This PR adds dialect conversion support to the MLIR Python bindings. Because it introduces a number of new APIs, it’s a fairly large PR. It mainly includes the following parts: * Add a set of types and APIs to the C API, including `MlirConversionTarget`, `MlirConversionPattern`, `MlirTypeConverter`, `MlirConversionPatternRewriter`, and others. * Add the corresponding types and APIs to the Python bindings. * Extend `mlir-tblgen` with codegen for Python adaptor classes, which generates an adaptor class for each op. Note that this PR only adds support for 1-to-1 conversions, 1-to-N type/value conversions are not supported yet. --------- Co-authored-by: Maksim Levental <maksim.levental@gmail.com>
310 lines
11 KiB
C++
310 lines
11 KiB
C++
//===- IRModule.cpp - IR pybind module ------------------------------------===//
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//
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// Part of the LLVM Project, under the Apache License v2.0 with LLVM Exceptions.
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// See https://llvm.org/LICENSE.txt for license information.
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// SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception
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//
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//===----------------------------------------------------------------------===//
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#include "mlir/Bindings/Python/IRCore.h"
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#include <optional>
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#include <vector>
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#include "mlir/Bindings/Python/Globals.h"
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// clang-format off
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#include "mlir/Bindings/Python/NanobindUtils.h"
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#include "mlir-c/Bindings/Python/Interop.h"
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// clang-format on
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#include "mlir-c/Support.h"
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#include "mlir/Bindings/Python/Nanobind.h"
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namespace nb = nanobind;
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using namespace mlir;
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// -----------------------------------------------------------------------------
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// PyGlobals
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// -----------------------------------------------------------------------------
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namespace mlir {
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namespace python {
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namespace MLIR_BINDINGS_PYTHON_DOMAIN {
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PyGlobals *PyGlobals::instance = nullptr;
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PyGlobals::PyGlobals() {
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assert(!instance && "PyGlobals already constructed");
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instance = this;
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// The default search path include {mlir.}dialects, where {mlir.} is the
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// package prefix configured at compile time.
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dialectSearchPrefixes.emplace_back(MAKE_MLIR_PYTHON_QUALNAME("dialects"));
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}
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PyGlobals::~PyGlobals() { instance = nullptr; }
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PyGlobals &PyGlobals::get() {
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assert(instance && "PyGlobals is null");
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return *instance;
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}
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bool PyGlobals::loadDialectModule(llvm::StringRef dialectNamespace) {
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{
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nb::ft_lock_guard lock(mutex);
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if (loadedDialectModules.contains(dialectNamespace))
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return true;
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}
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// Since re-entrancy is possible, make a copy of the search prefixes.
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std::vector<std::string> localSearchPrefixes = dialectSearchPrefixes;
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nb::object loaded = nb::none();
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for (std::string moduleName : localSearchPrefixes) {
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moduleName.push_back('.');
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moduleName.append(dialectNamespace.data(), dialectNamespace.size());
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try {
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loaded = nb::module_::import_(moduleName.c_str());
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} catch (nb::python_error &e) {
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if (e.matches(PyExc_ModuleNotFoundError)) {
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continue;
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}
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throw;
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}
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break;
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}
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if (loaded.is_none())
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return false;
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// Note: Iterator cannot be shared from prior to loading, since re-entrancy
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// may have occurred, which may do anything.
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nb::ft_lock_guard lock(mutex);
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loadedDialectModules.insert(dialectNamespace);
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return true;
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}
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void PyGlobals::registerAttributeBuilder(const std::string &attributeKind,
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nb::callable pyFunc, bool replace) {
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nb::ft_lock_guard lock(mutex);
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nb::object &found = attributeBuilderMap[attributeKind];
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if (found && !replace) {
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throw std::runtime_error((llvm::Twine("Attribute builder for '") +
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attributeKind +
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"' is already registered with func: " +
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nb::cast<std::string>(nb::str(found)))
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.str());
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}
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found = std::move(pyFunc);
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}
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void PyGlobals::registerTypeCaster(MlirTypeID mlirTypeID,
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nb::callable typeCaster, bool replace) {
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nb::ft_lock_guard lock(mutex);
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nb::object &found = typeCasterMap[mlirTypeID];
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if (found && !replace)
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throw std::runtime_error("Type caster is already registered with caster: " +
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nb::cast<std::string>(nb::str(found)));
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found = std::move(typeCaster);
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}
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void PyGlobals::registerValueCaster(MlirTypeID mlirTypeID,
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nb::callable valueCaster, bool replace) {
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nb::ft_lock_guard lock(mutex);
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nb::object &found = valueCasterMap[mlirTypeID];
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if (found && !replace)
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throw std::runtime_error("Value caster is already registered: " +
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nb::cast<std::string>(nb::repr(found)));
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found = std::move(valueCaster);
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}
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void PyGlobals::registerDialectImpl(const std::string &dialectNamespace,
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nb::object pyClass) {
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nb::ft_lock_guard lock(mutex);
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nb::object &found = dialectClassMap[dialectNamespace];
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if (found) {
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throw std::runtime_error((llvm::Twine("Dialect namespace '") +
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dialectNamespace + "' is already registered.")
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.str());
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}
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found = std::move(pyClass);
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}
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void PyGlobals::registerOperationImpl(const std::string &operationName,
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nb::object pyClass, bool replace) {
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nb::ft_lock_guard lock(mutex);
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nb::object &found = operationClassMap[operationName];
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if (found && !replace) {
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throw std::runtime_error((llvm::Twine("Operation '") + operationName +
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"' is already registered.")
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.str());
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}
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found = std::move(pyClass);
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}
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void PyGlobals::registerOpAdaptorImpl(const std::string &operationName,
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nb::object pyClass, bool replace) {
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nb::ft_lock_guard lock(mutex);
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nb::object &found = opAdaptorClassMap[operationName];
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if (found && !replace) {
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throw std::runtime_error((llvm::Twine("Operation adaptor of '") +
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operationName + "' is already registered.")
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.str());
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}
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found = std::move(pyClass);
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}
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std::optional<nb::callable>
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PyGlobals::lookupAttributeBuilder(const std::string &attributeKind) {
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nb::ft_lock_guard lock(mutex);
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const auto foundIt = attributeBuilderMap.find(attributeKind);
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if (foundIt != attributeBuilderMap.end()) {
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assert(foundIt->second && "attribute builder is defined");
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return foundIt->second;
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}
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return std::nullopt;
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}
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std::optional<nb::callable> PyGlobals::lookupTypeCaster(MlirTypeID mlirTypeID,
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MlirDialect dialect) {
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// Try to load dialect module.
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(void)loadDialectModule(unwrap(mlirDialectGetNamespace(dialect)));
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nb::ft_lock_guard lock(mutex);
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const auto foundIt = typeCasterMap.find(mlirTypeID);
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if (foundIt != typeCasterMap.end()) {
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assert(foundIt->second && "type caster is defined");
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return foundIt->second;
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}
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return std::nullopt;
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}
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std::optional<nb::callable> PyGlobals::lookupValueCaster(MlirTypeID mlirTypeID,
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MlirDialect dialect) {
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// Try to load dialect module.
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(void)loadDialectModule(unwrap(mlirDialectGetNamespace(dialect)));
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nb::ft_lock_guard lock(mutex);
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const auto foundIt = valueCasterMap.find(mlirTypeID);
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if (foundIt != valueCasterMap.end()) {
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assert(foundIt->second && "value caster is defined");
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return foundIt->second;
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}
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return std::nullopt;
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}
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std::optional<nb::object>
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PyGlobals::lookupDialectClass(const std::string &dialectNamespace) {
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// Make sure dialect module is loaded.
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if (!loadDialectModule(dialectNamespace))
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return std::nullopt;
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nb::ft_lock_guard lock(mutex);
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const auto foundIt = dialectClassMap.find(dialectNamespace);
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if (foundIt != dialectClassMap.end()) {
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assert(foundIt->second && "dialect class is defined");
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return foundIt->second;
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}
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// Not found and loading did not yield a registration.
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return std::nullopt;
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}
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std::optional<nb::object>
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PyGlobals::lookupOperationClass(llvm::StringRef operationName) {
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// Make sure dialect module is loaded.
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auto split = operationName.split('.');
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llvm::StringRef dialectNamespace = split.first;
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if (!loadDialectModule(dialectNamespace))
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return std::nullopt;
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nb::ft_lock_guard lock(mutex);
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auto foundIt = operationClassMap.find(operationName);
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if (foundIt != operationClassMap.end()) {
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assert(foundIt->second && "OpView is defined");
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return foundIt->second;
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}
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// Not found and loading did not yield a registration.
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return std::nullopt;
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}
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std::optional<nb::object>
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PyGlobals::lookupOpAdaptorClass(llvm::StringRef operationName) {
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// Make sure dialect module is loaded.
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auto split = operationName.split('.');
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llvm::StringRef dialectNamespace = split.first;
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if (!loadDialectModule(dialectNamespace))
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return std::nullopt;
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nb::ft_lock_guard lock(mutex);
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auto foundIt = opAdaptorClassMap.find(operationName);
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if (foundIt != opAdaptorClassMap.end()) {
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assert(foundIt->second && "OpAdaptor is defined");
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return foundIt->second;
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}
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// Not found and loading did not yield a registration.
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return std::nullopt;
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}
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bool PyGlobals::TracebackLoc::locTracebacksEnabled() {
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nanobind::ft_lock_guard lock(mutex);
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return locTracebackEnabled_;
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}
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void PyGlobals::TracebackLoc::setLocTracebacksEnabled(bool value) {
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nanobind::ft_lock_guard lock(mutex);
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locTracebackEnabled_ = value;
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}
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size_t PyGlobals::TracebackLoc::locTracebackFramesLimit() {
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nanobind::ft_lock_guard lock(mutex);
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return locTracebackFramesLimit_;
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}
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void PyGlobals::TracebackLoc::setLocTracebackFramesLimit(size_t value) {
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nanobind::ft_lock_guard lock(mutex);
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locTracebackFramesLimit_ = std::min(value, kMaxFrames);
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}
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void PyGlobals::TracebackLoc::registerTracebackFileInclusion(
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const std::string &file) {
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nanobind::ft_lock_guard lock(mutex);
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auto reg = "^" + llvm::Regex::escape(file);
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if (userTracebackIncludeFiles.insert(reg).second)
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rebuildUserTracebackIncludeRegex = true;
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if (userTracebackExcludeFiles.count(reg)) {
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if (userTracebackExcludeFiles.erase(reg))
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rebuildUserTracebackExcludeRegex = true;
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}
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}
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void PyGlobals::TracebackLoc::registerTracebackFileExclusion(
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const std::string &file) {
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nanobind::ft_lock_guard lock(mutex);
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auto reg = "^" + llvm::Regex::escape(file);
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if (userTracebackExcludeFiles.insert(reg).second)
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rebuildUserTracebackExcludeRegex = true;
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if (userTracebackIncludeFiles.count(reg)) {
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if (userTracebackIncludeFiles.erase(reg))
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rebuildUserTracebackIncludeRegex = true;
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}
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}
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bool PyGlobals::TracebackLoc::isUserTracebackFilename(
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const llvm::StringRef file) {
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nanobind::ft_lock_guard lock(mutex);
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if (rebuildUserTracebackIncludeRegex) {
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userTracebackIncludeRegex.assign(
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llvm::join(userTracebackIncludeFiles, "|"));
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rebuildUserTracebackIncludeRegex = false;
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isUserTracebackFilenameCache.clear();
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}
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if (rebuildUserTracebackExcludeRegex) {
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userTracebackExcludeRegex.assign(
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llvm::join(userTracebackExcludeFiles, "|"));
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rebuildUserTracebackExcludeRegex = false;
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isUserTracebackFilenameCache.clear();
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}
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if (!isUserTracebackFilenameCache.contains(file)) {
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std::string fileStr = file.str();
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bool include = std::regex_search(fileStr, userTracebackIncludeRegex);
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bool exclude = std::regex_search(fileStr, userTracebackExcludeRegex);
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isUserTracebackFilenameCache[file] = include || !exclude;
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}
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return isUserTracebackFilenameCache[file];
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}
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} // namespace MLIR_BINDINGS_PYTHON_DOMAIN
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} // namespace python
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} // namespace mlir
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