!1296 move signature to primitivepy and bprop_func to utils

Merge pull request !1296 from leopz/fix_primitive

mindspore/ccsrc/ir/primitive.cc

@@ -24,75 +24,13 @@
 #include "pipeline/parse/data_converter.h"
 #include "pybind11/pytypes.h"
 #include "utils/convert_utils.h"
+#include "utils/primitive_utils.h"
 
 #include "pybind_api/api_register.h"
 #include "pybind_api/export_flags.h"
 
 namespace mindspore {
-using mindspore::abstract::AbstractFunction;
-
-abstract::AbstractBasePtr Primitive::ToPrimAbstract(const AnfNodePtr &anf_node) {
-  auto prim_func = std::make_shared<abstract::PrimitiveAbstractClosure>(shared_from_base<Primitive>(), anf_node);
-  return prim_func;
-}
-
-static py::function GetBpropFunctionByObj(py::object obj) {
-  static const std::string get_bprop_fn = "get_bprop_fn";
-  static const std::string ad_module = "mindspore.ops._grad";
-  py::function fn = parse::python_adapter::GetPyFn(ad_module, get_bprop_fn)(obj);
-  return fn;
-}
-
-py::function Primitive::GetBpropFunction() {
-  auto fn = GetBpropFunctionByObj(py::str(name()));
-  if (fn.is_none()) {
-    MS_LOG(WARNING) << "Can't find bprop function for " << name();
-  }
-  return fn;
-}
-
-py::function Primitive::GetComputeFunction() {
-  static const std::string module = "mindspore._extends.builtin_operations";
-  py::module mod = py::module::import(common::SafeCStr(module));
-  if (!py::hasattr(mod, common::SafeCStr(name()))) {
-    PyErr_SetString(PyExc_NotImplementedError, common::SafeCStr(name()));
-    // If raise AttributeError, user can't understand. This case need raise NotImplementedError.
-    throw py::error_already_set();
-  }
-  py::object fn = mod.attr(common::SafeCStr(name()));
-  return fn;
-}
-
-bool Primitive::operator==(const Value &other) const {
-  if (other.isa<Primitive>()) {
-    auto other_prim = static_cast<const Primitive &>(other);
-    return *this == other_prim;
-  } else {
-    return false;
-  }
-}
-
-bool Primitive::operator==(const Primitive &other) const {
-  if (name() != other.name()) {
-    return false;
-  }
-  if (attrs_.size() != other.attrs_.size()) {
-    return false;
-  }
-  auto all = std::all_of(attrs_.begin(), attrs_.end(), [&other](const std::pair<std::string, ValuePtr> &item) -> bool {
-    if (item.second == nullptr) {
-      return false;
-    }
-    auto iter = other.attrs_.find(item.first);
-    if (iter == other.attrs_.end()) {
-      return false;
-    }
-    return *item.second == *iter->second;
-  });
-  return all;
-}
-
-void Primitive::set_signatures(
+void PrimitivePy::set_signatures(
   std::vector<std::tuple<std::string, SignatureEnumRW, SignatureEnumKind, py::object, SignatureEnumDType>> signatures) {
   signatures_.clear();
   for (auto &signature : signatures) {
@@ -104,27 +42,7 @@ void Primitive::set_signatures(
     std::tie(name, rw, kind, default_value, dtype) = signature;
     signatures_.emplace_back(Signature(name, rw, kind, default_value, dtype));
   }
-}
-
-std::string Primitive::GetAttrsText() const {
-  if (attrs_.empty()) {
-    return "";
-  }
-
-  std::ostringstream oss;
-  oss << "[";
-  bool is_first = true;
-  for (auto &attr : attrs_) {
-    if (is_first) {
-      is_first = false;
-    } else {
-      oss << ", ";
-    }
-    oss << attr.first << "=" << attr.second->DumpText();
-  }
-  oss << "]";
-
-  return oss.str();
+  set_has_signature(true);
 }
 
 py::function PrimitivePy::GetBpropFunction() {
@@ -158,7 +76,7 @@ py::function PrimitivePy::GetComputeFunction() {
 
   if (py::isinstance<py::none>(vm_fn)) {
     MS_LOG(DEBUG) << "Cannot find " << python_obj_.attr("__class__").attr("__name__").cast<std::string>();
-    vm_fn = Primitive::GetComputeFunction();
+    vm_fn = mindspore::GetComputeFunction(Primitive::name());
   }
   return vm_fn;
 }

mindspore/ccsrc/ir/primitive.h

@@ -22,59 +22,26 @@
 #include <memory>
 #include <string>
 #include <tuple>
-#include "pybind11/pybind11.h"
 
+#include "pybind11/pybind11.h"
 #include "pipeline/static_analysis/abstract_value.h"
 #include "utils/misc.h"
 #include "utils/log_adapter.h"
+#include "ir/primitive_base.h"
 #include "ir/signature.h"
-
 #include "parallel/ops_info/operator_info.h"
 
 namespace py = pybind11;
 
 namespace mindspore {
-using abstract::AbstractBasePtr;
-using abstract::AbstractBasePtrList;
-// Supported meta type
-enum PrimType {
-  kPrimTypeUnknown = 0,
-  kPrimTypeBegin = kTypeUnknown,
-  kPrimTypeBuiltIn,        // Built-in primitive operator
-  kPrimTypePyInferShape,   // Primitive operator defined by custom
-  kPrimTypePyInferTensor,  // Primitive operator defined by custom
-  kPrimTypeUserCustom
-};
-
-class Primitive : public Named {
+class PrimitivePy : public Primitive {
  public:
-  explicit Primitive(const std::string &name, const PrimType prim_type = kPrimTypeBuiltIn)
-      : Named(name), signatures_(), prim_type_(prim_type) {}
-
-  Primitive(const Primitive &prim)
-      : Named(prim),
-        attrs_(prim.attrs_),
-        signatures_(prim.signatures_),
-        instance_name_(prim.instance_name_),
-        prim_type_(prim.prim_type_) {}
-
-  MS_DECLARE_PARENT(Primitive, Named);
-
-  abstract::AbstractBasePtr ToPrimAbstract(const AnfNodePtr &anf_node);
-  std::string ToString() const override { return name(); }
-  virtual py::function GetBpropFunction();
-  virtual py::function GetComputeFunction();
-  Primitive &AddAttr(const std::string &name, const ValuePtr &attr) {
-    attrs_[name] = attr;
-    return *this;
-  }
-
-  Primitive &SetAttrs(const std::unordered_map<std::string, ValuePtr> &attrs) {
-    for (auto &attr : attrs) {
-      attrs_[attr.first] = attr.second;
-    }
-    return *this;
-  }
+  PrimitivePy(const py::str &name, const py::object &python_obj)
+      : Primitive(name, false), python_obj_(python_obj), signatures_() {}
+  ~PrimitivePy() override = default;
+  MS_DECLARE_PARENT(PrimitivePy, Primitive);
+  py::function GetBpropFunction();
+  py::function GetComputeFunction();
 
   void set_signatures(
     std::vector<std::tuple<std::string, SignatureEnumRW, SignatureEnumKind, py::object, SignatureEnumDType>>
@@ -82,52 +49,6 @@ class Primitive : public Named {
 
   const std::vector<Signature> &signatures() const { return signatures_; }
 
-  void set_attr(const std::string &attrName, const ValuePtr &attr) { attrs_[attrName] = attr; }
-  void EraseAttr(const std::string &attrName) { (void)attrs_.erase(attrName); }
-
-  ValuePtr GetAttr(const std::string &attrName) const {
-    auto iter = attrs_.find(attrName);
-    return iter == attrs_.cend() ? nullptr : iter->second;
-  }
-
-  const std::unordered_map<std::string, ValuePtr> &attrs() const { return attrs_; }
-
-  // if Primitive has any attribute, for Primitives like scalar_add, return, etc, don't have any attribute.
-  bool HasAttr() const { return !attrs_.empty(); }
-  bool HasAttr(const std::string &attrName) const {
-    auto iter = attrs_.find(attrName);
-    return !(iter == attrs_.cend());
-  }
-  void set_prim_type(const PrimType t) { prim_type_ = t; }
-  void set_instance_name(const std::string s) { instance_name_ = s; }
-  bool HasPyEvaluator() const { return prim_type_ == kPrimTypePyInferShape || prim_type_ == kPrimTypeUserCustom; }
-  bool HasPyInferTensor() const { return prim_type_ == kPrimTypePyInferTensor; }
-  bool IsCustomPrim() const { return prim_type_ == kPrimTypeUserCustom; }
-
-  PrimType prim_type() const { return prim_type_; }
-  std::string instance_name() const { return instance_name_; }
-  std::string GetAttrsText() const;
-  bool operator==(const Value &other) const override;
-  bool operator==(const Primitive &other) const;
-  ~Primitive() override = default;
-
- protected:
-  std::unordered_map<std::string, ValuePtr> attrs_;
-
- private:
-  std::vector<Signature> signatures_;
-  std::string instance_name_;
-  PrimType prim_type_;
-};
-
-class PrimitivePy : public Primitive {
- public:
-  PrimitivePy(const py::str &name, const py::object &python_obj) : Primitive(name), python_obj_(python_obj) {}
-  ~PrimitivePy() override = default;
-  MS_DECLARE_PARENT(PrimitivePy, Primitive);
-  py::function GetBpropFunction() override;
-  py::function GetComputeFunction() override;
-
   void AddPyAttr(const py::str &name, const py::object &obj);
 
   py::dict GetAttrDict();
@@ -138,25 +59,9 @@ class PrimitivePy : public Primitive {
 
  private:
   py::object python_obj_;
+  std::vector<Signature> signatures_;
 };
 
 using PrimitivePyPtr = std::shared_ptr<PrimitivePy>;
-
-inline std::ostream &operator<<(std::ostream &os, const PrimitivePtr &p) {
-  os << *p;
-  return os;
-}
-
-struct PrimitiveEqual {
-  bool operator()(PrimitivePtr const &t1, PrimitivePtr const &t2) const {
-    MS_EXCEPTION_IF_NULL(t1);
-    MS_EXCEPTION_IF_NULL(t2);
-    return t1->name() == t2->name();
-  }
-};
-
-struct PrimitiveHasher {
-  std::size_t operator()(PrimitivePtr const &prim) const { return prim->Hash(); }
-};
 }  // namespace mindspore
 #endif  // MINDSPORE_CCSRC_IR_PRIMITIVE_H_

mindspore/ccsrc/ir/primitive_base.cc

+/**
+ * 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 "ir/primitive_base.h"
+
+#include <utility>
+
+namespace mindspore {
+bool Primitive::operator==(const Value &other) const {
+  if (other.isa<Primitive>()) {
+    auto other_prim = static_cast<const Primitive &>(other);
+    return *this == other_prim;
+  } else {
+    return false;
+  }
+}
+
+bool Primitive::operator==(const Primitive &other) const {
+  if (name() != other.name()) {
+    return false;
+  }
+  if (attrs_.size() != other.attrs_.size()) {
+    return false;
+  }
+  auto all = std::all_of(attrs_.begin(), attrs_.end(), [&other](const std::pair<std::string, ValuePtr> &item) -> bool {
+    if (item.second == nullptr) {
+      return false;
+    }
+    auto iter = other.attrs_.find(item.first);
+    if (iter == other.attrs_.end()) {
+      return false;
+    }
+    return *item.second == *iter->second;
+  });
+  return all;
+}
+
+std::string Primitive::GetAttrsText() const {
+  if (attrs_.empty()) {
+    return "";
+  }
+
+  std::ostringstream oss;
+  oss << "[";
+  bool is_first = true;
+  for (auto &attr : attrs_) {
+    if (is_first) {
+      is_first = false;
+    } else {
+      oss << ", ";
+    }
+    oss << attr.first << "=" << attr.second->DumpText();
+  }
+  oss << "]";
+
+  return oss.str();
+}
+}  // namespace mindspore

mindspore/ccsrc/ir/primitive_base.h

+/**
+ * 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 MINDSPORE_CCSRC_IR_PRIMITIVE_BASE_H_
+#define MINDSPORE_CCSRC_IR_PRIMITIVE_BASE_H_
+
+#include <unordered_map>
+#include <vector>
+#include <memory>
+#include <string>
+#include <tuple>
+
+#include "ir/dtype/type.h"
+
+namespace mindspore {
+// Supported meta type
+enum PrimType {
+  kPrimTypeUnknown = 0,
+  kPrimTypeBegin = kTypeUnknown,
+  kPrimTypeBuiltIn,        // Built-in primitive operator
+  kPrimTypePyInferShape,   // Primitive operator defined by custom
+  kPrimTypePyInferTensor,  // Primitive operator defined by custom
+  kPrimTypeUserCustom
+};
+
+class Primitive : public Named {
+ public:
+  explicit Primitive(const std::string &name, const bool is_base = true, const PrimType prim_type = kPrimTypeBuiltIn)
+      : Named(name), is_base_(is_base), has_signature_(false), prim_type_(prim_type) {}
+
+  Primitive(const Primitive &prim)
+      : Named(prim),
+        attrs_(prim.attrs_),
+        instance_name_(prim.instance_name_),
+        is_base_(prim.is_base_),
+        has_signature_(prim.has_signature_),
+        prim_type_(prim.prim_type_) {}
+
+  MS_DECLARE_PARENT(Primitive, Named);
+
+  abstract::AbstractBasePtr ToPrimAbstract(const AnfNodePtr &anf_node);
+  std::string ToString() const override { return name(); }
+  Primitive &AddAttr(const std::string &name, const ValuePtr &attr) {
+    attrs_[name] = attr;
+    return *this;
+  }
+
+  Primitive &SetAttrs(const std::unordered_map<std::string, ValuePtr> &attrs) {
+    for (auto &attr : attrs) {
+      attrs_[attr.first] = attr.second;
+    }
+    return *this;
+  }
+
+  void set_attr(const std::string &attrName, const ValuePtr &attr) { attrs_[attrName] = attr; }
+  void EraseAttr(const std::string &attrName) { (void)attrs_.erase(attrName); }
+
+  ValuePtr GetAttr(const std::string &attrName) const {
+    auto iter = attrs_.find(attrName);
+    return iter == attrs_.cend() ? nullptr : iter->second;
+  }
+
+  const std::unordered_map<std::string, ValuePtr> &attrs() const { return attrs_; }
+
+  // if Primitive has any attribute, for Primitives like scalar_add, return, etc, don't have any attribute.
+  bool HasAttr() const { return !attrs_.empty(); }
+  bool HasAttr(const std::string &attrName) const {
+    auto iter = attrs_.find(attrName);
+    return !(iter == attrs_.cend());
+  }
+  void set_prim_type(const PrimType t) { prim_type_ = t; }
+  void set_instance_name(const std::string s) { instance_name_ = s; }
+  bool HasPyEvaluator() const { return prim_type_ == kPrimTypePyInferShape || prim_type_ == kPrimTypeUserCustom; }
+  bool HasPyInferTensor() const { return prim_type_ == kPrimTypePyInferTensor; }
+  bool IsCustomPrim() const { return prim_type_ == kPrimTypeUserCustom; }
+
+  PrimType prim_type() const { return prim_type_; }
+  std::string instance_name() const { return instance_name_; }
+  std::string GetAttrsText() const;
+  bool operator==(const Value &other) const override;
+  bool operator==(const Primitive &other) const;
+  ~Primitive() override = default;
+
+  void set_has_signature(bool has_signature) { has_signature_ = has_signature; }
+  bool has_signature() const { return has_signature_; }
+  bool is_base() const { return is_base_; }
+
+ protected:
+  std::unordered_map<std::string, ValuePtr> attrs_;
+
+ private:
+  std::string instance_name_;
+  bool is_base_;
+  bool has_signature_;
+  PrimType prim_type_;
+};
+
+inline std::ostream &operator<<(std::ostream &os, const PrimitivePtr &p) {
+  os << *p;
+  return os;
+}
+
+struct PrimitiveEqual {
+  bool operator()(PrimitivePtr const &t1, PrimitivePtr const &t2) const {
+    MS_EXCEPTION_IF_NULL(t1);
+    MS_EXCEPTION_IF_NULL(t2);
+    return t1->name() == t2->name();
+  }
+};
+
+struct PrimitiveHasher {
+  std::size_t operator()(PrimitivePtr const &prim) const { return prim->Hash(); }
+};
+}  // namespace mindspore
+#endif  // MINDSPORE_CCSRC_IR_PRIMITIVE_BASE_H_

mindspore/ccsrc/ir/primitive_base_extends.cc

+/**
+ * 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 "ir/primitive_base.h"
+#include "pipeline/static_analysis/abstract_function.h"
+
+namespace mindspore {
+abstract::AbstractBasePtr Primitive::ToPrimAbstract(const AnfNodePtr &anf_node) {
+  auto prim_func = std::make_shared<abstract::PrimitiveAbstractClosure>(shared_from_base<Primitive>(), anf_node);
+  return prim_func;
+}
+}  // namespace mindspore

mindspore/ccsrc/operator/composite/do_signature.cc

@@ -36,8 +36,8 @@ using PatternListType = std::initializer_list<BaseRef>;
 
 const std::vector<Signature> &GetSignature(const ValuePtr &function) {
   static const auto empty = std::vector<Signature>();
-  if (function->isa<Primitive>()) {
-    return function->cast<PrimitivePtr>()->signatures();
+  if (function->isa<Primitive>() && function->cast<PrimitivePtr>()->has_signature()) {
+    return function->cast<PrimitivePyPtr>()->signatures();
   } else if (function->isa<MetaFuncGraph>()) {
     return function->cast<MetaFuncGraphPtr>()->signatures();
   }

mindspore/ccsrc/optimizer/ad/kprim.cc

@@ -20,6 +20,7 @@
 #include <string>
 #include <utility>
 #include "ir/anf.h"
+#include "ir/primitive.h"
 #include "ir/meta_func_graph.h"
 #include "ir/func_graph_cloner.h"
 #include "ir/manager.h"
@@ -30,6 +31,7 @@
 #include "operator/ops.h"
 #include "operator/composite/composite.h"
 #include "utils/symbolic.h"
+#include "utils/primitive_utils.h"
 #include "debug/info.h"
 #include "debug/trace.h"
 
@@ -49,7 +51,7 @@ FuncGraphPtr KPrim::GetBprop(const PrimitivePtr &prim) {
   auto scope = std::make_shared<Scope>(gradients_scope + ScopeManager::GetInstance().GetCurrentScope()->name() +
                                        grad_op_child_scope_prefix + prim->name());
   ScopeGuard scope_guard(scope);
-  py::function fn = prim->GetBpropFunction();
+  py::function fn = prim->is_base() ? GetBpropFunction(prim->name()) : prim->cast<PrimitivePyPtr>()->GetBpropFunction();
   if (fn == nullptr || py::isinstance<py::none>(fn)) {
     MS_LOG(DEBUG) << "Fail to find bprop function for " << prim->name() << ".";
     return nullptr;

mindspore/ccsrc/utils/primitive_utils.cc

+/**
+ * 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 "utils/primitive_utils.h"
+#include "pipeline/parse/python_adapter.h"
+#include "utils/log_adapter.h"
+#include "common/utils.h"
+
+namespace mindspore {
+py::function GetBpropFunctionByObj(py::object obj) {
+  static const std::string get_bprop_fn = "get_bprop_fn";
+  static const std::string ad_module = "mindspore.ops._grad";
+  py::function fn = parse::python_adapter::GetPyFn(ad_module, get_bprop_fn)(obj);
+  return fn;
+}
+
+py::function GetBpropFunction(std::string name) {
+  auto fn = GetBpropFunctionByObj(py::str(name));
+  if (fn.is_none()) {
+    MS_LOG(WARNING) << "Can't find bprop function for " << name;
+  }
+  return fn;
+}
+
+py::function GetComputeFunction(std::string name) {
+  static const std::string module = "mindspore._extends.builtin_operations";
+  py::module mod = py::module::import(common::SafeCStr(module));
+  if (!py::hasattr(mod, common::SafeCStr(name))) {
+    PyErr_SetString(PyExc_NotImplementedError, common::SafeCStr(name));
+    // If raise AttributeError, user can't understand. This case need raise NotImplementedError.
+    throw py::error_already_set();
+  }
+  py::object fn = mod.attr(common::SafeCStr(name));
+  return fn;
+}
+}  // namespace mindspore

mindspore/ccsrc/utils/primitive_utils.h

+/**
+ * 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 MINDSPORE_CCSRC_UTILS_PRIMITIVE_UTILS_H_
+#define MINDSPORE_CCSRC_UTILS_PRIMITIVE_UTILS_H_
+
+#include <string>
+#include "pybind11/pybind11.h"
+
+namespace py = pybind11;
+
+namespace mindspore {
+py::function GetBpropFunctionByObj(py::object obj);
+
+py::function GetBpropFunction(std::string name);
+
+py::function GetComputeFunction(std::string name);
+}  // namespace mindspore
+
+#endif  // MINDSPORE_CCSRC_UTILS_PRIMITIVE_UTILS_H_

mindspore/ccsrc/vm/vmimpl.cc

@@ -31,6 +31,7 @@
 #include "ir/manager.h"
 #include "ir/func_graph_cloner.h"
 #include "utils/convert_utils.h"
+#include "utils/primitive_utils.h"
 #include "debug/draw.h"
 
 namespace mindspore {
@@ -443,7 +444,7 @@ BaseRef RunOperation(const PrimitivePtr &prim, const VectorRef &args) {
   PrimitivePyPtr operation = dyn_cast<PrimitivePy>(prim);
 
   MS_LOG(DEBUG) << "operation start " << prim->name();
-  auto func = operation != nullptr ? operation->GetComputeFunction() : prim->GetComputeFunction();
+  auto func = operation != nullptr ? operation->GetComputeFunction() : GetComputeFunction(prim->name());
   if (py::isinstance<py::none>(func)) {
     MS_LOG(EXCEPTION) << prim->name() << " 's compute function is not implemented";
   }

tests/ut/cpp/operator/ops_test.cc

@@ -390,7 +390,7 @@ TEST_F(TestOps, Conv2dAttrTest) {
 }
 
 TEST_F(TestOps, CustomOpAttrTest) {
-  Primitive prim("CustomOp", kPrimTypePyInferShape);
+  Primitive prim("CustomOp", true, kPrimTypePyInferShape);
   prim.SetAttrs({
     {"attr1", MakeValue(3)},
     {"attr2", MakeValue(1)},