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[onert-micro] Add ClassificationTask test (#13275)
* [onert-micro] Add ClassificationTask test This pr adds Classification task test. ONE-DCO-1.0-Signed-off-by: Artem Balyshev <[email protected]> * reduce train size --------- Co-authored-by: Artem Balyshev <[email protected]>
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onert-micro/onert-micro/include/train/tests/models/numbers_classification_model.h
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| /* | ||
| * Copyright (c) 2024 Samsung Electronics Co., Ltd. All Rights Reserved | ||
| * | ||
| * 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 ONERT_MICRO_TRAIN_TESTS_MODELS_NUMBERS_CLASSIFICATION_MODEL_H | ||
| #define ONERT_MICRO_TRAIN_TESTS_MODELS_NUMBERS_CLASSIFICATION_MODEL_H | ||
|
|
||
| #include <vector> | ||
| #include <cstring> | ||
|
|
||
| namespace onert_micro | ||
| { | ||
| namespace train | ||
| { | ||
| namespace test | ||
| { | ||
| namespace models | ||
| { | ||
| unsigned char numbers_classification_model[] = { | ||
| 0x18, 0x00, 0x00, 0x00, 0x43, 0x49, 0x52, 0x30, 0x00, 0x00, 0x0e, 0x00, 0x14, 0x00, 0x00, 0x00, | ||
| 0x0c, 0x00, 0x08, 0x00, 0x10, 0x00, 0x04, 0x00, 0x0e, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00, | ||
| 0xec, 0x01, 0x00, 0x00, 0x18, 0x07, 0x00, 0x00, 0x74, 0x07, 0x00, 0x00, 0x0d, 0x00, 0x00, 0x00, | ||
| 0xd8, 0x01, 0x00, 0x00, 0xd0, 0x01, 0x00, 0x00, 0xb4, 0x01, 0x00, 0x00, 0x38, 0x01, 0x00, 0x00, | ||
| 0x20, 0x01, 0x00, 0x00, 0xb0, 0x00, 0x00, 0x00, 0xa8, 0x00, 0x00, 0x00, 0xa0, 0x00, 0x00, 0x00, | ||
| 0x98, 0x00, 0x00, 0x00, 0x90, 0x00, 0x00, 0x00, 0x88, 0x00, 0x00, 0x00, 0x68, 0x00, 0x00, 0x00, | ||
| 0x04, 0x00, 0x00, 0x00, 0xea, 0xfd, 0xff, 0xff, 0x04, 0x00, 0x00, 0x00, 0x54, 0x00, 0x00, 0x00, | ||
| 0x0c, 0x00, 0x00, 0x00, 0x08, 0x00, 0x0e, 0x00, 0x08, 0x00, 0x04, 0x00, 0x08, 0x00, 0x00, 0x00, | ||
| 0x10, 0x00, 0x00, 0x00, 0x24, 0x00, 0x00, 0x00, 0x00, 0x00, 0x06, 0x00, 0x08, 0x00, 0x04, 0x00, | ||
| 0x06, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x0a, 0x00, | ||
| 0x10, 0x00, 0x0c, 0x00, 0x08, 0x00, 0x04, 0x00, 0x0a, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, | ||
| 0x02, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00, 0x06, 0x00, 0x00, 0x00, 0x32, 0x2e, 0x31, 0x33, | ||
| 0x2e, 0x31, 0x00, 0x00, 0x4a, 0xfe, 0xff, 0xff, 0x04, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00, | ||
| 0x31, 0x2e, 0x35, 0x2e, 0x30, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, | ||
| 0xd8, 0xf9, 0xff, 0xff, 0xdc, 0xf9, 0xff, 0xff, 0xe0, 0xf9, 0xff, 0xff, 0xe4, 0xf9, 0xff, 0xff, | ||
| 0xe8, 0xf9, 0xff, 0xff, 0x7a, 0xfe, 0xff, 0xff, 0x04, 0x00, 0x00, 0x00, 0x60, 0x00, 0x00, 0x00, | ||
| 0x9e, 0xa4, 0x82, 0x3e, 0x14, 0x12, 0x7d, 0xbe, 0xd8, 0x20, 0x49, 0x3e, 0x7a, 0x2e, 0x8c, 0x3e, | ||
| 0x58, 0x5a, 0x11, 0xbe, 0xc0, 0xa4, 0xa2, 0x3e, 0x70, 0xcd, 0xd0, 0x3e, 0xba, 0x4e, 0xcb, 0xbe, | ||
| 0xe8, 0x97, 0x10, 0x3f, 0x7c, 0x0b, 0x0d, 0xbf, 0xf8, 0x4e, 0x9c, 0x3e, 0x6a, 0x60, 0x7b, 0xbe, | ||
| 0x14, 0xc6, 0xee, 0x3e, 0xa8, 0xba, 0x71, 0x3e, 0x30, 0x6a, 0x1e, 0x3f, 0x88, 0xb7, 0xe3, 0x3e, | ||
| 0x90, 0xc1, 0x9b, 0xbe, 0x3c, 0xbd, 0x43, 0x3e, 0x36, 0x3a, 0x95, 0x3e, 0x30, 0xf2, 0x8b, 0x3e, | ||
| 0x02, 0xc3, 0x16, 0x3f, 0x80, 0x27, 0xc6, 0x3e, 0x87, 0x30, 0x1e, 0xbf, 0x20, 0xff, 0xc6, 0x3e, | ||
| 0xe6, 0xfe, 0xff, 0xff, 0x04, 0x00, 0x00, 0x00, 0x08, 0x00, 0x00, 0x00, 0xff, 0xff, 0xff, 0xff, | ||
| 0x0c, 0x00, 0x00, 0x00, 0xfa, 0xfe, 0xff, 0xff, 0x04, 0x00, 0x00, 0x00, 0x6c, 0x00, 0x00, 0x00, | ||
| 0xd2, 0x7a, 0xac, 0xbe, 0x73, 0x88, 0xbe, 0xbe, 0xd0, 0x74, 0x75, 0xbe, 0x40, 0x74, 0xc8, 0x3d, | ||
| 0x16, 0xea, 0x9d, 0x3e, 0xe4, 0xc9, 0x10, 0x3e, 0x78, 0xeb, 0x8a, 0xbe, 0x07, 0x2e, 0xae, 0xbe, | ||
| 0xee, 0x46, 0x8a, 0xbe, 0x64, 0xf2, 0xb8, 0x3e, 0x44, 0xc5, 0x88, 0x3e, 0x6d, 0x83, 0x78, 0xbe, | ||
| 0xc8, 0x14, 0x6c, 0xbd, 0x64, 0x5f, 0xdd, 0xbd, 0x08, 0xbb, 0x6e, 0x3e, 0x8c, 0x54, 0xa4, 0xbe, | ||
| 0xa0, 0xe6, 0x83, 0x3e, 0x36, 0x1d, 0x87, 0x3e, 0x54, 0xd3, 0x44, 0x3e, 0xd8, 0x45, 0xa1, 0x3d, | ||
| 0x94, 0x21, 0x7d, 0x3e, 0x52, 0x5f, 0xcb, 0xbe, 0xec, 0x35, 0x8b, 0x3e, 0xd9, 0x2d, 0x41, 0xbe, | ||
| 0x4c, 0x30, 0xcb, 0xbd, 0x30, 0x5a, 0xe1, 0xbc, 0x7a, 0x6b, 0xd0, 0x3e, 0x72, 0xff, 0xff, 0xff, | ||
| 0x04, 0x00, 0x00, 0x00, 0x0c, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, | ||
| 0x00, 0x00, 0x00, 0x00, 0xfc, 0xfa, 0xff, 0xff, 0x00, 0xfb, 0xff, 0xff, 0x01, 0x00, 0x00, 0x00, | ||
| 0x14, 0x00, 0x00, 0x00, 0x00, 0x00, 0x0e, 0x00, 0x18, 0x00, 0x14, 0x00, 0x10, 0x00, 0x0c, 0x00, | ||
| 0x08, 0x00, 0x04, 0x00, 0x0e, 0x00, 0x00, 0x00, 0x14, 0x00, 0x00, 0x00, 0x1c, 0x00, 0x00, 0x00, | ||
| 0x98, 0x01, 0x00, 0x00, 0x9c, 0x01, 0x00, 0x00, 0xa0, 0x01, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00, | ||
| 0x6d, 0x61, 0x69, 0x6e, 0x00, 0x00, 0x00, 0x00, 0x05, 0x00, 0x00, 0x00, 0x30, 0x01, 0x00, 0x00, | ||
| 0xcc, 0x00, 0x00, 0x00, 0x94, 0x00, 0x00, 0x00, 0x50, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00, | ||
| 0x52, 0xff, 0xff, 0xff, 0x00, 0x00, 0x00, 0x09, 0x18, 0x00, 0x00, 0x00, 0x1c, 0x00, 0x00, 0x00, | ||
| 0x20, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00, 0x00, 0x00, 0x06, 0x00, 0x08, 0x00, 0x04, 0x00, | ||
| 0x06, 0x00, 0x00, 0x00, 0x00, 0x00, 0x80, 0x3f, 0x01, 0x00, 0x00, 0x00, 0x09, 0x00, 0x00, 0x00, | ||
| 0x01, 0x00, 0x00, 0x00, 0x08, 0x00, 0x00, 0x00, 0x00, 0x00, 0x0e, 0x00, 0x18, 0x00, 0x14, 0x00, | ||
| 0x10, 0x00, 0x0c, 0x00, 0x07, 0x00, 0x08, 0x00, 0x0e, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x08, | ||
| 0x10, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00, 0x14, 0x00, 0x00, 0x00, 0x03, 0x00, 0x00, 0x00, | ||
| 0xb8, 0xfb, 0xff, 0xff, 0x01, 0x00, 0x00, 0x00, 0x08, 0x00, 0x00, 0x00, 0x03, 0x00, 0x00, 0x00, | ||
| 0x07, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00, 0xff, 0xff, 0xff, 0xff, 0x00, 0x00, 0x0a, 0x00, | ||
| 0x10, 0x00, 0x0c, 0x00, 0x08, 0x00, 0x04, 0x00, 0x0a, 0x00, 0x00, 0x00, 0x0c, 0x00, 0x00, 0x00, | ||
| 0x10, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x07, 0x00, 0x00, 0x00, | ||
| 0x02, 0x00, 0x00, 0x00, 0x06, 0x00, 0x00, 0x00, 0x03, 0x00, 0x00, 0x00, 0x00, 0x00, 0x0e, 0x00, | ||
| 0x1a, 0x00, 0x14, 0x00, 0x10, 0x00, 0x0c, 0x00, 0x07, 0x00, 0x08, 0x00, 0x0e, 0x00, 0x00, 0x00, | ||
| 0x00, 0x00, 0x00, 0x05, 0x20, 0x00, 0x00, 0x00, 0x34, 0x00, 0x00, 0x00, 0x38, 0x00, 0x00, 0x00, | ||
| 0x01, 0x00, 0x00, 0x00, 0x00, 0x00, 0x0e, 0x00, 0x18, 0x00, 0x17, 0x00, 0x10, 0x00, 0x0c, 0x00, | ||
| 0x08, 0x00, 0x04, 0x00, 0x0e, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00, | ||
| 0x04, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x01, 0x01, 0x00, 0x00, 0x00, | ||
| 0x06, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x05, 0x00, 0x00, 0x00, 0x00, 0x00, 0x0e, 0x00, | ||
| 0x14, 0x00, 0x00, 0x00, 0x10, 0x00, 0x0c, 0x00, 0x07, 0x00, 0x08, 0x00, 0x0e, 0x00, 0x00, 0x00, | ||
| 0x00, 0x00, 0x00, 0x01, 0x18, 0x00, 0x00, 0x00, 0x28, 0x00, 0x00, 0x00, 0x2c, 0x00, 0x00, 0x00, | ||
| 0x0c, 0x00, 0x14, 0x00, 0x13, 0x00, 0x0c, 0x00, 0x08, 0x00, 0x07, 0x00, 0x0c, 0x00, 0x00, 0x00, | ||
| 0x00, 0x00, 0x00, 0x01, 0x01, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x01, | ||
| 0x01, 0x00, 0x00, 0x00, 0x05, 0x00, 0x00, 0x00, 0x03, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, | ||
| 0x02, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x09, 0x00, 0x00, 0x00, | ||
| 0x01, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x0a, 0x00, 0x00, 0x00, 0x18, 0x03, 0x00, 0x00, | ||
| 0xb0, 0x02, 0x00, 0x00, 0x5c, 0x02, 0x00, 0x00, 0x10, 0x02, 0x00, 0x00, 0xb4, 0x01, 0x00, 0x00, | ||
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| 0x03, 0x00, 0x00, 0x00, 0x03, 0x00, 0x00, 0x00, 0x03, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, | ||
| 0xaa, 0xff, 0xff, 0xff, 0x10, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00, | ||
| 0x3c, 0x00, 0x00, 0x00, 0x9c, 0xff, 0xff, 0xff, 0x2e, 0x00, 0x00, 0x00, 0x73, 0x65, 0x71, 0x75, | ||
| 0x65, 0x6e, 0x74, 0x69, 0x61, 0x6c, 0x5f, 0x38, 0x30, 0x2f, 0x63, 0x6f, 0x6e, 0x76, 0x32, 0x64, | ||
| 0x5f, 0x38, 0x34, 0x2f, 0x42, 0x69, 0x61, 0x73, 0x41, 0x64, 0x64, 0x2f, 0x52, 0x65, 0x61, 0x64, | ||
| 0x56, 0x61, 0x72, 0x69, 0x61, 0x62, 0x6c, 0x65, 0x4f, 0x70, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, | ||
| 0x03, 0x00, 0x00, 0x00, 0x00, 0x00, 0x0e, 0x00, 0x14, 0x00, 0x10, 0x00, 0x00, 0x00, 0x0c, 0x00, | ||
| 0x08, 0x00, 0x04, 0x00, 0x0e, 0x00, 0x00, 0x00, 0x14, 0x00, 0x00, 0x00, 0x14, 0x00, 0x00, 0x00, | ||
| 0x01, 0x00, 0x00, 0x00, 0x24, 0x00, 0x00, 0x00, 0x04, 0x00, 0x04, 0x00, 0x04, 0x00, 0x00, 0x00, | ||
| 0x13, 0x00, 0x00, 0x00, 0x73, 0x65, 0x72, 0x76, 0x69, 0x6e, 0x67, 0x5f, 0x64, 0x65, 0x66, 0x61, | ||
| 0x75, 0x6c, 0x74, 0x5f, 0x78, 0x3a, 0x30, 0x00, 0x04, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, | ||
| 0x0b, 0x00, 0x00, 0x00, 0x0b, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x05, 0x00, 0x00, 0x00, | ||
| 0x50, 0x00, 0x00, 0x00, 0x34, 0x00, 0x00, 0x00, 0x24, 0x00, 0x00, 0x00, 0x14, 0x00, 0x00, 0x00, | ||
| 0x04, 0x00, 0x00, 0x00, 0xd0, 0xff, 0xff, 0xff, 0x19, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x19, | ||
| 0xdc, 0xff, 0xff, 0xff, 0x09, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x09, 0xe8, 0xff, 0xff, 0xff, | ||
| 0x16, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x16, 0xf4, 0xff, 0xff, 0xff, 0x11, 0x00, 0x00, 0x00, | ||
| 0x00, 0x00, 0x00, 0x11, 0x0c, 0x00, 0x0c, 0x00, 0x0b, 0x00, 0x00, 0x00, 0x00, 0x00, 0x04, 0x00, | ||
| 0x0c, 0x00, 0x00, 0x00, 0x03, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x03, 0x11, 0x00, 0x00, 0x00, | ||
| 0x4f, 0x4e, 0x45, 0x2d, 0x74, 0x66, 0x6c, 0x69, 0x74, 0x65, 0x32, 0x63, 0x69, 0x72, 0x63, 0x6c, | ||
| 0x65, 0x00, 0x00, 0x00}; | ||
| unsigned int numbers_classification_model_size = 1972; | ||
|
|
||
| } // namespace models | ||
| } // namespace test | ||
| } // namespace train | ||
| } // namespace onert_micro | ||
|
|
||
| #endif // ONERT_MICRO_TRAIN_TESTS_MODELS_NUMBERS_CLASSIFICATION_MODEL_H |
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...o/onert-micro/include/train/tests/numbers_classification_task/NumbersClassificationTask.h
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|---|---|---|
| @@ -0,0 +1,119 @@ | ||
| /* | ||
| * Copyright (c) 2024 Samsung Electronics Co., Ltd. All Rights Reserved | ||
| * | ||
| * 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 ONERT_MICRO_TRAIN_TESTS_NUMBERS_CLASSIFICATION_TASK_H | ||
| #define ONERT_MICRO_TRAIN_TESTS_NUMBERS_CLASSIFICATION_TASK_H | ||
|
|
||
| #include "train/tests/OMTestTrainBase.h" | ||
| #include "train/tests/models/numbers_classification_model.h" | ||
| #include "train/tests/numbers_classification_task/data/train_input.h" | ||
| #include "train/tests/numbers_classification_task/data/train_target.h" | ||
|
|
||
| #include <vector> | ||
| #include <cstring> | ||
|
|
||
| namespace onert_micro | ||
| { | ||
| namespace train | ||
| { | ||
| namespace test | ||
| { | ||
|
|
||
| namespace | ||
| { | ||
|
|
||
| // Note: use only one dataset - train will be also for test | ||
| const size_t NUM_SAMPLES = 20; | ||
|
|
||
| } // namespace | ||
|
|
||
| template <typename T, typename U = T> class NumbersClassificationTask : public OMTestTrainBase<T, U> | ||
| { | ||
| public: | ||
| NumbersClassificationTask() | ||
| { | ||
| // Set model | ||
| _train_model_ptr.resize(models::numbers_classification_model_size); | ||
| std::memcpy(_train_model_ptr.data(), models::numbers_classification_model, | ||
| models::numbers_classification_model_size); | ||
| } | ||
|
|
||
| // Get ptr to trained model | ||
| char *getModelPtr() final { return _train_model_ptr.data(); } | ||
|
|
||
| // Return model size | ||
| size_t getModelSize() final { return _train_model_ptr.size(); } | ||
|
|
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| // Return num train samples | ||
| size_t getTrainNumSamples() final { return NUM_SAMPLES; }; | ||
|
|
||
| // Return num test samples | ||
| size_t getTestNumSamples() final { return NUM_SAMPLES; } | ||
|
|
||
| // Read train input data with cur size and cur offset | ||
| std::vector<T> readTrainInputData(size_t size, size_t offset) final | ||
| { | ||
| std::vector<T> result(size); | ||
|
|
||
| auto *cur_ptr = data::numbers_classification_task_input_data + offset; | ||
|
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| std::memcpy(result.data(), cur_ptr, size); | ||
| return result; | ||
| } | ||
| // Read train target data with cur size and cur offset | ||
| std::vector<U> readTrainTargetData(size_t size, size_t offset) final | ||
| { | ||
| std::vector<T> result(size); | ||
|
|
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| auto *cur_ptr = data::numbers_classification_task_target_data + offset; | ||
|
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| std::memcpy(result.data(), cur_ptr, size); | ||
| return result; | ||
| } | ||
|
|
||
| // Read test input data with cur size and cur offset | ||
| // Note: use only one dataset - train will be also for test | ||
| std::vector<T> readTestInputData(size_t size, size_t offset) final | ||
| { | ||
| std::vector<T> result(size); | ||
|
|
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| auto *cur_ptr = data::numbers_classification_task_input_data + offset; | ||
|
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| std::memcpy(result.data(), cur_ptr, size); | ||
| return result; | ||
| } | ||
|
|
||
| // Read test target data with cur size and cur offset | ||
| // Note: use only one dataset - train will be also for test | ||
| std::vector<T> readTestTargetData(size_t size, size_t offset) final | ||
| { | ||
| std::vector<T> result(size); | ||
|
|
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| auto *cur_ptr = data::numbers_classification_task_target_data + offset; | ||
|
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| std::memcpy(result.data(), cur_ptr, size); | ||
| return result; | ||
| } | ||
|
|
||
| private: | ||
| std::vector<char> _train_model_ptr = {}; | ||
| }; | ||
|
|
||
| } // namespace test | ||
| } // namespace train | ||
| } // namespace onert_micro | ||
|
|
||
| #endif // ONERT_MICRO_TRAIN_TESTS_NUMBERS_CLASSIFICATION_TASK_H |
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