1 //===- IRModules.h - IR Submodules of pybind module -----------------------===// 2 // 3 // Part of the LLVM Project, under the Apache License v2.0 with LLVM Exceptions. 4 // See https://llvm.org/LICENSE.txt for license information. 5 // SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception 6 // 7 //===----------------------------------------------------------------------===// 8 9 #ifndef MLIR_BINDINGS_PYTHON_IRMODULES_H 10 #define MLIR_BINDINGS_PYTHON_IRMODULES_H 11 12 #include <vector> 13 14 #include "PybindUtils.h" 15 16 #include "mlir-c/AffineExpr.h" 17 #include "mlir-c/AffineMap.h" 18 #include "mlir-c/IR.h" 19 #include "mlir-c/IntegerSet.h" 20 #include "llvm/ADT/DenseMap.h" 21 #include "llvm/ADT/Optional.h" 22 23 namespace mlir { 24 namespace python { 25 26 class PyBlock; 27 class PyInsertionPoint; 28 class PyLocation; 29 class DefaultingPyLocation; 30 class PyMlirContext; 31 class DefaultingPyMlirContext; 32 class PyModule; 33 class PyOperation; 34 class PyType; 35 class PySymbolTable; 36 class PyValue; 37 38 /// Template for a reference to a concrete type which captures a python 39 /// reference to its underlying python object. 40 template <typename T> 41 class PyObjectRef { 42 public: 43 PyObjectRef(T *referrent, pybind11::object object) 44 : referrent(referrent), object(std::move(object)) { 45 assert(this->referrent && 46 "cannot construct PyObjectRef with null referrent"); 47 assert(this->object && "cannot construct PyObjectRef with null object"); 48 } 49 PyObjectRef(PyObjectRef &&other) 50 : referrent(other.referrent), object(std::move(other.object)) { 51 other.referrent = nullptr; 52 assert(!other.object); 53 } 54 PyObjectRef(const PyObjectRef &other) 55 : referrent(other.referrent), object(other.object /* copies */) {} 56 ~PyObjectRef() {} 57 58 int getRefCount() { 59 if (!object) 60 return 0; 61 return object.ref_count(); 62 } 63 64 /// Releases the object held by this instance, returning it. 65 /// This is the proper thing to return from a function that wants to return 66 /// the reference. Note that this does not work from initializers. 67 pybind11::object releaseObject() { 68 assert(referrent && object); 69 referrent = nullptr; 70 auto stolen = std::move(object); 71 return stolen; 72 } 73 74 T *get() { return referrent; } 75 T *operator->() { 76 assert(referrent && object); 77 return referrent; 78 } 79 pybind11::object getObject() { 80 assert(referrent && object); 81 return object; 82 } 83 operator bool() const { return referrent && object; } 84 85 private: 86 T *referrent; 87 pybind11::object object; 88 }; 89 90 /// Tracks an entry in the thread context stack. New entries are pushed onto 91 /// here for each with block that activates a new InsertionPoint, Context or 92 /// Location. 93 /// 94 /// Pushing either a Location or InsertionPoint also pushes its associated 95 /// Context. Pushing a Context will not modify the Location or InsertionPoint 96 /// unless if they are from a different context, in which case, they are 97 /// cleared. 98 class PyThreadContextEntry { 99 public: 100 enum class FrameKind { 101 Context, 102 InsertionPoint, 103 Location, 104 }; 105 106 PyThreadContextEntry(FrameKind frameKind, pybind11::object context, 107 pybind11::object insertionPoint, 108 pybind11::object location) 109 : context(std::move(context)), insertionPoint(std::move(insertionPoint)), 110 location(std::move(location)), frameKind(frameKind) {} 111 112 /// Gets the top of stack context and return nullptr if not defined. 113 static PyMlirContext *getDefaultContext(); 114 115 /// Gets the top of stack insertion point and return nullptr if not defined. 116 static PyInsertionPoint *getDefaultInsertionPoint(); 117 118 /// Gets the top of stack location and returns nullptr if not defined. 119 static PyLocation *getDefaultLocation(); 120 121 PyMlirContext *getContext(); 122 PyInsertionPoint *getInsertionPoint(); 123 PyLocation *getLocation(); 124 FrameKind getFrameKind() { return frameKind; } 125 126 /// Stack management. 127 static PyThreadContextEntry *getTopOfStack(); 128 static pybind11::object pushContext(PyMlirContext &context); 129 static void popContext(PyMlirContext &context); 130 static pybind11::object pushInsertionPoint(PyInsertionPoint &insertionPoint); 131 static void popInsertionPoint(PyInsertionPoint &insertionPoint); 132 static pybind11::object pushLocation(PyLocation &location); 133 static void popLocation(PyLocation &location); 134 135 /// Gets the thread local stack. 136 static std::vector<PyThreadContextEntry> &getStack(); 137 138 private: 139 static void push(FrameKind frameKind, pybind11::object context, 140 pybind11::object insertionPoint, pybind11::object location); 141 142 /// An object reference to the PyContext. 143 pybind11::object context; 144 /// An object reference to the current insertion point. 145 pybind11::object insertionPoint; 146 /// An object reference to the current location. 147 pybind11::object location; 148 // The kind of push that was performed. 149 FrameKind frameKind; 150 }; 151 152 /// Wrapper around MlirContext. 153 using PyMlirContextRef = PyObjectRef<PyMlirContext>; 154 class PyMlirContext { 155 public: 156 PyMlirContext() = delete; 157 PyMlirContext(const PyMlirContext &) = delete; 158 PyMlirContext(PyMlirContext &&) = delete; 159 160 /// For the case of a python __init__ (py::init) method, pybind11 is quite 161 /// strict about needing to return a pointer that is not yet associated to 162 /// an py::object. Since the forContext() method acts like a pool, possibly 163 /// returning a recycled context, it does not satisfy this need. The usual 164 /// way in python to accomplish such a thing is to override __new__, but 165 /// that is also not supported by pybind11. Instead, we use this entry 166 /// point which always constructs a fresh context (which cannot alias an 167 /// existing one because it is fresh). 168 static PyMlirContext *createNewContextForInit(); 169 170 /// Returns a context reference for the singleton PyMlirContext wrapper for 171 /// the given context. 172 static PyMlirContextRef forContext(MlirContext context); 173 ~PyMlirContext(); 174 175 /// Accesses the underlying MlirContext. 176 MlirContext get() { return context; } 177 178 /// Gets a strong reference to this context, which will ensure it is kept 179 /// alive for the life of the reference. 180 PyMlirContextRef getRef() { 181 return PyMlirContextRef(this, pybind11::cast(this)); 182 } 183 184 /// Gets a capsule wrapping the void* within the MlirContext. 185 pybind11::object getCapsule(); 186 187 /// Creates a PyMlirContext from the MlirContext wrapped by a capsule. 188 /// Note that PyMlirContext instances are uniqued, so the returned object 189 /// may be a pre-existing object. Ownership of the underlying MlirContext 190 /// is taken by calling this function. 191 static pybind11::object createFromCapsule(pybind11::object capsule); 192 193 /// Gets the count of live context objects. Used for testing. 194 static size_t getLiveCount(); 195 196 /// Gets the count of live operations associated with this context. 197 /// Used for testing. 198 size_t getLiveOperationCount(); 199 200 /// Gets the count of live modules associated with this context. 201 /// Used for testing. 202 size_t getLiveModuleCount(); 203 204 /// Enter and exit the context manager. 205 pybind11::object contextEnter(); 206 void contextExit(pybind11::object excType, pybind11::object excVal, 207 pybind11::object excTb); 208 209 private: 210 PyMlirContext(MlirContext context); 211 // Interns the mapping of live MlirContext::ptr to PyMlirContext instances, 212 // preserving the relationship that an MlirContext maps to a single 213 // PyMlirContext wrapper. This could be replaced in the future with an 214 // extension mechanism on the MlirContext for stashing user pointers. 215 // Note that this holds a handle, which does not imply ownership. 216 // Mappings will be removed when the context is destructed. 217 using LiveContextMap = llvm::DenseMap<void *, PyMlirContext *>; 218 static LiveContextMap &getLiveContexts(); 219 220 // Interns all live modules associated with this context. Modules tracked 221 // in this map are valid. When a module is invalidated, it is removed 222 // from this map, and while it still exists as an instance, any 223 // attempt to access it will raise an error. 224 using LiveModuleMap = 225 llvm::DenseMap<const void *, std::pair<pybind11::handle, PyModule *>>; 226 LiveModuleMap liveModules; 227 228 // Interns all live operations associated with this context. Operations 229 // tracked in this map are valid. When an operation is invalidated, it is 230 // removed from this map, and while it still exists as an instance, any 231 // attempt to access it will raise an error. 232 using LiveOperationMap = 233 llvm::DenseMap<void *, std::pair<pybind11::handle, PyOperation *>>; 234 LiveOperationMap liveOperations; 235 236 MlirContext context; 237 friend class PyModule; 238 friend class PyOperation; 239 }; 240 241 /// Used in function arguments when None should resolve to the current context 242 /// manager set instance. 243 class DefaultingPyMlirContext 244 : public Defaulting<DefaultingPyMlirContext, PyMlirContext> { 245 public: 246 using Defaulting::Defaulting; 247 static constexpr const char kTypeDescription[] = 248 "[ThreadContextAware] mlir.ir.Context"; 249 static PyMlirContext &resolve(); 250 }; 251 252 /// Base class for all objects that directly or indirectly depend on an 253 /// MlirContext. The lifetime of the context will extend at least to the 254 /// lifetime of these instances. 255 /// Immutable objects that depend on a context extend this directly. 256 class BaseContextObject { 257 public: 258 BaseContextObject(PyMlirContextRef ref) : contextRef(std::move(ref)) { 259 assert(this->contextRef && 260 "context object constructed with null context ref"); 261 } 262 263 /// Accesses the context reference. 264 PyMlirContextRef &getContext() { return contextRef; } 265 266 private: 267 PyMlirContextRef contextRef; 268 }; 269 270 /// Wrapper around an MlirDialect. This is exported as `DialectDescriptor` in 271 /// order to differentiate it from the `Dialect` base class which is extended by 272 /// plugins which extend dialect functionality through extension python code. 273 /// This should be seen as the "low-level" object and `Dialect` as the 274 /// high-level, user facing object. 275 class PyDialectDescriptor : public BaseContextObject { 276 public: 277 PyDialectDescriptor(PyMlirContextRef contextRef, MlirDialect dialect) 278 : BaseContextObject(std::move(contextRef)), dialect(dialect) {} 279 280 MlirDialect get() { return dialect; } 281 282 private: 283 MlirDialect dialect; 284 }; 285 286 /// User-level object for accessing dialects with dotted syntax such as: 287 /// ctx.dialect.std 288 class PyDialects : public BaseContextObject { 289 public: 290 PyDialects(PyMlirContextRef contextRef) 291 : BaseContextObject(std::move(contextRef)) {} 292 293 MlirDialect getDialectForKey(const std::string &key, bool attrError); 294 }; 295 296 /// User-level dialect object. For dialects that have a registered extension, 297 /// this will be the base class of the extension dialect type. For un-extended, 298 /// objects of this type will be returned directly. 299 class PyDialect { 300 public: 301 PyDialect(pybind11::object descriptor) : descriptor(std::move(descriptor)) {} 302 303 pybind11::object getDescriptor() { return descriptor; } 304 305 private: 306 pybind11::object descriptor; 307 }; 308 309 /// Wrapper around an MlirLocation. 310 class PyLocation : public BaseContextObject { 311 public: 312 PyLocation(PyMlirContextRef contextRef, MlirLocation loc) 313 : BaseContextObject(std::move(contextRef)), loc(loc) {} 314 315 operator MlirLocation() const { return loc; } 316 MlirLocation get() const { return loc; } 317 318 /// Enter and exit the context manager. 319 pybind11::object contextEnter(); 320 void contextExit(pybind11::object excType, pybind11::object excVal, 321 pybind11::object excTb); 322 323 /// Gets a capsule wrapping the void* within the MlirLocation. 324 pybind11::object getCapsule(); 325 326 /// Creates a PyLocation from the MlirLocation wrapped by a capsule. 327 /// Note that PyLocation instances are uniqued, so the returned object 328 /// may be a pre-existing object. Ownership of the underlying MlirLocation 329 /// is taken by calling this function. 330 static PyLocation createFromCapsule(pybind11::object capsule); 331 332 private: 333 MlirLocation loc; 334 }; 335 336 /// Used in function arguments when None should resolve to the current context 337 /// manager set instance. 338 class DefaultingPyLocation 339 : public Defaulting<DefaultingPyLocation, PyLocation> { 340 public: 341 using Defaulting::Defaulting; 342 static constexpr const char kTypeDescription[] = 343 "[ThreadContextAware] mlir.ir.Location"; 344 static PyLocation &resolve(); 345 346 operator MlirLocation() const { return *get(); } 347 }; 348 349 /// Wrapper around MlirModule. 350 /// This is the top-level, user-owned object that contains regions/ops/blocks. 351 class PyModule; 352 using PyModuleRef = PyObjectRef<PyModule>; 353 class PyModule : public BaseContextObject { 354 public: 355 /// Returns a PyModule reference for the given MlirModule. This may return 356 /// a pre-existing or new object. 357 static PyModuleRef forModule(MlirModule module); 358 PyModule(PyModule &) = delete; 359 PyModule(PyMlirContext &&) = delete; 360 ~PyModule(); 361 362 /// Gets the backing MlirModule. 363 MlirModule get() { return module; } 364 365 /// Gets a strong reference to this module. 366 PyModuleRef getRef() { 367 return PyModuleRef(this, 368 pybind11::reinterpret_borrow<pybind11::object>(handle)); 369 } 370 371 /// Gets a capsule wrapping the void* within the MlirModule. 372 /// Note that the module does not (yet) provide a corresponding factory for 373 /// constructing from a capsule as that would require uniquing PyModule 374 /// instances, which is not currently done. 375 pybind11::object getCapsule(); 376 377 /// Creates a PyModule from the MlirModule wrapped by a capsule. 378 /// Note that PyModule instances are uniqued, so the returned object 379 /// may be a pre-existing object. Ownership of the underlying MlirModule 380 /// is taken by calling this function. 381 static pybind11::object createFromCapsule(pybind11::object capsule); 382 383 private: 384 PyModule(PyMlirContextRef contextRef, MlirModule module); 385 MlirModule module; 386 pybind11::handle handle; 387 }; 388 389 /// Base class for PyOperation and PyOpView which exposes the primary, user 390 /// visible methods for manipulating it. 391 class PyOperationBase { 392 public: 393 virtual ~PyOperationBase() = default; 394 /// Implements the bound 'print' method and helps with others. 395 void print(pybind11::object fileObject, bool binary, 396 llvm::Optional<int64_t> largeElementsLimit, bool enableDebugInfo, 397 bool prettyDebugInfo, bool printGenericOpForm, bool useLocalScope); 398 pybind11::object getAsm(bool binary, 399 llvm::Optional<int64_t> largeElementsLimit, 400 bool enableDebugInfo, bool prettyDebugInfo, 401 bool printGenericOpForm, bool useLocalScope); 402 403 /// Moves the operation before or after the other operation. 404 void moveAfter(PyOperationBase &other); 405 void moveBefore(PyOperationBase &other); 406 407 /// Each must provide access to the raw Operation. 408 virtual PyOperation &getOperation() = 0; 409 }; 410 411 /// Wrapper around PyOperation. 412 /// Operations exist in either an attached (dependent) or detached (top-level) 413 /// state. In the detached state (as on creation), an operation is owned by 414 /// the creator and its lifetime extends either until its reference count 415 /// drops to zero or it is attached to a parent, at which point its lifetime 416 /// is bounded by its top-level parent reference. 417 class PyOperation; 418 using PyOperationRef = PyObjectRef<PyOperation>; 419 class PyOperation : public PyOperationBase, public BaseContextObject { 420 public: 421 ~PyOperation(); 422 PyOperation &getOperation() override { return *this; } 423 424 /// Returns a PyOperation for the given MlirOperation, optionally associating 425 /// it with a parentKeepAlive. 426 static PyOperationRef 427 forOperation(PyMlirContextRef contextRef, MlirOperation operation, 428 pybind11::object parentKeepAlive = pybind11::object()); 429 430 /// Creates a detached operation. The operation must not be associated with 431 /// any existing live operation. 432 static PyOperationRef 433 createDetached(PyMlirContextRef contextRef, MlirOperation operation, 434 pybind11::object parentKeepAlive = pybind11::object()); 435 436 /// Detaches the operation from its parent block and updates its state 437 /// accordingly. 438 void detachFromParent() { 439 mlirOperationRemoveFromParent(getOperation()); 440 setDetached(); 441 parentKeepAlive = pybind11::object(); 442 } 443 444 /// Gets the backing operation. 445 operator MlirOperation() const { return get(); } 446 MlirOperation get() const { 447 checkValid(); 448 return operation; 449 } 450 451 PyOperationRef getRef() { 452 return PyOperationRef( 453 this, pybind11::reinterpret_borrow<pybind11::object>(handle)); 454 } 455 456 bool isAttached() { return attached; } 457 void setAttached(pybind11::object parent = pybind11::object()) { 458 assert(!attached && "operation already attached"); 459 attached = true; 460 } 461 void setDetached() { 462 assert(attached && "operation already detached"); 463 attached = false; 464 } 465 void checkValid() const; 466 467 /// Gets the owning block or raises an exception if the operation has no 468 /// owning block. 469 PyBlock getBlock(); 470 471 /// Gets the parent operation or raises an exception if the operation has 472 /// no parent. 473 llvm::Optional<PyOperationRef> getParentOperation(); 474 475 /// Gets a capsule wrapping the void* within the MlirOperation. 476 pybind11::object getCapsule(); 477 478 /// Creates a PyOperation from the MlirOperation wrapped by a capsule. 479 /// Ownership of the underlying MlirOperation is taken by calling this 480 /// function. 481 static pybind11::object createFromCapsule(pybind11::object capsule); 482 483 /// Creates an operation. See corresponding python docstring. 484 static pybind11::object 485 create(std::string name, llvm::Optional<std::vector<PyType *>> results, 486 llvm::Optional<std::vector<PyValue *>> operands, 487 llvm::Optional<pybind11::dict> attributes, 488 llvm::Optional<std::vector<PyBlock *>> successors, int regions, 489 DefaultingPyLocation location, pybind11::object ip); 490 491 /// Creates an OpView suitable for this operation. 492 pybind11::object createOpView(); 493 494 /// Erases the underlying MlirOperation, removes its pointer from the 495 /// parent context's live operations map, and sets the valid bit false. 496 void erase(); 497 498 private: 499 PyOperation(PyMlirContextRef contextRef, MlirOperation operation); 500 static PyOperationRef createInstance(PyMlirContextRef contextRef, 501 MlirOperation operation, 502 pybind11::object parentKeepAlive); 503 504 MlirOperation operation; 505 pybind11::handle handle; 506 // Keeps the parent alive, regardless of whether it is an Operation or 507 // Module. 508 // TODO: As implemented, this facility is only sufficient for modeling the 509 // trivial module parent back-reference. Generalize this to also account for 510 // transitions from detached to attached and address TODOs in the 511 // ir_operation.py regarding testing corresponding lifetime guarantees. 512 pybind11::object parentKeepAlive; 513 bool attached = true; 514 bool valid = true; 515 516 friend class PyOperationBase; 517 friend class PySymbolTable; 518 }; 519 520 /// A PyOpView is equivalent to the C++ "Op" wrappers: these are the basis for 521 /// providing more instance-specific accessors and serve as the base class for 522 /// custom ODS-style operation classes. Since this class is subclass on the 523 /// python side, it must present an __init__ method that operates in pure 524 /// python types. 525 class PyOpView : public PyOperationBase { 526 public: 527 PyOpView(pybind11::object operationObject); 528 PyOperation &getOperation() override { return operation; } 529 530 static pybind11::object createRawSubclass(pybind11::object userClass); 531 532 pybind11::object getOperationObject() { return operationObject; } 533 534 static pybind11::object 535 buildGeneric(pybind11::object cls, pybind11::list resultTypeList, 536 pybind11::list operandList, 537 llvm::Optional<pybind11::dict> attributes, 538 llvm::Optional<std::vector<PyBlock *>> successors, 539 llvm::Optional<int> regions, DefaultingPyLocation location, 540 pybind11::object maybeIp); 541 542 private: 543 PyOperation &operation; // For efficient, cast-free access from C++ 544 pybind11::object operationObject; // Holds the reference. 545 }; 546 547 /// Wrapper around an MlirRegion. 548 /// Regions are managed completely by their containing operation. Unlike the 549 /// C++ API, the python API does not support detached regions. 550 class PyRegion { 551 public: 552 PyRegion(PyOperationRef parentOperation, MlirRegion region) 553 : parentOperation(std::move(parentOperation)), region(region) { 554 assert(!mlirRegionIsNull(region) && "python region cannot be null"); 555 } 556 operator MlirRegion() const { return region; } 557 558 MlirRegion get() { return region; } 559 PyOperationRef &getParentOperation() { return parentOperation; } 560 561 void checkValid() { return parentOperation->checkValid(); } 562 563 private: 564 PyOperationRef parentOperation; 565 MlirRegion region; 566 }; 567 568 /// Wrapper around an MlirBlock. 569 /// Blocks are managed completely by their containing operation. Unlike the 570 /// C++ API, the python API does not support detached blocks. 571 class PyBlock { 572 public: 573 PyBlock(PyOperationRef parentOperation, MlirBlock block) 574 : parentOperation(std::move(parentOperation)), block(block) { 575 assert(!mlirBlockIsNull(block) && "python block cannot be null"); 576 } 577 578 MlirBlock get() { return block; } 579 PyOperationRef &getParentOperation() { return parentOperation; } 580 581 void checkValid() { return parentOperation->checkValid(); } 582 583 private: 584 PyOperationRef parentOperation; 585 MlirBlock block; 586 }; 587 588 /// An insertion point maintains a pointer to a Block and a reference operation. 589 /// Calls to insert() will insert a new operation before the 590 /// reference operation. If the reference operation is null, then appends to 591 /// the end of the block. 592 class PyInsertionPoint { 593 public: 594 /// Creates an insertion point positioned after the last operation in the 595 /// block, but still inside the block. 596 PyInsertionPoint(PyBlock &block); 597 /// Creates an insertion point positioned before a reference operation. 598 PyInsertionPoint(PyOperationBase &beforeOperationBase); 599 600 /// Shortcut to create an insertion point at the beginning of the block. 601 static PyInsertionPoint atBlockBegin(PyBlock &block); 602 /// Shortcut to create an insertion point before the block terminator. 603 static PyInsertionPoint atBlockTerminator(PyBlock &block); 604 605 /// Inserts an operation. 606 void insert(PyOperationBase &operationBase); 607 608 /// Enter and exit the context manager. 609 pybind11::object contextEnter(); 610 void contextExit(pybind11::object excType, pybind11::object excVal, 611 pybind11::object excTb); 612 613 PyBlock &getBlock() { return block; } 614 615 private: 616 // Trampoline constructor that avoids null initializing members while 617 // looking up parents. 618 PyInsertionPoint(PyBlock block, llvm::Optional<PyOperationRef> refOperation) 619 : refOperation(std::move(refOperation)), block(std::move(block)) {} 620 621 llvm::Optional<PyOperationRef> refOperation; 622 PyBlock block; 623 }; 624 /// Wrapper around the generic MlirType. 625 /// The lifetime of a type is bound by the PyContext that created it. 626 class PyType : public BaseContextObject { 627 public: 628 PyType(PyMlirContextRef contextRef, MlirType type) 629 : BaseContextObject(std::move(contextRef)), type(type) {} 630 bool operator==(const PyType &other); 631 operator MlirType() const { return type; } 632 MlirType get() const { return type; } 633 634 /// Gets a capsule wrapping the void* within the MlirType. 635 pybind11::object getCapsule(); 636 637 /// Creates a PyType from the MlirType wrapped by a capsule. 638 /// Note that PyType instances are uniqued, so the returned object 639 /// may be a pre-existing object. Ownership of the underlying MlirType 640 /// is taken by calling this function. 641 static PyType createFromCapsule(pybind11::object capsule); 642 643 private: 644 MlirType type; 645 }; 646 647 /// CRTP base classes for Python types that subclass Type and should be 648 /// castable from it (i.e. via something like IntegerType(t)). 649 /// By default, type class hierarchies are one level deep (i.e. a 650 /// concrete type class extends PyType); however, intermediate python-visible 651 /// base classes can be modeled by specifying a BaseTy. 652 template <typename DerivedTy, typename BaseTy = PyType> 653 class PyConcreteType : public BaseTy { 654 public: 655 // Derived classes must define statics for: 656 // IsAFunctionTy isaFunction 657 // const char *pyClassName 658 using ClassTy = pybind11::class_<DerivedTy, BaseTy>; 659 using IsAFunctionTy = bool (*)(MlirType); 660 661 PyConcreteType() = default; 662 PyConcreteType(PyMlirContextRef contextRef, MlirType t) 663 : BaseTy(std::move(contextRef), t) {} 664 PyConcreteType(PyType &orig) 665 : PyConcreteType(orig.getContext(), castFrom(orig)) {} 666 667 static MlirType castFrom(PyType &orig) { 668 if (!DerivedTy::isaFunction(orig)) { 669 auto origRepr = pybind11::repr(pybind11::cast(orig)).cast<std::string>(); 670 throw SetPyError(PyExc_ValueError, llvm::Twine("Cannot cast type to ") + 671 DerivedTy::pyClassName + 672 " (from " + origRepr + ")"); 673 } 674 return orig; 675 } 676 677 static void bind(pybind11::module &m) { 678 auto cls = ClassTy(m, DerivedTy::pyClassName, pybind11::module_local()); 679 cls.def(pybind11::init<PyType &>(), pybind11::keep_alive<0, 1>()); 680 cls.def_static("isinstance", [](PyType &otherType) -> bool { 681 return DerivedTy::isaFunction(otherType); 682 }); 683 DerivedTy::bindDerived(cls); 684 } 685 686 /// Implemented by derived classes to add methods to the Python subclass. 687 static void bindDerived(ClassTy &m) {} 688 }; 689 690 /// Wrapper around the generic MlirAttribute. 691 /// The lifetime of a type is bound by the PyContext that created it. 692 class PyAttribute : public BaseContextObject { 693 public: 694 PyAttribute(PyMlirContextRef contextRef, MlirAttribute attr) 695 : BaseContextObject(std::move(contextRef)), attr(attr) {} 696 bool operator==(const PyAttribute &other); 697 operator MlirAttribute() const { return attr; } 698 MlirAttribute get() const { return attr; } 699 700 /// Gets a capsule wrapping the void* within the MlirAttribute. 701 pybind11::object getCapsule(); 702 703 /// Creates a PyAttribute from the MlirAttribute wrapped by a capsule. 704 /// Note that PyAttribute instances are uniqued, so the returned object 705 /// may be a pre-existing object. Ownership of the underlying MlirAttribute 706 /// is taken by calling this function. 707 static PyAttribute createFromCapsule(pybind11::object capsule); 708 709 private: 710 MlirAttribute attr; 711 }; 712 713 /// Represents a Python MlirNamedAttr, carrying an optional owned name. 714 /// TODO: Refactor this and the C-API to be based on an Identifier owned 715 /// by the context so as to avoid ownership issues here. 716 class PyNamedAttribute { 717 public: 718 /// Constructs a PyNamedAttr that retains an owned name. This should be 719 /// used in any code that originates an MlirNamedAttribute from a python 720 /// string. 721 /// The lifetime of the PyNamedAttr must extend to the lifetime of the 722 /// passed attribute. 723 PyNamedAttribute(MlirAttribute attr, std::string ownedName); 724 725 MlirNamedAttribute namedAttr; 726 727 private: 728 // Since the MlirNamedAttr contains an internal pointer to the actual 729 // memory of the owned string, it must be heap allocated to remain valid. 730 // Otherwise, strings that fit within the small object optimization threshold 731 // will have their memory address change as the containing object is moved, 732 // resulting in an invalid aliased pointer. 733 std::unique_ptr<std::string> ownedName; 734 }; 735 736 /// CRTP base classes for Python attributes that subclass Attribute and should 737 /// be castable from it (i.e. via something like StringAttr(attr)). 738 /// By default, attribute class hierarchies are one level deep (i.e. a 739 /// concrete attribute class extends PyAttribute); however, intermediate 740 /// python-visible base classes can be modeled by specifying a BaseTy. 741 template <typename DerivedTy, typename BaseTy = PyAttribute> 742 class PyConcreteAttribute : public BaseTy { 743 public: 744 // Derived classes must define statics for: 745 // IsAFunctionTy isaFunction 746 // const char *pyClassName 747 using ClassTy = pybind11::class_<DerivedTy, BaseTy>; 748 using IsAFunctionTy = bool (*)(MlirAttribute); 749 750 PyConcreteAttribute() = default; 751 PyConcreteAttribute(PyMlirContextRef contextRef, MlirAttribute attr) 752 : BaseTy(std::move(contextRef), attr) {} 753 PyConcreteAttribute(PyAttribute &orig) 754 : PyConcreteAttribute(orig.getContext(), castFrom(orig)) {} 755 756 static MlirAttribute castFrom(PyAttribute &orig) { 757 if (!DerivedTy::isaFunction(orig)) { 758 auto origRepr = pybind11::repr(pybind11::cast(orig)).cast<std::string>(); 759 throw SetPyError(PyExc_ValueError, 760 llvm::Twine("Cannot cast attribute to ") + 761 DerivedTy::pyClassName + " (from " + origRepr + ")"); 762 } 763 return orig; 764 } 765 766 static void bind(pybind11::module &m) { 767 auto cls = ClassTy(m, DerivedTy::pyClassName, pybind11::buffer_protocol(), 768 pybind11::module_local()); 769 cls.def(pybind11::init<PyAttribute &>(), pybind11::keep_alive<0, 1>()); 770 cls.def_static("isinstance", [](PyAttribute &otherAttr) -> bool { 771 return DerivedTy::isaFunction(otherAttr); 772 }); 773 cls.def_property_readonly("type", [](PyAttribute &attr) { 774 return PyType(attr.getContext(), mlirAttributeGetType(attr)); 775 }); 776 DerivedTy::bindDerived(cls); 777 } 778 779 /// Implemented by derived classes to add methods to the Python subclass. 780 static void bindDerived(ClassTy &m) {} 781 }; 782 783 /// Wrapper around the generic MlirValue. 784 /// Values are managed completely by the operation that resulted in their 785 /// definition. For op result value, this is the operation that defines the 786 /// value. For block argument values, this is the operation that contains the 787 /// block to which the value is an argument (blocks cannot be detached in Python 788 /// bindings so such operation always exists). 789 class PyValue { 790 public: 791 PyValue(PyOperationRef parentOperation, MlirValue value) 792 : parentOperation(parentOperation), value(value) {} 793 operator MlirValue() const { return value; } 794 795 MlirValue get() { return value; } 796 PyOperationRef &getParentOperation() { return parentOperation; } 797 798 void checkValid() { return parentOperation->checkValid(); } 799 800 /// Gets a capsule wrapping the void* within the MlirValue. 801 pybind11::object getCapsule(); 802 803 /// Creates a PyValue from the MlirValue wrapped by a capsule. Ownership of 804 /// the underlying MlirValue is still tied to the owning operation. 805 static PyValue createFromCapsule(pybind11::object capsule); 806 807 private: 808 PyOperationRef parentOperation; 809 MlirValue value; 810 }; 811 812 /// Wrapper around MlirAffineExpr. Affine expressions are owned by the context. 813 class PyAffineExpr : public BaseContextObject { 814 public: 815 PyAffineExpr(PyMlirContextRef contextRef, MlirAffineExpr affineExpr) 816 : BaseContextObject(std::move(contextRef)), affineExpr(affineExpr) {} 817 bool operator==(const PyAffineExpr &other); 818 operator MlirAffineExpr() const { return affineExpr; } 819 MlirAffineExpr get() const { return affineExpr; } 820 821 /// Gets a capsule wrapping the void* within the MlirAffineExpr. 822 pybind11::object getCapsule(); 823 824 /// Creates a PyAffineExpr from the MlirAffineExpr wrapped by a capsule. 825 /// Note that PyAffineExpr instances are uniqued, so the returned object 826 /// may be a pre-existing object. Ownership of the underlying MlirAffineExpr 827 /// is taken by calling this function. 828 static PyAffineExpr createFromCapsule(pybind11::object capsule); 829 830 PyAffineExpr add(const PyAffineExpr &other) const; 831 PyAffineExpr mul(const PyAffineExpr &other) const; 832 PyAffineExpr floorDiv(const PyAffineExpr &other) const; 833 PyAffineExpr ceilDiv(const PyAffineExpr &other) const; 834 PyAffineExpr mod(const PyAffineExpr &other) const; 835 836 private: 837 MlirAffineExpr affineExpr; 838 }; 839 840 class PyAffineMap : public BaseContextObject { 841 public: 842 PyAffineMap(PyMlirContextRef contextRef, MlirAffineMap affineMap) 843 : BaseContextObject(std::move(contextRef)), affineMap(affineMap) {} 844 bool operator==(const PyAffineMap &other); 845 operator MlirAffineMap() const { return affineMap; } 846 MlirAffineMap get() const { return affineMap; } 847 848 /// Gets a capsule wrapping the void* within the MlirAffineMap. 849 pybind11::object getCapsule(); 850 851 /// Creates a PyAffineMap from the MlirAffineMap wrapped by a capsule. 852 /// Note that PyAffineMap instances are uniqued, so the returned object 853 /// may be a pre-existing object. Ownership of the underlying MlirAffineMap 854 /// is taken by calling this function. 855 static PyAffineMap createFromCapsule(pybind11::object capsule); 856 857 private: 858 MlirAffineMap affineMap; 859 }; 860 861 class PyIntegerSet : public BaseContextObject { 862 public: 863 PyIntegerSet(PyMlirContextRef contextRef, MlirIntegerSet integerSet) 864 : BaseContextObject(std::move(contextRef)), integerSet(integerSet) {} 865 bool operator==(const PyIntegerSet &other); 866 operator MlirIntegerSet() const { return integerSet; } 867 MlirIntegerSet get() const { return integerSet; } 868 869 /// Gets a capsule wrapping the void* within the MlirIntegerSet. 870 pybind11::object getCapsule(); 871 872 /// Creates a PyIntegerSet from the MlirAffineMap wrapped by a capsule. 873 /// Note that PyIntegerSet instances may be uniqued, so the returned object 874 /// may be a pre-existing object. Integer sets are owned by the context. 875 static PyIntegerSet createFromCapsule(pybind11::object capsule); 876 877 private: 878 MlirIntegerSet integerSet; 879 }; 880 881 /// Bindings for MLIR symbol tables. 882 class PySymbolTable { 883 public: 884 /// Constructs a symbol table for the given operation. 885 explicit PySymbolTable(PyOperationBase &operation); 886 887 /// Destroys the symbol table. 888 ~PySymbolTable() { mlirSymbolTableDestroy(symbolTable); } 889 890 /// Returns the symbol (opview) with the given name, throws if there is no 891 /// such symbol in the table. 892 pybind11::object dunderGetItem(const std::string &name); 893 894 /// Removes the given operation from the symbol table and erases it. 895 void erase(PyOperationBase &symbol); 896 897 /// Removes the operation with the given name from the symbol table and erases 898 /// it, throws if there is no such symbol in the table. 899 void dunderDel(const std::string &name); 900 901 /// Inserts the given operation into the symbol table. The operation must have 902 /// the symbol trait. 903 PyAttribute insert(PyOperationBase &symbol); 904 905 /// Casts the bindings class into the C API structure. 906 operator MlirSymbolTable() { return symbolTable; } 907 908 private: 909 PyOperationRef operation; 910 MlirSymbolTable symbolTable; 911 }; 912 913 void populateIRAffine(pybind11::module &m); 914 void populateIRAttributes(pybind11::module &m); 915 void populateIRCore(pybind11::module &m); 916 void populateIRInterfaces(pybind11::module &m); 917 void populateIRTypes(pybind11::module &m); 918 919 } // namespace python 920 } // namespace mlir 921 922 namespace pybind11 { 923 namespace detail { 924 925 template <> 926 struct type_caster<mlir::python::DefaultingPyMlirContext> 927 : MlirDefaultingCaster<mlir::python::DefaultingPyMlirContext> {}; 928 template <> 929 struct type_caster<mlir::python::DefaultingPyLocation> 930 : MlirDefaultingCaster<mlir::python::DefaultingPyLocation> {}; 931 932 } // namespace detail 933 } // namespace pybind11 934 935 #endif // MLIR_BINDINGS_PYTHON_IRMODULES_H 936