return output_;
}
- static void test(InputType input, std::function<void(const InputType&)> inputExpectation, OutputType output, std::function<void(const IValue&)> outputExpectation, const std::string& schema = "") {
+ static void test(InputType input, std::function<void(const InputType&)> inputExpectation, OutputType output, std::function<void(const IValue&)> outputExpectation, const std::string& schema) {
+ // test with explicitly specified schema
+ test_(input, inputExpectation, output, outputExpectation, schema);
+
+ // test with inferred schema
+ test_(input, inputExpectation, output, outputExpectation, "");
+ }
+
+private:
+ static void test_(InputType input, std::function<void(const InputType&)> inputExpectation, OutputType output, std::function<void(const IValue&)> outputExpectation, const std::string& schema = "") {
auto registry = c10::RegisterOperators().op("_test::my_op" + schema, kernel<ArgTypeTestKernel>(input, std::move(inputExpectation), std::move(output)));
auto op = Dispatcher::singleton().findSchema("_test::my_op", "");
ASSERT_TRUE(op.has_value()); // assert schema is registered
outputExpectation(actualOutput[0]);
}
-private:
InputType input_;
std::function<void(const InputType&)> inputExpectation_;
OutputType output_;
// primitive types
ArgTypeTestKernel<double>::test(
1.5, [] (const double& v) {EXPECT_EQ(1.5, v);},
- 2.5, [] (const IValue& v) {EXPECT_EQ(2.5, v.toDouble());});
- ArgTypeTestKernel<double>::test(
- 1.5, [] (const double& v) {EXPECT_EQ(1.5, v);},
2.5, [] (const IValue& v) {EXPECT_EQ(2.5, v.toDouble());},
"(float a) -> float");
ArgTypeTestKernel<int64_t>::test(
1, [] (const int64_t& v) {EXPECT_EQ(1, v);},
- 2, [] (const IValue& v) {EXPECT_EQ(2, v.toInt());});
- ArgTypeTestKernel<int64_t>::test(
- 1, [] (const int64_t& v) {EXPECT_EQ(1, v);},
2, [] (const IValue& v) {EXPECT_EQ(2, v.toInt());},
"(int a) -> int");
ArgTypeTestKernel<bool>::test(
true, [] (const bool& v) {EXPECT_EQ(true, v);},
- false, [] (const IValue& v) {EXPECT_EQ(false, v.toBool());});
- ArgTypeTestKernel<bool>::test(
- true, [] (const bool& v) {EXPECT_EQ(true, v);},
false, [] (const IValue& v) {EXPECT_EQ(false, v.toBool());},
"(bool a) -> bool");
ArgTypeTestKernel<bool>::test(
false, [] (const bool& v) {EXPECT_EQ(false, v);},
- true, [] (const IValue& v) {EXPECT_EQ(true, v.toBool());});
- ArgTypeTestKernel<bool>::test(
- false, [] (const bool& v) {EXPECT_EQ(false, v);},
true, [] (const IValue& v) {EXPECT_EQ(true, v.toBool());},
"(bool a) -> bool");
ArgTypeTestKernel<std::string>::test(
"string1", [] (const std::string& v) {EXPECT_EQ("string1", v);},
- "string2", [] (const IValue& v) {EXPECT_EQ("string2", v.toString()->string());});
- ArgTypeTestKernel<std::string>::test(
- "string1", [] (const std::string& v) {EXPECT_EQ("string1", v);},
"string2", [] (const IValue& v) {EXPECT_EQ("string2", v.toString()->string());},
"(str a) -> str");
ArgTypeTestKernel<Tensor>::test(
dummyTensor(TensorType1()), [] (const Tensor& v) {EXPECT_EQ(TensorType1(), v.type_id());},
- dummyTensor(TensorType2()), [] (const IValue& v) {EXPECT_EQ(TensorType2(), v.toTensor().type_id());});
- ArgTypeTestKernel<Tensor>::test(
- dummyTensor(TensorType1()), [] (const Tensor& v) {EXPECT_EQ(TensorType1(), v.type_id());},
dummyTensor(TensorType2()), [] (const IValue& v) {EXPECT_EQ(TensorType2(), v.toTensor().type_id());},
"(Tensor a) -> Tensor");
// optional types (with has_value() == true)
ArgTypeTestKernel<c10::optional<double>>::test(
c10::optional<double>(1.5), [] (const c10::optional<double>& v) {EXPECT_EQ(1.5, v.value());},
- c10::optional<double>(2.5), [] (const IValue& v) {EXPECT_EQ(2.5, v.toDouble());});
- ArgTypeTestKernel<c10::optional<double>>::test(
- c10::optional<double>(1.5), [] (const c10::optional<double>& v) {EXPECT_EQ(1.5, v.value());},
c10::optional<double>(2.5), [] (const IValue& v) {EXPECT_EQ(2.5, v.toDouble());},
"(float? a) -> float?");
ArgTypeTestKernel<c10::optional<int64_t>>::test(
c10::optional<int64_t>(1), [] (const c10::optional<int64_t>& v) {EXPECT_EQ(1, v.value());},
- c10::optional<int64_t>(2), [] (const IValue& v) {EXPECT_EQ(2, v.toInt());});
- ArgTypeTestKernel<c10::optional<int64_t>>::test(
- c10::optional<int64_t>(1), [] (const c10::optional<int64_t>& v) {EXPECT_EQ(1, v.value());},
c10::optional<int64_t>(2), [] (const IValue& v) {EXPECT_EQ(2, v.toInt());},
"(int? a) -> int?");
ArgTypeTestKernel<c10::optional<bool>>::test(
c10::optional<bool>(true), [] (const c10::optional<bool>& v) {EXPECT_EQ(true, v.value());},
- c10::optional<bool>(false), [] (const IValue& v) {EXPECT_EQ(false, v.toBool());});
- ArgTypeTestKernel<c10::optional<bool>>::test(
- c10::optional<bool>(true), [] (const c10::optional<bool>& v) {EXPECT_EQ(true, v.value());},
c10::optional<bool>(false), [] (const IValue& v) {EXPECT_EQ(false, v.toBool());},
"(bool? a) -> bool?");
ArgTypeTestKernel<c10::optional<bool>>::test(
c10::optional<bool>(false), [] (const c10::optional<bool>& v) {EXPECT_EQ(false, v.value());},
- c10::optional<bool>(true), [] (const IValue& v) {EXPECT_EQ(true, v.toBool());});
- ArgTypeTestKernel<c10::optional<bool>>::test(
- c10::optional<bool>(false), [] (const c10::optional<bool>& v) {EXPECT_EQ(false, v.value());},
c10::optional<bool>(true), [] (const IValue& v) {EXPECT_EQ(true, v.toBool());},
"(bool? a) -> bool?");
ArgTypeTestKernel<c10::optional<std::string>>::test(
c10::optional<std::string>("string1"), [] (const c10::optional<std::string>& v) {EXPECT_EQ("string1", v.value());},
- c10::optional<std::string>("string2"), [] (const IValue& v) {EXPECT_EQ("string2", v.toString()->string());});
- ArgTypeTestKernel<c10::optional<std::string>>::test(
- c10::optional<std::string>("string1"), [] (const c10::optional<std::string>& v) {EXPECT_EQ("string1", v.value());},
c10::optional<std::string>("string2"), [] (const IValue& v) {EXPECT_EQ("string2", v.toString()->string());},
"(str? a) -> str?");
ArgTypeTestKernel<c10::optional<Tensor>>::test(
c10::optional<Tensor>(dummyTensor(TensorType1())), [] (const c10::optional<Tensor>& v) {EXPECT_EQ(TensorType1(), v.value().type_id());},
- c10::optional<Tensor>(dummyTensor(TensorType2())), [] (const IValue& v) {EXPECT_EQ(TensorType2(), v.toTensor().type_id());});
- ArgTypeTestKernel<c10::optional<Tensor>>::test(
- c10::optional<Tensor>(dummyTensor(TensorType1())), [] (const c10::optional<Tensor>& v) {EXPECT_EQ(TensorType1(), v.value().type_id());},
c10::optional<Tensor>(dummyTensor(TensorType2())), [] (const IValue& v) {EXPECT_EQ(TensorType2(), v.toTensor().type_id());},
"(Tensor? a) -> Tensor?");
// optional types (with has_value() == false)
ArgTypeTestKernel<c10::optional<double>>::test(
c10::optional<double>(), [] (const c10::optional<double>& v) {EXPECT_FALSE(v.has_value());},
- c10::optional<double>(), [] (const IValue& v) {EXPECT_TRUE(v.isNone());});
- ArgTypeTestKernel<c10::optional<double>>::test(
- c10::optional<double>(), [] (const c10::optional<double>& v) {EXPECT_FALSE(v.has_value());},
c10::optional<double>(), [] (const IValue& v) {EXPECT_TRUE(v.isNone());},
"(float? a) -> float?");
ArgTypeTestKernel<c10::optional<int64_t>>::test(
c10::optional<int64_t>(), [] (const c10::optional<int64_t>& v) {EXPECT_FALSE(v.has_value());},
- c10::optional<int64_t>(), [] (const IValue& v) {EXPECT_TRUE(v.isNone());});
- ArgTypeTestKernel<c10::optional<int64_t>>::test(
- c10::optional<int64_t>(), [] (const c10::optional<int64_t>& v) {EXPECT_FALSE(v.has_value());},
c10::optional<int64_t>(), [] (const IValue& v) {EXPECT_TRUE(v.isNone());},
"(int? a) -> int?");
ArgTypeTestKernel<c10::optional<bool>>::test(
c10::optional<bool>(), [] (const c10::optional<bool>& v) {EXPECT_FALSE(v.has_value());},
- c10::optional<bool>(), [] (const IValue& v) {EXPECT_TRUE(v.isNone());});
- ArgTypeTestKernel<c10::optional<bool>>::test(
- c10::optional<bool>(), [] (const c10::optional<bool>& v) {EXPECT_FALSE(v.has_value());},
c10::optional<bool>(), [] (const IValue& v) {EXPECT_TRUE(v.isNone());},
"(bool? a) -> bool?");
ArgTypeTestKernel<c10::optional<bool>>::test(
c10::optional<bool>(), [] (const c10::optional<bool>& v) {EXPECT_FALSE(v.has_value());},
- c10::optional<bool>(), [] (const IValue& v) {EXPECT_TRUE(v.isNone());});
- ArgTypeTestKernel<c10::optional<bool>>::test(
- c10::optional<bool>(), [] (const c10::optional<bool>& v) {EXPECT_FALSE(v.has_value());},
c10::optional<bool>(), [] (const IValue& v) {EXPECT_TRUE(v.isNone());},
"(bool? a) -> bool?");
ArgTypeTestKernel<c10::optional<std::string>>::test(
c10::optional<std::string>(), [] (const c10::optional<std::string>& v) {EXPECT_FALSE(v.has_value());},
- c10::optional<std::string>(), [] (const IValue& v) {EXPECT_TRUE(v.isNone());});
- ArgTypeTestKernel<c10::optional<std::string>>::test(
- c10::optional<std::string>(), [] (const c10::optional<std::string>& v) {EXPECT_FALSE(v.has_value());},
c10::optional<std::string>(), [] (const IValue& v) {EXPECT_TRUE(v.isNone());},
"(str? a) -> str?");
ArgTypeTestKernel<c10::optional<Tensor>>::test(
c10::optional<Tensor>(), [] (const c10::optional<Tensor>& v) {EXPECT_FALSE(v.has_value());},
- c10::optional<Tensor>(), [] (const IValue& v) {EXPECT_TRUE(v.isNone());});
- ArgTypeTestKernel<c10::optional<Tensor>>::test(
- c10::optional<Tensor>(), [] (const c10::optional<Tensor>& v) {EXPECT_FALSE(v.has_value());},
c10::optional<Tensor>(), [] (const IValue& v) {EXPECT_TRUE(v.isNone());},
"(Tensor? a) -> Tensor?");
// list types (with empty list)
ArgTypeTestKernel<c10::ArrayRef<double>, std::vector<double>>::test(
c10::ArrayRef<double>(), [] (c10::ArrayRef<double> v) {EXPECT_EQ(0, v.size());},
- std::vector<double>(), [] (const IValue& v) {EXPECT_EQ(0, v.toDoubleListRef().size());});
- ArgTypeTestKernel<c10::ArrayRef<double>, std::vector<double>>::test(
- c10::ArrayRef<double>(), [] (c10::ArrayRef<double> v) {EXPECT_EQ(0, v.size());},
std::vector<double>(), [] (const IValue& v) {EXPECT_EQ(0, v.toDoubleListRef().size());},
"(float[] a) -> float[]");
ArgTypeTestKernel<c10::ArrayRef<int64_t>, std::vector<int64_t>>::test(
c10::ArrayRef<int64_t>(), [] (c10::ArrayRef<int64_t> v) {EXPECT_EQ(0, v.size());},
- std::vector<int64_t>(), [] (const IValue& v) {EXPECT_EQ(0, v.toIntListRef().size());});
- ArgTypeTestKernel<c10::ArrayRef<int64_t>, std::vector<int64_t>>::test(
- c10::ArrayRef<int64_t>(), [] (c10::ArrayRef<int64_t> v) {EXPECT_EQ(0, v.size());},
std::vector<int64_t>(), [] (const IValue& v) {EXPECT_EQ(0, v.toIntListRef().size());},
"(int[] a) -> int[]");
// TODO Converting std::vector<bool> to ArrayRef<bool> doesn't work, so we
// need to find an alternative
// ArgTypeTestKernel<c10::ArrayRef<bool>, std::vector<bool>>::test(
// c10::ArrayRef<bool>(), [] (c10::ArrayRef<bool> v) {EXPECT_EQ(0, v.size());},
- // std::vector<bool>(), [] (const IValue& v) {EXPECT_EQ(0, v.toBoolListRef().size());});
- // ArgTypeTestKernel<c10::ArrayRef<bool>, std::vector<bool>>::test(
- // c10::ArrayRef<bool>(), [] (c10::ArrayRef<bool> v) {EXPECT_EQ(0, v.size());},
// std::vector<bool>(), [] (const IValue& v) {EXPECT_EQ(0, v.toBoolListRef().size());},
// "(bool[] a) -> bool[]");
// ArgTypeTestKernel<c10::ArrayRef<bool>, std::vector<bool>>::test(
// c10::ArrayRef<bool>(), [] (c10::ArrayRef<bool> v) {EXPECT_EQ(0, v.size());},
- // std::vector<bool>(), [] (const IValue& v) {EXPECT_EQ(0, v.toBoolListRef().size());});
- // ArgTypeTestKernel<c10::ArrayRef<bool>, std::vector<bool>>::test(
- // c10::ArrayRef<bool>(), [] (c10::ArrayRef<bool> v) {EXPECT_EQ(0, v.size());},
// std::vector<bool>(), [] (const IValue& v) {EXPECT_EQ(0, v.toBoolListRef().size());},
// "(bool[] a) -> bool[]");
// TODO We currently don't support str[] (i.e. string list) as type. Do we want to?
// ArgTypeTestKernel<c10::ArrayRef<std::string>, std::vector<std::string>>::test(
// c10::ArrayRef<std::string>(), [] (c10::ArrayRef<std::string> v) {EXPECT_EQ(0, v.size());},
- // std::vector<std::string>(), [] (const IValue& v) {EXPECT_EQ(0, v.toStringListRef().size());});
- // ArgTypeTestKernel<c10::ArrayRef<std::string>, std::vector<std::string>>::test(
- // c10::ArrayRef<std::string>(), [] (c10::ArrayRef<std::string> v) {EXPECT_EQ(0, v.size());},
// std::vector<std::string>(), [] (const IValue& v) {EXPECT_EQ(0, v.toStringListRef().size());},
// "(str[] a) -> str[]");
// list types (with non-empty list)
ArgTypeTestKernel<c10::ArrayRef<double>, std::vector<double>>::test(
c10::ArrayRef<double>({1.5, 2.5}), [] (c10::ArrayRef<double> v) {EXPECT_EQ(c10::ArrayRef<double>({1.5, 2.5}), v);},
- std::vector<double>({3.5, 4.5}), [] (const IValue& v) {EXPECT_EQ(std::vector<double>({3.5, 4.5}), v.toDoubleListRef());});
- ArgTypeTestKernel<c10::ArrayRef<double>, std::vector<double>>::test(
- c10::ArrayRef<double>({1.5, 2.5}), [] (c10::ArrayRef<double> v) {EXPECT_EQ(c10::ArrayRef<double>({1.5, 2.5}), v);},
std::vector<double>({3.5, 4.5}), [] (const IValue& v) {EXPECT_EQ(std::vector<double>({3.5, 4.5}), v.toDoubleListRef());},
"(float[] a) -> float[]");
ArgTypeTestKernel<c10::ArrayRef<int64_t>, std::vector<int64_t>>::test(
c10::ArrayRef<int64_t>({1, 2}), [] (c10::ArrayRef<int64_t> v) {EXPECT_EQ(c10::ArrayRef<int64_t>({1, 2}), v);},
- std::vector<int64_t>({3, 4}), [] (const IValue& v) {EXPECT_EQ(std::vector<int64_t>({3, 4}), v.toIntListRef());});
- ArgTypeTestKernel<c10::ArrayRef<int64_t>, std::vector<int64_t>>::test(
- c10::ArrayRef<int64_t>({1, 2}), [] (c10::ArrayRef<int64_t> v) {EXPECT_EQ(c10::ArrayRef<int64_t>({1, 2}), v);},
std::vector<int64_t>({3, 4}), [] (const IValue& v) {EXPECT_EQ(std::vector<int64_t>({3, 4}), v.toIntListRef());},
"(int[] a) -> int[]");
// TODO When fixing bool[] and str[] (see above), also add them here
EXPECT_EQ(2, v.toTensorListRef().size());
EXPECT_EQ(TensorType2(), v.toTensorListRef()[0].type_id());
EXPECT_EQ(TensorType1(), v.toTensorListRef()[1].type_id());
- });
- ArgTypeTestKernel<c10::ArrayRef<Tensor>, std::vector<Tensor>>::test(
- c10::ArrayRef<Tensor>({dummyTensor(TensorType1()), dummyTensor(TensorType2())}), [] (c10::ArrayRef<Tensor> v) {
- EXPECT_EQ(2, v.size());
- EXPECT_EQ(TensorType1(), v[0].type_id());
- EXPECT_EQ(TensorType2(), v[1].type_id());
- },
- std::vector<Tensor>({dummyTensor(TensorType2()), dummyTensor(TensorType1())}), [] (const IValue& v) {
- EXPECT_EQ(2, v.toTensorListRef().size());
- EXPECT_EQ(TensorType2(), v.toTensorListRef()[0].type_id());
- EXPECT_EQ(TensorType1(), v.toTensorListRef()[1].type_id());
},
"(Tensor[] a) -> Tensor[]");
// Test optional of list (with nullopt)
ArgTypeTestKernel<c10::optional<c10::ArrayRef<int64_t>>, c10::optional<std::vector<int64_t>>>::test(
c10::optional<c10::ArrayRef<int64_t>>(c10::nullopt), [] (c10::optional<c10::ArrayRef<int64_t>> v) {EXPECT_FALSE(v.has_value());},
- c10::optional<std::vector<int64_t>>(c10::nullopt), [] (const IValue& v) {EXPECT_TRUE(v.isNone());});
- ArgTypeTestKernel<c10::optional<c10::ArrayRef<int64_t>>, c10::optional<std::vector<int64_t>>>::test(
- c10::optional<c10::ArrayRef<int64_t>>(c10::nullopt), [] (c10::optional<c10::ArrayRef<int64_t>> v) {EXPECT_FALSE(v.has_value());},
c10::optional<std::vector<int64_t>>(c10::nullopt), [] (const IValue& v) {EXPECT_TRUE(v.isNone());},
"(int[]? a) -> int[]?");
// Test optional of list (with empty list)
ArgTypeTestKernel<c10::optional<c10::ArrayRef<int64_t>>, c10::optional<std::vector<int64_t>>>::test(
c10::optional<c10::ArrayRef<int64_t>>(c10::ArrayRef<int64_t>{}), [] (c10::optional<c10::ArrayRef<int64_t>> v) {EXPECT_EQ(0, v.value().size());},
- c10::optional<std::vector<int64_t>>(std::vector<int64_t>{}), [] (const IValue& v) {EXPECT_EQ(0, v.toIntListRef().size());});
- ArgTypeTestKernel<c10::optional<c10::ArrayRef<int64_t>>, c10::optional<std::vector<int64_t>>>::test(
- c10::optional<c10::ArrayRef<int64_t>>(c10::ArrayRef<int64_t>{}), [] (c10::optional<c10::ArrayRef<int64_t>> v) {EXPECT_EQ(0, v.value().size());},
c10::optional<std::vector<int64_t>>(std::vector<int64_t>{}), [] (const IValue& v) {EXPECT_EQ(0, v.toIntListRef().size());},
"(int[]? a) -> int[]?");
// Test optional of list (with values)
ArgTypeTestKernel<c10::optional<c10::ArrayRef<int64_t>>, c10::optional<std::vector<int64_t>>>::test(
c10::optional<c10::ArrayRef<int64_t>>({1, 2}), [] (c10::optional<c10::ArrayRef<int64_t>> v) {EXPECT_EQ(c10::ArrayRef<int64_t>({1, 2}), v.value());},
- c10::optional<std::vector<int64_t>>({3, 4}), [] (const IValue& v) {EXPECT_EQ(std::vector<int64_t>({3, 4}), v.toIntListRef());});
- ArgTypeTestKernel<c10::optional<c10::ArrayRef<int64_t>>, c10::optional<std::vector<int64_t>>>::test(
- c10::optional<c10::ArrayRef<int64_t>>({1, 2}), [] (c10::optional<c10::ArrayRef<int64_t>> v) {EXPECT_EQ(c10::ArrayRef<int64_t>({1, 2}), v.value());},
c10::optional<std::vector<int64_t>>({3, 4}), [] (const IValue& v) {EXPECT_EQ(std::vector<int64_t>({3, 4}), v.toIntListRef());},
"(int[]? a) -> int[]?");