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14 KiB
Markdown
404 lines
14 KiB
Markdown
# Diagnostic Infrastructure
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[TOC]
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This document presents an introduction to using and interfacing with MLIR's
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diagnostics infrastructure.
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See [MLIR specification](LangRef.md) for more information about MLIR, the
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structure of the IR, operations, etc.
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## Source Locations
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Source location information is extremely important for any compiler, because it
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provides a baseline for debuggability and error-reporting. MLIR provides several
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different location types depending on the situational need.
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### CallSite Location
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```
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callsite-location ::= 'callsite' '(' location 'at' location ')'
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```
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An instance of this location allows for representing a directed stack of
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location usages. This connects a location of a `callee` with the location of a
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`caller`.
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### FileLineCol Location
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```
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filelinecol-location ::= string-literal ':' integer-literal ':' integer-literal
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```
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An instance of this location represents a tuple of file, line number, and column
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number. This is similar to the type of location that you get from most source
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languages.
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### Fused Location
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```
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fused-location ::= `fused` fusion-metadata? '[' location (location ',')* ']'
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fusion-metadata ::= '<' attribute-value '>'
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```
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An instance of a `fused` location represents a grouping of several other source
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locations, with optional metadata that describes the context of the fusion.
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There are many places within a compiler in which several constructs may be fused
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together, e.g. pattern rewriting, that normally result partial or even total
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loss of location information. With `fused` locations, this is a non-issue.
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### Name Location
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```
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name-location ::= string-literal ('(' location ')')?
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```
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An instance of this location allows for attaching a name to a child location.
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This can be useful for representing the locations of variable, or node,
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definitions.
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### Opaque Location
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An instance of this location essentially contains a pointer to some data
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structure that is external to MLIR and an optional location that can be used if
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the first one is not suitable. Since it contains an external structure, only the
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optional location is used during serialization.
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### Unknown Location
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```
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unknown-location ::= `unknown`
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```
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Source location information is an extremely integral part of the MLIR
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infrastructure. As such, location information is always present in the IR, and
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must explicitly be set to unknown. Thus an instance of the `unknown` location,
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represents an unspecified source location.
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## Diagnostic Engine
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The `DiagnosticEngine` acts as the main interface for diagnostics in MLIR. It
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manages the registration of diagnostic handlers, as well as the core API for
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diagnostic emission. Handlers generally take the form of
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`LogicalResult(Diagnostic &)`. If the result is `success`, it signals that the
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diagnostic has been fully processed and consumed. If `failure`, it signals that
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the diagnostic should be propagated to any previously registered handlers. It
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can be interfaced with via an `MLIRContext` instance.
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```c++
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DiagnosticEngine engine = ctx->getDiagEngine();
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/// Handle the reported diagnostic.
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// Return success to signal that the diagnostic has either been fully processed,
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// or failure if the diagnostic should be propagated to the previous handlers.
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DiagnosticEngine::HandlerID id = engine.registerHandler(
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[](Diagnostic &diag) -> LogicalResult {
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bool should_propagate_diagnostic = ...;
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return failure(should_propagate_diagnostic);
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});
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// We can also elide the return value completely, in which the engine assumes
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// that all diagnostics are consumed(i.e. a success() result).
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DiagnosticEngine::HandlerID id = engine.registerHandler([](Diagnostic &diag) {
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return;
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});
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// Unregister this handler when we are done.
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engine.eraseHandler(id);
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```
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### Constructing a Diagnostic
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As stated above, the `DiagnosticEngine` holds the core API for diagnostic
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emission. A new diagnostic can be emitted with the engine via `emit`. This
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method returns an [InFlightDiagnostic](#inflight-diagnostic) that can be
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modified further.
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```c++
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InFlightDiagnostic emit(Location loc, DiagnosticSeverity severity);
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```
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Using the `DiagnosticEngine`, though, is generally not the preferred way to emit
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diagnostics in MLIR. [`operation`](LangRef.md#operations) provides utility
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methods for emitting diagnostics:
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```c++
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// `emit` methods available in the mlir namespace.
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InFlightDiagnostic emitError/Remark/Warning(Location);
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// These methods use the location attached to the operation.
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InFlightDiagnostic Operation::emitError/Remark/Warning();
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// This method creates a diagnostic prefixed with "'op-name' op ".
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InFlightDiagnostic Operation::emitOpError();
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```
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## Diagnostic
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A `Diagnostic` in MLIR contains all of the necessary information for reporting a
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message to the user. A `Diagnostic` essentially boils down to three main
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components:
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* [Source Location](#source-locations)
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* Severity Level
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- Error, Note, Remark, Warning
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* Diagnostic Arguments
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- The diagnostic arguments are used when constructing the output message.
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### Appending arguments
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One a diagnostic has been constructed, the user can start composing it. The
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output message of a diagnostic is composed of a set of diagnostic arguments that
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have been attached to it. New arguments can be attached to a diagnostic in a few
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different ways:
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```c++
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// A few interesting things to use when composing a diagnostic.
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Attribute fooAttr;
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Type fooType;
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SmallVector<int> fooInts;
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// Diagnostics can be composed via the streaming operators.
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op->emitError() << "Compose an interesting error: " << fooAttr << ", " << fooType
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<< ", (" << fooInts << ')';
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// This could generate something like (FuncAttr:@foo, IntegerType:i32, {0,1,2}):
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"Compose an interesting error: @foo, i32, (0, 1, 2)"
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```
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### Attaching notes
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Unlike many other compiler frameworks, notes in MLIR cannot be emitted directly.
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They must be explicitly attached to another diagnostic non-note diagnostic. When
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emitting a diagnostic, notes can be directly attached via `attachNote`. When
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attaching a note, if the user does not provide an explicit source location the
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note will inherit the location of the parent diagnostic.
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```c++
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// Emit a note with an explicit source location.
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op->emitError("...").attachNote(noteLoc) << "...";
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// Emit a note that inherits the parent location.
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op->emitError("...").attachNote() << "...";
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```
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## InFlight Diagnostic
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Now that [Diagnostics](#diagnostic) have been explained, we introduce the
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`InFlightDiagnostic`, an RAII wrapper around a diagnostic that is set to be
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reported. This allows for modifying a diagnostic while it is still in flight. If
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it is not reported directly by the user it will automatically report when
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destroyed.
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```c++
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{
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InFlightDiagnostic diag = op->emitError() << "...";
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} // The diagnostic is automatically reported here.
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```
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## Diagnostic Configuration Options
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Several options are provided to help control and enhance the behavior of
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diagnostics. These options can be configured via the MLIRContext, and registered
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to the command line with the `registerMLIRContextCLOptions` method. These
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options are listed below:
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### Print Operation On Diagnostic
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Command Line Flag: `-mlir-print-op-on-diagnostic`
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When a diagnostic is emitted on an operation, via `Operation::emitError/...`,
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the textual form of that operation is printed and attached as a note to the
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diagnostic. This option is useful for understanding the current form of an
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operation that may be invalid, especially when debugging verifier failures. An
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example output is shown below:
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```shell
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test.mlir:3:3: error: 'module_terminator' op expects parent op 'module'
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"module_terminator"() : () -> ()
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^
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test.mlir:3:3: note: see current operation: "module_terminator"() : () -> ()
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"module_terminator"() : () -> ()
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^
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```
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### Print StackTrace On Diagnostic
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Command Line Flag: `-mlir-print-stacktrace-on-diagnostic`
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When a diagnostic is emitted, attach the current stack trace as a note to the
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diagnostic. This option is useful for understanding which part of the compiler
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generated certain diagnostics. An example output is shown below:
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```shell
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test.mlir:3:3: error: 'module_terminator' op expects parent op 'module'
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"module_terminator"() : () -> ()
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^
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test.mlir:3:3: note: diagnostic emitted with trace:
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#0 0x000055dd40543805 llvm::sys::PrintStackTrace(llvm::raw_ostream&) llvm/lib/Support/Unix/Signals.inc:553:11
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#1 0x000055dd3f8ac162 emitDiag(mlir::Location, mlir::DiagnosticSeverity, llvm::Twine const&) /lib/IR/Diagnostics.cpp:292:7
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#2 0x000055dd3f8abe8e mlir::emitError(mlir::Location, llvm::Twine const&) /lib/IR/Diagnostics.cpp:304:10
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#3 0x000055dd3f998e87 mlir::Operation::emitError(llvm::Twine const&) /lib/IR/Operation.cpp:324:29
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#4 0x000055dd3f99d21c mlir::Operation::emitOpError(llvm::Twine const&) /lib/IR/Operation.cpp:652:10
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#5 0x000055dd3f96b01c mlir::OpTrait::HasParent<mlir::ModuleOp>::Impl<mlir::ModuleTerminatorOp>::verifyTrait(mlir::Operation*) /mlir/IR/OpDefinition.h:897:18
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#6 0x000055dd3f96ab38 mlir::Op<mlir::ModuleTerminatorOp, mlir::OpTrait::ZeroOperands, mlir::OpTrait::ZeroResult, 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
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# ...
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"module_terminator"() : () -> ()
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^
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```
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## Common Diagnostic Handlers
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To interface with the diagnostics infrastructure, users will need to register a
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diagnostic handler with the [`DiagnosticEngine`](#diagnostic-engine).
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Recognizing the many users will want the same handler functionality, MLIR
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provides several common diagnostic handlers for immediate use.
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### Scoped Diagnostic Handler
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This diagnostic handler is a simple RAII class that registers and unregisters a
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given diagnostic handler. This class can be either be used directly, or in
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conjunction with a derived diagnostic handler.
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```c++
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// Construct the handler directly.
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MLIRContext context;
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ScopedDiagnosticHandler scopedHandler(&context, [](Diagnostic &diag) {
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...
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});
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// Use this handler in conjunction with another.
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class MyDerivedHandler : public ScopedDiagnosticHandler {
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MyDerivedHandler(MLIRContext *ctx) : ScopedDiagnosticHandler(ctx) {
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// Set the handler that should be RAII managed.
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setHandler([&](Diagnostic diag) {
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...
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});
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}
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};
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```
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### SourceMgr Diagnostic Handler
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This diagnostic handler is a wrapper around an llvm::SourceMgr instance. It
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provides support for displaying diagnostic messages inline with a line of a
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respective source file. This handler will also automatically load newly seen
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source files into the SourceMgr when attempting to display the source line of a
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diagnostic. Example usage of this handler can be seen in the `mlir-opt` tool.
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```shell
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$ mlir-opt foo.mlir
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/tmp/test.mlir:6:24: error: expected non-function type
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func @foo() -> (index, ind) {
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^
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```
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To use this handler in your tool, add the following:
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```c++
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SourceMgr sourceMgr;
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MLIRContext context;
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SourceMgrDiagnosticHandler sourceMgrHandler(sourceMgr, &context);
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```
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### SourceMgr Diagnostic Verifier Handler
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This handler is a wrapper around a llvm::SourceMgr that is used to verify that
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certain diagnostics have been emitted to the context. To use this handler,
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annotate your source file with expected diagnostics in the form of:
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* `expected-(error|note|remark|warning) {{ message }}`
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A few examples are shown below:
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```mlir
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// Expect an error on the same line.
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func @bad_branch() {
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br ^missing // expected-error {{reference to an undefined block}}
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}
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// Expect an error on an adjacent line.
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func @foo(%a : f32) {
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// expected-error@+1 {{unknown comparison predicate "foo"}}
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%result = cmpf "foo", %a, %a : f32
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return
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}
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// Expect an error on the next line that does not contain a designator.
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// expected-remark@below {{remark on function below}}
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// expected-remark@below {{another remark on function below}}
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func @bar(%a : f32)
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// Expect an error on the previous line that does not contain a designator.
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func @baz(%a : f32)
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// expected-remark@above {{remark on function above}}
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// expected-remark@above {{another remark on function above}}
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```
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The handler will report an error if any unexpected diagnostics were seen, or if
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any expected diagnostics weren't.
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```shell
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$ mlir-opt foo.mlir
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/tmp/test.mlir:6:24: error: unexpected error: expected non-function type
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func @foo() -> (index, ind) {
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^
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/tmp/test.mlir:15:4: error: expected remark "expected some remark" was not produced
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// expected-remark {{expected some remark}}
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^~~~~~~~~~~~~~~~~~~~~~~~~~
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```
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Similarly to the [SourceMgr Diagnostic Handler](#sourcemgr-diagnostic-handler),
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this handler can be added to any tool via the following:
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```c++
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SourceMgr sourceMgr;
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MLIRContext context;
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SourceMgrDiagnosticVerifierHandler sourceMgrHandler(sourceMgr, &context);
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```
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### Parallel Diagnostic Handler
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MLIR is designed from the ground up to be multi-threaded. One important to thing
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to keep in mind when multi-threading is determinism. This means that the
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behavior seen when operating on multiple threads is the same as when operating
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on a single thread. For diagnostics, this means that the ordering of the
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diagnostics is the same regardless of the amount of threads being operated on.
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The ParallelDiagnosticHandler is introduced to solve this problem.
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After creating a handler of this type, the only remaining step is to ensure that
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each thread that will be emitting diagnostics to the handler sets a respective
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'orderID'. The orderID corresponds to the order in which diagnostics would be
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emitted when executing synchronously. For example, if we were processing a list
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of operations [a, b, c] on a single-thread. Diagnostics emitted while processing
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operation 'a' would be emitted before those for 'b' or 'c'. This corresponds 1-1
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with the 'orderID'. The thread that is processing 'a' should set the orderID to
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'0'; the thread processing 'b' should set it to '1'; and so on and so forth.
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This provides a way for the handler to deterministically order the diagnostics
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that it receives given the thread that it is receiving on.
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A simple example is shown below:
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```c++
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MLIRContext *context = ...;
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ParallelDiagnosticHandler handler(context);
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// Process a list of operations in parallel.
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std::vector<Operation *> opsToProcess = ...;
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llvm::parallelForEachN(0, opsToProcess.size(), [&](size_t i) {
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// Notify the handler that we are processing the i'th operation.
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handler.setOrderIDForThread(i);
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auto *op = opsToProcess[i];
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...
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// Notify the handler that we are finished processing diagnostics on this
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// thread.
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handler.eraseOrderIDForThread();
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});
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```
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