + MEMCPYADDRASYNC + "_" + std::to_string(new_node_index++);

OpDescPtr op_desc = MakeShared<OpDesc>(node_name, MEMCPYADDRASYNC);
GE_CHECK_NOTNULL_EXEC(op_desc, return nullptr);
@@ -210,9 +223,18 @@ NodePtr MemcpyAddrAsyncPass::CreateMemcpyAddrAsyncNode(const ComputeGraphPtr &gr
return nullptr;
}

int64_t stream_id = out_of_user_data->GetOpDesc()->GetStreamId();
op_desc->SetStreamId(stream_id);
GELOGI("SetStreamId: Node %s assign stream is %ld.", op_desc->GetName().c_str(), stream_id);
string stream_label;
if (AttrUtils::GetStr(out_of_user_data->GetOpDesc(), ATTR_NAME_STREAM_LABEL, stream_label)) {
(void)AttrUtils::SetStr(op_desc, ATTR_NAME_STREAM_LABEL, stream_label);
GELOGD("Node %s set stream label: %s", op_desc->GetName().c_str(), stream_label.c_str());
}

bool rts_label_node = false;
if (AttrUtils::GetBool(out_of_user_data->GetOpDesc(), ATTR_NAME_RTS_LABEL_NODE, rts_label_node)) {
(void)AttrUtils::SetBool(op_desc, ATTR_NAME_RTS_LABEL_NODE, rts_label_node);
GELOGD("Node %s set rts label node attribute", op_desc->GetName().c_str());
}

bool labeled_input = false;
(void)ge::AttrUtils::GetBool(out_of_user_data->GetOpDesc(), ATTR_NAME_NODE_CONNECT_INPUT, labeled_input);
if (labeled_input) {


+ 30
- 0
src/ge/graph/passes/merge_pass.cc View File

@@ -79,6 +79,13 @@ Status MergePass::Run(NodePtr &node) {
return FAILED;
}
}
auto in_node = in_data_nodes.at(0);
if (IsMergeInputNeedOptimized(in_node)) {
if (IsolateAndDeleteNode(in_node, {0}) != SUCCESS) {
GELOGE(FAILED, "Isolate and delete node %s failed.", in_node->GetName().c_str());
return FAILED;
}
}
return IsolateAndDeleteNode(node, merge_io_map);
}
default: {
@@ -173,4 +180,27 @@ Status MergePass::CreateConstByValue(NodePtr &node, int value_index, OpDescPtr &
GE_CHK_STATUS_RET(op_desc->AddOutputDesc(original_out_tensor_desc), "add out put desc failed");
return SUCCESS;
}

bool MergePass::IsMergeInputNeedOptimized(NodePtr &node) const {
if (node == nullptr) {
return false;
}
// node is not inserted by MergeInputMemcpyPass
if ((node->GetType() != MEMCPYASYNC) && (node->GetType() != MEMCPYADDRASYNC)) {
return false;
}
if (node->GetInDataNodes().size() != 1) {
return false;
}

auto in_node = node->GetInDataNodes().at(0);
if (in_node == nullptr) {
return false;
}
// in_node may be global_step var
if ((in_node->GetType() == VARIABLE) || (in_node->GetType() == VARIABLEV2)) {
return false;
}
return true;
}
} // namespace ge

+ 1
- 0
src/ge/graph/passes/merge_pass.h View File

@@ -28,6 +28,7 @@ class MergePass : public BaseNodePass {
bool IsNeedChangeIndexToConstant(NodePtr &node) const;
Status ChangeIndexToConstant(NodePtr &node, int &value_index);
Status CreateConstByValue(NodePtr &node, int value_index, OpDescPtr &op_desc);
bool IsMergeInputNeedOptimized(NodePtr &node) const;
};
} // namespace ge
#endif // GE_GRAPH_PASSES_MERGE_PASS_H_

+ 7
- 1
src/ge/graph/passes/net_output_pass.cc View File

@@ -103,6 +103,12 @@ Status NetOutputPass::GetOutputNode(const ge::ComputeGraphPtr &graph, std::vecto
GELOGI("user set out node [%s] is found in user def targets, out node is prio!", ele.first->GetName().c_str());
targets_.erase(iter);
}

auto op_desc = ele.first->GetOpDesc();
GE_CHECK_NOTNULL(op_desc);
if (op_desc->HasAttr(ATTR_ATC_USER_DEFINE_OUTPUT_NODES)) {
is_user_define_ouput_nodes = true;
}
output_nodes_info.push_back({ele.first, ele.second, -1});
}
GELOGI("Output node set by user or leaf node, size:%zu.", output_nodes_info.size());
@@ -414,7 +420,7 @@ Status NetOutputPass::ProcessWithNetoutput(const ge::ComputeGraphPtr &graph, con
Status NetOutputPass::AddCtrlEdgesBetweenLeafAndNetOutput(const ge::ComputeGraphPtr &graph,
const ge::NodePtr &net_out_node) {
GE_CHECK_NOTNULL(net_out_node);
if (!GetLocalOmgContext().user_out_nodes.empty()) {
if (!GetLocalOmgContext().user_out_nodes.empty() || is_user_define_ouput_nodes) {
GELOGI("No need to add ctrl edge to netoutput because user out nodes have been set.");
return SUCCESS;
}


+ 1
- 0
src/ge/graph/passes/net_output_pass.h View File

@@ -220,6 +220,7 @@ class NetOutputPass : public GraphPass {
bool is_include_special_node_ = false;
std::set<NodePtr> targets_;
friend class ReUpdateNetOutputPass;
bool is_user_define_ouput_nodes = false;
};
} // namespace ge
#endif // GE_GRAPH_PASSES_NET_OUTPUT_PASS_H_

+ 8
- 3
src/ge/graph/passes/next_iteration_pass.cc View File

@@ -173,14 +173,17 @@ Status NextIterationPass::FindWhileGroups() {

NodePtr next_node = nullptr;
if (FindTargetNode(out_node, NEXTITERATION, true, batch_label, next_node) != SUCCESS) {
GELOGE(INTERNAL_ERROR, "Get NextIteration node failed.");
GELOGE(INTERNAL_ERROR,
"Get NextIteration node failed: inputs of Merge should be Enter/NextIteration, current_Merge=%s",
out_node->GetName().c_str());
return INTERNAL_ERROR;
}
batch_iter.second->merge_next_pairs.emplace_back(std::make_pair(out_node, next_node));

NodePtr switch_node = nullptr;
if (FindTargetNode(out_node, SWITCH, false, batch_label, switch_node) != SUCCESS) {
GELOGE(INTERNAL_ERROR, "Get Switch node failed.");
GELOGE(INTERNAL_ERROR, "Get Switch node failed: output of Merge should be Switch, current_Merge=%s",
out_node->GetName().c_str());
return INTERNAL_ERROR;
}
if (switch_node == nullptr) {
@@ -189,7 +192,9 @@ Status NextIterationPass::FindWhileGroups() {

NodePtr loop_cond = nullptr;
if (FindTargetNode(switch_node, LOOPCOND, true, batch_label, loop_cond) != SUCCESS) {
GELOGE(INTERNAL_ERROR, "Get LoopCond node failed.");
GELOGE(INTERNAL_ERROR,
"Get LoopCond node failed: pred input of Switch should be LoopCond, current_Switch=%s",
switch_node->GetName().c_str());
return INTERNAL_ERROR;
}
if (batch_iter.second->loop_cond == nullptr) {


+ 61
- 4
src/ge/graph/preprocess/graph_preprocess.cc View File

@@ -217,6 +217,9 @@ NodePtr CreateTransNode(const std::string &name, const std::string &node_type, c

auto index = TransOpUtil::GetTransOpDataIndex(node_type);
if (index < 0) {
ErrorManager::GetInstance().ATCReportErrMessage(
"E19025", {"situation", "reason"},
{"The trans node type[" + node_type + "]", "it must be " + TransOpUtil::TransopMapToString()});
GELOGE(INTERNAL_ERROR, "The trans node type %s does not exists", node_type.c_str());
return nullptr;
}
@@ -385,6 +388,8 @@ Status RecoverTransRoadForVar(const NodePtr &var, const VarTransRoad &road) {
auto trans_name = var->GetName() + "_trans_" + std::to_string(index++);
auto ret = RecoverOneTransNodeForVar(trans_name, *iter, last_node, last_node);
if (ret != SUCCESS) {
ErrorManager::GetInstance().ATCReportErrMessage("E15001", {"variable", "index", "type"},
{var->GetName(), std::to_string(index), iter->node_type});
GELOGE(INTERNAL_ERROR, "Failed to recover trans node for variable %s, index %d, type %s", var->GetName().c_str(),
index, iter->node_type.c_str());
return INTERNAL_ERROR;
@@ -417,6 +422,8 @@ Status RecoverTransRoadForVarRef(const std::set<NodePtr> &nodes, const VarTransR
auto trans_name = var->GetName() + "_trans_" + std::to_string(index++);
auto ret = RecoverOneTransNodeForVarRef(trans_name, *iter, last_node, last_node);
if (ret != SUCCESS) {
ErrorManager::GetInstance().ATCReportErrMessage("E15001", {"variable", "index", "type"},
{var->GetName(), std::to_string(index), iter->node_type});
GELOGE(INTERNAL_ERROR, "Failed to recover trans node for variable %s, index %d, type %s",
var->GetName().c_str(), index, iter->node_type.c_str());
return INTERNAL_ERROR;
@@ -570,6 +577,8 @@ Status CheckIfDynamicBatchScene(NodePtr &data_node, bool &is_dynamic_batch, Node
std::string related_node_name;
if (AttrUtils::GetStr(data_node->GetOpDesc(), kMbatchSwitchnName, related_node_name)) {
if (related_node_name.empty()) {
ErrorManager::GetInstance().ATCReportErrMessage("E15002", {"opname", "value", "reason"},
{data_node->GetName(), "flag", "but the value is empty"});
GELOGE(INTERNAL_ERROR, "The data node %s has switchn node flag, but the value is empty",
data_node->GetName().c_str());
return INTERNAL_ERROR;
@@ -581,6 +590,9 @@ Status CheckIfDynamicBatchScene(NodePtr &data_node, bool &is_dynamic_batch, Node
}
}
if (switchn_node == nullptr) {
ErrorManager::GetInstance().ATCReportErrMessage(
"E15002", {"opname", "value", "reason"},
{data_node->GetName(), related_node_name, "but can not find it on the graph"});
GELOGE(INTERNAL_ERROR, "The data node %s has switchn node %s, but can not find it on the graph",
data_node->GetName().c_str(), related_node_name.c_str());
return INTERNAL_ERROR;
@@ -681,6 +693,10 @@ Status ProcessInputNC1HWC0DynShape(NodePtr &node_ptr, bool &is_dynamic_batch, No
ge::GeShape old_shape = input->GetShape();
bool support = ((old_format == FORMAT_NC1HWC0) || (old_format == FORMAT_NCHW) || (old_format == FORMAT_NHWC));
if (!support) {
ErrorManager::GetInstance().ATCReportErrMessage(
"E19014", {"opname", "value", "reason"},
{op_desc->GetName(), "format[" + TypeUtils::FormatToSerialString(old_format) + "]",
"only support FORMAT_NC1HWC0,FORMAT_NCHW,FORMAT_NHWC"});
GELOGE(INTERNAL_ERROR, "The format [%s] is unsupported", TypeUtils::FormatToSerialString(old_format).c_str());
return FAILED;
}
@@ -761,6 +777,8 @@ Status GetStorageFormatAndShape(OpDescPtr &op_desc, const GeTensorDescPtr &tenso
op_desc->GetName().c_str(), TypeUtils::FormatToSerialString(storage_format).c_str(),
formats::JoinToString(storage_shape).c_str());
} else {
ErrorManager::GetInstance().ATCReportErrMessage(
"15003", {"opname", "format"}, {op_desc->GetName(), TypeUtils::FormatToSerialString(storage_format)});
GELOGE(PARAM_INVALID,
"Update node by storage format failed, storage_shape not set. "
"node: [%s], storage_format [%s]",
@@ -900,9 +918,14 @@ Status ProcessNetoutputNodeDynShape(NodePtr &node) {
// check if is_output_adjust_hw_layout is set
if (NeedUpdateFormatByOutputTypeParm(op_desc, index)) {
if ((old_format != FORMAT_NCHW) && (old_format != FORMAT_NHWC) && (old_format != FORMAT_NC1HWC0)) {
ErrorManager::GetInstance().ATCReportErrMessage(
"E19014", {"opname", "value", "reason"},
{op_desc->GetName(), "format[" + TypeUtils::FormatToSerialString(old_format) + "]",
"only support FORMAT_NC1HWC0,FORMAT_NCHW,FORMAT_NHWC"});
GELOGE(INTERNAL_ERROR, "Format is not one of NCHW, NHWC, NC1HWC0.");
return FAILED;
}

GeTensorDesc old_desc(old_shape, old_format, old_dtype);
if (ProcessNetoutputNodeFp16Nc1hwc0DynShape(old_desc, net_output_input_desc, src_node) != SUCCESS) {
GELOGE(INTERNAL_ERROR, "Process netoutput fp16 nc1hwc0.");
@@ -1035,6 +1058,9 @@ Status GraphPrepare::CheckRefInputNode(const NodePtr &node, const std::string &i
}
bool is_acceptable = (acceptable_types.find(input_type) != acceptable_types.end());
if (!is_acceptable) {
ErrorManager::GetInstance().ATCReportErrMessage(
"E15005", {"opname", "optype", "opname1", "optype1"},
{op_desc->GetName(), node->GetType(), input_op_desc->GetName(), input_op_desc->GetType()});
GELOGE(PARAM_INVALID, "The ref input of ref node %s[%s] must be ref node or variable, but %s[%s]isn't.",
node->GetName().c_str(), node->GetType().c_str(), input_op_desc->GetName().c_str(),
input_op_desc->GetType().c_str());
@@ -1127,6 +1153,9 @@ Status GraphPrepare::UpdateInput(const std::vector<GeTensor> &user_input) {
}

if ((index < 0) || (static_cast<size_t>(index) >= user_input.size())) {
std::string situation = "data op index[" + std::to_string(index) + "]";
std::string reason = "it must less than user_input size[" + std::to_string(user_input.size()) + "]";
ErrorManager::GetInstance().ATCReportErrMessage("E19025", {"situation", "reason"}, {situation, reason});
GELOGE(PARAM_INVALID, "user_input size = %zu, graph data op index = %ld.", user_input.size(), index);
return FAILED;
}
@@ -1139,6 +1168,11 @@ Status GraphPrepare::UpdateInput(const std::vector<GeTensor> &user_input) {
if (need_check_internal_format) {
bool is_internal = TypeUtils::IsInternalFormat(format) || TypeUtils::IsInternalFormat(origin_format);
if (is_internal) {
ErrorManager::GetInstance().ATCReportErrMessage(
"E19025", {"situation", "reason"},
{"Input format[" + TypeUtils::FormatToSerialString(format) + "] or origin_format[" +
TypeUtils::FormatToSerialString(origin_format) + "]",
"it is not support"});
GELOGE(PARAM_INVALID, "Input format %s or origin_format %s is not support.",
TypeUtils::FormatToSerialString(format).c_str(),
TypeUtils::FormatToSerialString(origin_format).c_str());
@@ -1150,6 +1184,9 @@ Status GraphPrepare::UpdateInput(const std::vector<GeTensor> &user_input) {
uint32_t length = 1;
bool type_ret = TypeUtils::GetDataTypeLength(data_type, length);
if (!type_ret) {
ErrorManager::GetInstance().ATCReportErrMessage(
"E19025", {"situation", "reason"},
{"Input datatype[" + TypeUtils::DataTypeToSerialString(data_type) + "]", "it is not support"});
GELOGE(PARAM_INVALID, "Input datatype %s is not support.",
TypeUtils::DataTypeToSerialString(data_type).c_str());
return FAILED;
@@ -1164,6 +1201,10 @@ Status GraphPrepare::UpdateInput(const std::vector<GeTensor> &user_input) {
return FAILED);
bool size_check = (size != 0 && shape_size != size);
if (size_check) {
std::string situation =
"input data size[" + std::to_string(size) + "] and shape_size[" + std::to_string(size) + "]";
std::string reason = "because size != 0 and shape_size != size";
ErrorManager::GetInstance().ATCReportErrMessage("E19025", {"situation", "reason"}, {situation, reason});
GELOGE(PARAM_INVALID, "input data size =%ld, shape_size =%ld.", size, shape_size);
return FAILED;
}
@@ -1503,6 +1544,9 @@ Status GraphPrepare::VerifyConstOp(const NodePtr &node) {
uint32_t length = 1;
bool type_ret = TypeUtils::GetDataTypeLength(data_type, length);
if (!type_ret) {
ErrorManager::GetInstance().ATCReportErrMessage(
"E19025", {"situation", "reason"},
{"Input datatype[" + TypeUtils::DataTypeToSerialString(data_type) + "]", "it is not support"});
GELOGE(PARAM_INVALID, "Input datatype %s is not support.", TypeUtils::DataTypeToSerialString(data_type).c_str());
return FAILED;
}
@@ -1512,14 +1556,20 @@ Status GraphPrepare::VerifyConstOp(const NodePtr &node) {
if (shape_size == 0) {
if (ge_tensor_desc.GetShape().GetDims().size() == 0) {
// shape = [], means it's a sclar tensor.
GE_CHK_BOOL_EXEC(data_size / length == 1, return PARAM_INVALID, "Const is invalid scalar tensor.");
GE_CHK_BOOL_EXEC(data_size / length == 1, ErrorManager::GetInstance().ATCReportErrMessage(
"E10043", {"reason"}, {"Const is invalid scalar tensor."});
return PARAM_INVALID, "Const is invalid scalar tensor.");
} else {
// shape = [x, y, 0,...], means it's a vector tensor that value is [].
GE_CHK_BOOL_EXEC(data_size == 0, return PARAM_INVALID, "Const is invalid vector scalar.");
GE_CHK_BOOL_EXEC(data_size == 0, ErrorManager::GetInstance().ATCReportErrMessage(
"E10043", {"reason"}, {"Const is invalid vector scalar."});
return PARAM_INVALID, "Const is invalid vector scalar.");
}
} else {
GE_CHK_BOOL_EXEC(data_size == static_cast<size_t>(shape_size * length) && data_size != 0, return PARAM_INVALID,
"Const input data size is not equal with tensor desc shape");
GE_CHK_BOOL_EXEC(data_size == static_cast<size_t>(shape_size * length) && data_size != 0,
ErrorManager::GetInstance().ATCReportErrMessage(
"E10043", {"reason"}, {"Const input data size is not equal with tensor desc shape"});
return PARAM_INVALID, "Const input data size is not equal with tensor desc shape");
}
return SUCCESS;
}
@@ -1543,6 +1593,9 @@ Status GraphPrepare::CheckUserInput(const std::vector<GeTensor> &user_input) {
return GE_GRAPH_INIT_FAILED;
}
if ((index < 0) || (static_cast<size_t>(index) >= user_input.size())) {
std::string situation = "data op index[" + std::to_string(index) + "]";
std::string reason = "it must less than user_input size[" + std::to_string(user_input.size()) + "]";
ErrorManager::GetInstance().ATCReportErrMessage("E19025", {"situation", "reason"}, {situation, reason});
GELOGE(GE_GRAPH_INIT_FAILED, "user_input size:%zu, data op index:%ld.", user_input.size(), index);
return GE_GRAPH_INIT_FAILED;
}
@@ -1550,6 +1603,10 @@ Status GraphPrepare::CheckUserInput(const std::vector<GeTensor> &user_input) {

for (size_t i = 0; i < desc.GetShape().GetDimNum(); ++i) {
if (desc.GetShape().GetDim(i) < 0) {
std::string situation =
"data dim[" + std::to_string(i) + "][" + std::to_string(desc.GetShape().GetDim(i)) + "]";
std::string reason = "it need >= 0";
ErrorManager::GetInstance().ATCReportErrMessage("E19025", {"situation", "reason"}, {situation, reason});
GELOGE(GE_GRAPH_INIT_FAILED, "data dim %zu is not supported, need >= 0, real:%ld.", i,
desc.GetShape().GetDim(i));
return GE_GRAPH_INIT_FAILED;


+ 88
- 97
src/ge/graph/preprocess/insert_op/ge_aipp_op.cc View File

@@ -53,16 +53,6 @@
} \
} while (0)

#define AIPP_RETURN_STATUS_AND_REPROT_ERRORMSG(expr, _status, errormsg) \
do { \
bool b = (expr); \
if (!b) { \
GELOGE(_status, errormsg); \
ErrorManager::GetInstance().ATCReportErrMessage("E10043", {"reason"}, {errormsg}); \
return _status; \
} \
} while (0)

namespace {
const int32_t DEFAULT_MATRIX_R0C0_YUV2RGB = 298;
const int32_t DEFAULT_MATRIX_R0C1_YUV2RGB = 0;
@@ -317,9 +307,8 @@ NodePtr AippOp::FindDataByIndex(const ComputeGraphPtr &graph, int rank) {
}
return node;
}
GELOGE(PARAM_INVALID, "Can not find the data node by index %d", rank);
string errormsg = "Can not find the data node by aipp parameter related_input_rank " + to_string(rank);
ErrorManager::GetInstance().ATCReportErrMessage("E10043", {"reason"}, {errormsg});
string error_msg = "Can not find the data node by aipp parameter related_input_rank " + to_string(rank);
GE_ERRORLOG_AND_ERRORMSG(PARAM_INVALID, error_msg.c_str());
return nullptr;
}
Status AippOp::GetAndCheckTarget(const ComputeGraphPtr &graph, int rank, NodePtr &target,
@@ -364,10 +353,10 @@ Status AippOp::GetAndCheckTarget(const ComputeGraphPtr &graph, int rank, NodePtr
}

if (!edge_indexes.empty() && (*edge_indexes.rbegin() >= data_node->GetOutDataNodes().size())) {
GELOGE(PARAM_INVALID, "input_edge_idx %u should smaller than out edge size of target input %zu",
*edge_indexes.rbegin(), data_node->GetOutDataNodes().size());
string errormsg = "The aipp parameter input_edge_idx should be smaller than the target input's outnodes.";
ErrorManager::GetInstance().ATCReportErrMessage("E10043", {"reason"}, {errormsg});
string error_msg = "The aipp parameter input_edge_idx[" + std::to_string(*edge_indexes.rbegin()) +
"] should be smaller than the target input[" +
std::to_string(data_node->GetOutDataNodes().size()) + "]'s outnodes.";
GE_ERRORLOG_AND_ERRORMSG(PARAM_INVALID, error_msg.c_str());
return PARAM_INVALID;
}
target = data_node;
@@ -442,8 +431,7 @@ Status AippOp::ConvertRelatedInputNameToRank() {
string error_msg = "Top name " + related_input_name +
"convert rank failed, Please"
" ensure top name in aipp config is the top name of data node.";
ErrorManager::GetInstance().ATCReportErrMessage("E10043", {"reason"}, {error_msg});
GELOGE(PARAM_INVALID, "Top name[%s] converts rank failed.", related_input_name.c_str());
GE_ERRORLOG_AND_ERRORMSG(PARAM_INVALID, error_msg.c_str());
return PARAM_INVALID;
}

@@ -539,87 +527,87 @@ Status AippOp::SetDefaultParams() {

Status AippOp::ValidateParams() {
GE_CHECK_NOTNULL(aipp_params_);
AIPP_RETURN_STATUS_AND_REPROT_ERRORMSG(aipp_params_->aipp_mode() != domi::AippOpParams::undefined, PARAM_INVALID,
"When insert AIPP op, aipp_mode must be configured as static or dynamic ");
AIPP_RETURN_STATUS_AND_REPROT_ERRORMSG(aipp_params_->var_reci_chn_0_size() <= 1, PARAM_INVALID,
"The parameter var_reci_chn_0 can not be configed repeatedly");
AIPP_RETURN_STATUS_AND_REPROT_ERRORMSG(aipp_params_->var_reci_chn_1_size() <= 1, PARAM_INVALID,
"The parameter var_reci_chn_1 can not be configed repeatedly");
AIPP_RETURN_STATUS_AND_REPROT_ERRORMSG(aipp_params_->var_reci_chn_2_size() <= 1, PARAM_INVALID,
"The parameter var_reci_chn_2 can not be configed repeatedly");
AIPP_RETURN_STATUS_AND_REPROT_ERRORMSG(aipp_params_->var_reci_chn_3_size() <= 1, PARAM_INVALID,
"The parameter var_reci_chn_3 can not be configed repeatedly");
AIPP_RETURN_STATUS_AND_REPROT_ERRORMSG(aipp_params_->matrix_r0c0_size() <= 1, PARAM_INVALID,
"The parameter matrix_r0c0 can not be configed repeatedly");
AIPP_RETURN_STATUS_AND_REPROT_ERRORMSG(aipp_params_->matrix_r0c1_size() <= 1, PARAM_INVALID,
"The parameter matrix_r0c1 can not be configed repeatedly");
AIPP_RETURN_STATUS_AND_REPROT_ERRORMSG(aipp_params_->matrix_r0c2_size() <= 1, PARAM_INVALID,
"The parameter matrix_r0c2 can not be configed repeatedly");
AIPP_RETURN_STATUS_AND_REPROT_ERRORMSG(aipp_params_->matrix_r1c0_size() <= 1, PARAM_INVALID,
"The parameter matrix_r1c0 can not be configed repeatedly");
AIPP_RETURN_STATUS_AND_REPROT_ERRORMSG(aipp_params_->matrix_r1c1_size() <= 1, PARAM_INVALID,
"The parameter matrix_r1c1 can not be configed repeatedly");
AIPP_RETURN_STATUS_AND_REPROT_ERRORMSG(aipp_params_->matrix_r1c2_size() <= 1, PARAM_INVALID,
"The parameter matrix_r1c2 can not be configed repeatedly");
AIPP_RETURN_STATUS_AND_REPROT_ERRORMSG(aipp_params_->matrix_r2c0_size() <= 1, PARAM_INVALID,
"The parameter matrix_r2c0 can not be configed repeatedly");
AIPP_RETURN_STATUS_AND_REPROT_ERRORMSG(aipp_params_->matrix_r2c1_size() <= 1, PARAM_INVALID,
"The parameter matrix_r2c1 can not be configed repeatedly");
AIPP_RETURN_STATUS_AND_REPROT_ERRORMSG(aipp_params_->matrix_r2c2_size() <= 1, PARAM_INVALID,
"The parameter matrix_r2c2 can not be configed repeatedly");
AIPP_RETURN_STATUS_AND_REPROT_ERRORMSG(aipp_params_->output_bias_0_size() <= 1, PARAM_INVALID,
"The parameter output_bias_0 can not be configed repeatedly");
AIPP_RETURN_STATUS_AND_REPROT_ERRORMSG(aipp_params_->output_bias_1_size() <= 1, PARAM_INVALID,
"The parameter output_bias_1 can not be configed repeatedly");
AIPP_RETURN_STATUS_AND_REPROT_ERRORMSG(aipp_params_->output_bias_2_size() <= 1, PARAM_INVALID,
"The parameter output_bias_2 can not be configed repeatedly");
AIPP_RETURN_STATUS_AND_REPROT_ERRORMSG(aipp_params_->input_bias_0_size() <= 1, PARAM_INVALID,
"The parameter input_bias_0 can not be configed repeatedly");
AIPP_RETURN_STATUS_AND_REPROT_ERRORMSG(aipp_params_->input_bias_1_size() <= 1, PARAM_INVALID,
"The parameter input_bias_1 can not be configed repeatedly");
AIPP_RETURN_STATUS_AND_REPROT_ERRORMSG(aipp_params_->input_bias_2_size() <= 1, PARAM_INVALID,
"The parameter input_bias_2 can not be configed repeatedly");
AIPP_RETURN_STATUS_AND_REPROT_ERRORMSG(aipp_params_->input_edge_idx_size() <= 1, PARAM_INVALID,
"The parameter input_edge_idx can not be configed repeatedly");
GE_CHK_LOG_AND_ERRORMSG(aipp_params_->aipp_mode() != domi::AippOpParams::undefined, PARAM_INVALID,
"When insert AIPP op, aipp_mode must be configured as static or dynamic ");
GE_CHK_LOG_AND_ERRORMSG(aipp_params_->var_reci_chn_0_size() <= 1, PARAM_INVALID,
"The parameter var_reci_chn_0 can not be configed repeatedly");
GE_CHK_LOG_AND_ERRORMSG(aipp_params_->var_reci_chn_1_size() <= 1, PARAM_INVALID,
"The parameter var_reci_chn_1 can not be configed repeatedly");
GE_CHK_LOG_AND_ERRORMSG(aipp_params_->var_reci_chn_2_size() <= 1, PARAM_INVALID,
"The parameter var_reci_chn_2 can not be configed repeatedly");
GE_CHK_LOG_AND_ERRORMSG(aipp_params_->var_reci_chn_3_size() <= 1, PARAM_INVALID,
"The parameter var_reci_chn_3 can not be configed repeatedly");
GE_CHK_LOG_AND_ERRORMSG(aipp_params_->matrix_r0c0_size() <= 1, PARAM_INVALID,
"The parameter matrix_r0c0 can not be configed repeatedly");
GE_CHK_LOG_AND_ERRORMSG(aipp_params_->matrix_r0c1_size() <= 1, PARAM_INVALID,
"The parameter matrix_r0c1 can not be configed repeatedly");
GE_CHK_LOG_AND_ERRORMSG(aipp_params_->matrix_r0c2_size() <= 1, PARAM_INVALID,
"The parameter matrix_r0c2 can not be configed repeatedly");
GE_CHK_LOG_AND_ERRORMSG(aipp_params_->matrix_r1c0_size() <= 1, PARAM_INVALID,
"The parameter matrix_r1c0 can not be configed repeatedly");
GE_CHK_LOG_AND_ERRORMSG(aipp_params_->matrix_r1c1_size() <= 1, PARAM_INVALID,
"The parameter matrix_r1c1 can not be configed repeatedly");
GE_CHK_LOG_AND_ERRORMSG(aipp_params_->matrix_r1c2_size() <= 1, PARAM_INVALID,
"The parameter matrix_r1c2 can not be configed repeatedly");
GE_CHK_LOG_AND_ERRORMSG(aipp_params_->matrix_r2c0_size() <= 1, PARAM_INVALID,
"The parameter matrix_r2c0 can not be configed repeatedly");
GE_CHK_LOG_AND_ERRORMSG(aipp_params_->matrix_r2c1_size() <= 1, PARAM_INVALID,
"The parameter matrix_r2c1 can not be configed repeatedly");
GE_CHK_LOG_AND_ERRORMSG(aipp_params_->matrix_r2c2_size() <= 1, PARAM_INVALID,
"The parameter matrix_r2c2 can not be configed repeatedly");
GE_CHK_LOG_AND_ERRORMSG(aipp_params_->output_bias_0_size() <= 1, PARAM_INVALID,
"The parameter output_bias_0 can not be configed repeatedly");
GE_CHK_LOG_AND_ERRORMSG(aipp_params_->output_bias_1_size() <= 1, PARAM_INVALID,
"The parameter output_bias_1 can not be configed repeatedly");
GE_CHK_LOG_AND_ERRORMSG(aipp_params_->output_bias_2_size() <= 1, PARAM_INVALID,
"The parameter output_bias_2 can not be configed repeatedly");
GE_CHK_LOG_AND_ERRORMSG(aipp_params_->input_bias_0_size() <= 1, PARAM_INVALID,
"The parameter input_bias_0 can not be configed repeatedly");
GE_CHK_LOG_AND_ERRORMSG(aipp_params_->input_bias_1_size() <= 1, PARAM_INVALID,
"The parameter input_bias_1 can not be configed repeatedly");
GE_CHK_LOG_AND_ERRORMSG(aipp_params_->input_bias_2_size() <= 1, PARAM_INVALID,
"The parameter input_bias_2 can not be configed repeatedly");
GE_CHK_LOG_AND_ERRORMSG(aipp_params_->input_edge_idx_size() <= 1, PARAM_INVALID,
"The parameter input_edge_idx can not be configed repeatedly");

const domi::AippOpParams::AippMode aipp_mode = aipp_params_->aipp_mode();
if (aipp_mode == domi::AippOpParams::dynamic) {
AIPP_RETURN_STATUS_AND_REPROT_ERRORMSG(
GE_CHK_LOG_AND_ERRORMSG(
aipp_params_->max_src_image_size() > 0, PARAM_INVALID,
"For dynamic AIPP params, max_src_image_size must be set which number should be greater than 0");
} else {
AIPP_RETURN_STATUS_AND_REPROT_ERRORMSG(aipp_params_->input_format() != domi::AippOpParams::UNDEFINED, PARAM_INVALID,
"Input format of AIPP conf is undefined");
AIPP_RETURN_STATUS_AND_REPROT_ERRORMSG(aipp_params_->src_image_size_w() >= 0, PARAM_INVALID,
"Src_image_size_w must not be configed smaller than 0");
AIPP_RETURN_STATUS_AND_REPROT_ERRORMSG(aipp_params_->src_image_size_h() >= 0, PARAM_INVALID,
"Src_image_size_h must not be configed smaller than 0");
AIPP_RETURN_STATUS_AND_REPROT_ERRORMSG(aipp_params_->load_start_pos_w() >= 0, PARAM_INVALID,
"Load_start_pos_w must not be configed smaller than 0");
AIPP_RETURN_STATUS_AND_REPROT_ERRORMSG(aipp_params_->load_start_pos_h() >= 0, PARAM_INVALID,
"Load_start_pos_h must not be configed smaller than 0");
AIPP_RETURN_STATUS_AND_REPROT_ERRORMSG(aipp_params_->crop_size_w() >= 0, PARAM_INVALID,
"Crop_size_w must not be configed smaller than 0");
AIPP_RETURN_STATUS_AND_REPROT_ERRORMSG(aipp_params_->resize_output_w() >= 0, PARAM_INVALID,
"Resize_output_w must not be configed smaller than 0");
AIPP_RETURN_STATUS_AND_REPROT_ERRORMSG(aipp_params_->resize_output_h() >= 0, PARAM_INVALID,
"Resize_output_h must not be configed smaller than 0");
AIPP_RETURN_STATUS_AND_REPROT_ERRORMSG(aipp_params_->left_padding_size() >= 0, PARAM_INVALID,
"Left_padding_size must not be configed smaller than 0");
AIPP_RETURN_STATUS_AND_REPROT_ERRORMSG(aipp_params_->right_padding_size() >= 0, PARAM_INVALID,
"Right_padding_size must not be configed smaller than 0");
AIPP_RETURN_STATUS_AND_REPROT_ERRORMSG(aipp_params_->top_padding_size() >= 0, PARAM_INVALID,
"Top_padding_size must not be configed smaller than 0");
AIPP_RETURN_STATUS_AND_REPROT_ERRORMSG(aipp_params_->bottom_padding_size() >= 0, PARAM_INVALID,
"Bottom_padding_size must not be configed smaller than 0");
GE_CHK_LOG_AND_ERRORMSG(aipp_params_->input_format() != domi::AippOpParams::UNDEFINED, PARAM_INVALID,
"Input format of AIPP conf is undefined");
GE_CHK_LOG_AND_ERRORMSG(aipp_params_->src_image_size_w() >= 0, PARAM_INVALID,
"Src_image_size_w must not be configed smaller than 0");
GE_CHK_LOG_AND_ERRORMSG(aipp_params_->src_image_size_h() >= 0, PARAM_INVALID,
"Src_image_size_h must not be configed smaller than 0");
GE_CHK_LOG_AND_ERRORMSG(aipp_params_->load_start_pos_w() >= 0, PARAM_INVALID,
"Load_start_pos_w must not be configed smaller than 0");
GE_CHK_LOG_AND_ERRORMSG(aipp_params_->load_start_pos_h() >= 0, PARAM_INVALID,
"Load_start_pos_h must not be configed smaller than 0");
GE_CHK_LOG_AND_ERRORMSG(aipp_params_->crop_size_w() >= 0, PARAM_INVALID,
"Crop_size_w must not be configed smaller than 0");
GE_CHK_LOG_AND_ERRORMSG(aipp_params_->resize_output_w() >= 0, PARAM_INVALID,
"Resize_output_w must not be configed smaller than 0");
GE_CHK_LOG_AND_ERRORMSG(aipp_params_->resize_output_h() >= 0, PARAM_INVALID,
"Resize_output_h must not be configed smaller than 0");
GE_CHK_LOG_AND_ERRORMSG(aipp_params_->left_padding_size() >= 0, PARAM_INVALID,
"Left_padding_size must not be configed smaller than 0");
GE_CHK_LOG_AND_ERRORMSG(aipp_params_->right_padding_size() >= 0, PARAM_INVALID,
"Right_padding_size must not be configed smaller than 0");
GE_CHK_LOG_AND_ERRORMSG(aipp_params_->top_padding_size() >= 0, PARAM_INVALID,
"Top_padding_size must not be configed smaller than 0");
GE_CHK_LOG_AND_ERRORMSG(aipp_params_->bottom_padding_size() >= 0, PARAM_INVALID,
"Bottom_padding_size must not be configed smaller than 0");
}

return SUCCESS;
@@ -792,17 +780,20 @@ Status AippOp::CreateAippData(const NodePtr &aipp_node) {

int64_t batch_count = -1;
if (GetDataDimN(data_node, ori_data_format, batch_count) != ge::SUCCESS) {
GELOGE(PARAM_INVALID, "Get data_node dims and transfer to nchw_dims failed!");
string error_msg = "Get data_node dims and transfer to nchw_dims failed!";
GE_ERRORLOG_AND_ERRORMSG(PARAM_INVALID, error_msg.c_str());
return PARAM_INVALID;
}
if (batch_count <= 0) {
GELOGE(PARAM_INVALID, "Batch count %ld is invalid", batch_count);
string error_msg = "Batch count[" + std::to_string(batch_count) + "] is invalid, it must positive.";
GE_ERRORLOG_AND_ERRORMSG(PARAM_INVALID, error_msg.c_str());
return PARAM_INVALID;
}

int64_t max_dynamic_aipp_size = CalcMaxSize(batch_count);
if (max_dynamic_aipp_size < 0) {
GELOGE(PARAM_INVALID, "The dynamic aipp size is not positive.");
string error_msg = "The dynamic aipp size is not positive";
GE_ERRORLOG_AND_ERRORMSG(PARAM_INVALID, error_msg.c_str());
return PARAM_INVALID;
}



+ 20
- 51
src/ge/graph/preprocess/insert_op/util_insert_aipp_op.cc View File

@@ -40,8 +40,6 @@ using domi::AippOpParams;
namespace ge {
namespace {
const char *const kMbatchSwitchnName = "mbatch-switch-name";
const int64_t kFormatAgnosticSwitch = 1;
const int64_t kFormatDependInputIndex = 1;
} // namespace
static void ConvertShape2Nhwc(Format &format, vector<int64_t> &shape_vec) {
if ((format == FORMAT_NHWC) || (shape_vec.size() != static_cast<size_t>(NORMAL_TENSOR_SIZE))) {
@@ -127,20 +125,14 @@ Status InsertNewOpUtil::CheckInputNamePositionNotRepeat() {
string error_msg =
"Can not both set related_input_name and related_input_rank!"
" Please ensure param is the same with the first aipp config(related_input_name).";
ErrorManager::GetInstance().ATCReportErrMessage("E10043", {"reason"}, {error_msg});
GELOGE(PARAM_INVALID,
"Can not both set related_input_rank and related_input_name!"
" Please ensure param is the same with the first aipp config(related_input_name).");
GE_ERRORLOG_AND_ERRORMSG(PARAM_INVALID, error_msg.c_str());
return PARAM_INVALID;
}
if (item->related_input_name() == another_item->related_input_name()) {
string error_msg =
"Can not insert aipp to the same postion! Please ensure related_input_name"
" param is different in different aipp config.";
ErrorManager::GetInstance().ATCReportErrMessage("E10043", {"reason"}, {error_msg});
GELOGE(PARAM_INVALID,
"Can not insert aipp op to the same postion! Please ensure related_input_rank param "
"is different in different aipp config.");
GE_ERRORLOG_AND_ERRORMSG(PARAM_INVALID, error_msg.c_str());
return PARAM_INVALID;
}
}
@@ -161,20 +153,14 @@ Status InsertNewOpUtil::CheckInputRankPositionNoRepeat() {
string error_msg =
"Can not both set related_input_rank and related_input_name!"
" Please ensure param is the same with the first aipp config(related_input_rank).";
ErrorManager::GetInstance().ATCReportErrMessage("E10043", {"reason"}, {error_msg});
GELOGE(PARAM_INVALID,
"Can not both set related_input_rank and related_input_name!"
" Please ensure param is the same with the first aipp config(related_input_rank).");
GE_ERRORLOG_AND_ERRORMSG(PARAM_INVALID, error_msg.c_str());
return PARAM_INVALID;
}
if (item->related_input_rank() == another_item->related_input_rank()) {
string error_msg =
"Can not insert aipp to the same postion! Please ensure related_input_rank"
" param is different in different aipp config.";
ErrorManager::GetInstance().ATCReportErrMessage("E10043", {"reason"}, {error_msg});
GELOGE(PARAM_INVALID,
"Can not insert aipp op to the same postion! Please ensure related_input_rank param "
"is different in different aipp config.");
GE_ERRORLOG_AND_ERRORMSG(PARAM_INVALID, error_msg.c_str());
return PARAM_INVALID;
}
}
@@ -229,9 +215,9 @@ Status InsertNewOpUtil::CheckGraph(const ComputeGraphPtr &graph) {
}
}
}
GE_CHK_BOOL_RET_STATUS((aippNodes.size() == 0) || (aippNodes.size() == next_nodes_cnt), PARAM_INVALID,
"Can not config part of outputs of Data node to support AIPP, config all "
"of the outputs of Data to support AIPP, or config none of them");
GE_CHK_LOG_AND_ERRORMSG((aippNodes.size() == 0) || (aippNodes.size() == next_nodes_cnt), PARAM_INVALID,
"Can not config part of outputs of Data node to support AIPP, config all "
"of the outputs of Data to support AIPP, or config none of them");

std::unique_ptr<domi::AippOpParams> aippParams(new (std::nothrow) domi::AippOpParams());
GE_CHECK_NOTNULL(aippParams);
@@ -243,15 +229,16 @@ Status InsertNewOpUtil::CheckGraph(const ComputeGraphPtr &graph) {
GE_CHK_STATUS(GetAippParams(currAippParam, aippNodes[i]));

if (aippMode == domi::AippOpParams::static_) {
GE_CHK_BOOL_RET_STATUS(aippParams->input_format() == currAippParam->input_format(), PARAM_INVALID,
"The input_format of all aipp_ops after one Data should be the same");
GE_CHK_BOOL_RET_STATUS(aippParams->src_image_size_w() == currAippParam->src_image_size_w(), PARAM_INVALID,
"The src_image_size_w of all aipp_ops after one Data should be the same");
GE_CHK_BOOL_RET_STATUS(aippParams->src_image_size_h() == currAippParam->src_image_size_h(), PARAM_INVALID,
"The src_image_size_h of all aipp_ops after one Data should be the same");
GE_CHK_LOG_AND_ERRORMSG(aippParams->input_format() == currAippParam->input_format(), PARAM_INVALID,
"The input_format of all aipp_ops after one Data should be the same");
GE_CHK_LOG_AND_ERRORMSG(aippParams->src_image_size_w() == currAippParam->src_image_size_w(), PARAM_INVALID,
"The src_image_size_w of all aipp_ops after one Data should be the same");
GE_CHK_LOG_AND_ERRORMSG(aippParams->src_image_size_h() == currAippParam->src_image_size_h(), PARAM_INVALID,
"The src_image_size_h of all aipp_ops after one Data should be the same");
} else {
GE_CHK_BOOL_RET_STATUS(aippParams->max_src_image_size() == currAippParam->max_src_image_size(), PARAM_INVALID,
"The max_src_image_size of all aipp_ops after one Data should be the same");
GE_CHK_LOG_AND_ERRORMSG(aippParams->max_src_image_size() == currAippParam->max_src_image_size(),
PARAM_INVALID,
"The max_src_image_size of all aipp_ops after one Data should be the same");
}
});
}
@@ -271,23 +258,6 @@ Status InsertNewOpUtil::GetAippParams(const std::unique_ptr<domi::AippOpParams>
return SUCCESS;
}

Status InsertNewOpUtil::AddFormatAgnosticAttrToSwitchn(const NodePtr &aipp_node) {
GE_CHECK_NOTNULL(aipp_node);
auto next_nodes = aipp_node->GetOutDataNodes();
for (const auto next_node : next_nodes) {
GE_CHECK_NOTNULL(next_node);
auto op_desc = next_node->GetOpDesc();
GE_CHECK_NOTNULL(op_desc);
if (op_desc->GetType() == SWITCHN) {
GELOGI("Find switchn node [%s] after aipp [%s]", op_desc->GetName().c_str(), aipp_node->GetName().c_str());
(void)AttrUtils::SetInt(op_desc, "_format_agnostic", kFormatAgnosticSwitch);
(void)AttrUtils::SetListInt(op_desc, "_format_agnostic_except_input",
std::vector<int64_t>({kFormatDependInputIndex}));
}
}
return SUCCESS;
}

Status InsertNewOpUtil::UpdateDataNodeByAipp(const ComputeGraphPtr &graph) {
std::map<std::string, NodePtr> switchn_names_to_data;
std::set<NodePtr> updated_switchn;
@@ -302,9 +272,6 @@ Status InsertNewOpUtil::UpdateDataNodeByAipp(const ComputeGraphPtr &graph) {
}
if (node->GetType() == AIPP) {
GE_RETURN_IF_ERROR(UpdatePrevNodeByAipp(node, updated_switchn));
// In dynamic batch/HW and dynamic aipp scend, switchn should be set format agnostic, otherwise transdata maybe
// inserted between aipp and switchn which introduce performance and memory increase problem.
GE_RETURN_IF_ERROR(AddFormatAgnosticAttrToSwitchn(node));
}
if (node->GetType() == CASE && node->GetOpDesc()->HasAttr(ATTR_NAME_BATCH_NUM)) {
multbatch_case = node;
@@ -314,7 +281,8 @@ Status InsertNewOpUtil::UpdateDataNodeByAipp(const ComputeGraphPtr &graph) {
for (auto &switchn : updated_switchn) {
auto data_iter = switchn_names_to_data.find(switchn->GetName());
if (data_iter == switchn_names_to_data.end()) {
GELOGE(INTERNAL_ERROR, "Failed to find relative data node by switchn %s", switchn->GetName().c_str());
string error_msg = "Failed to find relative data node by switchn[" + switchn->GetName() + "]";
GE_ERRORLOG_AND_ERRORMSG(INTERNAL_ERROR, error_msg.c_str());
return INTERNAL_ERROR;
}
GE_RETURN_IF_ERROR(UpdateDataBySwitchN(switchn, data_iter->second));
@@ -501,7 +469,8 @@ Status InsertNewOpUtil::UpdateDataBySwitchN(const NodePtr &switchn, const NodePt
}
}
if (max_index >= switchn->GetOpDesc()->GetOutputsSize()) {
GELOGE(INTERNAL_ERROR, "No max size found from switchn node %s", switchn->GetName().c_str());
string error_msg = "No max size found from switchn node[" + switchn->GetName() + "]";
GE_ERRORLOG_AND_ERRORMSG(INTERNAL_ERROR, error_msg.c_str());
return INTERNAL_ERROR;
}
auto output_desc = switchn->GetOpDesc()->MutableOutputDesc(max_index);


+ 0
- 1
src/ge/graph/preprocess/insert_op/util_insert_aipp_op.h View File

@@ -68,7 +68,6 @@ class InsertNewOpUtil {
void UpdateMultiBatchInputDims(const OpDescPtr &data_opdesc, Format &old_format);
Status UpdatePrevNodeByAipp(NodePtr &node, std::set<NodePtr> &switchns);
Status UpdateDataBySwitchN(const NodePtr &switchn, const NodePtr &data);
Status AddFormatAgnosticAttrToSwitchn(const NodePtr &aipp_node);
Status GetDataRelatedNode(NodePtr &node, std::map<NodePtr, std::set<NodePtr>> &data_next_node_map);
Status GetAllAipps(const NodePtr &data_node, const NodePtr &node, std::vector<NodePtr> &aipps);
Status GetInputOutputInfo(NodePtr &data_node, NodePtr &aipp_node, std::string &input, std::string &output);


+ 9
- 0
src/ge/graph/preprocess/multi_batch_copy_graph.cc View File

@@ -593,6 +593,8 @@ Status MultiBatchGraphCopyer::CheckCopyResult(const std::vector<NodePtr> &start_
}
auto dims = NodeUtils::GetOutputDesc(*node, kDataOutIndex).GetShape().GetDims();
if (!IsAllDimsPositive(dims)) {
ErrorManager::GetInstance().ATCReportErrMessage("E15004", {"opname", "shape"},
{node->GetName(), formats::ShapeToString(dims)});
GELOGE(INTERNAL_ERROR, "Failed to copy multi batch graph, the node %s still has unknown shape %s",
node->GetName().c_str(), formats::ShapeToString(dims).c_str());
return INTERNAL_ERROR;
@@ -1023,6 +1025,13 @@ Status MultiBatchGraphCopyer::InsertIdentityAfterSwitchN() {
}

Status ProcessMultiBatch(ComputeGraphPtr &graph) {
const char *multi_batch_with_case = std::getenv("MULTI_BATCH_WITH_CASE");
if (multi_batch_with_case != nullptr) {
PassManager pass_manager;
GE_CHK_STATUS_RET(pass_manager.AddPass("MultiBatchClonePass", new (std::nothrow) MultiBatchClonePass));
return pass_manager.Run(graph);
}

std::vector<std::vector<int64_t>> shapes;
if (!InitDynamicParams(shapes)) {
GELOGD("There is no multi-batch options, no need to process multi-batch copy");


+ 4
- 0
src/ge/graph/preprocess/multi_batch_options.cc View File

@@ -124,6 +124,8 @@ Status ParserDataToDynmaicInfo(const vector<vector<int64_t>> &shapes,
auto tmp_index = cur_data_index;
for (size_t i = 0; i < static_cast<size_t>(dynamic_dims_num); ++i) {
if (tmp_index >= dynamic_gear_info.size()) {
ErrorManager::GetInstance().ATCReportErrMessage("E10045", {"name", "shape"},
{data_name, formats::JoinToString(data_shape)});
GELOGE(PARAM_INVALID, "Data: %s shape: %s make dynamic dims overflow", data_name.c_str(),
formats::JoinToString(data_shape).c_str());
return FAILED;
@@ -131,6 +133,8 @@ Status ParserDataToDynmaicInfo(const vector<vector<int64_t>> &shapes,
one_gear.push_back(dynamic_gear_info[tmp_index++]);
}
} else {
ErrorManager::GetInstance().ATCReportErrMessage("E10046", {"name", "shape"},
{data_name, formats::JoinToString(data_shape)});
GELOGE(PARAM_INVALID, "Dynamic dims num of data: %s shape: %s can not be more than one gear dynamic info size",
data_name.c_str(), formats::JoinToString(data_shape).c_str());
return FAILED;


+ 6
- 3
src/ge/host_cpu_engine/module.mk View File

@@ -9,12 +9,15 @@ local_lib_src_files := engine/host_cpu_engine.cc \
local_lib_inc_path := proto/task.proto \
${LOCAL_PATH} \
${TOPDIR}inc \
${TOPDIR}metadef/inc \
${TOPDIR}graphengine/inc \
${TOPDIR}inc/external \
${TOPDIR}inc/external/graph \
${TOPDIR}metadef/inc/external \
${TOPDIR}graphengine/inc/external \
${TOPDIR}metadef/inc/external/graph \
$(TOPDIR)libc_sec/include \
${TOPDIR}third_party/protobuf/include \
${TOPDIR}inc/framework \
$(TOPDIR)framework/domi \
${TOPDIR}graphengine/inc/framework \
$(TOPDIR)graphengine/ge \

#compiler for host


+ 3
- 1
src/ge/host_kernels/slice_kernel.cc View File

@@ -100,7 +100,9 @@ Status SliceKernel::Compute(const OpDescPtr attr, const std::vector<ConstGeTenso
}
// construct tensorDesc
ge::GeShape output_shape(output_dims);
GeTensorDesc output_tensor_desc(output_shape, FORMAT_NCHW, data_type);
auto attr_output_tensor_desc = attr->GetOutputDesc(0);
GeTensorDesc output_tensor_desc(attr_output_tensor_desc);
output_tensor_desc.SetShape(output_shape);
GeTensorPtr output_ptr = MakeShared<GeTensor>(output_tensor_desc);
if (output_ptr == nullptr) {
GELOGW("make_shared ge::GeTensor failed, node name %s.", attr->GetName().c_str());


+ 11
- 7
src/ge/hybrid/common/npu_memory_allocator.cc View File

@@ -45,16 +45,9 @@ NpuMemoryAllocator *NpuMemoryAllocator::GetAllocator() {
NpuMemoryAllocator::NpuMemoryAllocator(uint32_t device_id) : device_id_(device_id) {}

void *NpuMemoryAllocator::Allocate(std::size_t size, AllocationAttr *attr) {
void *try_reuse_addr = nullptr;
size_t allocate_size = size;
MemStorageType mem_type = HBM;
if (attr != nullptr) {
try_reuse_addr = attr->try_reuse_addr_;
if (attr->padding_ != 0) {
// padding up to multiple of attr->padding, and add extra attr->padding_
allocate_size = (size + 2 * attr->padding_ - 1) / attr->padding_ * attr->padding_;
GELOGD("Padding size %ld by %d. final size = %zu.", size, attr->padding_, allocate_size);
}
mem_type = attr->mem_type_;
}

@@ -69,6 +62,17 @@ void *NpuMemoryAllocator::Allocate(std::size_t size, AllocationAttr *attr) {
} else if (mem_type == HOST_DDR) {
buffer = malloc(allocate_size);
} else {
void *try_reuse_addr = nullptr;
int padding = kDefaultPadding;
if (attr != nullptr) {
try_reuse_addr = attr->try_reuse_addr_;
if (attr->padding_ > 0) {
padding = attr->padding_;
}
}
// padding up to multiple of padding, and add extra padding
allocate_size = (size + 2 * padding - 1) / padding * padding;
GELOGD("Padding size %ld by %d. final size = %zu.", size, padding, allocate_size);
buffer = MemManager::Instance()
.CachingInstance(RT_MEMORY_HBM)
.Malloc(allocate_size, reinterpret_cast<uint8_t *>(try_reuse_addr), device_id_);


+ 7
- 3
src/ge/hybrid/executor/worker/execution_engine.cc View File

@@ -105,8 +105,10 @@ Status NodeDoneCallback::PrepareConstInputs(const NodeItem &node_item) {
vector<uint8_t> host_buffer(static_cast<unsigned long>(tensor_size));
GELOGD("[%s] To cache output[%d] to host, size = %zu", node_item.NodeName().c_str(), output_idx,
output_tensor->GetSize());
GE_CHK_RT_RET(
rtMemcpy(host_buffer.data(), tensor_size, output_tensor->GetData(), tensor_size, RT_MEMCPY_DEVICE_TO_HOST));
if (tensor_size > 0) {
GE_CHK_RT_RET(
rtMemcpy(host_buffer.data(), tensor_size, output_tensor->GetData(), tensor_size, RT_MEMCPY_DEVICE_TO_HOST));
}
tensor.SetData(std::move(host_buffer));
string session_id = std::to_string(context_->GetSessionId());
RuntimeInferenceContext *runtime_infer_ctx = nullptr;
@@ -234,7 +236,9 @@ Status NodeDoneCallback::ProfilingReport() {
return profiling_ret;
}

ProfilingManager::Instance().ReportProfilingData(task_desc_info, compute_graph_info);
auto &profiling_manager = ProfilingManager::Instance();
profiling_manager.ReportProfilingData(model->GetModelId(), task_desc_info, compute_graph_info,
!profiling_manager.IsAclApiMode());
return SUCCESS;
}



+ 41
- 2
src/ge/hybrid/model/hybrid_model_builder.cc View File

@@ -249,7 +249,7 @@ Status HybridModelBuilder::ParseDependentInputNodes(NodeItem &node_item, const s
}

// cond or branch need to be prepared before the execution of IF or CASE
if (node_item.node_type == IF || node_item.node_type == CASE) {
if (node_item.node_type == IF || node_item.node_type == STATELESSIF || node_item.node_type == CASE) {
const auto &in_anchor = ge_node->GetInDataAnchor(0);
GE_CHECK_NOTNULL(in_anchor);
const auto &peer_anchor = in_anchor->GetPeerOutAnchor();
@@ -653,6 +653,8 @@ Status HybridModelBuilder::LoadGraph() {
} else {
GE_CHK_STATUS_RET(IdentifyVariableOutputs(*parent_node_item), "[%s] Failed to identify ref outputs.",
parent_node_item->NodeName().c_str());
GE_CHK_STATUS_RET(IdentifySameInputs(*parent_node_item), "[%s] Failed to identify same outputs.",
parent_node_item->NodeName().c_str());

// if parent is function control op. need add a virtual partitioned call
if (parent_node_item->IsControlOp()) {
@@ -858,7 +860,7 @@ Status HybridModelBuilder::LoadGeModel(ComputeGraph &sub_graph, const GeModelPtr
auto parent_node = sub_graph.GetParentNode();
GE_CHECK_NOTNULL(parent_node);
auto op_type = parent_node->GetType();
if (op_type == IF || op_type == CASE || op_type == WHILE) {
if (IsControlOp(op_type)) {
GELOGD("Set ge_model for control op subgraph: [%s], task_size = %d", sub_graph.GetName().c_str(),
ge_model->GetModelTaskDefPtr()->task_size());
subgraph_models_.emplace(sub_graph.GetName(), ge_model);
@@ -1087,6 +1089,43 @@ Status HybridModelBuilder::InitRuntimeParams() {
return SUCCESS;
}

Status HybridModelBuilder::IdentifySameInputs(NodeItem &node_item) {
GELOGD("Start to parse same inputs on net output: %s", node_item.NodeName().c_str());
auto subgraph = NodeUtils::GetSubgraph(*node_item.node, kSubgraphIndex);
GE_CHECK_NOTNULL(subgraph);
auto net_output_node = subgraph->FindFirstNodeMatchType(NETOUTPUT);
if (net_output_node == nullptr) {
GELOGD("Subgraph [%s] does not have net output", subgraph->GetName().c_str());
return SUCCESS;
}

auto net_output_desc = net_output_node->GetOpDesc();
GE_CHECK_NOTNULL(net_output_desc);

std::map<std::string, int> connected_inputs;
for (const auto &in_data_anchor : net_output_node->GetAllInDataAnchors()) {
auto out_data_anchor = in_data_anchor->GetPeerOutAnchor();
if (out_data_anchor == nullptr) {
continue;
}
auto src_node = out_data_anchor->GetOwnerNode();
GE_CHECK_NOTNULL(src_node);
auto op_desc = src_node->GetOpDesc();
GE_CHECK_NOTNULL(op_desc);

std::string input_key = std::to_string(op_desc->GetId()) + "_" + std::to_string(out_data_anchor->GetIdx());
auto it = connected_inputs.find(input_key);
if (it == connected_inputs.end()) {
connected_inputs.emplace(input_key, in_data_anchor->GetIdx());
} else {
GELOGD("[%s] output [%d] reuse output [%d] input node = %s, idx = %d.", node_item.NodeName().c_str(),
in_data_anchor->GetIdx(), it->second, src_node->GetName().c_str(), out_data_anchor->GetIdx());
node_item.reuse_outputs.emplace(in_data_anchor->GetIdx(), it->second);
}
}
return SUCCESS;
}

Status HybridModelBuilder::IdentifyVariableOutputs(NodeItem &node_item) {
GELOGD("Start to parse outputs of node: %s", node_item.NodeName().c_str());
auto subgraph = NodeUtils::GetSubgraph(*node_item.node, kSubgraphIndex);


+ 1
- 0
src/ge/hybrid/model/hybrid_model_builder.h View File

@@ -57,6 +57,7 @@ class HybridModelBuilder {
Status LoadGeModel(ComputeGraph &graph, const GeModelPtr &ge_model);
Status LoadTasks();
Status IdentifyVariableOutputs(NodeItem &node_item);
Status IdentifySameInputs(NodeItem &node_item);
Status BuildNodeItem(const NodePtr &node, NodeItem &node_item);
Status GetOrCreateNodeItem(const NodePtr &node, NodeItem **node_item);
Status ParseDependentInputNodes(NodeItem &node_item, const std::vector<string> &dependencies);


+ 5
- 4
src/ge/hybrid/model/node_item.cc View File

@@ -28,6 +28,7 @@ namespace hybrid {
namespace {
const char *const kAttrNameOriginalFusionGraph = "_original_fusion_graph";
const char *const kNodeTypeRetVal = "_RetVal";
std::set<std::string> kControlOpTypes{IF, STATELESSIF, CASE, WHILE, STATELESSWHILE};

Status ParseInputMapping(Node &node, OpDesc &op_desc, FusedSubgraph &fused_subgraph) {
uint32_t parent_index = 0;
@@ -96,6 +97,9 @@ Status ParseFusedSubgraph(NodeItem &node_item) {
return SUCCESS;
}
} // namespace

bool IsControlOp(const std::string &op_type) { return kControlOpTypes.count(op_type) > 0; }

NodeItem::NodeItem(NodePtr node) : node(std::move(node)) {
this->op_desc = this->node->GetOpDesc().get();
this->node_id = this->op_desc->GetId();
@@ -145,10 +149,7 @@ Status NodeItem::Init() {
return SUCCESS;
}

bool NodeItem::IsControlOp() const {
auto op_type = op_desc->GetType();
return op_type == IF || op_type == CASE || op_type == WHILE || op_type == FOR;
}
bool NodeItem::IsControlOp() const { return ge::hybrid::IsControlOp(op_desc->GetType()); }

std::string NodeItem::DebugString() const {
std::stringstream ss;


+ 3
- 0
src/ge/hybrid/model/node_item.h View File

@@ -36,6 +36,8 @@ struct FusedSubgraph {
ComputeGraphPtr graph;
};

bool IsControlOp(const std::string &op_type);

// for caching static information across execution
struct NodeItem {
explicit NodeItem(NodePtr node);
@@ -79,6 +81,7 @@ struct NodeItem {
const NodeExecutor *node_executor = nullptr;
std::map<int, ge::NodePtr> ref_outputs;
std::map<int, int> reuse_inputs;
std::map<int, int> reuse_outputs;

std::vector<bool> is_input_shape_static;
bool is_output_shape_static = true;


+ 43
- 15
src/ge/hybrid/node_executor/aicore/aicore_node_executor.cc View File

@@ -17,8 +17,6 @@
#include "aicore_node_executor.h"
#include "cce/taskdown_common.hpp"
#include "hybrid/executor/hybrid_execution_context.h"
#include "init/gelib.h"
#include "hybrid/executor/hybrid_execution_context.h"

namespace ge {
namespace hybrid {
@@ -27,19 +25,10 @@ REGISTER_NODE_EXECUTOR_BUILDER(NodeExecutorManager::ExecutorType::AICORE, AiCore
AiCoreNodeTask::AiCoreNodeTask(std::vector<std::unique_ptr<AiCoreOpTask>> &&tasks) : tasks_(std::move(tasks)) {}

Status AiCoreNodeExecutor::Initialize() {
auto ge_lib = GELib::GetInstance();
GE_CHECK_NOTNULL(ge_lib);
if (!ge_lib->InitFlag()) {
GELOGE(GE_CLI_GE_NOT_INITIALIZED, "Ge_lib is uninitialized, failed.");
return GE_CLI_GE_NOT_INITIALIZED;
compiler_ = TaskCompilerFactory::GetInstance().GetTaskCompiler();
if (compiler_ != nullptr) {
GE_CHK_STATUS_RET(compiler_->Initialize(), "Failed to init aicore task compiler.");
}

auto &kernel_manager = ge_lib->OpsKernelManagerObj();
auto aic_ops_store = kernel_manager.GetOpsKernelInfoStore("AIcoreEngine");
GE_CHECK_NOTNULL(aic_ops_store);

compiler_.reset(new (std::nothrow) AiCoreTaskCompiler(aic_ops_store));
GE_CHECK_NOTNULL(compiler_);
return SUCCESS;
}

@@ -119,6 +108,12 @@ Status AiCoreNodeExecutor::CompileTask(const HybridModel &model, const NodePtr &
GE_CHECK_NOTNULL(op_desc);
GELOGI("AiCoreNodeExecutor(%s) CompileTask Start.", node->GetName().c_str());

auto ori_node_name = node->GetName();
if (compiler_ == nullptr) {
GELOGE(FAILED, "[%s] Can not find any valid aicore task compiler.", ori_node_name.c_str());
return FAILED;
}

AiCoreNodeTaskRegistry &registry = AiCoreNodeTaskRegistry::GetInstance();
std::string shape_key;
GE_CHK_STATUS_RET(GenNodeKey(node, shape_key), "GenNodeKey failed, op name = %s.", node->GetName().c_str());
@@ -132,7 +127,6 @@ Status AiCoreNodeExecutor::CompileTask(const HybridModel &model, const NodePtr &
}

std::vector<domi::TaskDef> task_defs;
auto ori_node_name = node->GetName();
op_desc->SetName(ori_node_name + "_" + shape_key);
GE_CHK_STATUS_RET(compiler_->CompileOp(node, task_defs), "Compile op(%s) failed.", ori_node_name.c_str());
op_desc->SetName(ori_node_name);
@@ -155,6 +149,13 @@ Status AiCoreNodeExecutor::CompileTask(const HybridModel &model, const NodePtr &

Status AiCoreNodeTask::ExecuteAsync(TaskContext &context, std::function<void()> done_callback) {
RECORD_EXECUTION_EVENT(context.GetExecutionContext(), context.GetNodeName(), "[AiCoreNodeTaskExecuteAsync] Start");
if (IsNoOp(context)) {
GELOGD("[%s] Skipping execution for op with empty outputs", context.GetNodeName());
auto ret = context.TryExecuteCallback(done_callback);
RECORD_EXECUTION_EVENT(context.GetExecutionContext(), context.GetNodeName(), "[AiCoreNodeTaskExecuteAsync] End");
return ret;
}

auto op_desc = context.GetNodeItem().op_desc;
GE_CHECK_NOTNULL(op_desc);
GELOGI("[%s] ExecuteAsync Start.", op_desc->GetName().c_str());
@@ -218,5 +219,32 @@ bool AiCoreNodeTask::IsSupportDynamicShape() {

return true;
}

bool AiCoreNodeTask::IsNoOp(TaskContext &task_context) {
for (int i = 0; i < task_context.NumOutputs(); ++i) {
const auto &tensor_desc = task_context.MutableOutputDesc(i);
GE_CHECK_NOTNULL(tensor_desc);
const auto &shape = tensor_desc->MutableShape();
if (shape.IsScalar() || shape.GetShapeSize() > 0) {
return false;
}
}

return true;
}

TaskCompilerFactory &TaskCompilerFactory::GetInstance() {
static TaskCompilerFactory instance;
return instance;
}

void TaskCompilerFactory::Register(CreateFn fn) { compiler_func_ = fn; }

std::unique_ptr<TaskCompiler> TaskCompilerFactory::GetTaskCompiler() {
auto compiler_instance = std::unique_ptr<TaskCompiler>(compiler_func_());
return compiler_instance;
}

CompilerFunctionRegistrar::CompilerFunctionRegistrar(CreateFn fn) { TaskCompilerFactory::GetInstance().Register(fn); }
} // namespace hybrid
} // namespace ge

+ 34
- 2
src/ge/hybrid/node_executor/aicore/aicore_node_executor.h View File

@@ -18,13 +18,21 @@
#define GE_HYBRID_KERNEL_AICORE_NODE_EXECUTOR_H_

#include "hybrid/node_executor/aicore/aicore_task_builder.h"
#include "hybrid/node_executor/aicore/aicore_task_compiler.h"
#include "hybrid/node_executor/node_executor.h"
#include <map>
#include <mutex>

namespace ge {
namespace hybrid {

class TaskCompiler {
public:
TaskCompiler() = default;
virtual ~TaskCompiler() = default;
virtual Status CompileOp(const NodePtr &node, std::vector<domi::TaskDef> &tasks) = 0;
virtual Status Initialize() = 0;
};

class AiCoreNodeTaskRegistry {
public:
~AiCoreNodeTaskRegistry() = default;
@@ -54,6 +62,7 @@ class AiCoreNodeTask : public NodeTask {
Status ExecuteAsync(TaskContext &context, std::function<void()> done_callback) override;

private:
static bool IsNoOp(TaskContext &task_context);
std::vector<std::unique_ptr<AiCoreOpTask>> tasks_;
};

@@ -65,8 +74,31 @@ class AiCoreNodeExecutor : public NodeExecutor {

private:
static Status GenNodeKey(const NodePtr &node, std::string &node_key);
std::unique_ptr<AiCoreTaskCompiler> compiler_;
std::unique_ptr<TaskCompiler> compiler_;
};

using CreateFn = TaskCompiler *(*)();
class TaskCompilerFactory {
public:
static TaskCompilerFactory &GetInstance();
void Register(CreateFn fn);
std::unique_ptr<TaskCompiler> GetTaskCompiler();

private:
CreateFn compiler_func_;
};

class CompilerFunctionRegistrar {
public:
CompilerFunctionRegistrar(CreateFn fn);
~CompilerFunctionRegistrar() = default;
};
} // namespace hybrid
} // namespace ge

#define REGISTER_TASK_COMPILER(compiler) \
static ::ge::hybrid::CompilerFunctionRegistrar register_compiler_function __attribute__((unused)) = \
::ge::hybrid::CompilerFunctionRegistrar( \
[]() -> ::ge::hybrid::TaskCompiler * { return new (std::nothrow) compiler(); })

#endif // GE_HYBRID_KERNEL_AICORE_NODE_EXECUTOR_H_

+ 14
- 2
src/ge/hybrid/node_executor/aicore/aicore_task_compiler.cc View File

@@ -18,6 +18,7 @@
#include "framework/common/debug/log.h"
#include "graph/debug/ge_attr_define.h"
#include "opskernel_manager/ops_kernel_builder_manager.h"
#include "init/gelib.h"

namespace ge {
namespace hybrid {
@@ -25,11 +26,22 @@ namespace {
uintptr_t kWeightBase = 0x10000000;
uintptr_t kMemBase = 0x20000000;
uint64_t kFakeSize = 0x10000000UL;
REGISTER_TASK_COMPILER(AiCoreTaskCompiler);
} // namespace
std::mutex AiCoreTaskCompiler::mu_;

AiCoreTaskCompiler::AiCoreTaskCompiler(OpsKernelInfoStorePtr aic_kernel_store)
: aic_kernel_store_(std::move(aic_kernel_store)) {}
Status AiCoreTaskCompiler::Initialize() {
auto ge_lib = GELib::GetInstance();
GE_CHECK_NOTNULL(ge_lib);
if (!ge_lib->InitFlag()) {
GELOGE(GE_CLI_GE_NOT_INITIALIZED, "Ge_lib is uninitialized, failed.");
return GE_CLI_GE_NOT_INITIALIZED;
}
auto &kernel_manager = ge_lib->OpsKernelManagerObj();
aic_kernel_store_ = kernel_manager.GetOpsKernelInfoStore("AIcoreEngine");
GE_CHECK_NOTNULL(aic_kernel_store_);
return SUCCESS;
}

Status AiCoreTaskCompiler::DoCompileOp(const NodePtr &node) const {
GE_CHECK_NOTNULL(node);


+ 5
- 3
src/ge/hybrid/node_executor/aicore/aicore_task_compiler.h View File

@@ -19,15 +19,17 @@

#include <mutex>
#include "opskernel_manager/ops_kernel_manager.h"
#include "aicore_node_executor.h"

namespace ge {
namespace hybrid {
class AiCoreTaskCompiler {
class AiCoreTaskCompiler : public TaskCompiler {
public:
explicit AiCoreTaskCompiler(OpsKernelInfoStorePtr aic_kernel_store);
AiCoreTaskCompiler() = default;
~AiCoreTaskCompiler() = default;

Status CompileOp(const NodePtr &node, std::vector<domi::TaskDef> &tasks);
Status CompileOp(const NodePtr &node, std::vector<domi::TaskDef> &tasks) override;
Status Initialize() override;

private:
Status DoCompileOp(const NodePtr &node) const;


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