2018-06-22 00:49:33 +08:00
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//===- mlir-opt.cpp - MLIR Optimizer Driver -------------------------------===//
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//
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// Copyright 2019 The MLIR Authors.
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//
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// Licensed under the Apache License, Version 2.0 (the "License");
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// you may not use this file except in compliance with the License.
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// You may obtain a copy of the License at
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//
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// http://www.apache.org/licenses/LICENSE-2.0
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//
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// Unless required by applicable law or agreed to in writing, software
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// distributed under the License is distributed on an "AS IS" BASIS,
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// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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// See the License for the specific language governing permissions and
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// limitations under the License.
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// =============================================================================
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//
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// This is a command line utility that parses an MLIR file, runs an optimization
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// pass, then prints the result back out. It is designed to support unit
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// testing.
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//
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//===----------------------------------------------------------------------===//
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Introduce memref bound checking.
Introduce analysis to check memref accesses (in MLFunctions) for out of bound
ones. It works as follows:
$ mlir-opt -memref-bound-check test/Transforms/memref-bound-check.mlir
/tmp/single.mlir:10:12: error: 'load' op memref out of upper bound access along dimension tensorflow/mlir#1
%x = load %A[%idxtensorflow/mlir#0, %idxtensorflow/mlir#1] : memref<9 x 9 x i32>
^
/tmp/single.mlir:10:12: error: 'load' op memref out of lower bound access along dimension tensorflow/mlir#1
%x = load %A[%idxtensorflow/mlir#0, %idxtensorflow/mlir#1] : memref<9 x 9 x i32>
^
/tmp/single.mlir:10:12: error: 'load' op memref out of upper bound access along dimension tensorflow/mlir#2
%x = load %A[%idxtensorflow/mlir#0, %idxtensorflow/mlir#1] : memref<9 x 9 x i32>
^
/tmp/single.mlir:10:12: error: 'load' op memref out of lower bound access along dimension tensorflow/mlir#2
%x = load %A[%idxtensorflow/mlir#0, %idxtensorflow/mlir#1] : memref<9 x 9 x i32>
^
/tmp/single.mlir:12:12: error: 'load' op memref out of upper bound access along dimension tensorflow/mlir#1
%y = load %B[%idy] : memref<128 x i32>
^
/tmp/single.mlir:12:12: error: 'load' op memref out of lower bound access along dimension tensorflow/mlir#1
%y = load %B[%idy] : memref<128 x i32>
^
#map0 = (d0, d1) -> (d0, d1)
#map1 = (d0, d1) -> (d0 * 128 - d1)
mlfunc @test() {
%0 = alloc() : memref<9x9xi32>
%1 = alloc() : memref<128xi32>
for %i0 = -1 to 9 {
for %i1 = -1 to 9 {
%2 = affine_apply #map0(%i0, %i1)
%3 = load %0[%2tensorflow/mlir#0, %2tensorflow/mlir#1] : memref<9x9xi32>
%4 = affine_apply #map1(%i0, %i1)
%5 = load %1[%4] : memref<128xi32>
}
}
return
}
- Improves productivity while manually / semi-automatically developing MLIR for
testing / prototyping; also provides an indirect way to catch errors in
transformations.
- This pass is an easy way to test the underlying affine analysis
machinery including low level routines.
Some code (in getMemoryRegion()) borrowed from @andydavis cl/218263256.
While on this:
- create mlir/Analysis/Passes.h; move Pass.h up from mlir/Transforms/ to mlir/
- fix a bug in AffineAnalysis.cpp::toAffineExpr
TODO: extend to non-constant loop bounds (straightforward). Will transparently
work for all accesses once floordiv, mod, ceildiv are supported in the
AffineMap -> FlatAffineConstraints conversion.
PiperOrigin-RevId: 219397961
2018-10-31 08:43:06 +08:00
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#include "mlir/Analysis/Passes.h"
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2018-08-06 12:12:29 +08:00
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#include "mlir/IR/Attributes.h"
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2018-12-28 03:07:34 +08:00
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#include "mlir/IR/Function.h"
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2018-09-03 13:01:45 +08:00
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#include "mlir/IR/Location.h"
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2018-06-23 13:03:48 +08:00
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#include "mlir/IR/MLIRContext.h"
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2018-06-22 06:22:42 +08:00
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#include "mlir/IR/Module.h"
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2018-06-23 01:39:19 +08:00
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#include "mlir/Parser.h"
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2019-02-28 02:59:29 +08:00
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#include "mlir/Pass/PassManager.h"
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2019-01-11 23:22:57 +08:00
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#include "mlir/Support/FileUtilities.h"
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2018-07-30 03:37:35 +08:00
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#include "mlir/TensorFlow/ControlFlowOps.h"
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#include "mlir/TensorFlow/Passes.h"
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2018-11-07 00:33:10 +08:00
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#include "mlir/TensorFlowLite/Passes.h"
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2018-07-30 03:37:35 +08:00
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#include "mlir/Transforms/Passes.h"
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2018-12-28 07:27:05 +08:00
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#include "mlir/Transforms/ViewFunctionGraph.h"
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2018-09-26 03:06:41 +08:00
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#include "mlir/XLA/Passes.h"
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2018-06-22 00:49:33 +08:00
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#include "llvm/Support/CommandLine.h"
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2018-06-22 06:22:42 +08:00
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#include "llvm/Support/FileUtilities.h"
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2018-06-22 00:49:33 +08:00
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#include "llvm/Support/InitLLVM.h"
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2018-08-06 12:12:29 +08:00
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#include "llvm/Support/PrettyStackTrace.h"
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2018-06-25 23:10:46 +08:00
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#include "llvm/Support/Regex.h"
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2018-07-08 10:12:22 +08:00
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#include "llvm/Support/SourceMgr.h"
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2018-06-22 06:22:42 +08:00
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#include "llvm/Support/ToolOutputFile.h"
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2018-08-31 08:35:15 +08:00
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2018-06-22 00:49:33 +08:00
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using namespace mlir;
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2018-06-22 06:22:42 +08:00
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using namespace llvm;
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2018-09-03 13:01:45 +08:00
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using llvm::SMLoc;
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2018-06-22 06:22:42 +08:00
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static cl::opt<std::string>
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inputFilename(cl::Positional, cl::desc("<input file>"), cl::init("-"));
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static cl::opt<std::string>
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outputFilename("o", cl::desc("Output filename"), cl::value_desc("filename"),
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cl::init("-"));
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2018-06-25 00:10:36 +08:00
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static cl::opt<bool>
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2018-09-03 13:01:45 +08:00
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splitInputFile("split-input-file",
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cl::desc("Split the input file into pieces and process each "
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"chunk independently"),
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cl::init(false));
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static cl::opt<bool>
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verifyDiagnostics("verify",
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cl::desc("Check that emitted diagnostics match "
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"expected-* lines on the corresponding line"),
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cl::init(false));
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2018-06-22 06:22:42 +08:00
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2018-11-07 10:34:18 +08:00
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static std::vector<const mlir::PassInfo *> *passList;
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2018-07-30 03:37:35 +08:00
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2018-07-04 04:24:09 +08:00
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enum OptResult { OptSuccess, OptFailure };
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2018-09-03 13:01:45 +08:00
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/// Given a MemoryBuffer along with a line and column within it, return the
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/// location being referenced.
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static SMLoc getLocFromLineAndCol(MemoryBuffer &membuf, unsigned lineNo,
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unsigned columnNo) {
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// TODO: This should really be upstreamed to be a method on llvm::SourceMgr.
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// Doing so would allow it to use the offset cache that is already maintained
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// by SrcBuffer, making this more efficient.
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// Scan for the correct line number.
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const char *position = membuf.getBufferStart();
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const char *end = membuf.getBufferEnd();
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// We start counting line and column numbers from 1.
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--lineNo;
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--columnNo;
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while (position < end && lineNo) {
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auto curChar = *position++;
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// Scan for newlines. If this isn't one, ignore it.
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if (curChar != '\r' && curChar != '\n')
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continue;
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// We saw a line break, decrement our counter.
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--lineNo;
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// Check for \r\n and \n\r and treat it as a single escape. We know that
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// looking past one character is safe because MemoryBuffer's are always nul
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// terminated.
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if (*position != curChar && (*position == '\r' || *position == '\n'))
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++position;
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}
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2018-06-22 00:49:33 +08:00
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2018-09-03 13:01:45 +08:00
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// If the line/column counter was invalid, return a pointer to the start of
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// the buffer.
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if (lineNo || position + columnNo > end)
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return SMLoc::getFromPointer(membuf.getBufferStart());
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// Otherwise return the right pointer.
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return SMLoc::getFromPointer(position + columnNo);
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}
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/// Perform the actions on the input file indicated by the command line flags
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/// within the specified context.
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///
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/// This typically parses the main source file, runs zero or more optimization
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/// passes, then prints the output.
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///
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static OptResult performActions(SourceMgr &sourceMgr, MLIRContext *context) {
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std::unique_ptr<Module> module(parseSourceFile(sourceMgr, context));
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2018-07-04 04:24:09 +08:00
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if (!module)
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return OptFailure;
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2018-06-25 00:10:36 +08:00
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2018-07-30 05:13:03 +08:00
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// Run each of the passes that were selected.
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2019-02-28 02:59:29 +08:00
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// TODO(riverriddle) Make sure that the verifer is run after each pass when it
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// is no longer run by default within the PassManager.
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PassManager pm;
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for (const auto *passInfo : *passList)
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pm.addPass(passInfo->createPass());
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if (pm.run(module.get()))
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return OptFailure;
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2018-07-25 11:01:16 +08:00
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2019-01-11 23:22:57 +08:00
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std::string errorMessage;
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auto output = openOutputFile(outputFilename, &errorMessage);
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if (!output) {
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llvm::errs() << errorMessage << "\n";
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exit(1);
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}
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2018-06-25 00:10:36 +08:00
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// Print the output.
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module->print(output->os());
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output->keep();
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2018-07-04 04:24:09 +08:00
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return OptSuccess;
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2018-06-25 00:10:36 +08:00
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}
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2018-09-27 22:43:44 +08:00
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/// Given a diagnostic kind, return a human readable string for it.
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static StringRef getDiagnosticKindString(MLIRContext::DiagnosticKind kind) {
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switch (kind) {
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case MLIRContext::DiagnosticKind::Note:
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return "note";
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case MLIRContext::DiagnosticKind::Warning:
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return "warning";
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case MLIRContext::DiagnosticKind::Error:
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return "error";
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}
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}
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2018-11-20 07:15:36 +08:00
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/// Given a diagnostic kind, returns the LLVM DiagKind.
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static llvm::SourceMgr::DiagKind getDiagKind(MLIRContext::DiagnosticKind kind) {
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switch (kind) {
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case MLIRContext::DiagnosticKind::Note:
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return llvm::SourceMgr::DK_Note;
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case MLIRContext::DiagnosticKind::Warning:
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return llvm::SourceMgr::DK_Warning;
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case MLIRContext::DiagnosticKind::Error:
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return llvm::SourceMgr::DK_Error;
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}
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}
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2018-09-03 13:01:45 +08:00
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/// Parses the memory buffer. If successfully, run a series of passes against
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/// it and print the result.
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static OptResult processFile(std::unique_ptr<MemoryBuffer> ownedBuffer) {
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// Tell sourceMgr about this buffer, which is what the parser will pick up.
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SourceMgr sourceMgr;
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auto &buffer = *ownedBuffer;
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sourceMgr.AddNewSourceBuffer(std::move(ownedBuffer), SMLoc());
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// Parse the input file.
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MLIRContext context;
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// If we are in verify mode then we have a lot of work to do, otherwise just
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// perform the actions without worrying about it.
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if (!verifyDiagnostics) {
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// Register a simple diagnostic handler that prints out info with context.
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2018-11-09 04:28:35 +08:00
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context.registerDiagnosticHandler([&](Location location, StringRef message,
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2018-09-03 13:01:45 +08:00
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MLIRContext::DiagnosticKind kind) {
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unsigned line = 1, column = 1;
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2018-11-20 07:15:36 +08:00
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SMLoc loc;
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2018-11-09 04:28:35 +08:00
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if (auto fileLoc = location.dyn_cast<FileLineColLoc>()) {
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2018-09-03 13:01:45 +08:00
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line = fileLoc->getLine();
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column = fileLoc->getColumn();
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2018-11-20 07:15:36 +08:00
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loc = getLocFromLineAndCol(buffer, line, column);
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2018-09-03 13:01:45 +08:00
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}
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2018-11-20 07:15:36 +08:00
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sourceMgr.PrintMessage(loc, getDiagKind(kind), message);
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2018-09-03 13:01:45 +08:00
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});
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2018-06-26 23:56:55 +08:00
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2018-09-03 13:01:45 +08:00
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// Run the test actions.
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return performActions(sourceMgr, &context);
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}
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// Keep track of the result of this file processing. If there are no issues,
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// then we succeed.
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auto result = OptSuccess;
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2018-09-27 22:43:44 +08:00
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// Record the expected diagnostic's position, substring and whether it was
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// seen.
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struct ExpectedDiag {
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MLIRContext::DiagnosticKind kind;
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2018-09-03 13:01:45 +08:00
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unsigned lineNo;
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2018-07-08 10:12:22 +08:00
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StringRef substring;
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SMLoc fileLoc;
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2018-09-03 13:01:45 +08:00
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bool matched = false;
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2018-07-08 10:12:22 +08:00
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};
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2018-09-27 22:43:44 +08:00
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SmallVector<ExpectedDiag, 2> expectedDiags;
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2018-09-03 13:01:45 +08:00
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// Error checker that verifies reported error was expected.
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2018-11-09 04:28:35 +08:00
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auto checker = [&](Location location, StringRef message,
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2018-09-03 13:01:45 +08:00
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MLIRContext::DiagnosticKind kind) {
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unsigned line = 1, column = 1;
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2018-11-09 04:28:35 +08:00
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if (auto fileLoc = location.dyn_cast<FileLineColLoc>()) {
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2018-09-03 13:01:45 +08:00
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line = fileLoc->getLine();
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column = fileLoc->getColumn();
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}
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2018-07-08 10:12:22 +08:00
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2018-09-27 22:43:44 +08:00
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// If we find something that is close then emit a more specific error.
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ExpectedDiag *nearMiss = nullptr;
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2018-09-03 13:01:45 +08:00
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// If this was an expected error, remember that we saw it and return.
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2018-09-27 22:43:44 +08:00
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for (auto &e : expectedDiags) {
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2018-09-03 13:01:45 +08:00
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if (line == e.lineNo && message.contains(e.substring)) {
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2018-09-27 22:43:44 +08:00
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if (e.kind == kind) {
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e.matched = true;
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return;
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}
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// If this only differs based on the diagnostic kind, then consider it
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// to be a near miss.
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nearMiss = &e;
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2018-07-08 10:12:22 +08:00
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}
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}
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2018-09-27 22:43:44 +08:00
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// If there was a near miss, emit a specific diagnostic.
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if (nearMiss) {
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sourceMgr.PrintMessage(nearMiss->fileLoc, SourceMgr::DK_Error,
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"'" + getDiagnosticKindString(kind) +
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"' diagnostic emitted when expecting a '" +
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getDiagnosticKindString(nearMiss->kind) + "'");
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result = OptFailure;
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return;
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}
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2018-09-03 13:01:45 +08:00
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// If this error wasn't expected, produce an error out of mlir-opt saying
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// so.
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auto unexpectedLoc = getLocFromLineAndCol(buffer, line, column);
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sourceMgr.PrintMessage(unexpectedLoc, SourceMgr::DK_Error,
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"unexpected error: " + Twine(message));
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result = OptFailure;
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};
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// Scan the file for expected-* designators and register a callback for the
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// error handler.
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// Extract the expected errors from the file.
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2018-09-27 22:43:44 +08:00
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llvm::Regex expected(
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"expected-(error|note|warning) *(@[+-][0-9]+)? *{{(.*)}}");
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2018-09-03 13:01:45 +08:00
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SmallVector<StringRef, 100> lines;
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|
|
|
buffer.getBuffer().split(lines, '\n');
|
|
|
|
for (unsigned lineNo = 0, e = lines.size(); lineNo < e; ++lineNo) {
|
|
|
|
SmallVector<StringRef, 3> matches;
|
|
|
|
if (expected.match(lines[lineNo], &matches)) {
|
2018-09-27 22:43:44 +08:00
|
|
|
// Point to the start of expected-*.
|
|
|
|
SMLoc expectedStart = SMLoc::getFromPointer(matches[0].data());
|
|
|
|
|
|
|
|
MLIRContext::DiagnosticKind kind;
|
|
|
|
if (matches[1] == "error")
|
|
|
|
kind = MLIRContext::DiagnosticKind::Error;
|
|
|
|
else if (matches[1] == "warning")
|
|
|
|
kind = MLIRContext::DiagnosticKind::Warning;
|
|
|
|
else {
|
|
|
|
assert(matches[1] == "note");
|
|
|
|
kind = MLIRContext::DiagnosticKind::Note;
|
|
|
|
}
|
|
|
|
|
|
|
|
ExpectedDiag record{kind, lineNo + 1, matches[3], expectedStart, false};
|
|
|
|
auto offsetMatch = matches[2];
|
2018-09-03 13:01:45 +08:00
|
|
|
if (!offsetMatch.empty()) {
|
|
|
|
int offset;
|
|
|
|
// Get the integer value without the @ and +/- prefix.
|
|
|
|
if (!offsetMatch.drop_front(2).getAsInteger(0, offset)) {
|
|
|
|
if (offsetMatch[1] == '+')
|
2018-09-27 22:43:44 +08:00
|
|
|
record.lineNo += offset;
|
2018-09-03 13:01:45 +08:00
|
|
|
else
|
2018-09-27 22:43:44 +08:00
|
|
|
record.lineNo -= offset;
|
2018-07-08 10:12:22 +08:00
|
|
|
}
|
|
|
|
}
|
2018-09-27 22:43:44 +08:00
|
|
|
expectedDiags.push_back(record);
|
2018-09-03 13:01:45 +08:00
|
|
|
}
|
|
|
|
}
|
|
|
|
|
|
|
|
// Finally, register the error handler to capture them.
|
|
|
|
context.registerDiagnosticHandler(checker);
|
|
|
|
|
|
|
|
// Do any processing requested by command line flags. We don't care whether
|
|
|
|
// these actions succeed or fail, we only care what diagnostics they produce
|
|
|
|
// and whether they match our expectations.
|
|
|
|
performActions(sourceMgr, &context);
|
|
|
|
|
|
|
|
// Verify that all expected errors were seen.
|
2018-09-27 22:43:44 +08:00
|
|
|
for (auto &err : expectedDiags) {
|
2018-09-03 13:01:45 +08:00
|
|
|
if (!err.matched) {
|
|
|
|
SMRange range(err.fileLoc,
|
|
|
|
SMLoc::getFromPointer(err.fileLoc.getPointer() +
|
|
|
|
err.substring.size()));
|
2018-09-27 22:43:44 +08:00
|
|
|
auto kind = getDiagnosticKindString(err.kind);
|
|
|
|
sourceMgr.PrintMessage(err.fileLoc, SourceMgr::DK_Error,
|
|
|
|
"expected " + kind + " \"" + err.substring +
|
|
|
|
"\" was not produced",
|
|
|
|
range);
|
2018-09-03 13:01:45 +08:00
|
|
|
result = OptFailure;
|
2018-06-25 23:10:46 +08:00
|
|
|
}
|
2018-09-03 13:01:45 +08:00
|
|
|
}
|
|
|
|
|
|
|
|
return result;
|
|
|
|
}
|
|
|
|
|
|
|
|
/// Split the specified file on a marker and process each chunk independently
|
|
|
|
/// according to the normal processFile logic. This is primarily used to
|
|
|
|
/// allow a large number of small independent parser tests to be put into a
|
|
|
|
/// single test, but could be used for other purposes as well.
|
|
|
|
static OptResult
|
|
|
|
splitAndProcessFile(std::unique_ptr<MemoryBuffer> originalBuffer) {
|
2018-11-13 14:50:24 +08:00
|
|
|
const char marker[] = "// -----\n";
|
2018-09-07 11:56:12 +08:00
|
|
|
auto *origMemBuffer = originalBuffer.get();
|
2018-09-03 13:01:45 +08:00
|
|
|
SmallVector<StringRef, 8> sourceBuffers;
|
2018-09-07 11:56:12 +08:00
|
|
|
origMemBuffer->getBuffer().split(sourceBuffers, marker);
|
2018-09-03 13:01:45 +08:00
|
|
|
|
|
|
|
// Add the original buffer to the source manager.
|
|
|
|
SourceMgr fileSourceMgr;
|
|
|
|
fileSourceMgr.AddNewSourceBuffer(std::move(originalBuffer), SMLoc());
|
|
|
|
|
|
|
|
bool hadUnexpectedResult = false;
|
2018-06-26 23:56:55 +08:00
|
|
|
|
2018-09-03 13:01:45 +08:00
|
|
|
// Process each chunk in turn. If any fails, then return a failure of the
|
|
|
|
// tool.
|
|
|
|
for (auto &subBuffer : sourceBuffers) {
|
2018-09-07 11:56:12 +08:00
|
|
|
auto splitLoc = SMLoc::getFromPointer(subBuffer.data());
|
|
|
|
unsigned splitLine = fileSourceMgr.getLineAndColumn(splitLoc).first;
|
|
|
|
auto subMemBuffer = MemoryBuffer::getMemBufferCopy(
|
|
|
|
subBuffer, origMemBuffer->getBufferIdentifier() +
|
|
|
|
Twine(" split at line #") + Twine(splitLine));
|
2018-09-03 13:01:45 +08:00
|
|
|
if (processFile(std::move(subMemBuffer)))
|
|
|
|
hadUnexpectedResult = true;
|
2018-06-25 23:10:46 +08:00
|
|
|
}
|
|
|
|
|
2018-09-03 13:01:45 +08:00
|
|
|
return hadUnexpectedResult ? OptFailure : OptSuccess;
|
2018-06-25 00:10:36 +08:00
|
|
|
}
|
|
|
|
|
|
|
|
int main(int argc, char **argv) {
|
2018-08-06 12:12:29 +08:00
|
|
|
llvm::PrettyStackTraceProgram x(argc, argv);
|
|
|
|
InitLLVM y(argc, argv);
|
2018-06-23 13:03:48 +08:00
|
|
|
|
2018-11-07 10:34:18 +08:00
|
|
|
// Parse pass names in main to ensure static initialization completed.
|
|
|
|
llvm::cl::list<const mlir::PassInfo *, bool, mlir::PassNameParser> passList(
|
|
|
|
"", llvm::cl::desc("Compiler passes to run"));
|
|
|
|
::passList = &passList;
|
2018-06-22 06:22:42 +08:00
|
|
|
cl::ParseCommandLineOptions(argc, argv, "MLIR modular optimizer driver\n");
|
2018-06-22 00:49:33 +08:00
|
|
|
|
2018-06-23 01:39:19 +08:00
|
|
|
// Set up the input file.
|
2019-01-11 23:22:57 +08:00
|
|
|
std::string errorMessage;
|
|
|
|
auto file = openInputFile(inputFilename, &errorMessage);
|
|
|
|
if (!file) {
|
|
|
|
llvm::errs() << errorMessage << "\n";
|
|
|
|
return OptFailure;
|
2018-06-23 01:39:19 +08:00
|
|
|
}
|
|
|
|
|
2018-09-03 13:01:45 +08:00
|
|
|
// The split-input-file mode is a very specific mode that slices the file
|
|
|
|
// up into small pieces and checks each independently.
|
|
|
|
if (splitInputFile)
|
2019-01-11 23:22:57 +08:00
|
|
|
return splitAndProcessFile(std::move(file));
|
2018-06-25 23:10:46 +08:00
|
|
|
|
2019-01-11 23:22:57 +08:00
|
|
|
return processFile(std::move(file));
|
2018-06-22 00:49:33 +08:00
|
|
|
}
|