mlir/unittests/IR/AttributeTest.cpp

   1 //===- AttributeTest.cpp - Attribute unit tests ---------------------------===//
   2 //
   3 // Part of the LLVM Project, under the Apache License v2.0 with LLVM Exceptions.
   4 // See https://llvm.org/LICENSE.txt for license information.
   5 // SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception
   6 //
   7 //===----------------------------------------------------------------------===//
   8
   9 #include "mlir/IR/AsmState.h"
  10 #include "mlir/IR/Builders.h"
  11 #include "mlir/IR/BuiltinAttributes.h"
  12 #include "mlir/IR/BuiltinTypes.h"
  13 #include "gtest/gtest.h"
  14 #include <optional>
  15
  16 #include "../../test/lib/Dialect/Test/TestDialect.h"
  17
  18 using namespace mlir;
  19 using namespace mlir::detail;
  20
  21 //===----------------------------------------------------------------------===//
  22 // DenseElementsAttr
  23 //===----------------------------------------------------------------------===//
  24
  25 template <typename EltTy>
  26 static void testSplat(Type eltType, const EltTy &splatElt) {
  27   RankedTensorType shape = RankedTensorType::get({2, 1}, eltType);
  28
  29   // Check that the generated splat is the same for 1 element and N elements.
  30   DenseElementsAttr splat = DenseElementsAttr::get(shape, splatElt);
  31   EXPECT_TRUE(splat.isSplat());
  32
  33   auto detectedSplat =
  34       DenseElementsAttr::get(shape, llvm::ArrayRef({splatElt, splatElt}));
  35   EXPECT_EQ(detectedSplat, splat);
  36
  37   for (auto newValue : detectedSplat.template getValues<EltTy>())
  38     EXPECT_TRUE(newValue == splatElt);
  39 }
  40
  41 namespace {
  42 TEST(DenseSplatTest, BoolSplat) {
  43   MLIRContext context;
  44   IntegerType boolTy = IntegerType::get(&context, 1);
  45   RankedTensorType shape = RankedTensorType::get({2, 2}, boolTy);
  46
  47   // Check that splat is automatically detected for boolean values.
  48   /// True.
  49   DenseElementsAttr trueSplat = DenseElementsAttr::get(shape, true);
  50   EXPECT_TRUE(trueSplat.isSplat());
  51   /// False.
  52   DenseElementsAttr falseSplat = DenseElementsAttr::get(shape, false);
  53   EXPECT_TRUE(falseSplat.isSplat());
  54   EXPECT_NE(falseSplat, trueSplat);
  55
  56   /// Detect and handle splat within 8 elements (bool values are bit-packed).
  57   /// True.
  58   auto detectedSplat = DenseElementsAttr::get(shape, {true, true, true, true});
  59   EXPECT_EQ(detectedSplat, trueSplat);
  60   /// False.
  61   detectedSplat = DenseElementsAttr::get(shape, {false, false, false, false});
  62   EXPECT_EQ(detectedSplat, falseSplat);
  63 }
  64 TEST(DenseSplatTest, BoolSplatRawRoundtrip) {
  65   MLIRContext context;
  66   IntegerType boolTy = IntegerType::get(&context, 1);
  67   RankedTensorType shape = RankedTensorType::get({2, 2}, boolTy);
  68
  69   // Check that splat booleans properly round trip via the raw API.
  70   DenseElementsAttr trueSplat = DenseElementsAttr::get(shape, true);
  71   EXPECT_TRUE(trueSplat.isSplat());
  72   DenseElementsAttr trueSplatFromRaw =
  73       DenseElementsAttr::getFromRawBuffer(shape, trueSplat.getRawData());
  74   EXPECT_TRUE(trueSplatFromRaw.isSplat());
  75
  76   EXPECT_EQ(trueSplat, trueSplatFromRaw);
  77 }
  78
  79 TEST(DenseSplatTest, BoolSplatSmall) {
  80   MLIRContext context;
  81   Builder builder(&context);
  82
  83   // Check that splats that don't fill entire byte are handled properly.
  84   auto tensorType = RankedTensorType::get({4}, builder.getI1Type());
  85   std::vector<char> data{0b00001111};
  86   auto trueSplatFromRaw =
  87       DenseIntOrFPElementsAttr::getFromRawBuffer(tensorType, data);
  88   EXPECT_TRUE(trueSplatFromRaw.isSplat());
  89   DenseElementsAttr trueSplat = DenseElementsAttr::get(tensorType, true);
  90   EXPECT_EQ(trueSplat, trueSplatFromRaw);
  91 }
  92
  93 TEST(DenseSplatTest, LargeBoolSplat) {
  94   constexpr int64_t boolCount = 56;
  95
  96   MLIRContext context;
  97   IntegerType boolTy = IntegerType::get(&context, 1);
  98   RankedTensorType shape = RankedTensorType::get({boolCount}, boolTy);
  99
 100   // Check that splat is automatically detected for boolean values.
 101   /// True.
 102   DenseElementsAttr trueSplat = DenseElementsAttr::get(shape, true);
 103   DenseElementsAttr falseSplat = DenseElementsAttr::get(shape, false);
 104   EXPECT_TRUE(trueSplat.isSplat());
 105   EXPECT_TRUE(falseSplat.isSplat());
 106
 107   /// Detect that the large boolean arrays are properly splatted.
 108   /// True.
 109   SmallVector<bool, 64> trueValues(boolCount, true);
 110   auto detectedSplat = DenseElementsAttr::get(shape, trueValues);
 111   EXPECT_EQ(detectedSplat, trueSplat);
 112   /// False.
 113   SmallVector<bool, 64> falseValues(boolCount, false);
 114   detectedSplat = DenseElementsAttr::get(shape, falseValues);
 115   EXPECT_EQ(detectedSplat, falseSplat);
 116 }
 117
 118 TEST(DenseSplatTest, BoolNonSplat) {
 119   MLIRContext context;
 120   IntegerType boolTy = IntegerType::get(&context, 1);
 121   RankedTensorType shape = RankedTensorType::get({6}, boolTy);
 122
 123   // Check that we properly handle non-splat values.
 124   DenseElementsAttr nonSplat =
 125       DenseElementsAttr::get(shape, {false, false, true, false, false, true});
 126   EXPECT_FALSE(nonSplat.isSplat());
 127 }
 128
 129 TEST(DenseSplatTest, OddIntSplat) {
 130   // Test detecting a splat with an odd(non 8-bit) integer bitwidth.
 131   MLIRContext context;
 132   constexpr size_t intWidth = 19;
 133   IntegerType intTy = IntegerType::get(&context, intWidth);
 134   APInt value(intWidth, 10);
 135
 136   testSplat(intTy, value);
 137 }
 138
 139 TEST(DenseSplatTest, Int32Splat) {
 140   MLIRContext context;
 141   IntegerType intTy = IntegerType::get(&context, 32);
 142   int value = 64;
 143
 144   testSplat(intTy, value);
 145 }
 146
 147 TEST(DenseSplatTest, IntAttrSplat) {
 148   MLIRContext context;
 149   IntegerType intTy = IntegerType::get(&context, 85);
 150   Attribute value = IntegerAttr::get(intTy, 109);
 151
 152   testSplat(intTy, value);
 153 }
 154
 155 TEST(DenseSplatTest, F32Splat) {
 156   MLIRContext context;
 157   FloatType floatTy = FloatType::getF32(&context);
 158   float value = 10.0;
 159
 160   testSplat(floatTy, value);
 161 }
 162
 163 TEST(DenseSplatTest, F64Splat) {
 164   MLIRContext context;
 165   FloatType floatTy = FloatType::getF64(&context);
 166   double value = 10.0;
 167
 168   testSplat(floatTy, APFloat(value));
 169 }
 170
 171 TEST(DenseSplatTest, FloatAttrSplat) {
 172   MLIRContext context;
 173   FloatType floatTy = FloatType::getF32(&context);
 174   Attribute value = FloatAttr::get(floatTy, 10.0);
 175
 176   testSplat(floatTy, value);
 177 }
 178
 179 TEST(DenseSplatTest, BF16Splat) {
 180   MLIRContext context;
 181   FloatType floatTy = FloatType::getBF16(&context);
 182   Attribute value = FloatAttr::get(floatTy, 10.0);
 183
 184   testSplat(floatTy, value);
 185 }
 186
 187 TEST(DenseSplatTest, StringSplat) {
 188   MLIRContext context;
 189   context.allowUnregisteredDialects();
 190   Type stringType =
 191       OpaqueType::get(StringAttr::get(&context, "test"), "string");
 192   StringRef value = "test-string";
 193   testSplat(stringType, value);
 194 }
 195
 196 TEST(DenseSplatTest, StringAttrSplat) {
 197   MLIRContext context;
 198   context.allowUnregisteredDialects();
 199   Type stringType =
 200       OpaqueType::get(StringAttr::get(&context, "test"), "string");
 201   Attribute stringAttr = StringAttr::get("test-string", stringType);
 202   testSplat(stringType, stringAttr);
 203 }
 204
 205 TEST(DenseComplexTest, ComplexFloatSplat) {
 206   MLIRContext context;
 207   ComplexType complexType = ComplexType::get(FloatType::getF32(&context));
 208   std::complex<float> value(10.0, 15.0);
 209   testSplat(complexType, value);
 210 }
 211
 212 TEST(DenseComplexTest, ComplexIntSplat) {
 213   MLIRContext context;
 214   ComplexType complexType = ComplexType::get(IntegerType::get(&context, 64));
 215   std::complex<int64_t> value(10, 15);
 216   testSplat(complexType, value);
 217 }
 218
 219 TEST(DenseComplexTest, ComplexAPFloatSplat) {
 220   MLIRContext context;
 221   ComplexType complexType = ComplexType::get(FloatType::getF32(&context));
 222   std::complex<APFloat> value(APFloat(10.0f), APFloat(15.0f));
 223   testSplat(complexType, value);
 224 }
 225
 226 TEST(DenseComplexTest, ComplexAPIntSplat) {
 227   MLIRContext context;
 228   ComplexType complexType = ComplexType::get(IntegerType::get(&context, 64));
 229   std::complex<APInt> value(APInt(64, 10), APInt(64, 15));
 230   testSplat(complexType, value);
 231 }
 232
 233 TEST(DenseScalarTest, ExtractZeroRankElement) {
 234   MLIRContext context;
 235   const int elementValue = 12;
 236   IntegerType intTy = IntegerType::get(&context, 32);
 237   Attribute value = IntegerAttr::get(intTy, elementValue);
 238   RankedTensorType shape = RankedTensorType::get({}, intTy);
 239
 240   auto attr = DenseElementsAttr::get(shape, llvm::ArrayRef({elementValue}));
 241   EXPECT_TRUE(attr.getValues<Attribute>()[0] == value);
 242 }
 243
 244 TEST(DenseSplatMapValuesTest, I32ToTrue) {
 245   MLIRContext context;
 246   const int elementValue = 12;
 247   IntegerType boolTy = IntegerType::get(&context, 1);
 248   IntegerType intTy = IntegerType::get(&context, 32);
 249   RankedTensorType shape = RankedTensorType::get({4}, intTy);
 250
 251   auto attr =
 252       DenseElementsAttr::get(shape, llvm::ArrayRef({elementValue}))
 253           .mapValues(boolTy, [](const APInt &x) {
 254             return x.isZero() ? APInt::getZero(1) : APInt::getAllOnes(1);
 255           });
 256   EXPECT_EQ(attr.getNumElements(), 4);
 257   EXPECT_TRUE(attr.isSplat());
 258   EXPECT_TRUE(attr.getSplatValue<BoolAttr>().getValue());
 259 }
 260
 261 TEST(DenseSplatMapValuesTest, I32ToFalse) {
 262   MLIRContext context;
 263   const int elementValue = 0;
 264   IntegerType boolTy = IntegerType::get(&context, 1);
 265   IntegerType intTy = IntegerType::get(&context, 32);
 266   RankedTensorType shape = RankedTensorType::get({4}, intTy);
 267
 268   auto attr =
 269       DenseElementsAttr::get(shape, llvm::ArrayRef({elementValue}))
 270           .mapValues(boolTy, [](const APInt &x) {
 271             return x.isZero() ? APInt::getZero(1) : APInt::getAllOnes(1);
 272           });
 273   EXPECT_EQ(attr.getNumElements(), 4);
 274   EXPECT_TRUE(attr.isSplat());
 275   EXPECT_FALSE(attr.getSplatValue<BoolAttr>().getValue());
 276 }
 277 } // namespace
 278
 279 //===----------------------------------------------------------------------===//
 280 // DenseResourceElementsAttr
 281 //===----------------------------------------------------------------------===//
 282
 283 template <typename AttrT, typename T>
 284 static void checkNativeAccess(MLIRContext *ctx, ArrayRef<T> data,
 285                               Type elementType) {
 286   auto type = RankedTensorType::get(data.size(), elementType);
 287   auto attr = AttrT::get(type, "resource",
 288                          UnmanagedAsmResourceBlob::allocateInferAlign(data));
 289
 290   // Check that we can access and iterate the data properly.
 291   std::optional<ArrayRef<T>> attrData = attr.tryGetAsArrayRef();
 292   EXPECT_TRUE(attrData.has_value());
 293   EXPECT_EQ(*attrData, data);
 294
 295   // Check that we cast to this attribute when possible.
 296   Attribute genericAttr = attr;
 297   EXPECT_TRUE(isa<AttrT>(genericAttr));
 298 }
 299 template <typename AttrT, typename T>
 300 static void checkNativeIntAccess(Builder &builder, size_t intWidth) {
 301   T data[] = {0, 1, 2};
 302   checkNativeAccess<AttrT, T>(builder.getContext(), llvm::ArrayRef(data),
 303                               builder.getIntegerType(intWidth));
 304 }
 305
 306 namespace {
 307 TEST(DenseResourceElementsAttrTest, CheckNativeAccess) {
 308   MLIRContext context;
 309   Builder builder(&context);
 310
 311   // Bool
 312   bool boolData[] = {true, false, true};
 313   checkNativeAccess<DenseBoolResourceElementsAttr>(
 314       &context, llvm::ArrayRef(boolData), builder.getI1Type());
 315
 316   // Unsigned integers
 317   checkNativeIntAccess<DenseUI8ResourceElementsAttr, uint8_t>(builder, 8);
 318   checkNativeIntAccess<DenseUI16ResourceElementsAttr, uint16_t>(builder, 16);
 319   checkNativeIntAccess<DenseUI32ResourceElementsAttr, uint32_t>(builder, 32);
 320   checkNativeIntAccess<DenseUI64ResourceElementsAttr, uint64_t>(builder, 64);
 321
 322   // Signed integers
 323   checkNativeIntAccess<DenseI8ResourceElementsAttr, int8_t>(builder, 8);
 324   checkNativeIntAccess<DenseI16ResourceElementsAttr, int16_t>(builder, 16);
 325   checkNativeIntAccess<DenseI32ResourceElementsAttr, int32_t>(builder, 32);
 326   checkNativeIntAccess<DenseI64ResourceElementsAttr, int64_t>(builder, 64);
 327
 328   // Float
 329   float floatData[] = {0, 1, 2};
 330   checkNativeAccess<DenseF32ResourceElementsAttr>(
 331       &context, llvm::ArrayRef(floatData), builder.getF32Type());
 332
 333   // Double
 334   double doubleData[] = {0, 1, 2};
 335   checkNativeAccess<DenseF64ResourceElementsAttr>(
 336       &context, llvm::ArrayRef(doubleData), builder.getF64Type());
 337 }
 338
 339 TEST(DenseResourceElementsAttrTest, CheckNoCast) {
 340   MLIRContext context;
 341   Builder builder(&context);
 342
 343   // Create a i32 attribute.
 344   ArrayRef<uint32_t> data;
 345   auto type = RankedTensorType::get(data.size(), builder.getI32Type());
 346   Attribute i32ResourceAttr = DenseI32ResourceElementsAttr::get(
 347       type, "resource", UnmanagedAsmResourceBlob::allocateInferAlign(data));
 348
 349   EXPECT_TRUE(isa<DenseI32ResourceElementsAttr>(i32ResourceAttr));
 350   EXPECT_FALSE(isa<DenseF32ResourceElementsAttr>(i32ResourceAttr));
 351   EXPECT_FALSE(isa<DenseBoolResourceElementsAttr>(i32ResourceAttr));
 352 }
 353
 354 TEST(DenseResourceElementsAttrTest, CheckInvalidData) {
 355   MLIRContext context;
 356   Builder builder(&context);
 357
 358   // Create a bool attribute with data of the incorrect type.
 359   ArrayRef<uint32_t> data;
 360   auto type = RankedTensorType::get(data.size(), builder.getI32Type());
 361   EXPECT_DEBUG_DEATH(
 362       {
 363         DenseBoolResourceElementsAttr::get(
 364             type, "resource",
 365             UnmanagedAsmResourceBlob::allocateInferAlign(data));
 366       },
 367       "alignment mismatch between expected alignment and blob alignment");
 368 }
 369
 370 TEST(DenseResourceElementsAttrTest, CheckInvalidType) {
 371   MLIRContext context;
 372   Builder builder(&context);
 373
 374   // Create a bool attribute with incorrect type.
 375   ArrayRef<bool> data;
 376   auto type = RankedTensorType::get(data.size(), builder.getI32Type());
 377   EXPECT_DEBUG_DEATH(
 378       {
 379         DenseBoolResourceElementsAttr::get(
 380             type, "resource",
 381             UnmanagedAsmResourceBlob::allocateInferAlign(data));
 382       },
 383       "invalid shape element type for provided type `T`");
 384 }
 385 } // namespace
 386
 387 //===----------------------------------------------------------------------===//
 388 // SparseElementsAttr
 389 //===----------------------------------------------------------------------===//
 390
 391 namespace {
 392 TEST(SparseElementsAttrTest, GetZero) {
 393   MLIRContext context;
 394   context.allowUnregisteredDialects();
 395
 396   IntegerType intTy = IntegerType::get(&context, 32);
 397   FloatType floatTy = FloatType::getF32(&context);
 398   Type stringTy = OpaqueType::get(StringAttr::get(&context, "test"), "string");
 399
 400   ShapedType tensorI32 = RankedTensorType::get({2, 2}, intTy);
 401   ShapedType tensorF32 = RankedTensorType::get({2, 2}, floatTy);
 402   ShapedType tensorString = RankedTensorType::get({2, 2}, stringTy);
 403
 404   auto indicesType =
 405       RankedTensorType::get({1, 2}, IntegerType::get(&context, 64));
 406   auto indices =
 407       DenseIntElementsAttr::get(indicesType, {APInt(64, 0), APInt(64, 0)});
 408
 409   RankedTensorType intValueTy = RankedTensorType::get({1}, intTy);
 410   auto intValue = DenseIntElementsAttr::get(intValueTy, {1});
 411
 412   RankedTensorType floatValueTy = RankedTensorType::get({1}, floatTy);
 413   auto floatValue = DenseFPElementsAttr::get(floatValueTy, {1.0f});
 414
 415   RankedTensorType stringValueTy = RankedTensorType::get({1}, stringTy);
 416   auto stringValue = DenseElementsAttr::get(stringValueTy, {StringRef("foo")});
 417
 418   auto sparseInt = SparseElementsAttr::get(tensorI32, indices, intValue);
 419   auto sparseFloat = SparseElementsAttr::get(tensorF32, indices, floatValue);
 420   auto sparseString =
 421       SparseElementsAttr::get(tensorString, indices, stringValue);
 422
 423   // Only index (0, 0) contains an element, others are supposed to return
 424   // the zero/empty value.
 425   auto zeroIntValue =
 426       cast<IntegerAttr>(sparseInt.getValues<Attribute>()[{1, 1}]);
 427   EXPECT_EQ(zeroIntValue.getInt(), 0);
 428   EXPECT_TRUE(zeroIntValue.getType() == intTy);
 429
 430   auto zeroFloatValue =
 431       cast<FloatAttr>(sparseFloat.getValues<Attribute>()[{1, 1}]);
 432   EXPECT_EQ(zeroFloatValue.getValueAsDouble(), 0.0f);
 433   EXPECT_TRUE(zeroFloatValue.getType() == floatTy);
 434
 435   auto zeroStringValue =
 436       cast<StringAttr>(sparseString.getValues<Attribute>()[{1, 1}]);
 437   EXPECT_TRUE(zeroStringValue.empty());
 438   EXPECT_TRUE(zeroStringValue.getType() == stringTy);
 439 }
 440
 441 //===----------------------------------------------------------------------===//
 442 // SubElements
 443 //===----------------------------------------------------------------------===//
 444
 445 TEST(SubElementTest, Nested) {
 446   MLIRContext context;
 447   Builder builder(&context);
 448
 449   BoolAttr trueAttr = builder.getBoolAttr(true);
 450   BoolAttr falseAttr = builder.getBoolAttr(false);
 451   ArrayAttr boolArrayAttr =
 452       builder.getArrayAttr({trueAttr, falseAttr, trueAttr});
 453   StringAttr strAttr = builder.getStringAttr("array");
 454   DictionaryAttr dictAttr =
 455       builder.getDictionaryAttr(builder.getNamedAttr(strAttr, boolArrayAttr));
 456
 457   SmallVector<Attribute> subAttrs;
 458   dictAttr.walk([&](Attribute attr) { subAttrs.push_back(attr); });
 459   // Note that trueAttr appears only once, identical subattributes are skipped.
 460   EXPECT_EQ(llvm::ArrayRef(subAttrs),
 461             ArrayRef<Attribute>(
 462                 {strAttr, trueAttr, falseAttr, boolArrayAttr, dictAttr}));
 463 }
 464
 465 // Test how many times we call copy-ctor when building an attribute.
 466 TEST(CopyCountAttr, CopyCount) {
 467   MLIRContext context;
 468   context.loadDialect<test::TestDialect>();
 469
 470   test::CopyCount::counter = 0;
 471   test::CopyCount copyCount("hello");
 472   test::TestCopyCountAttr::get(&context, std::move(copyCount));
 473   int counter1 = test::CopyCount::counter;
 474   test::CopyCount::counter = 0;
 475   test::TestCopyCountAttr::get(&context, std::move(copyCount));
 476 #ifndef NDEBUG
 477   // One verification enabled only in assert-mode requires a copy.
 478   EXPECT_EQ(counter1, 1);
 479   EXPECT_EQ(test::CopyCount::counter, 1);
 480 #else
 481   EXPECT_EQ(counter1, 0);
 482   EXPECT_EQ(test::CopyCount::counter, 0);
 483 #endif
 484 }
 485
 486 } // namespace