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python_c_extension.cpp 11 kB

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  1. /**
  2. * \file imperative/tablegen/targets/python_c_extension.cpp
  3. * MegEngine is Licensed under the Apache License, Version 2.0 (the "License")
  4. *
  5. * Copyright (c) 2014-2021 Megvii Inc. All rights reserved.
  6. *
  7. * Unless required by applicable law or agreed to in writing,
  8. * software distributed under the License is distributed on an
  9. * "AS IS" BASIS, WITHOUT ARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
  10. */
  11. #include "python_c_extension.h"
  12. #include "../emitter.h"
  13. namespace mlir::tblgen {
  14. namespace {
  15. struct Initproc {
  16. std::string func;
  17. Initproc(std::string&& s): func(std::move(s)) {}
  18. std::string operator()(std::string argument) {
  19. return formatv("{0}({1})", func, argument);
  20. }
  21. };
  22. class OpDefEmitter: public EmitterBase {
  23. public:
  24. OpDefEmitter(MgbOp& op_, raw_ostream& os_, Environment& env_):
  25. EmitterBase(os_, env_), op(op_) {
  26. ctx.withSelf(op.getCppClassName());
  27. }
  28. Initproc emit();
  29. private:
  30. void emit_class();
  31. void emit_py_init();
  32. void emit_py_getsetters();
  33. Initproc emit_initproc();
  34. MgbOp& op;
  35. std::vector<Initproc> subclasses;
  36. mlir::tblgen::FmtContext ctx;
  37. };
  38. class EnumAttrEmitter: public EmitterBase {
  39. public:
  40. EnumAttrEmitter(llvm::StringRef parent, MgbEnumAttr* attr_, raw_ostream& os_, Environment& env_):
  41. EmitterBase(os_, env_), attr(attr_) {
  42. unsigned int enumID;
  43. if (auto alias = llvm::dyn_cast<MgbAliasAttr>(attr)) {
  44. auto&& aliasBase = alias->getAliasBase();
  45. enumID = llvm::cast<MgbEnumAttr>(aliasBase).getBaseRecord()->getID();
  46. } else {
  47. enumID = attr->getBaseRecord()->getID();
  48. }
  49. ctx.addSubst("enumTpl", attr->getEnumCombinedFlag() ? "BitCombinedEnumWrapper" : "EnumWrapper");
  50. ctx.addSubst("opClass", parent);
  51. ctx.addSubst("enumClass", attr->getEnumName());
  52. firstOccur = env().enumAlias.emplace(enumID, std::make_pair(parent, attr->getEnumName())).second;
  53. }
  54. Initproc emit();
  55. protected:
  56. void emit_trait();
  57. void emit_tpl_spl();
  58. Initproc emit_initproc();
  59. MgbEnumAttr* attr;
  60. bool firstOccur;
  61. mlir::tblgen::FmtContext ctx;
  62. };
  63. Initproc EnumAttrEmitter::emit() {
  64. emit_trait();
  65. emit_tpl_spl();
  66. return emit_initproc();
  67. }
  68. void EnumAttrEmitter::emit_trait() {
  69. if (!firstOccur) return;
  70. auto enumMax = [&] {
  71. if (attr->getEnumCombinedFlag()) {
  72. return formatv("(1llu << {0}) - 1", attr->getEnumMembers().size());
  73. } else {
  74. return formatv("{0} - 1", attr->getEnumMembers().size());
  75. }
  76. };
  77. os << tgfmt(R"(
  78. template<> struct EnumTrait<$opClass::$enumClass> {
  79. static constexpr const char *name = "$opClass.$enumClass";
  80. static constexpr std::underlying_type_t<$opClass::$enumClass> max = $0;
  81. };
  82. )", &ctx, enumMax());
  83. }
  84. void EnumAttrEmitter::emit_tpl_spl() {
  85. if (!firstOccur) return;
  86. os << tgfmt(
  87. "template<> PyTypeObject $enumTpl<$opClass::$enumClass>::type = {};\n",
  88. &ctx);
  89. auto quote = [&](auto&& i) -> std::string {
  90. return formatv("\"{0}\"", i);
  91. };
  92. os << tgfmt(R"(
  93. template<> const char*
  94. $enumTpl<$opClass::$enumClass>::members[] = {$0};
  95. )", &ctx, llvm::join(llvm::map_range(attr->getEnumMembers(), quote), ", "));
  96. auto mem2value = [&](auto&& i) -> std::string {
  97. return tgfmt("{normalize_enum(\"$0\"), $opClass::$enumClass::$0}", &ctx, i);
  98. };
  99. os << tgfmt(R"(
  100. template<> std::unordered_map<std::string, $opClass::$enumClass>
  101. $enumTpl<$opClass::$enumClass>::mem2value = {$0};
  102. )", &ctx, llvm::join(llvm::map_range(attr->getEnumMembers(), mem2value), ", "));
  103. os << tgfmt(
  104. "template<> PyObject* "
  105. "$enumTpl<$opClass::$enumClass>::pyobj_insts[$0] = {nullptr};\n",
  106. &ctx, attr->getEnumMembers().size());
  107. if (attr->getEnumCombinedFlag()) {
  108. os << tgfmt(
  109. "template<> PyNumberMethods "
  110. "$enumTpl<$opClass::$enumClass>::number_methods = {};\n",
  111. &ctx);
  112. }
  113. }
  114. Initproc EnumAttrEmitter::emit_initproc() {
  115. std::string initproc = formatv("_init_py_{0}_{1}",
  116. ctx.getSubstFor("opClass"), ctx.getSubstFor("enumClass"));
  117. os << tgfmt(R"(
  118. void $0(PyTypeObject& py_type) {
  119. auto& e_type = $enumTpl<$opClass::$enumClass>::type;
  120. )", &ctx, initproc);
  121. if (firstOccur) {
  122. os << tgfmt(R"(
  123. e_type = {PyVarObject_HEAD_INIT(NULL, 0)};
  124. e_type.tp_name = "megengine.core._imperative_rt.ops.$opClass.$enumClass";
  125. e_type.tp_basicsize = sizeof($enumTpl<$opClass::$enumClass>);
  126. e_type.tp_flags = Py_TPFLAGS_DEFAULT | Py_TPFLAGS_BASETYPE;
  127. e_type.tp_doc = "$opClass.$enumClass";
  128. e_type.tp_base = &PyBaseObject_Type;
  129. e_type.tp_repr = $enumTpl<$opClass::$enumClass>::py_repr;
  130. e_type.tp_richcompare = $enumTpl<$opClass::$enumClass>::tp_richcompare;
  131. )", &ctx);
  132. if (attr->getEnumCombinedFlag()) {
  133. // only bit combined enum could new instance because bitwise operation,
  134. // others should always use singleton
  135. os << tgfmt(R"(
  136. e_type.tp_new = $enumTpl<$opClass::$enumClass>::py_new_combined_enum;
  137. auto& number_method = $enumTpl<$opClass::$enumClass>::number_methods;
  138. number_method.nb_or = $enumTpl<$opClass::$enumClass>::py_or;
  139. number_method.nb_and = $enumTpl<$opClass::$enumClass>::py_and;
  140. e_type.tp_as_number = &number_method;
  141. )", &ctx);
  142. }
  143. os << " mgb_assert(PyType_Ready(&e_type) >= 0);\n";
  144. auto&& members = attr->getEnumMembers();
  145. for (size_t idx = 0; idx < members.size(); ++ idx) {
  146. os << tgfmt(R"({
  147. PyObject* inst = e_type.tp_alloc(&e_type, 0);
  148. reinterpret_cast<$enumTpl<$opClass::$enumClass>*>(inst)->value = $opClass::$enumClass::$0;
  149. mgb_assert(PyDict_SetItemString(e_type.tp_dict, "$0", inst) >= 0);
  150. $enumTpl<$opClass::$enumClass>::pyobj_insts[$1] = inst;
  151. })", &ctx, members[idx], idx);
  152. }
  153. os << " PyType_Modified(&e_type);\n";
  154. }
  155. os << tgfmt(R"(
  156. mgb_assert(PyDict_SetItemString(
  157. py_type.tp_dict, "$enumClass", reinterpret_cast<PyObject*>(&e_type)) >= 0);
  158. )", &ctx);
  159. os << "}\n";
  160. return initproc;
  161. }
  162. Initproc OpDefEmitter::emit() {
  163. for (auto&& i : op.getMgbAttributes()) {
  164. if (auto attr = llvm::dyn_cast<MgbEnumAttr>(&i.attr)) {
  165. subclasses.push_back(EnumAttrEmitter(op.getCppClassName(), attr, os, env()).emit());
  166. }
  167. }
  168. emit_class();
  169. emit_py_init();
  170. emit_py_getsetters();
  171. return emit_initproc();
  172. }
  173. void OpDefEmitter::emit_class() {
  174. os << tgfmt(R"(
  175. PyOpDefBegin($_self) // {
  176. static PyGetSetDef py_getsetters[];
  177. static int py_init(PyObject *self, PyObject *args, PyObject *kwds);
  178. // };
  179. PyOpDefEnd($_self)
  180. )", &ctx);
  181. }
  182. void OpDefEmitter::emit_py_init() {
  183. std::string initBody;
  184. if (!op.getMgbAttributes().empty()) {
  185. initBody += "static const char* kwlist[] = {";
  186. std::vector<llvm::StringRef> attr_name_list;
  187. llvm::for_each(op.getMgbAttributes(), [&](auto&& attr) {
  188. attr_name_list.push_back(attr.name);
  189. });
  190. attr_name_list.push_back("scope");
  191. llvm::for_each(attr_name_list, [&](auto&& attr) {
  192. initBody += formatv("\"{0}\", ", attr);
  193. });
  194. initBody += "NULL};\n";
  195. initBody += " PyObject ";
  196. auto initializer = [&](auto&& attr) -> std::string {
  197. return formatv("*{0} = NULL", attr);
  198. };
  199. initBody += llvm::join(llvm::map_range(attr_name_list, initializer), ", ") + ";\n";
  200. initBody += " if (!PyArg_ParseTupleAndKeywords(args, kwds, \"|";
  201. // an extra slot created for name
  202. initBody += std::string(attr_name_list.size(), 'O');
  203. initBody += "\", const_cast<char**>(kwlist)";
  204. llvm::for_each(attr_name_list, [&](auto&& attr) {
  205. initBody += formatv(", &{0}", attr);
  206. });
  207. initBody += "))\n";
  208. initBody += " return -1;\n";
  209. llvm::for_each(op.getMgbAttributes(), [&](auto&& attr) {
  210. initBody += tgfmt(R"(
  211. if ($0) {
  212. try {
  213. // TODO: remove this guard which is used for pybind11 implicit conversion
  214. py::detail::loader_life_support guard{};
  215. reinterpret_cast<PyOp($_self)*>(self)->inst().$0 =
  216. py::cast<decltype($_self::$0)>(py::handle($0));
  217. } CATCH_ALL(-1)
  218. }
  219. )", &ctx, attr.name);
  220. });
  221. initBody += tgfmt(R"(
  222. if (scope) {
  223. try {
  224. reinterpret_cast<PyOp(OpDef)*>(self)->op
  225. ->set_scope(py::cast<std::string>(py::handle(scope)));
  226. } CATCH_ALL(-1)
  227. }
  228. )", &ctx);
  229. }
  230. initBody += "\n return 0;";
  231. os << tgfmt(R"(
  232. int PyOp($_self)::py_init(PyObject *self, PyObject *args, PyObject *kwds) {
  233. $0
  234. }
  235. )", &ctx, initBody);
  236. }
  237. void OpDefEmitter::emit_py_getsetters() {
  238. auto f = [&](auto&& attr) -> std::string {
  239. return tgfmt(
  240. "{const_cast<char*>(\"$0\"), py_get_generic($_self, $0), py_set_generic($_self, $0), const_cast<char*>(\"$0\"), NULL},",
  241. &ctx, attr.name);
  242. };
  243. os << tgfmt(R"(
  244. PyGetSetDef PyOp($_self)::py_getsetters[] = {
  245. $0
  246. {NULL} /* Sentinel */
  247. };
  248. )", &ctx, llvm::join(llvm::map_range(op.getMgbAttributes(), f), "\n "));
  249. }
  250. Initproc OpDefEmitter::emit_initproc() {
  251. std::string initproc = formatv("_init_py_{0}", op.getCppClassName());
  252. std::string subclass_init_call;
  253. for (auto&& i : subclasses) {
  254. subclass_init_call += formatv(" {0};\n", i("py_type"));
  255. }
  256. os << tgfmt(R"(
  257. void $0(py::module m) {
  258. using py_op = PyOp($_self);
  259. auto& py_type = PyOpType($_self);
  260. py_type = {PyVarObject_HEAD_INIT(NULL, 0)};
  261. py_type.tp_name = "megengine.core._imperative_rt.ops.$_self";
  262. py_type.tp_basicsize = sizeof(PyOp($_self));
  263. py_type.tp_flags = Py_TPFLAGS_DEFAULT | Py_TPFLAGS_BASETYPE;
  264. py_type.tp_doc = "$_self";
  265. py_type.tp_base = &PyOpType(OpDef);
  266. py_type.tp_dealloc = py_dealloc_generic<py_op>;
  267. py_type.tp_new = py_new_generic<py_op>;
  268. py_type.tp_init = py_op::py_init;
  269. py_type.tp_getset = py_op::py_getsetters;
  270. mgb_assert(PyType_Ready(&py_type) >= 0);
  271. $1
  272. PyType_Modified(&py_type);
  273. m.add_object("$_self", reinterpret_cast<PyObject*>(&py_type));
  274. mgb_assert(PyOp(OpDef)::ctype2pytype.emplace($_self::typeinfo(), &py_type).second);
  275. }
  276. )", &ctx, initproc, subclass_init_call);
  277. return initproc;
  278. }
  279. } // namespace
  280. bool gen_op_def_python_c_extension(raw_ostream &os, llvm::RecordKeeper &keeper) {
  281. Environment env;
  282. using namespace std::placeholders;
  283. std::vector<Initproc> initprocs;
  284. foreach_operator(keeper, [&](MgbOp& op) {
  285. initprocs.emplace_back(OpDefEmitter(op, os, env).emit());
  286. });
  287. os << "#define INIT_ALL_OP(m)";
  288. for(auto&& init : initprocs) {
  289. os << formatv(" \\\n {0};", init("m"));
  290. }
  291. os << "\n";
  292. return false;
  293. }
  294. } // namespace mlir::tblgen

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