!660 Feature: reset shape of dynamic single op

From: @lixiwen1
Reviewed-by: @xchu42,@wqtshg
Signed-off-by: @ji_chen

ge/CMakeLists.txt

@@ -144,6 +144,7 @@ set(TRAIN_SRC_LIST
     "graph/passes/atomic_addr_clean_pass.cc"
     "graph/passes/mark_same_addr_pass.cc"
     "graph/passes/mark_graph_unknown_status_pass.cc"
+    "graph/passes/dynamic_single_op_reset_shape_pass.cc"
     "graph/passes/mark_agnostic_pass.cc"
     "graph/partition/dynamic_shape_partition.cc"
     "graph/partition/stage_partition.cc"
@@ -434,6 +435,7 @@ set(INFER_SRC_LIST
     "graph/passes/atomic_addr_clean_pass.cc"
     "graph/passes/mark_same_addr_pass.cc"
     "graph/passes/mark_graph_unknown_status_pass.cc"
+    "graph/passes/dynamic_single_op_reset_shape_pass.cc"
     "graph/passes/mark_agnostic_pass.cc"
     "graph/common/omg_util.cc"
     "graph/common/bcast.cc"

ge/ge_inference.mk

@@ -109,6 +109,7 @@ OMG_HOST_SRC_FILES := \
     graph/passes/atomic_addr_clean_pass.cc \
     graph/passes/mark_same_addr_pass.cc \
     graph/passes/mark_graph_unknown_status_pass.cc \
+    graph/passes/dynamic_single_op_reset_shape_pass.cc \
     graph/passes/mark_agnostic_pass.cc \
     graph/common/omg_util.cc \
     graph/common/bcast.cc \

ge/ge_runner.mk

@@ -113,6 +113,7 @@ LIBGE_LOCAL_SRC_FILES := \
     graph/passes/atomic_addr_clean_pass.cc \
     graph/passes/mark_same_addr_pass.cc \
     graph/passes/mark_graph_unknown_status_pass.cc \
+    graph/passes/dynamic_single_op_reset_shape_pass.cc \
     graph/passes/mark_agnostic_pass.cc \
     graph/partition/dynamic_shape_partition.cc \
     graph/partition/stage_partition.cc \

ge/generator/ge_generator.cc

@@ -47,6 +47,8 @@ const char *const kEngineNameDefault = "default";
 const char *const kVectorEngine = "VectorEngine";
 const char *const kAIcoreEngine = "AIcoreEngine";
 const char *const kFileNameSuffix = "online";
+const size_t kDynamicDimSize = 1;
+const int64_t kDynamicDimValue = -2;
 
 std::map<ge::OpEngineType, std::string> engine_type_map{
     {ge::ENGINE_SYS, kEngineNameDefault}, {ge::ENGINE_AICORE, kAIcoreEngine}, {ge::ENGINE_VECTOR, kVectorEngine}};
@@ -248,6 +250,43 @@ static void GetOpsProtoPath(string &opsproto_path) {
   opsproto_path = (path_base + "ops/op_proto/custom/" + ":") + (path_base + "ops/op_proto/built-in/");
 }
 
+static Status CheckShapeReset(const OpDescPtr &op_desc, bool &change_shape_flag) {
+  GE_CHECK_NOTNULL_EXEC(op_desc, return PARAM_INVALID);
+  change_shape_flag = false;
+  for (size_t i = 0; i < op_desc->GetAllInputsDesc().size(); i++) {
+    auto input_desc = op_desc->MutableInputDesc(static_cast<uint32_t>(i));
+    GE_CHECK_NOTNULL(input_desc);
+    // pass scalar input desc
+    auto dims = input_desc->GetShape().GetDims();
+    if (dims.size() == kDynamicDimSize && dims[0] == kDynamicDimValue) {
+      change_shape_flag = true;
+    }
+  }
+  return SUCCESS;
+}
+
+static void ResetTensorVecShape(const vector<GeTensor> &inputs, vector<GeTensor> &inputs_dynamic) {
+  for (auto input : inputs) {
+    auto input_desc = input.GetTensorDesc();
+    GeShape shape_ori = input_desc.GetShape();
+
+    std::vector<int64_t> dynamic_shape_dims = {kDynamicDimValue};
+    GeShape dynamic_shape(dynamic_shape_dims);
+
+    ge::GeTensor inputTensor;
+    ge::GeTensorDesc desc(input_desc);
+
+    bool is_const = false;
+    (void)AttrUtils::GetBool(input_desc, CONST_ATTR_NAME_INPUT, is_const);
+    if (!is_const && shape_ori.GetDims().size() > 0) {
+      desc.SetShape(dynamic_shape);
+    }
+
+    inputTensor.SetTensorDesc(desc);
+    inputs_dynamic.push_back(inputTensor);
+  }
+}
+
 class GeGenerator::Impl {
  public:
   Impl(OmgContext &omg_context) : omg_context_(omg_context) {}
@@ -638,7 +677,18 @@ Status GeGenerator::BuildSingleOp(OpDescPtr &op_desc, const vector<GeTensor> &in
   }
   GeModelPtr &ge_model = name_to_ge_model.begin()->second;
   GELOGD("The opType in op_desc_tmp is [%s]", op_desc_tmp->GetType().c_str());
-  GE_CHK_STATUS_RET_NOLOG(impl_->SaveParams(ge_model, op_desc_tmp->GetType(), op_attrs, inputs, outputs));
+
+  bool dynamic_flag = false;
+  if (CheckShapeReset(op_desc, dynamic_flag) == SUCCESS && dynamic_flag) {
+    vector<GeTensor> inputs_dynamic;
+    vector<GeTensor> outputs_dynamic;
+    ResetTensorVecShape(inputs, inputs_dynamic);
+    ResetTensorVecShape(outputs, outputs_dynamic);
+    GE_CHK_STATUS_RET_NOLOG(
+      impl_->SaveParams(ge_model, op_desc_tmp->GetType(), op_attrs, inputs_dynamic, outputs_dynamic));
+  } else {
+    GE_CHK_STATUS_RET_NOLOG(impl_->SaveParams(ge_model, op_desc_tmp->GetType(), op_attrs, inputs, outputs));
+  }
   GE_CHK_STATUS_RET_NOLOG(impl_->SaveModel(model_file_name, ge_model, model_buff));
   return SUCCESS;
 }

ge/graph/manager/graph_manager.cc

@@ -56,6 +56,7 @@
 #include "graph/passes/iterator_op_pass.h"
 #include "graph/passes/link_gen_mask_nodes_pass.h"
 #include "graph/passes/mark_graph_unknown_status_pass.h"
+#include "graph/passes/dynamic_single_op_reset_shape_pass.h"
 #include "graph/passes/merge_pass.h"
 #include "graph/passes/merge_input_memcpy_pass.h"
 #include "graph/passes/merge_to_stream_merge_pass.h"
@@ -631,11 +632,22 @@ Status GraphManager::ReplaceSubgraphWithOriGraph(const ComputeGraphPtr &compute_
 
 Status GraphManager::SetSubgraph(uint64_t session_id, ComputeGraphPtr compute_graph, GraphPartitioner &partitioner) {
   GE_CHECK_NOTNULL(compute_graph);
+  PassManager pass_for_dynamic_shape_reset_optimize;
+  GE_CHK_STATUS_RET(pass_for_dynamic_shape_reset_optimize.AddPass(
+    "SetSubgraph::AfterSetSubgraph::DynamicSingleOpResetShapePass", new (std::nothrow) DynamicSingleOpResetShapePass))
+  GE_TIMESTAMP_START(pass_for_dynamic_shape_reset_optimize);
+  Status ret = pass_for_dynamic_shape_reset_optimize.Run(compute_graph);
+  GE_TIMESTAMP_END(pass_for_dynamic_shape_reset_optimize, "SetSubgraph::AfterSetSubgraph");
+  if (ret != SUCCESS && ret != NOT_CHANGED) {
+    GELOGE(ret, "Run passes when optimize subgraph failed");
+    return ret;
+  }
+
   auto sub_graph_map = partitioner.GetSubGraphMap();
   GELOGD("Directly optimize subgraph with build mode:%s, and step:%s.",
          options_.build_mode.c_str(),
          options_.build_step.c_str());
-  Status ret = OptimizeSubGraphWithMultiThreads(compute_graph, sub_graph_map, session_id);
+  ret = OptimizeSubGraphWithMultiThreads(compute_graph, sub_graph_map, session_id);
   if (ret != SUCCESS) {
     GELOGE(ret, "Multiply optimize subgraph failed");
     return ret;

ge/graph/passes/dynamic_single_op_reset_shape_pass.cc

@@ -0,0 +1,159 @@
+/**
+ * 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.
+ */
+
+#include "graph/passes/dynamic_single_op_reset_shape_pass.h"
+#include "common/ge_inner_error_codes.h"
+#include "graph/utils/node_utils.h"
+#include "graph/utils/graph_utils.h"
+#include "graph/utils/tensor_utils.h"
+#include "graph/utils/op_desc_utils.h"
+#include "graph/utils/type_utils.h"
+#include "graph/debug/ge_attr_define.h"
+
+namespace ge {
+namespace {
+const int64_t kDynamicShapeDim = -2;
+const char *const kEngineNameAiCpu = "DNN_VM_AICPU_ASCEND";
+const char *const kEngineNameAiCpuTf = "DNN_VM_AICPU";
+}  // namespace
+Status DynamicSingleOpResetShapePass::Run(ComputeGraphPtr graph) {
+  GE_CHECK_NOTNULL(graph);
+
+  std::shared_ptr<GELib> instance = ge::GELib::GetInstance();
+  if (instance == nullptr || !instance->InitFlag()) {
+    GELOGE(ge::GE_CLI_GE_NOT_INITIALIZED, "Run CompileNodesPass failed.");
+    return ge::GE_CLI_GE_NOT_INITIALIZED;
+  }
+
+  // pass if graph has not aicpu node.
+  bool is_not_aicpu = false;
+  if (CheckAllAicpuNodes(graph, is_not_aicpu) != SUCCESS) {
+    GELOGE(ge::GE_CLI_GE_NOT_INITIALIZED, "Check if graph has not aicpu node failed.");
+    return ge::GE_CLI_GE_NOT_INITIALIZED;
+  }
+  if (is_not_aicpu) {
+    GELOGI("The graph [%s] has not aicpu node, whose aicpu nodes would not be reset dynamic shape",
+           graph->GetName().c_str());
+    return SUCCESS;
+  }
+
+  for (const auto &node : graph->GetDirectNode()) {
+    GE_CHECK_NOTNULL(node->GetOpDesc());
+    // pass input and output node
+    if (node->GetType() == DATA || node->GetType() == CONSTANT || node->GetType() == CONSTANTOP ||
+        node->GetType() == NETOUTPUT) {
+      continue;
+    }
+
+    // pass node without attr: ATTR_DYNAMIC_SHAPE_SINGLE_AICPU
+    bool single_aicpu_unknown = false;
+    if (!AttrUtils::GetBool(node->GetOpDesc(), ATTR_DYNAMIC_SHAPE_SINGLE_AICPU, single_aicpu_unknown) ||
+        !single_aicpu_unknown) {
+      continue;
+    }
+
+    // reset aicpu shape to unknown shape
+    auto op_desc = node->GetOpDesc();
+    if (ResetOpShape(op_desc) != SUCCESS) {
+      GELOGE(ge::GE_CLI_GE_NOT_INITIALIZED, "Reset node[%s] dynamic shapr failed.", node->GetName().c_str());
+      return ge::GE_CLI_GE_NOT_INITIALIZED;
+    }
+    GELOGD("Reset dynamic aicpu node [%s] shape success!", node->GetName().c_str());
+  }
+
+  GELOGD("Reset dynamic aicpu nodes shape of graph [%s] success!", graph->GetName().c_str());
+  return SUCCESS;
+}
+
+Status DynamicSingleOpResetShapePass::CheckAllAicpuNodes(const ComputeGraphPtr &graph, bool &is_not_aicpu) {
+  is_not_aicpu = false;
+  for (const auto &node : graph->GetDirectNode()) {
+    GE_CHECK_NOTNULL(node->GetOpDesc());
+    // pass input and output node
+    if (node->GetType() == DATA || node->GetType() == CONSTANT || node->GetType() == CONSTANTOP ||
+        node->GetType() == NETOUTPUT) {
+      continue;
+    }
+
+    // find if there are aicpu nodes.
+    auto op_desc = node->GetOpDesc();
+    string engine_name = op_desc->GetOpEngineName();
+    if (engine_name.empty()) {
+      GELOGE(GRAPH_FAILED, "Get engine failed of node[%s].", node->GetName().c_str());
+      return GRAPH_FAILED;
+    }
+    if (engine_name != kEngineNameAiCpu && engine_name != kEngineNameAiCpuTf) {
+      is_not_aicpu = true;
+      return SUCCESS;
+    }
+  }
+  return SUCCESS;
+}
+
+bool DynamicSingleOpResetShapePass::CheckIfConstInput(const GeTensorDescPtr &input_tensor_desc) {
+  bool is_const = false;
+  (void)AttrUtils::GetBool(input_tensor_desc, CONST_ATTR_NAME_INPUT, is_const);
+  return is_const;
+}
+
+Status DynamicSingleOpResetShapePass::ResetOpShape(OpDescPtr &op_desc) {
+  GE_CHECK_NOTNULL(op_desc);
+  std::vector<int64_t> dynamic_shape_dims = {kDynamicShapeDim};
+  GeShape dynamic_shape(dynamic_shape_dims);
+  bool reset_shape_flag = false;
+  if (ResetInputTensorShape(op_desc, dynamic_shape, reset_shape_flag) == SUCCESS && reset_shape_flag) {
+    (void)ResetOutputTensorShape(op_desc, dynamic_shape);
+  }
+  return SUCCESS;
+}
+
+Status DynamicSingleOpResetShapePass::ResetInputTensorShape(OpDescPtr &op_desc, const GeShape &dynamic_shape,
+                                                            bool &reset_shape_flag) {
+  reset_shape_flag = false;
+  GE_CHECK_NOTNULL(op_desc);
+  for (size_t i = 0; i < op_desc->GetAllInputsDesc().size(); i++) {
+    auto input_desc = op_desc->MutableInputDesc(static_cast<uint32_t>(i));
+    GE_CHECK_NOTNULL(input_desc);
+    // pass scalar input desc
+    auto dims_ori = input_desc->GetShape().GetDims();
+    if (dims_ori.size() == 0) {
+      continue;
+    }
+    // pass const input
+    if (CheckIfConstInput(input_desc)) {
+      continue;
+    }
+    reset_shape_flag = true;
+    input_desc->SetShape(dynamic_shape);
+  }
+  return SUCCESS;
+}
+
+Status DynamicSingleOpResetShapePass::ResetOutputTensorShape(OpDescPtr &op_desc, const GeShape &dynamic_shape) {
+  GE_CHECK_NOTNULL(op_desc);
+  for (size_t i = 0; i < op_desc->GetAllOutputsDesc().size(); i++) {
+    auto output_desc = op_desc->MutableOutputDesc(static_cast<uint32_t>(i));
+    GE_CHECK_NOTNULL(output_desc);
+    // pass scalar input desc
+    auto output_dims_ori = output_desc->GetShape().GetDims();
+    if (output_dims_ori.size() == 0) {
+      continue;
+    }
+    output_desc->SetShape(dynamic_shape);
+  }
+  return SUCCESS;
+}
+}  // namespace ge

ge/graph/passes/dynamic_single_op_reset_shape_pass.h

@@ -0,0 +1,36 @@
+/**
+ * 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.
+ */
+
+#ifndef GE_GRAPH_PASSES_DYNAMIC_SINGLE_OP_RESET_SHAPE_PASS_H_
+#define GE_GRAPH_PASSES_DYNAMIC_SINGLE_OP_RESET_SHAPE_PASS_H_
+#include "graph/graph.h"
+#include "inc/graph_pass.h"
+#include "init/gelib.h"
+
+namespace ge {
+class DynamicSingleOpResetShapePass : public GraphPass {
+ public:
+  Status Run(ComputeGraphPtr graph) override;
+
+ private:
+  Status ResetOpShape(OpDescPtr &op_desc);
+  Status ResetInputTensorShape(OpDescPtr &op_desc, const GeShape &dynamic_shape, bool &reset_shape_flag);
+  Status ResetOutputTensorShape(OpDescPtr &op_desc, const GeShape &dynamic_shape);
+  Status CheckAllAicpuNodes(const ComputeGraphPtr &graph, bool &is_not_aicpu);
+  bool CheckIfConstInput(const GeTensorDescPtr &input_tensor_desc);
+};
+}  // namespace ge
+#endif  // GE_GRAPH_PASSES_DYNAMIC_SINGLE_OP_RESET_SHAPE_PASS_H_

tests/ut/ge/CMakeLists.txt

@@ -182,6 +182,7 @@ set(COMMON_SRC_FILES
     "${GE_CODE_DIR}/ge/graph/passes/atomic_addr_clean_pass.cc"
     "${GE_CODE_DIR}/ge/graph/passes/mark_same_addr_pass.cc"
     "${GE_CODE_DIR}/ge/graph/passes/mark_graph_unknown_status_pass.cc"
+    "${GE_CODE_DIR}/ge/graph/passes/dynamic_single_op_reset_shape_pass.cc"
     "${GE_CODE_DIR}/ge/graph/passes/mark_agnostic_pass.cc"
     "${GE_CODE_DIR}/ge/graph/passes/dimension_compute_pass.cc"
     "${GE_CODE_DIR}/ge/graph/passes/dimension_adjust_pass.cc"