1# Diagnostic Infrastructure 2 3[TOC] 4 5This document presents an introduction to using and interfacing with MLIR's 6diagnostics infrastructure. 7 8See [MLIR specification](LangRef.md) for more information about MLIR, the 9structure of the IR, operations, etc. 10 11## Source Locations 12 13Source location information is extremely important for any compiler, because it 14provides a baseline for debuggability and error-reporting. The 15[builtin dialect](Dialects/Builtin.md) provides several different location 16attributes types depending on the situational need. 17 18## Diagnostic Engine 19 20The `DiagnosticEngine` acts as the main interface for diagnostics in MLIR. It 21manages the registration of diagnostic handlers, as well as the core API for 22diagnostic emission. Handlers generally take the form of 23`LogicalResult(Diagnostic &)`. If the result is `success`, it signals that the 24diagnostic has been fully processed and consumed. If `failure`, it signals that 25the diagnostic should be propagated to any previously registered handlers. It 26can be interfaced with via an `MLIRContext` instance. 27 28```c++ 29DiagnosticEngine& engine = ctx->getDiagEngine(); 30 31/// Handle the reported diagnostic. 32// Return success to signal that the diagnostic has either been fully processed, 33// or failure if the diagnostic should be propagated to the previous handlers. 34DiagnosticEngine::HandlerID id = engine.registerHandler( 35 [](Diagnostic &diag) -> LogicalResult { 36 bool should_propagate_diagnostic = ...; 37 return failure(should_propagate_diagnostic); 38}); 39 40 41// We can also elide the return value completely, in which the engine assumes 42// that all diagnostics are consumed(i.e. a success() result). 43DiagnosticEngine::HandlerID id = engine.registerHandler([](Diagnostic &diag) { 44 return; 45}); 46 47// Unregister this handler when we are done. 48engine.eraseHandler(id); 49``` 50 51### Constructing a Diagnostic 52 53As stated above, the `DiagnosticEngine` holds the core API for diagnostic 54emission. A new diagnostic can be emitted with the engine via `emit`. This 55method returns an [InFlightDiagnostic](#inflight-diagnostic) that can be 56modified further. 57 58```c++ 59InFlightDiagnostic emit(Location loc, DiagnosticSeverity severity); 60``` 61 62Using the `DiagnosticEngine`, though, is generally not the preferred way to emit 63diagnostics in MLIR. [`operation`](LangRef.md/#operations) provides utility 64methods for emitting diagnostics: 65 66```c++ 67// `emit` methods available in the mlir namespace. 68InFlightDiagnostic emitError/Remark/Warning(Location); 69 70// These methods use the location attached to the operation. 71InFlightDiagnostic Operation::emitError/Remark/Warning(); 72 73// This method creates a diagnostic prefixed with "'op-name' op ". 74InFlightDiagnostic Operation::emitOpError(); 75``` 76 77## Diagnostic 78 79A `Diagnostic` in MLIR contains all of the necessary information for reporting a 80message to the user. A `Diagnostic` essentially boils down to three main 81components: 82 83* [Source Location](#source-locations) 84* Severity Level 85 - Error, Note, Remark, Warning 86* Diagnostic Arguments 87 - The diagnostic arguments are used when constructing the output message. 88 89### Appending arguments 90 91One a diagnostic has been constructed, the user can start composing it. The 92output message of a diagnostic is composed of a set of diagnostic arguments that 93have been attached to it. New arguments can be attached to a diagnostic in a few 94different ways: 95 96```c++ 97// A few interesting things to use when composing a diagnostic. 98Attribute fooAttr; 99Type fooType; 100SmallVector<int> fooInts; 101 102// Diagnostics can be composed via the streaming operators. 103op->emitError() << "Compose an interesting error: " << fooAttr << ", " << fooType 104 << ", (" << fooInts << ')'; 105 106// This could generate something like (FuncAttr:@foo, IntegerType:i32, {0,1,2}): 107"Compose an interesting error: @foo, i32, (0, 1, 2)" 108``` 109 110Operations attached to a diagnostic will be printed in generic form if the 111severity level is `Error`, otherwise custom operation printers will be used. 112```c++ 113// `anotherOp` will be printed in generic form, 114// e.g. %3 = "arith.addf"(%arg4, %2) : (f32, f32) -> f32 115op->emitError() << anotherOp; 116 117// `anotherOp` will be printed using the custom printer, 118// e.g. %3 = arith.addf %arg4, %2 : f32 119op->emitRemark() << anotherOp; 120``` 121 122### Attaching notes 123 124Unlike many other compiler frameworks, notes in MLIR cannot be emitted directly. 125They must be explicitly attached to another diagnostic non-note diagnostic. When 126emitting a diagnostic, notes can be directly attached via `attachNote`. When 127attaching a note, if the user does not provide an explicit source location the 128note will inherit the location of the parent diagnostic. 129 130```c++ 131// Emit a note with an explicit source location. 132op->emitError("...").attachNote(noteLoc) << "..."; 133 134// Emit a note that inherits the parent location. 135op->emitError("...").attachNote() << "..."; 136``` 137 138## InFlight Diagnostic 139 140Now that [Diagnostics](#diagnostic) have been explained, we introduce the 141`InFlightDiagnostic`, an RAII wrapper around a diagnostic that is set to be 142reported. This allows for modifying a diagnostic while it is still in flight. If 143it is not reported directly by the user it will automatically report when 144destroyed. 145 146```c++ 147{ 148 InFlightDiagnostic diag = op->emitError() << "..."; 149} // The diagnostic is automatically reported here. 150``` 151 152## Diagnostic Configuration Options 153 154Several options are provided to help control and enhance the behavior of 155diagnostics. These options can be configured via the MLIRContext, and registered 156to the command line with the `registerMLIRContextCLOptions` method. These 157options are listed below: 158 159### Print Operation On Diagnostic 160 161Command Line Flag: `-mlir-print-op-on-diagnostic` 162 163When a diagnostic is emitted on an operation, via `Operation::emitError/...`, 164the textual form of that operation is printed and attached as a note to the 165diagnostic. This option is useful for understanding the current form of an 166operation that may be invalid, especially when debugging verifier failures. An 167example output is shown below: 168 169```shell 170test.mlir:3:3: error: 'module_terminator' op expects parent op 'builtin.module' 171 "module_terminator"() : () -> () 172 ^ 173test.mlir:3:3: note: see current operation: "module_terminator"() : () -> () 174 "module_terminator"() : () -> () 175 ^ 176``` 177 178### Print StackTrace On Diagnostic 179 180Command Line Flag: `-mlir-print-stacktrace-on-diagnostic` 181 182When a diagnostic is emitted, attach the current stack trace as a note to the 183diagnostic. This option is useful for understanding which part of the compiler 184generated certain diagnostics. An example output is shown below: 185 186```shell 187test.mlir:3:3: error: 'module_terminator' op expects parent op 'builtin.module' 188 "module_terminator"() : () -> () 189 ^ 190test.mlir:3:3: note: diagnostic emitted with trace: 191 #0 0x000055dd40543805 llvm::sys::PrintStackTrace(llvm::raw_ostream&) llvm/lib/Support/Unix/Signals.inc:553:11 192 #1 0x000055dd3f8ac162 emitDiag(mlir::Location, mlir::DiagnosticSeverity, llvm::Twine const&) /lib/IR/Diagnostics.cpp:292:7 193 #2 0x000055dd3f8abe8e mlir::emitError(mlir::Location, llvm::Twine const&) /lib/IR/Diagnostics.cpp:304:10 194 #3 0x000055dd3f998e87 mlir::Operation::emitError(llvm::Twine const&) /lib/IR/Operation.cpp:324:29 195 #4 0x000055dd3f99d21c mlir::Operation::emitOpError(llvm::Twine const&) /lib/IR/Operation.cpp:652:10 196 #5 0x000055dd3f96b01c mlir::OpTrait::HasParent<mlir::ModuleOp>::Impl<mlir::ModuleTerminatorOp>::verifyTrait(mlir::Operation*) /mlir/IR/OpDefinition.h:897:18 197 #6 0x000055dd3f96ab38 mlir::Op<mlir::ModuleTerminatorOp, mlir::OpTrait::ZeroOperands, mlir::OpTrait::ZeroResults, mlir::OpTrait::HasParent<mlir::ModuleOp>::Impl, mlir::OpTrait::IsTerminator>::BaseVerifier<mlir::OpTrait::HasParent<mlir::ModuleOp>::Impl<mlir::ModuleTerminatorOp>, mlir::OpTrait::IsTerminator<mlir::ModuleTerminatorOp> >::verifyTrait(mlir::Operation*) /mlir/IR/OpDefinition.h:1052:29 198 # ... 199 "module_terminator"() : () -> () 200 ^ 201``` 202 203## Common Diagnostic Handlers 204 205To interface with the diagnostics infrastructure, users will need to register a 206diagnostic handler with the [`DiagnosticEngine`](#diagnostic-engine). 207Recognizing the many users will want the same handler functionality, MLIR 208provides several common diagnostic handlers for immediate use. 209 210### Scoped Diagnostic Handler 211 212This diagnostic handler is a simple RAII class that registers and unregisters a 213given diagnostic handler. This class can be either be used directly, or in 214conjunction with a derived diagnostic handler. 215 216```c++ 217// Construct the handler directly. 218MLIRContext context; 219ScopedDiagnosticHandler scopedHandler(&context, [](Diagnostic &diag) { 220 ... 221}); 222 223// Use this handler in conjunction with another. 224class MyDerivedHandler : public ScopedDiagnosticHandler { 225 MyDerivedHandler(MLIRContext *ctx) : ScopedDiagnosticHandler(ctx) { 226 // Set the handler that should be RAII managed. 227 setHandler([&](Diagnostic diag) { 228 ... 229 }); 230 } 231}; 232``` 233 234### SourceMgr Diagnostic Handler 235 236This diagnostic handler is a wrapper around an llvm::SourceMgr instance. It 237provides support for displaying diagnostic messages inline with a line of a 238respective source file. This handler will also automatically load newly seen 239source files into the SourceMgr when attempting to display the source line of a 240diagnostic. Example usage of this handler can be seen in the `mlir-opt` tool. 241 242```shell 243$ mlir-opt foo.mlir 244 245/tmp/test.mlir:6:24: error: expected non-function type 246func.func @foo() -> (index, ind) { 247 ^ 248``` 249 250To use this handler in your tool, add the following: 251 252```c++ 253SourceMgr sourceMgr; 254MLIRContext context; 255SourceMgrDiagnosticHandler sourceMgrHandler(sourceMgr, &context); 256``` 257 258#### Filtering Locations 259 260In some situations, a diagnostic may be emitted with a callsite location in a 261very deep call stack in which many frames are unrelated to the user source code. 262These situations often arise when the user source code is intertwined with that 263of a large framework or library. The context of the diagnostic in these cases is 264often obfuscated by the unrelated framework source locations. To help alleviate 265this obfuscation, the `SourceMgrDiagnosticHandler` provides support for 266filtering which locations are shown to the user. To enable filtering, a user 267must simply provide a filter function to the `SourceMgrDiagnosticHandler` on 268construction that indicates which locations should be shown. A quick example is 269shown below: 270 271```c++ 272// Here we define the functor that controls which locations are shown to the 273// user. This functor should return true when a location should be shown, and 274// false otherwise. When filtering a container location, such as a NameLoc, this 275// function should not recurse into the child location. Recursion into nested 276// location is performed as necessary by the caller. 277auto shouldShowFn = [](Location loc) -> bool { 278 FileLineColLoc fileLoc = loc.dyn_cast<FileLineColLoc>(); 279 280 // We don't perform any filtering on non-file locations. 281 // Reminder: The caller will recurse into any necessary child locations. 282 if (!fileLoc) 283 return true; 284 285 // Don't show file locations that contain our framework code. 286 return !fileLoc.getFilename().strref().contains("my/framework/source/"); 287}; 288 289SourceMgr sourceMgr; 290MLIRContext context; 291SourceMgrDiagnosticHandler sourceMgrHandler(sourceMgr, &context, shouldShowFn); 292``` 293 294Note: In the case where all locations are filtered out, the first location in 295the stack will still be shown. 296 297### SourceMgr Diagnostic Verifier Handler 298 299This handler is a wrapper around a llvm::SourceMgr that is used to verify that 300certain diagnostics have been emitted to the context. To use this handler, 301annotate your source file with expected diagnostics in the form of: 302 303* `expected-(error|note|remark|warning)(-re)? {{ message }}` 304 305The provided `message` is a string expected to be contained within the generated 306diagnostic. The `-re` suffix may be used to enable regex matching within the 307`message`. When present, the `message` may define regex match sequences within 308`{{` `}}` blocks. The regular expression matcher supports Extended POSIX regular 309expressions (ERE). A few examples are shown below: 310 311```mlir 312// Expect an error on the same line. 313func.func @bad_branch() { 314 cf.br ^missing // expected-error {{reference to an undefined block}} 315} 316 317// Expect an error on an adjacent line. 318func.func @foo(%a : f32) { 319 // expected-error@+1 {{unknown comparison predicate "foo"}} 320 %result = arith.cmpf "foo", %a, %a : f32 321 return 322} 323 324// Expect an error on the next line that does not contain a designator. 325// expected-remark@below {{remark on function below}} 326// expected-remark@below {{another remark on function below}} 327func.func @bar(%a : f32) 328 329// Expect an error on the previous line that does not contain a designator. 330func.func @baz(%a : f32) 331// expected-remark@above {{remark on function above}} 332// expected-remark@above {{another remark on function above}} 333 334// Expect an error mentioning the parent function, but use regex to avoid 335// hardcoding the name. 336func.func @foo() -> i32 { 337 // expected-error-re@+1 {{'func.return' op has 0 operands, but enclosing function (@{{.*}}) returns 1}} 338 return 339} 340``` 341 342The handler will report an error if any unexpected diagnostics were seen, or if 343any expected diagnostics weren't. 344 345```shell 346$ mlir-opt foo.mlir 347 348/tmp/test.mlir:6:24: error: unexpected error: expected non-function type 349func.func @foo() -> (index, ind) { 350 ^ 351 352/tmp/test.mlir:15:4: error: expected remark "expected some remark" was not produced 353// expected-remark {{expected some remark}} 354 ^~~~~~~~~~~~~~~~~~~~~~~~~~ 355``` 356 357Similarly to the [SourceMgr Diagnostic Handler](#sourcemgr-diagnostic-handler), 358this handler can be added to any tool via the following: 359 360```c++ 361SourceMgr sourceMgr; 362MLIRContext context; 363SourceMgrDiagnosticVerifierHandler sourceMgrHandler(sourceMgr, &context); 364``` 365 366### Parallel Diagnostic Handler 367 368MLIR is designed from the ground up to be multi-threaded. One important to thing 369to keep in mind when multi-threading is determinism. This means that the 370behavior seen when operating on multiple threads is the same as when operating 371on a single thread. For diagnostics, this means that the ordering of the 372diagnostics is the same regardless of the amount of threads being operated on. 373The ParallelDiagnosticHandler is introduced to solve this problem. 374 375After creating a handler of this type, the only remaining step is to ensure that 376each thread that will be emitting diagnostics to the handler sets a respective 377'orderID'. The orderID corresponds to the order in which diagnostics would be 378emitted when executing synchronously. For example, if we were processing a list 379of operations [a, b, c] on a single-thread. Diagnostics emitted while processing 380operation 'a' would be emitted before those for 'b' or 'c'. This corresponds 1-1 381with the 'orderID'. The thread that is processing 'a' should set the orderID to 382'0'; the thread processing 'b' should set it to '1'; and so on and so forth. 383This provides a way for the handler to deterministically order the diagnostics 384that it receives given the thread that it is receiving on. 385 386A simple example is shown below: 387 388```c++ 389MLIRContext *context = ...; 390ParallelDiagnosticHandler handler(context); 391 392// Process a list of operations in parallel. 393std::vector<Operation *> opsToProcess = ...; 394llvm::parallelFor(0, opsToProcess.size(), [&](size_t i) { 395 // Notify the handler that we are processing the i'th operation. 396 handler.setOrderIDForThread(i); 397 auto *op = opsToProcess[i]; 398 ... 399 400 // Notify the handler that we are finished processing diagnostics on this 401 // thread. 402 handler.eraseOrderIDForThread(); 403}); 404``` 405