1 | //===- Target.cpp - MLIR LLVM NVVM target compilation -----------*- C++ -*-===// |
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 | // This files defines NVVM target related functions including registration |
10 | // calls for the `#nvvm.target` compilation attribute. |
11 | // |
12 | //===----------------------------------------------------------------------===// |
13 | |
14 | #include "mlir/Target/LLVM/NVVM/Target.h" |
15 | |
16 | #include "mlir/Dialect/GPU/IR/CompilationInterfaces.h" |
17 | #include "mlir/Dialect/GPU/IR/GPUDialect.h" |
18 | #include "mlir/Dialect/LLVMIR/NVVMDialect.h" |
19 | #include "mlir/IR/BuiltinAttributeInterfaces.h" |
20 | #include "mlir/IR/BuiltinDialect.h" |
21 | #include "mlir/IR/BuiltinTypes.h" |
22 | #include "mlir/IR/DialectResourceBlobManager.h" |
23 | #include "mlir/Target/LLVM/NVVM/Utils.h" |
24 | #include "mlir/Target/LLVMIR/Dialect/GPU/GPUToLLVMIRTranslation.h" |
25 | #include "mlir/Target/LLVMIR/Dialect/LLVMIR/LLVMToLLVMIRTranslation.h" |
26 | #include "mlir/Target/LLVMIR/Dialect/NVVM/NVVMToLLVMIRTranslation.h" |
27 | #include "mlir/Target/LLVMIR/Export.h" |
28 | |
29 | #include "llvm/ADT/ScopeExit.h" |
30 | #include "llvm/Config/Targets.h" |
31 | #include "llvm/Support/FileSystem.h" |
32 | #include "llvm/Support/FileUtilities.h" |
33 | #include "llvm/Support/FormatVariadic.h" |
34 | #include "llvm/Support/MemoryBuffer.h" |
35 | #include "llvm/Support/Path.h" |
36 | #include "llvm/Support/Process.h" |
37 | #include "llvm/Support/Program.h" |
38 | #include "llvm/Support/TargetSelect.h" |
39 | #include "llvm/Support/Timer.h" |
40 | #include "llvm/Support/raw_ostream.h" |
41 | |
42 | #include <cstdint> |
43 | #include <cstdlib> |
44 | #include <optional> |
45 | |
46 | using namespace mlir; |
47 | using namespace mlir::NVVM; |
48 | |
49 | #ifndef __DEFAULT_CUDATOOLKIT_PATH__ |
50 | #define __DEFAULT_CUDATOOLKIT_PATH__ "" |
51 | #endif |
52 | |
53 | extern "C" const unsigned char _mlir_embedded_libdevice[]; |
54 | extern "C" const unsigned _mlir_embedded_libdevice_size; |
55 | |
56 | namespace { |
57 | // Implementation of the `TargetAttrInterface` model. |
58 | class NVVMTargetAttrImpl |
59 | : public gpu::TargetAttrInterface::FallbackModel<NVVMTargetAttrImpl> { |
60 | public: |
61 | std::optional<SmallVector<char, 0>> |
62 | serializeToObject(Attribute attribute, Operation *module, |
63 | const gpu::TargetOptions &options) const; |
64 | |
65 | Attribute createObject(Attribute attribute, Operation *module, |
66 | const SmallVector<char, 0> &object, |
67 | const gpu::TargetOptions &options) const; |
68 | }; |
69 | } // namespace |
70 | |
71 | // Register the NVVM dialect, the NVVM translation & the target interface. |
72 | void mlir::NVVM::registerNVVMTargetInterfaceExternalModels( |
73 | DialectRegistry ®istry) { |
74 | registry.addExtension(extensionFn: +[](MLIRContext *ctx, NVVM::NVVMDialect *dialect) { |
75 | NVVMTargetAttr::attachInterface<NVVMTargetAttrImpl>(*ctx); |
76 | }); |
77 | } |
78 | |
79 | void mlir::NVVM::registerNVVMTargetInterfaceExternalModels( |
80 | MLIRContext &context) { |
81 | DialectRegistry registry; |
82 | registerNVVMTargetInterfaceExternalModels(registry); |
83 | context.appendDialectRegistry(registry); |
84 | } |
85 | |
86 | // Search for the CUDA toolkit path. |
87 | StringRef mlir::NVVM::getCUDAToolkitPath() { |
88 | if (const char *var = std::getenv(name: "CUDA_ROOT" )) |
89 | return var; |
90 | if (const char *var = std::getenv(name: "CUDA_HOME" )) |
91 | return var; |
92 | if (const char *var = std::getenv(name: "CUDA_PATH" )) |
93 | return var; |
94 | return __DEFAULT_CUDATOOLKIT_PATH__; |
95 | } |
96 | |
97 | SerializeGPUModuleBase::SerializeGPUModuleBase( |
98 | Operation &module, NVVMTargetAttr target, |
99 | const gpu::TargetOptions &targetOptions) |
100 | : ModuleToObject(module, target.getTriple(), target.getChip(), |
101 | target.getFeatures(), target.getO(), |
102 | targetOptions.getInitialLlvmIRCallback(), |
103 | targetOptions.getLinkedLlvmIRCallback(), |
104 | targetOptions.getOptimizedLlvmIRCallback(), |
105 | targetOptions.getISACallback()), |
106 | target(target), toolkitPath(targetOptions.getToolkitPath()), |
107 | librariesToLink(targetOptions.getLibrariesToLink()) { |
108 | |
109 | // If `targetOptions` have an empty toolkitPath use `getCUDAToolkitPath` |
110 | if (toolkitPath.empty()) |
111 | toolkitPath = getCUDAToolkitPath(); |
112 | |
113 | // Append the files in the target attribute. |
114 | if (target.getLink()) |
115 | librariesToLink.append(target.getLink().begin(), target.getLink().end()); |
116 | |
117 | // Append libdevice to the files to be loaded. |
118 | (void)appendStandardLibs(); |
119 | } |
120 | |
121 | void SerializeGPUModuleBase::init() { |
122 | static llvm::once_flag initializeBackendOnce; |
123 | llvm::call_once(flag&: initializeBackendOnce, F: []() { |
124 | // If the `NVPTX` LLVM target was built, initialize it. |
125 | #if LLVM_HAS_NVPTX_TARGET |
126 | LLVMInitializeNVPTXTarget(); |
127 | LLVMInitializeNVPTXTargetInfo(); |
128 | LLVMInitializeNVPTXTargetMC(); |
129 | LLVMInitializeNVPTXAsmPrinter(); |
130 | #endif |
131 | }); |
132 | } |
133 | |
134 | NVVMTargetAttr SerializeGPUModuleBase::getTarget() const { return target; } |
135 | |
136 | StringRef SerializeGPUModuleBase::getToolkitPath() const { return toolkitPath; } |
137 | |
138 | ArrayRef<Attribute> SerializeGPUModuleBase::getLibrariesToLink() const { |
139 | return librariesToLink; |
140 | } |
141 | |
142 | // Try to append `libdevice` from a CUDA toolkit installation. |
143 | LogicalResult SerializeGPUModuleBase::appendStandardLibs() { |
144 | #if MLIR_NVVM_EMBED_LIBDEVICE |
145 | // If libdevice is embedded in the binary, we don't look it up on the |
146 | // filesystem. |
147 | MLIRContext *ctx = target.getContext(); |
148 | auto type = |
149 | RankedTensorType::get(ArrayRef<int64_t>{_mlir_embedded_libdevice_size}, |
150 | IntegerType::get(ctx, 8)); |
151 | auto resourceManager = DenseResourceElementsHandle::getManagerInterface(ctx); |
152 | |
153 | // Lookup if we already loaded the resource, otherwise create it. |
154 | DialectResourceBlobManager::BlobEntry *blob = |
155 | resourceManager.getBlobManager().lookup("_mlir_embedded_libdevice" ); |
156 | if (blob) { |
157 | librariesToLink.push_back(DenseResourceElementsAttr::get( |
158 | type, DenseResourceElementsHandle( |
159 | blob, ctx->getLoadedDialect<BuiltinDialect>()))); |
160 | return success(); |
161 | } |
162 | |
163 | // Allocate a resource using one of the UnManagedResourceBlob method to wrap |
164 | // the embedded data. |
165 | auto unmanagedBlob = UnmanagedAsmResourceBlob::allocateInferAlign( |
166 | ArrayRef<char>{(const char *)_mlir_embedded_libdevice, |
167 | _mlir_embedded_libdevice_size}); |
168 | librariesToLink.push_back(DenseResourceElementsAttr::get( |
169 | type, resourceManager.insert("_mlir_embedded_libdevice" , |
170 | std::move(unmanagedBlob)))); |
171 | #else |
172 | StringRef pathRef = getToolkitPath(); |
173 | if (!pathRef.empty()) { |
174 | SmallVector<char, 256> path; |
175 | path.insert(I: path.begin(), From: pathRef.begin(), To: pathRef.end()); |
176 | pathRef = StringRef(path.data(), path.size()); |
177 | if (!llvm::sys::fs::is_directory(Path: pathRef)) { |
178 | getOperation().emitError() << "CUDA path: " << pathRef |
179 | << " does not exist or is not a directory.\n" ; |
180 | return failure(); |
181 | } |
182 | llvm::sys::path::append(path, a: "nvvm" , b: "libdevice" , c: "libdevice.10.bc" ); |
183 | pathRef = StringRef(path.data(), path.size()); |
184 | if (!llvm::sys::fs::is_regular_file(Path: pathRef)) { |
185 | getOperation().emitError() << "LibDevice path: " << pathRef |
186 | << " does not exist or is not a file.\n" ; |
187 | return failure(); |
188 | } |
189 | librariesToLink.push_back(StringAttr::get(target.getContext(), pathRef)); |
190 | } |
191 | #endif |
192 | return success(); |
193 | } |
194 | |
195 | std::optional<SmallVector<std::unique_ptr<llvm::Module>>> |
196 | SerializeGPUModuleBase::loadBitcodeFiles(llvm::Module &module) { |
197 | SmallVector<std::unique_ptr<llvm::Module>> bcFiles; |
198 | if (failed(loadBitcodeFilesFromList(module.getContext(), librariesToLink, |
199 | bcFiles, true))) |
200 | return std::nullopt; |
201 | return std::move(bcFiles); |
202 | } |
203 | |
204 | namespace { |
205 | class NVPTXSerializer : public SerializeGPUModuleBase { |
206 | public: |
207 | NVPTXSerializer(Operation &module, NVVMTargetAttr target, |
208 | const gpu::TargetOptions &targetOptions); |
209 | |
210 | /// Returns the GPU module op being serialized. |
211 | gpu::GPUModuleOp getOperation(); |
212 | |
213 | /// Compiles PTX to cubin using `ptxas`. |
214 | std::optional<SmallVector<char, 0>> |
215 | compileToBinary(const std::string &ptxCode); |
216 | |
217 | /// Compiles PTX to cubin using the `nvptxcompiler` library. |
218 | std::optional<SmallVector<char, 0>> |
219 | compileToBinaryNVPTX(const std::string &ptxCode); |
220 | |
221 | /// Serializes the LLVM module to an object format, depending on the |
222 | /// compilation target selected in target options. |
223 | std::optional<SmallVector<char, 0>> |
224 | moduleToObject(llvm::Module &llvmModule) override; |
225 | |
226 | /// Get LLVMIR->ISA performance result. |
227 | /// Return nullopt if moduleToObject has not been called or the target format |
228 | /// is LLVMIR. |
229 | std::optional<int64_t> getLLVMIRToISATimeInMs(); |
230 | |
231 | /// Get ISA->Binary performance result. |
232 | /// Return nullopt if moduleToObject has not been called or the target format |
233 | /// is LLVMIR or ISA. |
234 | std::optional<int64_t> getISAToBinaryTimeInMs(); |
235 | |
236 | private: |
237 | using TmpFile = std::pair<llvm::SmallString<128>, llvm::FileRemover>; |
238 | |
239 | /// Creates a temp file. |
240 | std::optional<TmpFile> createTemp(StringRef name, StringRef suffix); |
241 | |
242 | /// Finds the `tool` path, where `tool` is the name of the binary to search, |
243 | /// i.e. `ptxas` or `fatbinary`. The search order is: |
244 | /// 1. The toolkit path in `targetOptions`. |
245 | /// 2. In the system PATH. |
246 | /// 3. The path from `getCUDAToolkitPath()`. |
247 | std::optional<std::string> findTool(StringRef tool); |
248 | |
249 | /// Target options. |
250 | gpu::TargetOptions targetOptions; |
251 | |
252 | /// LLVMIR->ISA perf result. |
253 | std::optional<int64_t> llvmToISATimeInMs; |
254 | |
255 | /// ISA->Binary perf result. |
256 | std::optional<int64_t> isaToBinaryTimeInMs; |
257 | }; |
258 | } // namespace |
259 | |
260 | NVPTXSerializer::NVPTXSerializer(Operation &module, NVVMTargetAttr target, |
261 | const gpu::TargetOptions &targetOptions) |
262 | : SerializeGPUModuleBase(module, target, targetOptions), |
263 | targetOptions(targetOptions), llvmToISATimeInMs(std::nullopt), |
264 | isaToBinaryTimeInMs(std::nullopt) {} |
265 | |
266 | std::optional<NVPTXSerializer::TmpFile> |
267 | NVPTXSerializer::createTemp(StringRef name, StringRef suffix) { |
268 | llvm::SmallString<128> filename; |
269 | std::error_code ec = |
270 | llvm::sys::fs::createTemporaryFile(Prefix: name, Suffix: suffix, ResultPath&: filename); |
271 | if (ec) { |
272 | getOperation().emitError() << "Couldn't create the temp file: `" << filename |
273 | << "`, error message: " << ec.message(); |
274 | return std::nullopt; |
275 | } |
276 | return TmpFile(filename, llvm::FileRemover(filename.c_str())); |
277 | } |
278 | |
279 | std::optional<int64_t> NVPTXSerializer::getLLVMIRToISATimeInMs() { |
280 | return llvmToISATimeInMs; |
281 | } |
282 | |
283 | std::optional<int64_t> NVPTXSerializer::getISAToBinaryTimeInMs() { |
284 | return isaToBinaryTimeInMs; |
285 | } |
286 | |
287 | gpu::GPUModuleOp NVPTXSerializer::getOperation() { |
288 | return dyn_cast<gpu::GPUModuleOp>(&SerializeGPUModuleBase::getOperation()); |
289 | } |
290 | |
291 | std::optional<std::string> NVPTXSerializer::findTool(StringRef tool) { |
292 | // Find the `tool` path. |
293 | // 1. Check the toolkit path given in the command line. |
294 | StringRef pathRef = targetOptions.getToolkitPath(); |
295 | SmallVector<char, 256> path; |
296 | if (!pathRef.empty()) { |
297 | path.insert(I: path.begin(), From: pathRef.begin(), To: pathRef.end()); |
298 | llvm::sys::path::append(path, a: "bin" , b: tool); |
299 | if (llvm::sys::fs::can_execute(Path: path)) |
300 | return StringRef(path.data(), path.size()).str(); |
301 | } |
302 | |
303 | // 2. Check PATH. |
304 | if (std::optional<std::string> toolPath = |
305 | llvm::sys::Process::FindInEnvPath(EnvName: "PATH" , FileName: tool)) |
306 | return *toolPath; |
307 | |
308 | // 3. Check `getCUDAToolkitPath()`. |
309 | pathRef = getCUDAToolkitPath(); |
310 | path.clear(); |
311 | if (!pathRef.empty()) { |
312 | path.insert(I: path.begin(), From: pathRef.begin(), To: pathRef.end()); |
313 | llvm::sys::path::append(path, a: "bin" , b: tool); |
314 | if (llvm::sys::fs::can_execute(Path: path)) |
315 | return StringRef(path.data(), path.size()).str(); |
316 | } |
317 | getOperation().emitError() |
318 | << "Couldn't find the `" << tool |
319 | << "` binary. Please specify the toolkit " |
320 | "path, add the compiler to $PATH, or set one of the environment " |
321 | "variables in `NVVM::getCUDAToolkitPath()`." ; |
322 | return std::nullopt; |
323 | } |
324 | |
325 | /// Adds optional command-line arguments to existing arguments. |
326 | template <typename T> |
327 | static void setOptionalCommandlineArguments(NVVMTargetAttr target, |
328 | SmallVectorImpl<T> &ptxasArgs) { |
329 | if (!target.hasCmdOptions()) |
330 | return; |
331 | |
332 | std::optional<mlir::NamedAttribute> cmdOptions = target.getCmdOptions(); |
333 | for (Attribute attr : cast<ArrayAttr>(cmdOptions->getValue())) { |
334 | if (auto strAttr = dyn_cast<StringAttr>(attr)) { |
335 | if constexpr (std::is_same_v<T, StringRef>) { |
336 | ptxasArgs.push_back(strAttr.getValue()); |
337 | } else if constexpr (std::is_same_v<T, const char *>) { |
338 | ptxasArgs.push_back(strAttr.getValue().data()); |
339 | } |
340 | } |
341 | } |
342 | } |
343 | |
344 | // TODO: clean this method & have a generic tool driver or never emit binaries |
345 | // with this mechanism and let another stage take care of it. |
346 | std::optional<SmallVector<char, 0>> |
347 | NVPTXSerializer::compileToBinary(const std::string &ptxCode) { |
348 | // Determine if the serializer should create a fatbinary with the PTX embeded |
349 | // or a simple CUBIN binary. |
350 | const bool createFatbin = |
351 | targetOptions.getCompilationTarget() == gpu::CompilationTarget::Fatbin; |
352 | |
353 | // Find the `ptxas` & `fatbinary` tools. |
354 | std::optional<std::string> ptxasCompiler = findTool(tool: "ptxas" ); |
355 | if (!ptxasCompiler) |
356 | return std::nullopt; |
357 | std::optional<std::string> fatbinaryTool; |
358 | if (createFatbin) { |
359 | fatbinaryTool = findTool(tool: "fatbinary" ); |
360 | if (!fatbinaryTool) |
361 | return std::nullopt; |
362 | } |
363 | Location loc = getOperation().getLoc(); |
364 | |
365 | // Base name for all temp files: mlir-<module name>-<target triple>-<chip>. |
366 | std::string basename = |
367 | llvm::formatv("mlir-{0}-{1}-{2}" , getOperation().getNameAttr().getValue(), |
368 | getTarget().getTriple(), getTarget().getChip()); |
369 | |
370 | // Create temp files: |
371 | std::optional<TmpFile> ptxFile = createTemp(name: basename, suffix: "ptx" ); |
372 | if (!ptxFile) |
373 | return std::nullopt; |
374 | std::optional<TmpFile> logFile = createTemp(name: basename, suffix: "log" ); |
375 | if (!logFile) |
376 | return std::nullopt; |
377 | std::optional<TmpFile> binaryFile = createTemp(name: basename, suffix: "bin" ); |
378 | if (!binaryFile) |
379 | return std::nullopt; |
380 | TmpFile cubinFile; |
381 | if (createFatbin) { |
382 | std::string cubinFilename = (ptxFile->first + ".cubin" ).str(); |
383 | cubinFile = TmpFile(cubinFilename, llvm::FileRemover(cubinFilename)); |
384 | } else { |
385 | cubinFile.first = binaryFile->first; |
386 | } |
387 | |
388 | std::error_code ec; |
389 | // Dump the PTX to a temp file. |
390 | { |
391 | llvm::raw_fd_ostream ptxStream(ptxFile->first, ec); |
392 | if (ec) { |
393 | emitError(loc) << "Couldn't open the file: `" << ptxFile->first |
394 | << "`, error message: " << ec.message(); |
395 | return std::nullopt; |
396 | } |
397 | ptxStream << ptxCode; |
398 | if (ptxStream.has_error()) { |
399 | emitError(loc) << "An error occurred while writing the PTX to: `" |
400 | << ptxFile->first << "`." ; |
401 | return std::nullopt; |
402 | } |
403 | ptxStream.flush(); |
404 | } |
405 | |
406 | // Command redirects. |
407 | std::optional<StringRef> redirects[] = { |
408 | std::nullopt, |
409 | logFile->first, |
410 | logFile->first, |
411 | }; |
412 | |
413 | // Get any extra args passed in `targetOptions`. |
414 | std::pair<llvm::BumpPtrAllocator, SmallVector<const char *>> cmdOpts = |
415 | targetOptions.tokenizeCmdOptions(); |
416 | |
417 | // Create ptxas args. |
418 | std::string optLevel = std::to_string(val: this->optLevel); |
419 | SmallVector<StringRef, 12> ptxasArgs( |
420 | {StringRef("ptxas" ), StringRef("-arch" ), getTarget().getChip(), |
421 | StringRef(ptxFile->first), StringRef("-o" ), StringRef(cubinFile.first), |
422 | "--opt-level" , optLevel}); |
423 | |
424 | bool useFatbin32 = false; |
425 | for (const auto *cArg : cmdOpts.second) { |
426 | // All `cmdOpts` are for `ptxas` except `-32` which passes `-32` to |
427 | // `fatbinary`, indicating a 32-bit target. By default a 64-bit target is |
428 | // assumed. |
429 | if (StringRef arg(cArg); arg != "-32" ) |
430 | ptxasArgs.push_back(Elt: arg); |
431 | else |
432 | useFatbin32 = true; |
433 | } |
434 | |
435 | // Set optional command line arguments |
436 | setOptionalCommandlineArguments(getTarget(), ptxasArgs); |
437 | |
438 | // Create the `fatbinary` args. |
439 | StringRef chip = getTarget().getChip(); |
440 | // Remove the arch prefix to obtain the compute capability. |
441 | chip.consume_front(Prefix: "sm_" ), chip.consume_front(Prefix: "compute_" ); |
442 | // Embed the cubin object. |
443 | std::string cubinArg = |
444 | llvm::formatv(Fmt: "--image3=kind=elf,sm={0},file={1}" , Vals&: chip, Vals&: cubinFile.first) |
445 | .str(); |
446 | // Embed the PTX file so the driver can JIT if needed. |
447 | std::string ptxArg = |
448 | llvm::formatv(Fmt: "--image3=kind=ptx,sm={0},file={1}" , Vals&: chip, Vals&: ptxFile->first) |
449 | .str(); |
450 | SmallVector<StringRef, 6> fatbinArgs({StringRef("fatbinary" ), |
451 | useFatbin32 ? "-32" : "-64" , cubinArg, |
452 | ptxArg, "--create" , binaryFile->first}); |
453 | |
454 | // Dump tool invocation commands. |
455 | #define DEBUG_TYPE "serialize-to-binary" |
456 | LLVM_DEBUG({ |
457 | llvm::dbgs() << "Tool invocation for module: " |
458 | << getOperation().getNameAttr() << "\n" ; |
459 | llvm::dbgs() << "ptxas executable:" << ptxasCompiler.value() << "\n" ; |
460 | llvm::interleave(ptxasArgs, llvm::dbgs(), " " ); |
461 | llvm::dbgs() << "\n" ; |
462 | if (createFatbin) { |
463 | llvm::interleave(fatbinArgs, llvm::dbgs(), " " ); |
464 | llvm::dbgs() << "\n" ; |
465 | } |
466 | }); |
467 | #undef DEBUG_TYPE |
468 | |
469 | // Helper function for printing tool error logs. |
470 | std::string message; |
471 | auto emitLogError = |
472 | [&](StringRef toolName) -> std::optional<SmallVector<char, 0>> { |
473 | if (message.empty()) { |
474 | llvm::ErrorOr<std::unique_ptr<llvm::MemoryBuffer>> toolStderr = |
475 | llvm::MemoryBuffer::getFile(Filename: logFile->first); |
476 | if (toolStderr) |
477 | emitError(loc) << toolName << " invocation failed. Log:\n" |
478 | << toolStderr->get()->getBuffer(); |
479 | else |
480 | emitError(loc) << toolName << " invocation failed." ; |
481 | return std::nullopt; |
482 | } |
483 | emitError(loc) << toolName |
484 | << " invocation failed, error message: " << message; |
485 | return std::nullopt; |
486 | }; |
487 | |
488 | // Invoke PTXAS. |
489 | if (llvm::sys::ExecuteAndWait(Program: ptxasCompiler.value(), Args: ptxasArgs, |
490 | /*Env=*/std::nullopt, |
491 | /*Redirects=*/redirects, |
492 | /*SecondsToWait=*/0, |
493 | /*MemoryLimit=*/0, |
494 | /*ErrMsg=*/&message)) |
495 | return emitLogError("`ptxas`" ); |
496 | #define DEBUG_TYPE "dump-sass" |
497 | LLVM_DEBUG({ |
498 | std::optional<std::string> nvdisasm = findTool("nvdisasm" ); |
499 | SmallVector<StringRef> nvdisasmArgs( |
500 | {StringRef("nvdisasm" ), StringRef(cubinFile.first)}); |
501 | if (llvm::sys::ExecuteAndWait(nvdisasm.value(), nvdisasmArgs, |
502 | /*Env=*/std::nullopt, |
503 | /*Redirects=*/redirects, |
504 | /*SecondsToWait=*/0, |
505 | /*MemoryLimit=*/0, |
506 | /*ErrMsg=*/&message)) |
507 | return emitLogError("`nvdisasm`" ); |
508 | llvm::ErrorOr<std::unique_ptr<llvm::MemoryBuffer>> logBuffer = |
509 | llvm::MemoryBuffer::getFile(logFile->first); |
510 | if (logBuffer && !(*logBuffer)->getBuffer().empty()) { |
511 | llvm::dbgs() << "Output:\n" << (*logBuffer)->getBuffer() << "\n" ; |
512 | llvm::dbgs().flush(); |
513 | } |
514 | }); |
515 | #undef DEBUG_TYPE |
516 | |
517 | // Invoke `fatbin`. |
518 | message.clear(); |
519 | if (createFatbin && llvm::sys::ExecuteAndWait(Program: *fatbinaryTool, Args: fatbinArgs, |
520 | /*Env=*/std::nullopt, |
521 | /*Redirects=*/redirects, |
522 | /*SecondsToWait=*/0, |
523 | /*MemoryLimit=*/0, |
524 | /*ErrMsg=*/&message)) |
525 | return emitLogError("`fatbinary`" ); |
526 | |
527 | // Dump the output of the tools, helpful if the verbose flag was passed. |
528 | #define DEBUG_TYPE "serialize-to-binary" |
529 | LLVM_DEBUG({ |
530 | llvm::ErrorOr<std::unique_ptr<llvm::MemoryBuffer>> logBuffer = |
531 | llvm::MemoryBuffer::getFile(logFile->first); |
532 | if (logBuffer && !(*logBuffer)->getBuffer().empty()) { |
533 | llvm::dbgs() << "Output:\n" << (*logBuffer)->getBuffer() << "\n" ; |
534 | llvm::dbgs().flush(); |
535 | } |
536 | }); |
537 | #undef DEBUG_TYPE |
538 | |
539 | // Read the fatbin. |
540 | llvm::ErrorOr<std::unique_ptr<llvm::MemoryBuffer>> binaryBuffer = |
541 | llvm::MemoryBuffer::getFile(Filename: binaryFile->first); |
542 | if (!binaryBuffer) { |
543 | emitError(loc) << "Couldn't open the file: `" << binaryFile->first |
544 | << "`, error message: " << binaryBuffer.getError().message(); |
545 | return std::nullopt; |
546 | } |
547 | StringRef fatbin = (*binaryBuffer)->getBuffer(); |
548 | return SmallVector<char, 0>(fatbin.begin(), fatbin.end()); |
549 | } |
550 | |
551 | #if MLIR_ENABLE_NVPTXCOMPILER |
552 | #include "nvPTXCompiler.h" |
553 | |
554 | #define RETURN_ON_NVPTXCOMPILER_ERROR(expr) \ |
555 | do { \ |
556 | if (auto status = (expr)) { \ |
557 | emitError(loc) << llvm::Twine(#expr).concat(" failed with error code ") \ |
558 | << status; \ |
559 | return std::nullopt; \ |
560 | } \ |
561 | } while (false) |
562 | |
563 | #include "nvFatbin.h" |
564 | |
565 | #define RETURN_ON_NVFATBIN_ERROR(expr) \ |
566 | do { \ |
567 | auto result = (expr); \ |
568 | if (result != nvFatbinResult::NVFATBIN_SUCCESS) { \ |
569 | emitError(loc) << llvm::Twine(#expr).concat(" failed with error: ") \ |
570 | << nvFatbinGetErrorString(result); \ |
571 | return std::nullopt; \ |
572 | } \ |
573 | } while (false) |
574 | |
575 | std::optional<SmallVector<char, 0>> |
576 | NVPTXSerializer::compileToBinaryNVPTX(const std::string &ptxCode) { |
577 | Location loc = getOperation().getLoc(); |
578 | nvPTXCompilerHandle compiler = nullptr; |
579 | nvPTXCompileResult status; |
580 | size_t logSize; |
581 | |
582 | // Create the options. |
583 | std::string optLevel = std::to_string(this->optLevel); |
584 | std::pair<llvm::BumpPtrAllocator, SmallVector<const char *>> cmdOpts = |
585 | targetOptions.tokenizeCmdOptions(); |
586 | cmdOpts.second.append( |
587 | {"-arch" , getTarget().getChip().data(), "--opt-level" , optLevel.c_str()}); |
588 | |
589 | // Set optional command line arguments |
590 | setOptionalCommandlineArguments(getTarget(), cmdOpts.second); |
591 | // Create the compiler handle. |
592 | RETURN_ON_NVPTXCOMPILER_ERROR( |
593 | nvPTXCompilerCreate(&compiler, ptxCode.size(), ptxCode.c_str())); |
594 | |
595 | // Try to compile the binary. |
596 | status = nvPTXCompilerCompile(compiler, cmdOpts.second.size(), |
597 | cmdOpts.second.data()); |
598 | |
599 | // Check if compilation failed. |
600 | if (status != NVPTXCOMPILE_SUCCESS) { |
601 | RETURN_ON_NVPTXCOMPILER_ERROR( |
602 | nvPTXCompilerGetErrorLogSize(compiler, &logSize)); |
603 | if (logSize != 0) { |
604 | SmallVector<char> log(logSize + 1, 0); |
605 | RETURN_ON_NVPTXCOMPILER_ERROR( |
606 | nvPTXCompilerGetErrorLog(compiler, log.data())); |
607 | emitError(loc) << "NVPTX compiler invocation failed, error log: " |
608 | << log.data(); |
609 | } else { |
610 | emitError(loc) << "NVPTX compiler invocation failed with error code: " |
611 | << status; |
612 | } |
613 | return std::nullopt; |
614 | } |
615 | |
616 | // Retrieve the binary. |
617 | size_t elfSize; |
618 | RETURN_ON_NVPTXCOMPILER_ERROR( |
619 | nvPTXCompilerGetCompiledProgramSize(compiler, &elfSize)); |
620 | SmallVector<char, 0> binary(elfSize, 0); |
621 | RETURN_ON_NVPTXCOMPILER_ERROR( |
622 | nvPTXCompilerGetCompiledProgram(compiler, (void *)binary.data())); |
623 | |
624 | // Dump the log of the compiler, helpful if the verbose flag was passed. |
625 | #define DEBUG_TYPE "serialize-to-binary" |
626 | LLVM_DEBUG({ |
627 | RETURN_ON_NVPTXCOMPILER_ERROR( |
628 | nvPTXCompilerGetInfoLogSize(compiler, &logSize)); |
629 | if (logSize != 0) { |
630 | SmallVector<char> log(logSize + 1, 0); |
631 | RETURN_ON_NVPTXCOMPILER_ERROR( |
632 | nvPTXCompilerGetInfoLog(compiler, log.data())); |
633 | llvm::dbgs() << "NVPTX compiler invocation for module: " |
634 | << getOperation().getNameAttr() << "\n" ; |
635 | llvm::dbgs() << "Arguments: " ; |
636 | llvm::interleave(cmdOpts.second, llvm::dbgs(), " " ); |
637 | llvm::dbgs() << "\nOutput\n" << log.data() << "\n" ; |
638 | llvm::dbgs().flush(); |
639 | } |
640 | }); |
641 | #undef DEBUG_TYPE |
642 | RETURN_ON_NVPTXCOMPILER_ERROR(nvPTXCompilerDestroy(&compiler)); |
643 | |
644 | if (targetOptions.getCompilationTarget() == gpu::CompilationTarget::Fatbin) { |
645 | bool useFatbin32 = llvm::any_of(cmdOpts.second, [](const char *option) { |
646 | return llvm::StringRef(option) == "-32" ; |
647 | }); |
648 | |
649 | const char *cubinOpts[1] = {useFatbin32 ? "-32" : "-64" }; |
650 | nvFatbinHandle handle; |
651 | |
652 | auto chip = getTarget().getChip(); |
653 | chip.consume_front("sm_" ); |
654 | |
655 | RETURN_ON_NVFATBIN_ERROR(nvFatbinCreate(&handle, cubinOpts, 1)); |
656 | RETURN_ON_NVFATBIN_ERROR(nvFatbinAddCubin( |
657 | handle, binary.data(), binary.size(), chip.data(), nullptr)); |
658 | RETURN_ON_NVFATBIN_ERROR(nvFatbinAddPTX( |
659 | handle, ptxCode.data(), ptxCode.size(), chip.data(), nullptr, nullptr)); |
660 | |
661 | size_t fatbinSize; |
662 | RETURN_ON_NVFATBIN_ERROR(nvFatbinSize(handle, &fatbinSize)); |
663 | SmallVector<char, 0> fatbin(fatbinSize, 0); |
664 | RETURN_ON_NVFATBIN_ERROR(nvFatbinGet(handle, (void *)fatbin.data())); |
665 | RETURN_ON_NVFATBIN_ERROR(nvFatbinDestroy(&handle)); |
666 | return fatbin; |
667 | } |
668 | |
669 | return binary; |
670 | } |
671 | #endif // MLIR_ENABLE_NVPTXCOMPILER |
672 | |
673 | std::optional<SmallVector<char, 0>> |
674 | NVPTXSerializer::moduleToObject(llvm::Module &llvmModule) { |
675 | llvm::Timer moduleToObjectTimer( |
676 | "moduleToObjectTimer" , |
677 | "Timer for perf llvm-ir -> isa and isa -> binary." ); |
678 | auto clear = llvm::make_scope_exit(F: [&]() { moduleToObjectTimer.clear(); }); |
679 | // Return LLVM IR if the compilation target is `offload`. |
680 | #define DEBUG_TYPE "serialize-to-llvm" |
681 | LLVM_DEBUG({ |
682 | llvm::dbgs() << "LLVM IR for module: " << getOperation().getNameAttr() |
683 | << "\n" ; |
684 | llvm::dbgs() << llvmModule << "\n" ; |
685 | llvm::dbgs().flush(); |
686 | }); |
687 | #undef DEBUG_TYPE |
688 | if (targetOptions.getCompilationTarget() == gpu::CompilationTarget::Offload) |
689 | return SerializeGPUModuleBase::moduleToObject(llvmModule); |
690 | |
691 | #if !LLVM_HAS_NVPTX_TARGET |
692 | getOperation()->emitError( |
693 | "The `NVPTX` target was not built. Please enable it when building LLVM." ); |
694 | return std::nullopt; |
695 | #endif // LLVM_HAS_NVPTX_TARGET |
696 | |
697 | // Emit PTX code. |
698 | std::optional<llvm::TargetMachine *> targetMachine = |
699 | getOrCreateTargetMachine(); |
700 | if (!targetMachine) { |
701 | getOperation().emitError() << "Target Machine unavailable for triple " |
702 | << triple << ", can't optimize with LLVM\n" ; |
703 | return std::nullopt; |
704 | } |
705 | moduleToObjectTimer.startTimer(); |
706 | std::optional<std::string> serializedISA = |
707 | translateToISA(llvmModule, targetMachine&: **targetMachine); |
708 | moduleToObjectTimer.stopTimer(); |
709 | llvmToISATimeInMs = moduleToObjectTimer.getTotalTime().getWallTime() * 1000; |
710 | moduleToObjectTimer.clear(); |
711 | if (!serializedISA) { |
712 | getOperation().emitError() << "Failed translating the module to ISA." ; |
713 | return std::nullopt; |
714 | } |
715 | |
716 | if (isaCallback) |
717 | isaCallback(serializedISA.value()); |
718 | |
719 | #define DEBUG_TYPE "serialize-to-isa" |
720 | LLVM_DEBUG({ |
721 | llvm::dbgs() << "PTX for module: " << getOperation().getNameAttr() << "\n" ; |
722 | llvm::dbgs() << *serializedISA << "\n" ; |
723 | llvm::dbgs().flush(); |
724 | }); |
725 | #undef DEBUG_TYPE |
726 | |
727 | // Return PTX if the compilation target is `assembly`. |
728 | if (targetOptions.getCompilationTarget() == gpu::CompilationTarget::Assembly) |
729 | return SmallVector<char, 0>(serializedISA->begin(), serializedISA->end()); |
730 | |
731 | std::optional<SmallVector<char, 0>> result; |
732 | moduleToObjectTimer.startTimer(); |
733 | // Compile to binary. |
734 | #if MLIR_ENABLE_NVPTXCOMPILER |
735 | result = compileToBinaryNVPTX(*serializedISA); |
736 | #else |
737 | result = compileToBinary(ptxCode: *serializedISA); |
738 | #endif // MLIR_ENABLE_NVPTXCOMPILER |
739 | |
740 | moduleToObjectTimer.stopTimer(); |
741 | isaToBinaryTimeInMs = moduleToObjectTimer.getTotalTime().getWallTime() * 1000; |
742 | moduleToObjectTimer.clear(); |
743 | return result; |
744 | } |
745 | |
746 | std::optional<SmallVector<char, 0>> |
747 | NVVMTargetAttrImpl::serializeToObject(Attribute attribute, Operation *module, |
748 | const gpu::TargetOptions &options) const { |
749 | Builder builder(attribute.getContext()); |
750 | assert(module && "The module must be non null." ); |
751 | if (!module) |
752 | return std::nullopt; |
753 | if (!mlir::isa<gpu::GPUModuleOp>(module)) { |
754 | module->emitError(message: "Module must be a GPU module." ); |
755 | return std::nullopt; |
756 | } |
757 | NVPTXSerializer serializer(*module, cast<NVVMTargetAttr>(attribute), options); |
758 | serializer.init(); |
759 | std::optional<SmallVector<char, 0>> result = serializer.run(); |
760 | auto llvmToISATimeInMs = serializer.getLLVMIRToISATimeInMs(); |
761 | if (llvmToISATimeInMs.has_value()) |
762 | module->setAttr("LLVMIRToISATimeInMs" , |
763 | builder.getI64IntegerAttr(*llvmToISATimeInMs)); |
764 | auto isaToBinaryTimeInMs = serializer.getISAToBinaryTimeInMs(); |
765 | if (isaToBinaryTimeInMs.has_value()) |
766 | module->setAttr("ISAToBinaryTimeInMs" , |
767 | builder.getI64IntegerAttr(*isaToBinaryTimeInMs)); |
768 | return result; |
769 | } |
770 | |
771 | Attribute |
772 | NVVMTargetAttrImpl::createObject(Attribute attribute, Operation *module, |
773 | const SmallVector<char, 0> &object, |
774 | const gpu::TargetOptions &options) const { |
775 | auto target = cast<NVVMTargetAttr>(attribute); |
776 | gpu::CompilationTarget format = options.getCompilationTarget(); |
777 | DictionaryAttr objectProps; |
778 | Builder builder(attribute.getContext()); |
779 | SmallVector<NamedAttribute, 4> properties; |
780 | if (format == gpu::CompilationTarget::Assembly) |
781 | properties.push_back( |
782 | Elt: builder.getNamedAttr(name: "O" , val: builder.getI32IntegerAttr(value: target.getO()))); |
783 | |
784 | if (StringRef section = options.getELFSection(); !section.empty()) |
785 | properties.push_back(Elt: builder.getNamedAttr(gpu::elfSectionName, |
786 | builder.getStringAttr(section))); |
787 | |
788 | for (const auto *perfName : {"LLVMIRToISATimeInMs" , "ISAToBinaryTimeInMs" }) { |
789 | if (module->hasAttr(name: perfName)) { |
790 | IntegerAttr attr = llvm::dyn_cast<IntegerAttr>(module->getAttr(perfName)); |
791 | properties.push_back(Elt: builder.getNamedAttr( |
792 | name: perfName, val: builder.getI64IntegerAttr(value: attr.getInt()))); |
793 | } |
794 | } |
795 | |
796 | if (!properties.empty()) |
797 | objectProps = builder.getDictionaryAttr(properties); |
798 | |
799 | return builder.getAttr<gpu::ObjectAttr>( |
800 | attribute, format, |
801 | builder.getStringAttr(StringRef(object.data(), object.size())), |
802 | objectProps, /*kernels=*/nullptr); |
803 | } |
804 | |