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atc_ir_common.cc 24 kB

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  1. /**
  2. * Copyright 2019-2020 Huawei Technologies Co., Ltd
  3. *
  4. * Licensed under the Apache License, Version 2.0 (the "License");
  5. * you may not use this file except in compliance with the License.
  6. * You may obtain a copy of the License at
  7. *
  8. * http://www.apache.org/licenses/LICENSE-2.0
  9. *
  10. * Unless required by applicable law or agreed to in writing, software
  11. * distributed under the License is distributed on an "AS IS" BASIS,
  12. * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
  13. * See the License for the specific language governing permissions and
  14. * limitations under the License.
  15. */
  16. #include "atc_ir_common.h"
  17. #include "common/util/error_manager/error_manager.h"
  18. #include "external/ge/ge_api_types.h"
  19. #include "framework/common/string_util.h"
  20. #include "framework/common/types.h"
  21. #include "framework/common/util.h"
  22. using std::pair;
  23. using std::string;
  24. using std::vector;
  25. namespace ge {
  26. namespace {
  27. const int64_t kDynamicInputDim = -1;
  28. const int64_t kDynamicImageSizeNum = 2;
  29. const size_t kMaxDynamicDimNum = 100;
  30. const size_t kMaxNDDimNum = 4;
  31. const size_t kMinNDDimNum = 1;
  32. // datatype/formats from user to GE, Unified to util interface file later
  33. const std::map<std::string, ge::DataType> kOutputTypeSupportDatatype = {
  34. {"FP32", ge::DT_FLOAT}, {"FP16", ge::DT_FLOAT16}, {"UINT8", ge::DT_UINT8}};
  35. const char *const kOutputTypeSupport = "only support FP32, FP16, UINT8";
  36. const std::set<std::string> kBufferOptimizeSupportOption = {"l1_optimize", "l2_optimize", "off_optimize",
  37. "l1_and_l2_optimize"};
  38. // The function is incomplete. Currently, only l2_optimize, off_optimize is supported.
  39. const char *const kBufferOptimizeSupport = "only support l2_optimize, off_optimize";
  40. const char *const IR_OPTION_OP_SELECT_IMPLMODE_DEFAULT = "high_performance";
  41. const char *const IR_OPTION_OP_SELECT_IMPLMODE_PRECISON = "high_precision";
  42. const char *const kInputShapeSample1 = "\"input_name1:n1,c1,h1,w1\"";
  43. const char *const kInputShapeSample2 = "\"input_name1:1,3,224,224\"";
  44. const char *const kSplitError1 = "size not equal to 2 split by \":\"";
  45. const char *const kEmptyError = "can not be empty";
  46. const char *const kFloatNumError = "exist float number";
  47. const char *const kDigitError = "is not digit";
  48. const char *const kCompressWeightError = "it must be appointed when appoint parameter[--optypelist_for_implmode]";
  49. const char *const kSelectImplmodeError = "only support high_performance, high_precision";
  50. const char *const kDynamicBatchSizeError = "It can only contains digit, \",\", \" \"";
  51. vector<string> SplitInputShape(const std::string &input_shape) {
  52. vector<string> shape_pair_vec;
  53. size_t pos = input_shape.rfind(":");
  54. if (pos != std::string::npos) {
  55. shape_pair_vec.emplace_back(input_shape.substr(0, pos));
  56. shape_pair_vec.emplace_back(input_shape.substr(pos + 1, input_shape.size() - pos));
  57. }
  58. return shape_pair_vec;
  59. }
  60. } // namespace
  61. bool CheckDynamicBatchSizeInputShapeValid(unordered_map<string, vector<int64_t>> shape_map,
  62. std::string &dynamic_batch_size) {
  63. int32_t size = 0;
  64. for (auto iter = shape_map.begin(); iter != shape_map.end(); ++iter) {
  65. vector<int64_t> shape = iter->second;
  66. if (shape.size() < 1) {
  67. ErrorManager::GetInstance().ATCReportErrMessage("E10012");
  68. GELOGE(ge::PARAM_INVALID, "--input_shape's shape size can not be less than 1 when set --dynamic_batch_size.");
  69. return false;
  70. }
  71. if (shape[0] == kDynamicInputDim) {
  72. for (size_t i = 1; i < shape.size(); ++i) {
  73. if (shape[i] < 1) {
  74. ErrorManager::GetInstance().ATCReportErrMessage("E10018", {"index", "shape"},
  75. {std::to_string(i), std::to_string(shape[i])});
  76. GELOGE(ge::PARAM_INVALID, "Only batch N can be -1 when set --dynamic_batch_size, current shape[%zu] is %ld",
  77. i, shape[i]);
  78. return false;
  79. }
  80. }
  81. size++;
  82. }
  83. }
  84. if (size == 0) {
  85. ErrorManager::GetInstance().ATCReportErrMessage("E10031");
  86. GELOGE(ge::PARAM_INVALID, "At least one batch n must be equal to -1 when set --dynamic_batch_size.");
  87. return false;
  88. }
  89. for (char c : dynamic_batch_size) {
  90. if (!isdigit(c) && (c != ',') && (c != ' ')) {
  91. ErrorManager::GetInstance().ATCReportErrMessage("E10033", {"value", "reason"},
  92. {dynamic_batch_size, kDynamicBatchSizeError});
  93. GELOGE(ge::PARAM_INVALID, "Input parameter[--dynamic_batch_size]'s value[%s] is invalid. reason: %s",
  94. dynamic_batch_size.c_str(), kDynamicBatchSizeError);
  95. return false;
  96. }
  97. }
  98. if (dynamic_batch_size.back() == ',') {
  99. dynamic_batch_size.erase(dynamic_batch_size.end() - 1);
  100. }
  101. return true;
  102. }
  103. bool CheckDynamicImagesizeInputShapeValid(unordered_map<string, vector<int64_t>> shape_map,
  104. const std::string input_format, std::string &dynamic_image_size) {
  105. int32_t size = 0;
  106. for (unordered_map<string, vector<int64_t>>::iterator iter = shape_map.begin(); iter != shape_map.end(); ++iter) {
  107. vector<int64_t> shape = iter->second;
  108. // only support four dim
  109. if (shape.size() != DIM_DEFAULT_SIZE) {
  110. if (std::count(shape.begin(), shape.end(), kDynamicInputDim) > 0) {
  111. ErrorManager::GetInstance().ATCReportErrMessage("E10019");
  112. GELOGE(ge::PARAM_INVALID,
  113. "--input_shape's shape is invalid, only height and width can be -1 when set --dynamic_image_size.");
  114. return false;
  115. }
  116. continue;
  117. }
  118. int64_t height = 0;
  119. int64_t width = 0;
  120. if (input_format == "NCHW") {
  121. height = shape[NCHW_DIM_H];
  122. width = shape[NCHW_DIM_W];
  123. }
  124. if (input_format == "NHWC") {
  125. height = shape[NHWC_DIM_H];
  126. width = shape[NHWC_DIM_W];
  127. }
  128. if (height == kDynamicInputDim && width == kDynamicInputDim &&
  129. std::count(shape.begin(), shape.end(), kDynamicInputDim) == kDynamicImageSizeNum) {
  130. size++;
  131. } else if (std::count(shape.begin(), shape.end(), kDynamicInputDim) == 0) {
  132. continue;
  133. } else {
  134. ErrorManager::GetInstance().ATCReportErrMessage("E10019");
  135. GELOGE(ge::PARAM_INVALID,
  136. "--input_shape's shape is invalid, only height and width can be -1 when set --dynamic_image_size.");
  137. return false;
  138. }
  139. }
  140. if (size == 0) {
  141. ErrorManager::GetInstance().ATCReportErrMessage("E10019");
  142. GELOGE(ge::PARAM_INVALID,
  143. "--input_shape's shape is invalid, only height and width can be -1 when set --dynamic_image_size.");
  144. return false;
  145. }
  146. EraseEndSemicolon(dynamic_image_size);
  147. // Different parameter sets are split string by ';'
  148. std::vector<std::string> split_set = StringUtils::Split(dynamic_image_size, ';');
  149. // Different dimensions are split by ','
  150. std::vector<std::string> split_dim;
  151. for (auto str : split_set) {
  152. split_dim = StringUtils::Split(str, ',');
  153. if (split_dim.size() != static_cast<size_t>(kDynamicImageSizeNum)) {
  154. ErrorManager::GetInstance().ATCReportErrMessage("E10020", {"DynamicImageSizeNum"},
  155. {std::to_string(kDynamicImageSizeNum)});
  156. GELOGE(ge::PARAM_INVALID,
  157. "--dynamic_image_size's number of dimensions of each "
  158. "group must be %ld.",
  159. kDynamicImageSizeNum);
  160. return false;
  161. }
  162. }
  163. return true;
  164. }
  165. bool CheckDynamicDimsInputShapeValid(const unordered_map<string, vector<int64_t>> &shape_map, string input_format,
  166. string &dynamic_dims) {
  167. if (input_format != "ND") {
  168. ErrorManager::GetInstance().ATCReportErrMessage(
  169. "E10001", {"parameter", "value", "reason"},
  170. {"--input_format", input_format.c_str(), "input_format must be ND when set dynamic_dims"});
  171. GELOGE(ge::PARAM_INVALID, "input_format must be ND when set dynamic_dims.");
  172. return false;
  173. }
  174. int32_t dynamic_dim = 0;
  175. for (auto &info_shapes : shape_map) {
  176. auto &shapes = info_shapes.second;
  177. if (shapes.size() > kMaxNDDimNum || shapes.size() < kMinNDDimNum) {
  178. ErrorManager::GetInstance().ATCReportErrMessage(
  179. "E10001", {"parameter", "value", "reason"},
  180. {"--input_shape's dim", std::to_string(shapes.size()), "Dim num must within [1, 4] when set dynamic_dims"});
  181. GELOGE(ge::PARAM_INVALID, "Dim num must within [%zu, %zu] when set dynamic_dims.", kMinNDDimNum, kMaxNDDimNum);
  182. return false;
  183. }
  184. dynamic_dim += std::count(shapes.begin(), shapes.end(), kDynamicInputDim);
  185. }
  186. if (dynamic_dim == 0) {
  187. ErrorManager::GetInstance().ATCReportErrMessage(
  188. "E10001", {"parameter", "value", "reason"},
  189. {"--input_shape's dynamic dim num", "0", "at least one dim should be -1 when set dynamic_dims"});
  190. GELOGE(ge::PARAM_INVALID, "input_shape's shape is invalid, at least one dim should be -1 when set dynamic_dims.");
  191. return false;
  192. }
  193. if (!CheckAndParseDynamicDims(dynamic_dim, dynamic_dims)) {
  194. GELOGE(ge::PARAM_INVALID, "Check and parse dynamic dims: %s failed.", dynamic_dims.c_str());
  195. return false;
  196. }
  197. return true;
  198. }
  199. bool CheckAndParseDynamicDims(int32_t dynamic_dim_num, std::string &dynamic_dims) {
  200. EraseEndSemicolon(dynamic_dims);
  201. if (dynamic_dims.empty()) {
  202. ErrorManager::GetInstance().ATCReportErrMessage(
  203. "E10001", {"parameter", "value", "reason"},
  204. {"--dynamic_dims", dynamic_dims.c_str(), "dynamic_dims can not be empty"});
  205. GELOGE(ge::PARAM_INVALID, "dynamic_dims can not be empty.");
  206. return false;
  207. }
  208. // Different parameter sets are split by ';'
  209. vector<string> split_set = StringUtils::Split(dynamic_dims, ';');
  210. if (split_set.size() > kMaxDynamicDimNum) {
  211. ErrorManager::GetInstance().ATCReportErrMessage(
  212. "E10042", {"parameter", "reason"}, {"dynamic_dims", "dynamic_dims's num of parameter set can not exceed 100"});
  213. GELOGE(ge::PARAM_INVALID, "dynamic_dims's num of parameter set can not exceed %zu.", kMaxDynamicDimNum);
  214. return false;
  215. }
  216. for (auto split_dim : split_set) {
  217. vector<string> one_set = StringUtils::Split(split_dim, ',');
  218. if (one_set.size() != static_cast<size_t>(dynamic_dim_num)) {
  219. ErrorManager::GetInstance().ATCReportErrMessage(
  220. "E10042", {"parameter", "reason"},
  221. {"dynamic_dims", "Each gear setting needs to be consistent with the number of -1 in the inputshape"});
  222. GELOGE(ge::PARAM_INVALID,
  223. "Input parameter --dynamic_dims parse failed, "
  224. "reason: Each gear setting needs to be consistent with the number of -1 in the inputshape.");
  225. return false;
  226. }
  227. for (auto dim : one_set) {
  228. for (auto c : dim) {
  229. if (!isdigit(c)) {
  230. ErrorManager::GetInstance().ATCReportErrMessage(
  231. "E10001", {"parameter", "value", "reason"},
  232. {"--dynamic_dims's parameter", dim.c_str(), "must be positive integer"});
  233. GELOGE(ge::PARAM_INVALID, "dynamic_dims's parameter must be positive integer.");
  234. return false;
  235. }
  236. }
  237. }
  238. }
  239. return true;
  240. }
  241. Status CheckDynamicInputParamValid(string &dynamic_batch_size, string &dynamic_image_size, string &dynamic_dims,
  242. const string input_shape, const string input_format, bool &is_dynamic_input) {
  243. int32_t param_size = static_cast<int32_t>(!dynamic_batch_size.empty()) +
  244. static_cast<int32_t>(!dynamic_image_size.empty()) + static_cast<int32_t>(!dynamic_dims.empty());
  245. if (param_size > 1) {
  246. ErrorManager::GetInstance().ATCReportErrMessage("E10009", {"parameter0", "parameter1", "parameter2"},
  247. {"dynamic_batch_size", "dynamic_image_size", "dynamic_dims"});
  248. GELOGE(ge::PARAM_INVALID, "dynamic_batch_size, dynamic_image_size and dynamic_dims can only be set one");
  249. return ge::PARAM_INVALID;
  250. }
  251. if (param_size == 0) {
  252. return ge::SUCCESS;
  253. }
  254. unordered_map<string, vector<int64_t>> shape_map;
  255. vector<pair<string, vector<int64_t>>> user_shape_map;
  256. is_dynamic_input = true;
  257. if (input_shape.empty()) {
  258. ErrorManager::GetInstance().ATCReportErrMessage("E10004", {"parameter"}, {"input_shape"});
  259. GELOGE(ge::PARAM_INVALID, "The input_shape can not be empty in dynamic input size scenario.");
  260. return ge::PARAM_INVALID;
  261. }
  262. if (!ParseInputShape(input_shape, shape_map, user_shape_map, is_dynamic_input)) {
  263. GELOGE(ge::PARAM_INVALID, "Failed to parse input shape: %s", input_shape.c_str());
  264. return ge::PARAM_INVALID;
  265. }
  266. if (!dynamic_batch_size.empty()) {
  267. if (!CheckDynamicBatchSizeInputShapeValid(shape_map, dynamic_batch_size)) {
  268. GELOGE(ge::PARAM_INVALID, "Check dynamic batch size input shape failed: %s", input_shape.c_str());
  269. return ge::PARAM_INVALID;
  270. }
  271. }
  272. if (!dynamic_image_size.empty()) {
  273. if (!CheckDynamicImagesizeInputShapeValid(shape_map, input_format, dynamic_image_size)) {
  274. GELOGE(ge::PARAM_INVALID, "Check dynamic image size input shape failed: %s", input_shape.c_str());
  275. return ge::PARAM_INVALID;
  276. }
  277. }
  278. if (!dynamic_dims.empty()) {
  279. if (!CheckDynamicDimsInputShapeValid(shape_map, input_format, dynamic_dims)) {
  280. GELOGE(ge::PARAM_INVALID, "Check dynamic dims: %s of input shape: %s failed.", dynamic_dims.c_str(),
  281. input_shape.c_str());
  282. return ge::PARAM_INVALID;
  283. }
  284. }
  285. return ge::SUCCESS;
  286. }
  287. bool ParseInputShape(const string &input_shape, unordered_map<string, vector<int64_t>> &shape_map,
  288. vector<pair<string, vector<int64_t>>> &user_shape_map, bool is_dynamic_input) {
  289. vector<string> shape_vec = StringUtils::Split(input_shape, ';');
  290. const int DEFAULT_SHAPE_PAIR_SIZE = 2;
  291. for (const auto &shape : shape_vec) {
  292. vector<string> shape_pair_vec = SplitInputShape(shape);
  293. if (shape_pair_vec.size() != DEFAULT_SHAPE_PAIR_SIZE) {
  294. ErrorManager::GetInstance().ATCReportErrMessage("E10002", {"shape", "reason", "sample"},
  295. {shape, kSplitError1, kInputShapeSample1});
  296. GELOGW("Parse input parameter [--input_shape]'s shape[%s] failed, reason: %s, correct sample is %s.",
  297. shape.c_str(), kSplitError1, kInputShapeSample1);
  298. return false;
  299. }
  300. if (shape_pair_vec[1].empty()) {
  301. ErrorManager::GetInstance().ATCReportErrMessage("E10002", {"shape", "reason", "sample"},
  302. {shape, kEmptyError, kInputShapeSample1});
  303. GELOGW("Parse input parameter [--input_shape]'s shape[%s] failed, reason: %s, correct sample is %s.",
  304. shape.c_str(), kEmptyError, kInputShapeSample1);
  305. return false;
  306. }
  307. vector<string> shape_value_strs = StringUtils::Split(shape_pair_vec[1], ',');
  308. vector<int64_t> shape_values;
  309. for (auto &shape_value_str : shape_value_strs) {
  310. // stoul: The method may throw an exception: invalid_argument/out_of_range
  311. if (std::string::npos != shape_value_str.find('.')) {
  312. ErrorManager::GetInstance().ATCReportErrMessage("E10002", {"shape", "reason", "sample"},
  313. {shape, kFloatNumError, kInputShapeSample2});
  314. GELOGW("Parse input parameter [--input_shape]'s shape[%s] failed, reason: %s, correct sample is %s.",
  315. shape.c_str(), kFloatNumError, kInputShapeSample2);
  316. return false;
  317. }
  318. long left_result = 0;
  319. try {
  320. left_result = stol(StringUtils::Trim(shape_value_str));
  321. if (!shape_value_str.empty() && (shape_value_str.front() == '-')) {
  322. // The value maybe dynamic shape [-1], need substr it and verify isdigit.
  323. shape_value_str = shape_value_str.substr(1);
  324. }
  325. for (char c : shape_value_str) {
  326. if (!isdigit(c)) {
  327. ErrorManager::GetInstance().ATCReportErrMessage("E10002", {"shape", "reason", "sample"},
  328. {shape, kDigitError, kInputShapeSample2});
  329. GELOGE(PARAM_INVALID, "--input_shape's shape value[%s] is not digit", shape_value_str.c_str());
  330. return false;
  331. }
  332. }
  333. } catch (const std::out_of_range &) {
  334. ErrorManager::GetInstance().ATCReportErrMessage("E10013", {"parameter", "value"},
  335. {"--input_shape", shape_value_str});
  336. GELOGW("Input parameter[--input_shape]’s value[%s] cause out of range execption!", shape_value_str.c_str());
  337. return false;
  338. } catch (const std::invalid_argument &) {
  339. ErrorManager::GetInstance().ATCReportErrMessage("E10014", {"parameter", "value"},
  340. {"--input_shape", shape_value_str});
  341. GELOGW("Input parameter[--input_shape]’s value[%s] cause invalid argument!", shape_value_str.c_str());
  342. return false;
  343. } catch (...) {
  344. ErrorManager::GetInstance().ATCReportErrMessage("E10015", {"parameter", "value"},
  345. {"--input_shape", shape_value_str});
  346. GELOGW("Input parameter[--input_shape]’s value[%s] cause unkown execption!", shape_value_str.c_str());
  347. return false;
  348. }
  349. int64_t result = left_result;
  350. // - 1 is not currently supported
  351. if (!is_dynamic_input && result <= 0) {
  352. ErrorManager::GetInstance().ATCReportErrMessage("E10011", {"shape", "result"}, {shape, std::to_string(result)});
  353. GELOGW(
  354. "Input parameter[--input_shape]’s shape value[%s] is invalid, "
  355. "expect positive integer, but value is %ld.",
  356. shape.c_str(), result);
  357. return false;
  358. }
  359. shape_values.push_back(result);
  360. }
  361. shape_map.emplace(make_pair(StringUtils::Trim(shape_pair_vec[0]), shape_values));
  362. user_shape_map.push_back(make_pair(StringUtils::Trim(shape_pair_vec[0]), shape_values));
  363. }
  364. return true;
  365. }
  366. Status CheckOutputTypeParamValid(const std::string output_type) {
  367. if ((!output_type.empty()) && (kOutputTypeSupportDatatype.find(output_type) == kOutputTypeSupportDatatype.end())) {
  368. ErrorManager::GetInstance().ATCReportErrMessage("E10001", {"parameter", "value", "reason"},
  369. {"--output_type", output_type, kOutputTypeSupport});
  370. GELOGE(ge::PARAM_INVALID, "Invalid value for --output_type[%s], %s.", output_type.c_str(), kOutputTypeSupport);
  371. return ge::PARAM_INVALID;
  372. }
  373. return ge::SUCCESS;
  374. }
  375. Status CheckBufferOptimizeParamValid(const std::string buffer_optimize) {
  376. if ((!buffer_optimize.empty()) &&
  377. (kBufferOptimizeSupportOption.find(buffer_optimize) == kBufferOptimizeSupportOption.end())) {
  378. ErrorManager::GetInstance().ATCReportErrMessage("E10001", {"parameter", "value", "reason"},
  379. {"--buffer_optimize", buffer_optimize, kBufferOptimizeSupport});
  380. GELOGE(ge::PARAM_INVALID, "Invalid value for --buffer_optimize[%s], %s.", buffer_optimize.c_str(),
  381. kBufferOptimizeSupport);
  382. return ge::PARAM_INVALID;
  383. }
  384. return ge::SUCCESS;
  385. }
  386. Status CheckCompressWeightParamValid(const std::string enable_compress_weight, const std::string compress_weight_conf) {
  387. if ((!compress_weight_conf.empty()) && (!CheckInputPathValid(compress_weight_conf, "--compress_weight_conf"))) {
  388. GELOGE(ge::PARAM_INVALID, "compress weight config file not found, file_name:%s", compress_weight_conf.c_str());
  389. return ge::PARAM_INVALID;
  390. }
  391. if ((enable_compress_weight != "") && (enable_compress_weight != "true") && (enable_compress_weight != "false")) {
  392. ErrorManager::GetInstance().ATCReportErrMessage("E10005", {"parameter", "value"},
  393. {"enable_compress_weight", enable_compress_weight});
  394. GELOGE(ge::PARAM_INVALID, "Input parameter[--enable_compress_weight]'s value[%s] must be true or false.",
  395. enable_compress_weight.c_str());
  396. return ge::PARAM_INVALID;
  397. }
  398. if ((enable_compress_weight == "true") && (!compress_weight_conf.empty())) {
  399. ErrorManager::GetInstance().ATCReportErrMessage("E10009", {"parameter0", "parameter1"},
  400. {"enable_compress_weight", "compress_weight_conf"});
  401. GELOGE(ge::PARAM_INVALID, "enable_compress_weight and compress_weight_conf can not both exist!!");
  402. return ge::PARAM_INVALID;
  403. }
  404. return ge::SUCCESS;
  405. }
  406. int CheckLogParamValidAndSetLogLevel(const std::string log) {
  407. int ret = -1;
  408. if (log == "default") {
  409. ret = 0;
  410. } else if (log == "null") {
  411. ret = dlog_setlevel(-1, DLOG_NULL, 0);
  412. } else if (log == "debug") {
  413. ret = dlog_setlevel(-1, DLOG_DEBUG, 1);
  414. } else if (log == "info") {
  415. ret = dlog_setlevel(-1, DLOG_INFO, 1);
  416. } else if (log == "warning") {
  417. ret = dlog_setlevel(-1, DLOG_WARN, 1);
  418. } else if (log == "error") {
  419. ret = dlog_setlevel(-1, DLOG_ERROR, 1);
  420. } else {
  421. GELOGE(ge::PARAM_INVALID, "invalid value for log:%s, only support debug, info, warning, error, null", log.c_str());
  422. return ret;
  423. }
  424. if (ret != 0) {
  425. GELOGE(ge::PARAM_INVALID, "Log setlevel fail !");
  426. }
  427. return ret;
  428. }
  429. Status CheckInsertOpConfParamValid(const std::string insert_op_conf) {
  430. if ((!insert_op_conf.empty()) && (!CheckInputPathValid(insert_op_conf, "--insert_op_conf"))) {
  431. GELOGE(ge::PARAM_INVALID, "insert op config file not found: %s", insert_op_conf.c_str());
  432. return ge::PARAM_INVALID;
  433. }
  434. return ge::SUCCESS;
  435. }
  436. Status CheckDisableReuseMemoryParamValid(const std::string disable_reuse_memory) {
  437. if ((disable_reuse_memory != "") && (disable_reuse_memory != "0") && (disable_reuse_memory != "1")) {
  438. ErrorManager::GetInstance().ATCReportErrMessage("E10006", {"parameter"}, {"disable_reuse_memory"});
  439. GELOGE(ge::PARAM_INVALID, "Input parameter[--disable_reuse_memory]'s value must be 1 or 0.");
  440. return ge::PARAM_INVALID;
  441. }
  442. return ge::SUCCESS;
  443. }
  444. Status CheckEnableSingleStreamParamValid(const std::string enable_single_stream) {
  445. if ((enable_single_stream != "") && (enable_single_stream != "true") && (enable_single_stream != "false")) {
  446. ErrorManager::GetInstance().ATCReportErrMessage("E10005", {"parameter", "value"},
  447. {"enable_single_stream", enable_single_stream});
  448. GELOGE(ge::PARAM_INVALID, "Input parameter[--enable_single_stream]'s value[%s] must be true or false.",
  449. enable_single_stream.c_str());
  450. return ge::PARAM_INVALID;
  451. }
  452. return ge::SUCCESS;
  453. }
  454. Status CheckImplmodeParamValid(const std::string &optypelist_for_implmode, std::string &op_select_implmode) {
  455. // only appointed op_select_implmode, can user appoint optypelist_for_implmode
  456. if (optypelist_for_implmode != "" && op_select_implmode == "") {
  457. ErrorManager::GetInstance().ATCReportErrMessage(
  458. "E10001", {"parameter", "value", "reason"},
  459. {"--op_select_implmode", op_select_implmode.c_str(), kCompressWeightError});
  460. GELOGE(ge::PARAM_INVALID, "Invalid value for --op_select_implmode[%s], %s.", op_select_implmode.c_str(),
  461. kCompressWeightError);
  462. return ge::PARAM_INVALID;
  463. }
  464. // op_select_implmode default value is high_performance
  465. if (op_select_implmode == "") {
  466. op_select_implmode = IR_OPTION_OP_SELECT_IMPLMODE_DEFAULT;
  467. } else {
  468. if (op_select_implmode != IR_OPTION_OP_SELECT_IMPLMODE_DEFAULT &&
  469. op_select_implmode != IR_OPTION_OP_SELECT_IMPLMODE_PRECISON) {
  470. ErrorManager::GetInstance().ATCReportErrMessage(
  471. "E10001", {"parameter", "value", "reason"},
  472. {"--op_select_implmode", op_select_implmode.c_str(), kSelectImplmodeError});
  473. GELOGE(ge::PARAM_INVALID, "Invalid value for --op_select_implmode[%s], %s.", op_select_implmode.c_str(),
  474. kSelectImplmodeError);
  475. return ge::PARAM_INVALID;
  476. }
  477. }
  478. return ge::SUCCESS;
  479. }
  480. void PrintOptionMap(std::map<std::string, std::string> &options, std::string tips) {
  481. for (auto iter = options.begin(); iter != options.end(); iter++) {
  482. std::string key = iter->first;
  483. std::string option_name = iter->second;
  484. GELOGI("%s set successfully, option_key=%s, option_value=%s", tips.c_str(), key.c_str(), option_name.c_str());
  485. }
  486. }
  487. void EraseEndSemicolon(string &param) {
  488. if (param.empty()) {
  489. return;
  490. }
  491. if (param.back() == ';') {
  492. param.erase(param.end() - 1);
  493. }
  494. }
  495. } // namespace ge

图引擎模块(GE)是MindSpore的一个子模块,其代码由C++实现,位于前端模块ME和底层硬件之间,起到承接作用。图引擎模块以ME下发的图作为输入,然后进行一系列的深度图优化操作,最后输出一张可以在底层硬件上高效运行的图。GE针对昇腾AI处理器的硬件结构特点,做了特定的优化工作,以此来充分发挥出昇腾AI处理器的强大算力。在进行模型训练/推理时,GE会被自动调用而用户并不感知。GE主要由GE API和GE Core两部分组成,详细的架构图如下所示