//===- OpPythonBindingGen.cpp - Generator of Python API for MLIR Ops ------===// // // Part of the LLVM Project, under the Apache License v2.0 with LLVM Exceptions. // See https://llvm.org/LICENSE.txt for license information. // SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception // //===----------------------------------------------------------------------===// // // OpPythonBindingGen uses ODS specification of MLIR ops to generate Python // binding classes wrapping a generic operation API. // //===----------------------------------------------------------------------===// #include "mlir/TableGen/GenInfo.h" #include "mlir/TableGen/Operator.h" #include "llvm/ADT/StringSet.h" #include "llvm/Support/CommandLine.h" #include "llvm/Support/FormatVariadic.h" #include "llvm/TableGen/Error.h" #include "llvm/TableGen/Record.h" using namespace mlir; using namespace mlir::tblgen; /// File header and includes. constexpr const char *fileHeader = R"Py( # Autogenerated by mlir-tblgen; don't manually edit. from . import _cext from . import _segmented_accessor, _equally_sized_accessor _ir = _cext.ir )Py"; /// Template for dialect class: /// {0} is the dialect namespace. constexpr const char *dialectClassTemplate = R"Py( @_cext.register_dialect class _Dialect(_ir.Dialect): DIALECT_NAMESPACE = "{0}" pass )Py"; /// Template for operation class: /// {0} is the Python class name; /// {1} is the operation name. constexpr const char *opClassTemplate = R"Py( @_cext.register_operation(_Dialect) class {0}(_ir.OpView): OPERATION_NAME = "{1}" )Py"; /// Template for single-element accessor: /// {0} is the name of the accessor; /// {1} is either 'operand' or 'result'; /// {2} is the position in the element list. constexpr const char *opSingleTemplate = R"Py( @property def {0}(self): return self.operation.{1}s[{2}] )Py"; /// Template for single-element accessor after a variable-length group: /// {0} is the name of the accessor; /// {1} is either 'operand' or 'result'; /// {2} is the total number of element groups; /// {3} is the position of the current group in the group list. /// This works for both a single variadic group (non-negative length) and an /// single optional element (zero length if the element is absent). constexpr const char *opSingleAfterVariableTemplate = R"Py( @property def {0}(self): variadic_group_length = len(self.operation.{1}s) - {2} + 1 return self.operation.{1}s[{3} + variadic_group_length - 1] )Py"; /// Template for an optional element accessor: /// {0} is the name of the accessor; /// {1} is either 'operand' or 'result'; /// {2} is the total number of element groups; /// {3} is the position of the current group in the group list. constexpr const char *opOneOptionalTemplate = R"Py( @property def {0}(self); return self.operation.{1}s[{3}] if len(self.operation.{1}s) > {2} else None )Py"; /// Template for the variadic group accessor in the single variadic group case: /// {0} is the name of the accessor; /// {1} is either 'operand' or 'result'; /// {2} is the total number of element groups; /// {3} is the position of the current group in the group list. constexpr const char *opOneVariadicTemplate = R"Py( @property def {0}(self): variadic_group_length = len(self.operation.{1}s) - {2} + 1 return self.operation.{1}s[{3}:{3} + variadic_group_length] )Py"; /// First part of the template for equally-sized variadic group accessor: /// {0} is the name of the accessor; /// {1} is either 'operand' or 'result'; /// {2} is the total number of variadic groups; /// {3} is the number of non-variadic groups preceding the current group; /// {3} is the number of variadic groups preceding the current group. constexpr const char *opVariadicEqualPrefixTemplate = R"Py( @property def {0}(self): start, pg = _equally_sized_accessor(operation.{1}s, {2}, {3}, {4}))Py"; /// Second part of the template for equally-sized case, accessing a single /// element: /// {0} is either 'operand' or 'result'. constexpr const char *opVariadicEqualSimpleTemplate = R"Py( return self.operation.{0}s[start] )Py"; /// Second part of the template for equally-sized case, accessing a variadic /// group: /// {0} is either 'operand' or 'result'. constexpr const char *opVariadicEqualVariadicTemplate = R"Py( return self.operation.{0}s[start:start + pg] )Py"; /// Template for an attribute-sized group accessor: /// {0} is the name of the accessor; /// {1} is either 'operand' or 'result'; /// {2} is the position of the group in the group list; /// {3} is a return suffix (expected [0] for single-element, empty for /// variadic, and opVariadicSegmentOptionalTrailingTemplate for optional). constexpr const char *opVariadicSegmentTemplate = R"Py( @property def {0}(self): {1}_range = _segmented_accessor( self.operation.{1}s, self.operation.attributes["{1}_segment_sizes"], {2}) return {1}_range{3} )Py"; /// Template for a suffix when accessing an optional element in the /// attribute-sized case: /// {0} is either 'operand' or 'result'; constexpr const char *opVariadicSegmentOptionalTrailingTemplate = R"Py([0] if len({0}_range) > 0 else None)Py"; static llvm::cl::OptionCategory clOpPythonBindingCat("Options for -gen-python-op-bindings"); static llvm::cl::opt clDialectName("bind-dialect", llvm::cl::desc("The dialect to run the generator for"), llvm::cl::init(""), llvm::cl::cat(clOpPythonBindingCat)); /// Checks whether `str` is a Python keyword. static bool isPythonKeyword(StringRef str) { static llvm::StringSet<> keywords( {"and", "as", "assert", "break", "class", "continue", "def", "del", "elif", "else", "except", "finally", "for", "from", "global", "if", "import", "in", "is", "lambda", "nonlocal", "not", "or", "pass", "raise", "return", "try", "while", "with", "yield"}); return keywords.contains(str); }; /// Modifies the `name` in a way that it becomes suitable for Python bindings /// (does not change the `name` if it already is suitable) and returns the /// modified version. static std::string sanitizeName(StringRef name) { if (isPythonKeyword(name)) return (name + "_").str(); return name.str(); } /// Emits accessors to "elements" of an Op definition. Currently, the supported /// elements are operands and results, indicated by `kind`, which must be either /// `operand` or `result` and is used verbatim in the emitted code. static void emitElementAccessors( const Operator &op, raw_ostream &os, const char *kind, llvm::function_ref getNumVariadic, llvm::function_ref getNumElements, llvm::function_ref getElement) { assert(llvm::is_contained( llvm::SmallVector{"operand", "result"}, kind) && "unsupported kind"); // Traits indicating how to process variadic elements. std::string sameSizeTrait = llvm::formatv("::mlir::OpTrait::SameVariadic{0}{1}Size", llvm::StringRef(kind).take_front().upper(), llvm::StringRef(kind).drop_front()); std::string attrSizedTrait = llvm::formatv("::mlir::OpTrait::AttrSized{0}{1}Segments", llvm::StringRef(kind).take_front().upper(), llvm::StringRef(kind).drop_front()); unsigned numVariadic = getNumVariadic(op); // If there is only one variadic element group, its size can be inferred from // the total number of elements. If there are none, the generation is // straightforward. if (numVariadic <= 1) { bool seenVariableLength = false; for (int i = 0, e = getNumElements(op); i < e; ++i) { const NamedTypeConstraint &element = getElement(op, i); if (element.isVariableLength()) seenVariableLength = true; if (element.name.empty()) continue; if (element.isVariableLength()) { os << llvm::formatv(element.isOptional() ? opOneOptionalTemplate : opOneVariadicTemplate, sanitizeName(element.name), kind, getNumElements(op), i); } else if (seenVariableLength) { os << llvm::formatv(opSingleAfterVariableTemplate, sanitizeName(element.name), kind, getNumElements(op), i); } else { os << llvm::formatv(opSingleTemplate, sanitizeName(element.name), kind, i); } } return; } // Handle the operations where variadic groups have the same size. if (op.getTrait(sameSizeTrait)) { int numPrecedingSimple = 0; int numPrecedingVariadic = 0; for (int i = 0, e = getNumElements(op); i < e; ++i) { const NamedTypeConstraint &element = getElement(op, i); if (!element.name.empty()) { os << llvm::formatv(opVariadicEqualPrefixTemplate, sanitizeName(element.name), kind, numVariadic, numPrecedingSimple, numPrecedingVariadic); os << llvm::formatv(element.isVariableLength() ? opVariadicEqualVariadicTemplate : opVariadicEqualSimpleTemplate, kind); } if (element.isVariableLength()) ++numPrecedingVariadic; else ++numPrecedingSimple; } return; } // Handle the operations where the size of groups (variadic or not) is // provided as an attribute. For non-variadic elements, make sure to return // an element rather than a singleton container. if (op.getTrait(attrSizedTrait)) { for (int i = 0, e = getNumElements(op); i < e; ++i) { const NamedTypeConstraint &element = getElement(op, i); if (element.name.empty()) continue; std::string trailing; if (!element.isVariableLength()) trailing = "[0]"; else if (element.isOptional()) trailing = std::string( llvm::formatv(opVariadicSegmentOptionalTrailingTemplate, kind)); os << llvm::formatv(opVariadicSegmentTemplate, sanitizeName(element.name), kind, i, trailing); } return; } llvm::PrintFatalError("unsupported " + llvm::Twine(kind) + " structure"); } /// Emits accessor to Op operands. static void emitOperandAccessors(const Operator &op, raw_ostream &os) { auto getNumVariadic = [](const Operator &oper) { return oper.getNumVariableLengthOperands(); }; auto getNumElements = [](const Operator &oper) { return oper.getNumOperands(); }; auto getElement = [](const Operator &oper, int i) -> const NamedTypeConstraint & { return oper.getOperand(i); }; emitElementAccessors(op, os, "operand", getNumVariadic, getNumElements, getElement); } /// Emits access or Op results. static void emitResultAccessors(const Operator &op, raw_ostream &os) { auto getNumVariadic = [](const Operator &oper) { return oper.getNumVariableLengthResults(); }; auto getNumElements = [](const Operator &oper) { return oper.getNumResults(); }; auto getElement = [](const Operator &oper, int i) -> const NamedTypeConstraint & { return oper.getResult(i); }; emitElementAccessors(op, os, "result", getNumVariadic, getNumElements, getElement); } /// Emits bindings for a specific Op to the given output stream. static void emitOpBindings(const Operator &op, raw_ostream &os) { os << llvm::formatv(opClassTemplate, op.getCppClassName(), op.getOperationName()); emitOperandAccessors(op, os); emitResultAccessors(op, os); } /// Emits bindings for the dialect specified in the command line, including file /// headers and utilities. Returns `false` on success to comply with Tablegen /// registration requirements. static bool emitAllOps(const llvm::RecordKeeper &records, raw_ostream &os) { if (clDialectName.empty()) llvm::PrintFatalError("dialect name not provided"); os << fileHeader; os << llvm::formatv(dialectClassTemplate, clDialectName.getValue()); for (const llvm::Record *rec : records.getAllDerivedDefinitions("Op")) { Operator op(rec); if (op.getDialectName() == clDialectName.getValue()) emitOpBindings(op, os); } return false; } static GenRegistration genPythonBindings("gen-python-op-bindings", "Generate Python bindings for MLIR Ops", &emitAllOps);