1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
|
//===- LowerGpuOpsToROCDLOps.cpp - MLIR GPU to ROCDL lowering passes ------===//
//
// Part of the LLVM Project, under the Apache License v2.0 with LLVM Exceptions.
// See https://llvm.org/LICENSE.txt for license information.
// SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception
//
//===----------------------------------------------------------------------===//
//
// This file implements a pass to generate ROCDLIR operations for higher-level
// GPU operations.
//
//===----------------------------------------------------------------------===//
#include "mlir/Conversion/GPUToROCDL/GPUToROCDLPass.h"
#include "mlir/Dialect/Arith/Transforms/Passes.h"
#include "mlir/Pass/Pass.h"
#include "mlir/Pass/PassManager.h"
#include "mlir/Conversion/AMDGPUToROCDL/AMDGPUToROCDL.h"
#include "mlir/Conversion/ConvertToLLVM/ToLLVMInterface.h"
#include "mlir/Conversion/ConvertToLLVM/ToLLVMPass.h"
#include "mlir/Conversion/GPUCommon/GPUCommonPass.h"
#include "mlir/Conversion/LLVMCommon/ConversionTarget.h"
#include "mlir/Conversion/LLVMCommon/LoweringOptions.h"
#include "mlir/Conversion/LLVMCommon/Pattern.h"
#include "mlir/Conversion/LLVMCommon/TypeConverter.h"
#include "mlir/Conversion/MathToLLVM/MathToLLVM.h"
#include "mlir/Conversion/MathToROCDL/MathToROCDL.h"
#include "mlir/Dialect/AMDGPU/IR/AMDGPUDialect.h"
#include "mlir/Dialect/ControlFlow/IR/ControlFlow.h"
#include "mlir/Dialect/Func/IR/FuncOps.h"
#include "mlir/Dialect/GPU/IR/GPUDialect.h"
#include "mlir/Dialect/GPU/Transforms/Passes.h"
#include "mlir/Dialect/LLVMIR/LLVMDialect.h"
#include "mlir/Dialect/LLVMIR/ROCDLDialect.h"
#include "mlir/Dialect/MemRef/IR/MemRef.h"
#include "mlir/Dialect/Vector/IR/VectorOps.h"
#include "mlir/IR/BuiltinAttributes.h"
#include "mlir/Pass/Pass.h"
#include "mlir/Transforms/DialectConversion.h"
#include "mlir/Transforms/GreedyPatternRewriteDriver.h"
#include "../GPUCommon/GPUOpsLowering.h"
#include "../GPUCommon/IndexIntrinsicsOpLowering.h"
namespace mlir {
#define GEN_PASS_DEF_CONVERTGPUOPSTOROCDLOPS
#include "mlir/Conversion/Passes.h.inc"
} // namespace mlir
using namespace mlir;
// Truncate or extend the result depending on the index bitwidth specified
// by the LLVMTypeConverter options.
static Value truncOrExtToLLVMType(ConversionPatternRewriter &rewriter,
Location loc, Value value,
const LLVMTypeConverter &converter) {
int64_t intWidth = cast<IntegerType>(value.getType()).getWidth();
int64_t indexBitwidth = converter.getIndexTypeBitwidth();
auto indexBitwidthType =
IntegerType::get(rewriter.getContext(), converter.getIndexTypeBitwidth());
// TODO: use <=> in C++20.
if (indexBitwidth > intWidth) {
return LLVM::SExtOp::create(rewriter, loc, indexBitwidthType, value);
}
if (indexBitwidth < intWidth) {
return LLVM::TruncOp::create(rewriter, loc, indexBitwidthType, value);
}
return value;
}
/// Returns true if the given `gpu.func` can be safely called using the bare
/// pointer calling convention.
static bool canBeCalledWithBarePointers(gpu::GPUFuncOp func) {
bool canBeBare = true;
for (Type type : func.getArgumentTypes())
if (auto memrefTy = dyn_cast<BaseMemRefType>(type))
canBeBare &= LLVMTypeConverter::canConvertToBarePtr(memrefTy);
return canBeBare;
}
static Value getLaneId(ConversionPatternRewriter &rewriter, Location loc,
const unsigned indexBitwidth) {
auto int32Type = IntegerType::get(rewriter.getContext(), 32);
Value zero = arith::ConstantIntOp::create(rewriter, loc, 0, 32);
Value minus1 = arith::ConstantIntOp::create(rewriter, loc, -1, 32);
Value mbcntLo = ROCDL::MbcntLoOp::create(rewriter, loc, int32Type,
ValueRange{minus1, zero});
Value laneId = ROCDL::MbcntHiOp::create(rewriter, loc, int32Type,
ValueRange{minus1, mbcntLo});
return laneId;
}
static constexpr StringLiteral amdgcnDataLayout =
"e-p:64:64-p1:64:64-p2:32:32-p3:32:32-p4:64:64-p5:32:32-p6:32:32"
"-p7:160:256:256:32-p8:128:128:128:48-p9:192:256:256:32-i64:64-v16:16-v24:"
"32-v32:"
"32-v48:64-v96:128-v192:256-v256:256-v512:512-v1024:1024-v2048:2048-n32:"
"64-S32-A5-G1-ni:7:8:9";
namespace {
struct GPULaneIdOpToROCDL : ConvertOpToLLVMPattern<gpu::LaneIdOp> {
using ConvertOpToLLVMPattern<gpu::LaneIdOp>::ConvertOpToLLVMPattern;
LogicalResult
matchAndRewrite(gpu::LaneIdOp op, gpu::LaneIdOp::Adaptor adaptor,
ConversionPatternRewriter &rewriter) const override {
auto loc = op->getLoc();
MLIRContext *context = rewriter.getContext();
// convert to: %mlo = call @llvm.amdgcn.mbcnt.lo(-1, 0)
// followed by: %lid = call @llvm.amdgcn.mbcnt.hi(-1, %mlo)
Type intTy = IntegerType::get(context, 32);
Value zero = arith::ConstantIntOp::create(rewriter, loc, 0, 32);
Value minus1 = arith::ConstantIntOp::create(rewriter, loc, -1, 32);
Value mbcntLo = ROCDL::MbcntLoOp::create(rewriter, loc, intTy,
ValueRange{minus1, zero});
Value laneId = ROCDL::MbcntHiOp::create(rewriter, loc, intTy,
ValueRange{minus1, mbcntLo});
// Truncate or extend the result depending on the index bitwidth specified
// by the LLVMTypeConverter options.
const unsigned indexBitwidth = getTypeConverter()->getIndexTypeBitwidth();
if (indexBitwidth > 32) {
laneId = LLVM::SExtOp::create(
rewriter, loc, IntegerType::get(context, indexBitwidth), laneId);
} else if (indexBitwidth < 32) {
laneId = LLVM::TruncOp::create(
rewriter, loc, IntegerType::get(context, indexBitwidth), laneId);
}
rewriter.replaceOp(op, {laneId});
return success();
}
};
struct GPUSubgroupSizeOpToROCDL : ConvertOpToLLVMPattern<gpu::SubgroupSizeOp> {
using ConvertOpToLLVMPattern::ConvertOpToLLVMPattern;
GPUSubgroupSizeOpToROCDL(const LLVMTypeConverter &converter,
amdgpu::Chipset chipset)
: ConvertOpToLLVMPattern<gpu::SubgroupSizeOp>(converter),
chipset(chipset) {}
LogicalResult
matchAndRewrite(gpu::SubgroupSizeOp op, gpu::SubgroupSizeOp::Adaptor adaptor,
ConversionPatternRewriter &rewriter) const override {
LLVM::ConstantRangeAttr bounds = nullptr;
bool isBeforeGfx10 = chipset.majorVersion < 10;
if (auto upperBoundAttr = op.getUpperBoundAttr()) {
bounds = rewriter.getAttr<LLVM::ConstantRangeAttr>(
/*bitWidth=*/32, /*lower=*/isBeforeGfx10 ? 64 : 32,
/*upper=*/op.getUpperBoundAttr().getInt() + 1);
}
Value wavefrontOp = ROCDL::WavefrontSizeOp::create(
rewriter, op.getLoc(), rewriter.getI32Type(), bounds);
wavefrontOp = truncOrExtToLLVMType(rewriter, op.getLoc(), wavefrontOp,
*getTypeConverter());
rewriter.replaceOp(op, {wavefrontOp});
return success();
}
const amdgpu::Chipset chipset;
};
struct GPUShuffleOpLowering : public ConvertOpToLLVMPattern<gpu::ShuffleOp> {
using ConvertOpToLLVMPattern<gpu::ShuffleOp>::ConvertOpToLLVMPattern;
/// Lowers a shuffle to the corresponding ROCDL ops.
///
/// Use the `width` argument to see if src lane is participating.
/// If not the dstLane would be itself.
///
/// Shuffle with DS Bpermute:
/// let shflMode = [xor, up, down, idx]
/// let width = 32(usually warpsize), step = [1, 2, 4, 8, 16, ... , width].
/// 1. curLaneId = using mbcnt.lo + mbcnt.hi
/// 2. widthOrZeroIfOutside = (curLaneId + width) & -width
/// 3. dstLane = shflMode(curLaneId, step)
/// 4. isActiveSrcLane = dstLane < isActiveSrcLane
/// 5. dstLane = isActiveSrcLane ? dstLane : curLaneId
/// 6. dwordAlignedDstLane = dstLane * 4 or dstLane << 2.
/// 7. bpermute(dwordAlignedDstLane, shfl_value).
///
LogicalResult
matchAndRewrite(gpu::ShuffleOp op, OpAdaptor adaptor,
ConversionPatternRewriter &rewriter) const override {
Location loc = op->getLoc();
Value initShflValue = adaptor.getValue();
const unsigned indexBitwidth = getTypeConverter()->getIndexTypeBitwidth();
Value srcLaneId = getLaneId(rewriter, loc, indexBitwidth);
auto int32Type = IntegerType::get(rewriter.getContext(), 32);
Value width = adaptor.getWidth();
Value zero = LLVM::ConstantOp::create(rewriter, loc, int32Type, 0);
Value negwidth = LLVM::SubOp::create(rewriter, loc, int32Type, zero, width);
Value add = LLVM::AddOp::create(rewriter, loc, int32Type, srcLaneId, width);
Value widthOrZeroIfOutside =
LLVM::AndOp::create(rewriter, loc, int32Type, add, negwidth);
Value dstLane;
switch (op.getMode()) {
case gpu::ShuffleMode::UP:
dstLane = LLVM::SubOp::create(rewriter, loc, int32Type, srcLaneId,
adaptor.getOffset());
break;
case gpu::ShuffleMode::DOWN:
dstLane = LLVM::AddOp::create(rewriter, loc, int32Type, srcLaneId,
adaptor.getOffset());
break;
case gpu::ShuffleMode::XOR:
dstLane = LLVM::XOrOp::create(rewriter, loc, int32Type, srcLaneId,
adaptor.getOffset());
break;
case gpu::ShuffleMode::IDX:
dstLane = adaptor.getOffset();
break;
}
Value isActiveSrcLane = LLVM::ICmpOp::create(
rewriter, loc, LLVM::ICmpPredicate::slt, dstLane, widthOrZeroIfOutside);
Value selectDstLane = LLVM::SelectOp::create(rewriter, loc, isActiveSrcLane,
dstLane, srcLaneId);
Value two = LLVM::ConstantOp::create(rewriter, loc, int32Type, 2);
Value dwordAlignedDstLane =
LLVM::ShlOp::create(rewriter, loc, int32Type, selectDstLane, two);
SmallVector<Value> decomposed =
LLVM::decomposeValue(rewriter, loc, initShflValue, int32Type);
SmallVector<Value> swizzled;
for (Value v : decomposed) {
Value res = ROCDL::DsBpermuteOp::create(rewriter, loc, int32Type,
dwordAlignedDstLane, v);
swizzled.emplace_back(res);
}
Value shflValue =
LLVM::composeValue(rewriter, loc, swizzled, initShflValue.getType());
rewriter.replaceOp(op, {shflValue, isActiveSrcLane});
return success();
}
};
/// Import the GPU Ops to ROCDL Patterns.
#include "GPUToROCDL.cpp.inc"
// A pass that replaces all occurrences of GPU device operations with their
// corresponding ROCDL equivalent.
//
// This pass only handles device code and is not meant to be run on GPU host
// code.
struct LowerGpuOpsToROCDLOpsPass final
: public impl::ConvertGpuOpsToROCDLOpsBase<LowerGpuOpsToROCDLOpsPass> {
LowerGpuOpsToROCDLOpsPass() = default;
LowerGpuOpsToROCDLOpsPass(const std::string &chipset, unsigned indexBitwidth,
bool useBarePtrCallConv,
gpu::amd::Runtime runtime) {
if (this->chipset.getNumOccurrences() == 0)
this->chipset = chipset;
if (this->indexBitwidth.getNumOccurrences() == 0)
this->indexBitwidth = indexBitwidth;
if (this->useBarePtrCallConv.getNumOccurrences() == 0)
this->useBarePtrCallConv = useBarePtrCallConv;
if (this->runtime.getNumOccurrences() == 0)
this->runtime = runtime;
}
void getDependentDialects(DialectRegistry ®istry) const override {
Base::getDependentDialects(registry);
registerConvertToLLVMDependentDialectLoading(registry);
}
void runOnOperation() override {
gpu::GPUModuleOp m = getOperation();
MLIRContext *ctx = m.getContext();
auto llvmDataLayout = m->getAttrOfType<StringAttr>(
LLVM::LLVMDialect::getDataLayoutAttrName());
if (!llvmDataLayout) {
llvmDataLayout = StringAttr::get(ctx, amdgcnDataLayout);
m->setAttr(LLVM::LLVMDialect::getDataLayoutAttrName(), llvmDataLayout);
}
// Request C wrapper emission.
for (auto func : m.getOps<func::FuncOp>()) {
func->setAttr(LLVM::LLVMDialect::getEmitCWrapperAttrName(),
UnitAttr::get(ctx));
}
FailureOr<amdgpu::Chipset> maybeChipset = amdgpu::Chipset::parse(chipset);
if (failed(maybeChipset)) {
emitError(UnknownLoc::get(ctx), "Invalid chipset name: " + chipset);
return signalPassFailure();
}
/// Customize the bitwidth used for the device side index computations.
LowerToLLVMOptions options(
ctx, DataLayout(cast<DataLayoutOpInterface>(m.getOperation())));
options.dataLayout = llvm::DataLayout(llvmDataLayout.getValue());
if (indexBitwidth != kDeriveIndexBitwidthFromDataLayout)
options.overrideIndexBitwidth(indexBitwidth);
if (useBarePtrCallConv) {
options.useBarePtrCallConv = true;
WalkResult canUseBarePointers =
m.walk([](gpu::GPUFuncOp func) -> WalkResult {
if (canBeCalledWithBarePointers(func))
return WalkResult::advance();
return WalkResult::interrupt();
});
if (canUseBarePointers.wasInterrupted()) {
emitError(UnknownLoc::get(ctx),
"bare pointer calling convention requires all memrefs to "
"have static shape and use the identity map");
return signalPassFailure();
}
}
// Apply in-dialect lowering. In-dialect lowering will replace
// ops which need to be lowered further, which is not supported by a
// single conversion pass.
{
RewritePatternSet patterns(ctx);
populateGpuRewritePatterns(patterns);
populateGpuPromoteShuffleToAMDGPUPatterns(patterns);
(void)applyPatternsGreedily(m, std::move(patterns));
}
LLVMTypeConverter converter(ctx, options);
populateGpuMemorySpaceAttributeConversions(
converter, [](gpu::AddressSpace space) {
switch (space) {
case gpu::AddressSpace::Global:
return 1;
case gpu::AddressSpace::Workgroup:
return 3;
case gpu::AddressSpace::Private:
return 5;
}
llvm_unreachable("unknown address space enum value");
return 0;
});
RewritePatternSet llvmPatterns(ctx);
LLVMConversionTarget target(getContext());
llvm::SmallDenseSet<StringRef> allowedDialectsSet(allowedDialects.begin(),
allowedDialects.end());
for (Dialect *dialect : ctx->getLoadedDialects()) {
bool allowed = allowedDialectsSet.contains(dialect->getNamespace());
// Empty `allowedDialectsSet` means all dialects are allowed.
if (!allowedDialectsSet.empty() && !allowed)
continue;
auto iface = dyn_cast<ConvertToLLVMPatternInterface>(dialect);
if (!iface) {
// Error out if dialect was explicily specified but doesn't implement
// conversion interface.
if (allowed) {
m.emitError()
<< "dialect does not implement ConvertToLLVMPatternInterface: "
<< dialect->getNamespace();
return signalPassFailure();
}
continue;
}
iface->populateConvertToLLVMConversionPatterns(target, converter,
llvmPatterns);
}
populateAMDGPUToROCDLConversionPatterns(converter, llvmPatterns,
*maybeChipset);
populateGpuToROCDLConversionPatterns(converter, llvmPatterns, runtime,
*maybeChipset);
configureGpuToROCDLConversionLegality(target);
if (failed(applyPartialConversion(m, target, std::move(llvmPatterns))))
signalPassFailure();
auto *rocdlDialect = getContext().getLoadedDialect<ROCDL::ROCDLDialect>();
auto reqdWorkGroupSizeAttrHelper =
rocdlDialect->getReqdWorkGroupSizeAttrHelper();
auto flatWorkGroupSizeAttrHelper =
rocdlDialect->getFlatWorkGroupSizeAttrHelper();
// Manually rewrite known block size attributes so the LLVMIR translation
// infrastructure can pick them up.
m.walk([&](LLVM::LLVMFuncOp op) {
if (reqdWorkGroupSizeAttrHelper.isAttrPresent(op)) {
auto blockSizes = reqdWorkGroupSizeAttrHelper.getAttr(op);
// Also set up the rocdl.flat_work_group_size attribute to prevent
// conflicting metadata.
uint32_t flatSize = 1;
for (uint32_t size : blockSizes.asArrayRef()) {
flatSize *= size;
}
StringAttr flatSizeAttr =
StringAttr::get(ctx, Twine(flatSize) + "," + Twine(flatSize));
flatWorkGroupSizeAttrHelper.setAttr(op, flatSizeAttr);
}
});
}
};
} // namespace
void mlir::configureGpuToROCDLConversionLegality(ConversionTarget &target) {
target.addIllegalOp<func::FuncOp>();
target.addLegalDialect<::mlir::LLVM::LLVMDialect>();
target.addLegalDialect<ROCDL::ROCDLDialect>();
target.addIllegalDialect<gpu::GPUDialect>();
target.addIllegalOp<LLVM::CosOp, LLVM::ExpOp, LLVM::Exp2Op, LLVM::FCeilOp,
LLVM::FFloorOp, LLVM::FRemOp, LLVM::LogOp, LLVM::Log10Op,
LLVM::Log2Op, LLVM::PowOp, LLVM::SinOp>();
// These ops are legal for f32 type.
target.addDynamicallyLegalOp<LLVM::ExpOp, LLVM::LogOp>([](Operation *op) {
return any_of(op->getOperandTypes(), llvm::IsaPred<Float32Type>);
});
// TODO: Remove once we support replacing non-root ops.
target.addLegalOp<gpu::YieldOp, gpu::GPUModuleOp>();
}
void mlir::populateGpuToROCDLConversionPatterns(
const LLVMTypeConverter &converter, RewritePatternSet &patterns,
mlir::gpu::amd::Runtime runtime, amdgpu::Chipset chipset) {
using gpu::index_lowering::IndexKind;
using gpu::index_lowering::IntrType;
using mlir::gpu::amd::Runtime;
auto *rocdlDialect =
converter.getContext().getLoadedDialect<ROCDL::ROCDLDialect>();
populateWithGenerated(patterns);
patterns.add<
gpu::index_lowering::OpLowering<gpu::ThreadIdOp, ROCDL::ThreadIdXOp,
ROCDL::ThreadIdYOp, ROCDL::ThreadIdZOp>>(
converter, IndexKind::Block, IntrType::Id);
patterns.add<gpu::index_lowering::OpLowering<
gpu::BlockIdOp, ROCDL::BlockIdXOp, ROCDL::BlockIdYOp, ROCDL::BlockIdZOp>>(
converter, IndexKind::Grid, IntrType::Id);
patterns.add<
gpu::index_lowering::OpLowering<gpu::BlockDimOp, ROCDL::BlockDimXOp,
ROCDL::BlockDimYOp, ROCDL::BlockDimZOp>>(
converter, IndexKind::Block, IntrType::Dim);
patterns.add<gpu::index_lowering::OpLowering<
gpu::GridDimOp, ROCDL::GridDimXOp, ROCDL::GridDimYOp, ROCDL::GridDimZOp>>(
converter, IndexKind::Grid, IntrType::Dim);
patterns.add<GPUReturnOpLowering>(converter);
patterns.add<GPUFuncOpLowering>(
converter,
GPUFuncOpLoweringOptions{
/*allocaAddrSpace=*/ROCDL::ROCDLDialect::kPrivateMemoryAddressSpace,
/*workgroupAddrSpace=*/ROCDL::ROCDLDialect::kSharedMemoryAddressSpace,
rocdlDialect->getKernelAttrHelper().getName(),
rocdlDialect->getReqdWorkGroupSizeAttrHelper().getName()});
if (Runtime::HIP == runtime) {
patterns.add<GPUPrintfOpToHIPLowering>(converter);
} else if (Runtime::OpenCL == runtime) {
// Use address space = 4 to match the OpenCL definition of printf()
patterns.add<GPUPrintfOpToLLVMCallLowering>(converter, /*addressSpace=*/4);
}
// TODO: Add alignment for workgroup memory
patterns.add<GPUDynamicSharedMemoryOpLowering>(converter);
patterns.add<GPUShuffleOpLowering, GPULaneIdOpToROCDL>(converter);
patterns.add<GPUSubgroupSizeOpToROCDL>(converter, chipset);
populateMathToROCDLConversionPatterns(converter, patterns);
}
std::unique_ptr<OperationPass<gpu::GPUModuleOp>>
mlir::createLowerGpuOpsToROCDLOpsPass(const std::string &chipset,
unsigned indexBitwidth,
bool useBarePtrCallConv,
gpu::amd::Runtime runtime) {
return std::make_unique<LowerGpuOpsToROCDLOpsPass>(
chipset, indexBitwidth, useBarePtrCallConv, runtime);
}
|