/* * Copyright (c) 2025, Oracle and/or its affiliates. All rights reserved. * Copyright 2025, 2026 Arm Limited and/or its affiliates. * DO NOT ALTER OR REMOVE COPYRIGHT NOTICES OR THIS FILE HEADER. * * This code is free software; you can redistribute it and/or modify it * under the terms of the GNU General Public License version 2 only, as * published by the Free Software Foundation. * * This code is distributed in the hope that it will be useful, but WITHOUT * ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or * FITNESS FOR A PARTICULAR PURPOSE. See the GNU General Public License * version 2 for more details (a copy is included in the LICENSE file that * accompanied this code). * * You should have received a copy of the GNU General Public License version * 2 along with this work; if not, write to the Free Software Foundation, * Inc., 51 Franklin St, Fifth Floor, Boston, MA 02110-1301 USA. * * Please contact Oracle, 500 Oracle Parkway, Redwood Shores, CA 94065 USA * or visit www.oracle.com if you need additional information or have any * questions. */ /** * @test * @bug 8346236 * @summary Auto-vectorization support for various Float16 operations * @modules jdk.incubator.vector * @library /test/lib / * @compile TestFloat16VectorOperations.java * @run driver/timeout=480 compiler.vectorization.TestFloat16VectorOperations */ package compiler.vectorization; import compiler.lib.generators.Generator; import compiler.lib.ir_framework.*; import compiler.lib.verify.Verify; import java.util.Arrays; import jdk.incubator.vector.Float16; import jdk.test.lib.*; import static compiler.lib.generators.Generators.G; import static java.lang.Float.*; import static jdk.incubator.vector.Float16.*; public class TestFloat16VectorOperations { private short[] input1; private short[] input2; private short[] input3; private Float16[] input4; private short[] output; private static short FP16_SCALAR = (short)0x7777; private static final int LEN = 2048; private static final Float16 FP16_CONST = Float16.valueOf(1023.0f); public static void main(String args[]) { // Test with default MaxVectorSize TestFramework.runWithFlags("--add-modules=jdk.incubator.vector"); // Test with different values of MaxVectorSize TestFramework.runWithFlags("--add-modules=jdk.incubator.vector", "-XX:MaxVectorSize=8"); TestFramework.runWithFlags("--add-modules=jdk.incubator.vector", "-XX:MaxVectorSize=16"); TestFramework.runWithFlags("--add-modules=jdk.incubator.vector", "-XX:MaxVectorSize=32"); TestFramework.runWithFlags("--add-modules=jdk.incubator.vector", "-XX:MaxVectorSize=64"); } public static void assertResults(int arity, short ... values) { assert values.length == (arity + 2); Float16 expected_fp16 = shortBitsToFloat16(values[arity]); Float16 actual_fp16 = shortBitsToFloat16(values[arity + 1]); if(!expected_fp16.equals(actual_fp16)) { String inputs = Arrays.toString(Arrays.copyOfRange(values, 0, arity - 1)); throw new AssertionError("Result Mismatch!, input = " + inputs + " actual = " + actual_fp16 + " expected = " + expected_fp16); } } public TestFloat16VectorOperations() { input1 = new short[LEN]; input2 = new short[LEN]; input3 = new short[LEN]; input4 = new Float16[LEN]; output = new short[LEN]; short min_value = float16ToRawShortBits(Float16.MIN_VALUE); short max_value = float16ToRawShortBits(Float16.MAX_VALUE); Generator gen = G.float16s(); for (int i = 0; i < LEN; ++i) { input1[i] = gen.next(); input2[i] = gen.next(); input3[i] = gen.next(); input4[i] = shortBitsToFloat16(gen.next()); } } @Test @Warmup(50) @IR(counts = {IRNode.ADD_VHF, " >0 "}, applyIfCPUFeatureOr = {"avx512_fp16", "true", "zvfh", "true", "sve", "true"}) @IR(counts = {IRNode.ADD_VHF, " >0 "}, applyIfCPUFeatureAnd = {"fphp", "true", "asimdhp", "true"}) public void vectorAddFloat16() { for (int i = 0; i < LEN; ++i) { output[i] = float16ToRawShortBits(add(shortBitsToFloat16(input1[i]), shortBitsToFloat16(input2[i]))); } } @Check(test="vectorAddFloat16") public void checkResultAdd() { for (int i = 0; i < LEN; ++i) { short expected = floatToFloat16(float16ToFloat(input1[i]) + float16ToFloat(input2[i])); assertResults(2, input1[i], input2[i], expected, output[i]); } } @Test @Warmup(50) @IR(counts = {IRNode.SUB_VHF, " >0 "}, applyIfCPUFeatureOr = {"avx512_fp16", "true", "zvfh", "true", "sve", "true"}) @IR(counts = {IRNode.SUB_VHF, " >0 "}, applyIfCPUFeatureAnd = {"fphp", "true", "asimdhp", "true"}) public void vectorSubFloat16() { for (int i = 0; i < LEN; ++i) { output[i] = float16ToRawShortBits(subtract(shortBitsToFloat16(input1[i]), shortBitsToFloat16(input2[i]))); } } @Check(test="vectorSubFloat16") public void checkResultSub() { for (int i = 0; i < LEN; ++i) { short expected = floatToFloat16(float16ToFloat(input1[i]) - float16ToFloat(input2[i])); assertResults(2, input1[i], input2[i], expected, output[i]); } } @Test @Warmup(50) @IR(counts = {IRNode.MUL_VHF, " >0 "}, applyIfCPUFeatureOr = {"avx512_fp16", "true", "zvfh", "true", "sve", "true"}) @IR(counts = {IRNode.MUL_VHF, " >0 "}, applyIfCPUFeatureAnd = {"fphp", "true", "asimdhp", "true"}) public void vectorMulFloat16() { for (int i = 0; i < LEN; ++i) { output[i] = float16ToRawShortBits(multiply(shortBitsToFloat16(input1[i]), shortBitsToFloat16(input2[i]))); } } @Check(test="vectorMulFloat16") public void checkResultMul() { for (int i = 0; i < LEN; ++i) { short expected = floatToFloat16(float16ToFloat(input1[i]) * float16ToFloat(input2[i])); assertResults(2, input1[i], input2[i], expected, output[i]); } } @Test @Warmup(50) @IR(counts = {IRNode.DIV_VHF, " >0 "}, applyIfCPUFeatureOr = {"avx512_fp16", "true", "zvfh", "true", "sve", "true"}) @IR(counts = {IRNode.DIV_VHF, " >0 "}, applyIfCPUFeatureAnd = {"fphp", "true", "asimdhp", "true"}) public void vectorDivFloat16() { for (int i = 0; i < LEN; ++i) { output[i] = float16ToRawShortBits(divide(shortBitsToFloat16(input1[i]), shortBitsToFloat16(input2[i]))); } } @Check(test="vectorDivFloat16") public void checkResultDiv() { for (int i = 0; i < LEN; ++i) { short expected = floatToFloat16(float16ToFloat(input1[i]) / float16ToFloat(input2[i])); assertResults(2, input1[i], input2[i], expected, output[i]); } } @Test @Warmup(50) @IR(counts = {IRNode.MIN_VHF, " >0 "}, applyIfCPUFeatureOr = {"avx512_fp16", "true", "zvfh", "true", "sve", "true"}) @IR(counts = {IRNode.MIN_VHF, " >0 "}, applyIfCPUFeatureAnd = {"fphp", "true", "asimdhp", "true"}) public void vectorMinFloat16() { for (int i = 0; i < LEN; ++i) { output[i] = float16ToRawShortBits(min(shortBitsToFloat16(input1[i]), shortBitsToFloat16(input2[i]))); } } @Check(test="vectorMinFloat16") public void checkResultMin() { for (int i = 0; i < LEN; ++i) { short expected = floatToFloat16(Math.min(float16ToFloat(input1[i]), float16ToFloat(input2[i]))); assertResults(2, input1[i], input2[i], expected, output[i]); } } @Test @Warmup(50) @IR(counts = {IRNode.MAX_VHF, " >0 "}, applyIfCPUFeatureOr = {"avx512_fp16", "true", "zvfh", "true", "sve", "true"}) @IR(counts = {IRNode.MAX_VHF, " >0 "}, applyIfCPUFeatureAnd = {"fphp", "true", "asimdhp", "true"}) public void vectorMaxFloat16() { for (int i = 0; i < LEN; ++i) { output[i] = float16ToRawShortBits(max(shortBitsToFloat16(input1[i]), shortBitsToFloat16(input2[i]))); } } @Check(test="vectorMaxFloat16") public void checkResultMax() { for (int i = 0; i < LEN; ++i) { short expected = floatToFloat16(Math.max(float16ToFloat(input1[i]), float16ToFloat(input2[i]))); assertResults(2, input1[i], input2[i], expected, output[i]); } } @Test @Warmup(50) @IR(counts = {IRNode.SQRT_VHF, " >0 "}, applyIfCPUFeatureOr = {"avx512_fp16", "true", "zvfh", "true", "sve", "true"}) @IR(counts = {IRNode.SQRT_VHF, " >0 "}, applyIfCPUFeatureAnd = {"fphp", "true", "asimdhp", "true"}) public void vectorSqrtFloat16() { for (int i = 0; i < LEN; ++i) { output[i] = float16ToRawShortBits(sqrt(shortBitsToFloat16(input1[i]))); } } @Check(test="vectorSqrtFloat16") public void checkResultSqrt() { for (int i = 0; i < LEN; ++i) { short expected = float16ToRawShortBits(sqrt(shortBitsToFloat16(input1[i]))); assertResults(1, input1[i], expected, output[i]); } } @Test @Warmup(50) @IR(counts = {IRNode.FMA_VHF, " >0 "}, applyIfCPUFeatureOr = {"avx512_fp16", "true", "zvfh", "true", "sve", "true"}) @IR(counts = {IRNode.FMA_VHF, " >0 "}, applyIfCPUFeatureAnd = {"fphp", "true", "asimdhp", "true"}) public void vectorFmaFloat16() { for (int i = 0; i < LEN; ++i) { output[i] = float16ToRawShortBits(fma(shortBitsToFloat16(input1[i]), shortBitsToFloat16(input2[i]), shortBitsToFloat16(input3[i]))); } } @Check(test="vectorFmaFloat16") public void checkResultFma() { for (int i = 0; i < LEN; ++i) { short expected = float16ToRawShortBits(fma(shortBitsToFloat16(input1[i]), shortBitsToFloat16(input2[i]), shortBitsToFloat16(input3[i]))); assertResults(3, input1[i], input2[i], input3[i], expected, output[i]); } } @Test @Warmup(50) @IR(counts = {IRNode.FMA_VHF, " >0 "}, applyIfCPUFeatureOr = {"avx512_fp16", "true", "zvfh", "true", "sve", "true"}) @IR(counts = {IRNode.FMA_VHF, " >0 "}, applyIfCPUFeatureAnd = {"fphp", "true", "asimdhp", "true"}) public void vectorFmaFloat16ScalarMixedConstants() { for (int i = 0; i < LEN; ++i) { output[i] = float16ToRawShortBits(fma(shortBitsToFloat16(input1[i]), shortBitsToFloat16(FP16_SCALAR), shortBitsToFloat16(floatToFloat16(3.0f)))); } } @Check(test="vectorFmaFloat16ScalarMixedConstants") public void checkResultFmaScalarMixedConstants() { for (int i = 0; i < LEN; ++i) { short expected = float16ToRawShortBits(fma(shortBitsToFloat16(input1[i]), shortBitsToFloat16(FP16_SCALAR), shortBitsToFloat16(floatToFloat16(3.0f)))); assertResults(2, input1[i], FP16_SCALAR, expected, output[i]); } } @Test @Warmup(50) @IR(counts = {IRNode.FMA_VHF, " >0 "}, applyIfCPUFeatureOr = {"avx512_fp16", "true", "zvfh", "true", "sve", "true"}) @IR(counts = {IRNode.FMA_VHF, " >0 "}, applyIfCPUFeatureAnd = {"fphp", "true", "asimdhp", "true"}) public void vectorFmaFloat16MixedConstants() { short input3 = floatToFloat16(3.0f); for (int i = 0; i < LEN; ++i) { output[i] = float16ToRawShortBits(fma(shortBitsToFloat16(input1[i]), shortBitsToFloat16(input2[i]), shortBitsToFloat16(input3))); } } @Check(test="vectorFmaFloat16MixedConstants") public void checkResultFmaMixedConstants() { short input3 = floatToFloat16(3.0f); for (int i = 0; i < LEN; ++i) { short expected = float16ToRawShortBits(fma(shortBitsToFloat16(input1[i]), shortBitsToFloat16(input2[i]), shortBitsToFloat16(input3))); assertResults(3, input1[i], input2[i], input3, expected, output[i]); } } @Test @Warmup(50) @IR(counts = {IRNode.FMA_VHF, " 0 "}, applyIfCPUFeatureOr = {"avx512_fp16", "true", "zvfh", "true", "sve", "true"}) @IR(counts = {IRNode.FMA_VHF, " 0 "}, applyIfCPUFeatureAnd = {"fphp", "true", "asimdhp", "true"}) public void vectorFmaFloat16AllConstants() { short input1 = floatToFloat16(1.0f); short input2 = floatToFloat16(2.0f); short input3 = floatToFloat16(3.0f); for (int i = 0; i < LEN; ++i) { output[i] = float16ToRawShortBits(fma(shortBitsToFloat16(input1), shortBitsToFloat16(input2), shortBitsToFloat16(input3))); } } @Check(test="vectorFmaFloat16AllConstants") public void checkResultFmaAllConstants() { short input1 = floatToFloat16(1.0f); short input2 = floatToFloat16(2.0f); short input3 = floatToFloat16(3.0f); for (int i = 0; i < LEN; ++i) { short expected = float16ToRawShortBits(fma(shortBitsToFloat16(input1), shortBitsToFloat16(input2), shortBitsToFloat16(input3))); assertResults(3, input1, input2, input3, expected, output[i]); } } @Test @Warmup(50) @IR(counts = {IRNode.ADD_VHF, " >0 "}, applyIfCPUFeatureOr = {"avx512_fp16", "true", "zvfh", "true", "sve", "true"}) @IR(counts = {IRNode.ADD_VHF, " >0 "}, applyIfCPUFeatureAnd = {"fphp", "true", "asimdhp", "true"}) public void vectorAddConstInputFloat16() { for (int i = 0; i < LEN; ++i) { output[i] = float16ToRawShortBits(add(shortBitsToFloat16(input1[i]), FP16_CONST)); } } @Check(test="vectorAddConstInputFloat16") public void checkResultAddConstantInputFloat16() { for (int i = 0; i < LEN; ++i) { short expected = floatToFloat16(float16ToFloat(input1[i]) + FP16_CONST.floatValue()); assertResults(2, input1[i], float16ToRawShortBits(FP16_CONST), expected, output[i]); } } @Test @Warmup(50) @IR(counts = {IRNode.SUB_VHF, " >0 "}, applyIfCPUFeatureOr = {"avx512_fp16", "true", "sve", "true"}) @IR(counts = {IRNode.SUB_VHF, " >0 "}, applyIfCPUFeatureAnd = {"fphp", "true", "asimdhp", "true"}) public void vectorSubConstInputFloat16() { for (int i = 0; i < LEN; ++i) { output[i] = float16ToRawShortBits(subtract(shortBitsToFloat16(input1[i]), FP16_CONST)); } } @Check(test="vectorSubConstInputFloat16") public void checkResultSubConstantInputFloat16() { for (int i = 0; i < LEN; ++i) { short expected = floatToFloat16(float16ToFloat(input1[i]) - FP16_CONST.floatValue()); assertResults(2, input1[i], float16ToRawShortBits(FP16_CONST), expected, output[i]); } } @Test @Warmup(50) @IR(counts = {IRNode.MUL_VHF, " >0 "}, applyIfCPUFeatureOr = {"avx512_fp16", "true", "sve", "true"}) @IR(counts = {IRNode.MUL_VHF, " >0 "}, applyIfCPUFeatureAnd = {"fphp", "true", "asimdhp", "true"}) public void vectorMulConstantInputFloat16() { for (int i = 0; i < LEN; ++i) { output[i] = float16ToRawShortBits(multiply(FP16_CONST, shortBitsToFloat16(input2[i]))); } } @Check(test="vectorMulConstantInputFloat16") public void checkResultMulConstantInputFloat16() { for (int i = 0; i < LEN; ++i) { short expected = floatToFloat16(FP16_CONST.floatValue() * float16ToFloat(input2[i])); assertResults(2, float16ToRawShortBits(FP16_CONST), input2[i], expected, output[i]); } } @Test @Warmup(50) @IR(counts = {IRNode.DIV_VHF, " >0 "}, applyIfCPUFeatureOr = {"avx512_fp16", "true", "sve", "true"}) @IR(counts = {IRNode.DIV_VHF, " >0 "}, applyIfCPUFeatureAnd = {"fphp", "true", "asimdhp", "true"}) public void vectorDivConstantInputFloat16() { for (int i = 0; i < LEN; ++i) { output[i] = float16ToRawShortBits(divide(FP16_CONST, shortBitsToFloat16(input2[i]))); } } @Check(test="vectorDivConstantInputFloat16") public void checkResultDivConstantInputFloat16() { for (int i = 0; i < LEN; ++i) { short expected = floatToFloat16(FP16_CONST.floatValue() / float16ToFloat(input2[i])); assertResults(2, float16ToRawShortBits(FP16_CONST), input2[i], expected, output[i]); } } @Test @Warmup(50) @IR(counts = {IRNode.MAX_VHF, " >0 "}, applyIfCPUFeatureOr = {"avx512_fp16", "true", "sve", "true"}) @IR(counts = {IRNode.MAX_VHF, " >0 "}, applyIfCPUFeatureAnd = {"fphp", "true", "asimdhp", "true"}) public void vectorMaxConstantInputFloat16() { for (int i = 0; i < LEN; ++i) { output[i] = float16ToRawShortBits(max(FP16_CONST, shortBitsToFloat16(input2[i]))); } } @Check(test="vectorMaxConstantInputFloat16") public void checkResultMaxConstantInputFloat16() { for (int i = 0; i < LEN; ++i) { short expected = floatToFloat16(Math.max(FP16_CONST.floatValue(), float16ToFloat(input2[i]))); assertResults(2, float16ToRawShortBits(FP16_CONST), input2[i], expected, output[i]); } } @Test @Warmup(50) @IR(counts = {IRNode.MIN_VHF, " >0 "}, applyIfCPUFeatureOr = {"avx512_fp16", "true", "sve", "true"}) @IR(counts = {IRNode.MIN_VHF, " >0 "}, applyIfCPUFeatureAnd = {"fphp", "true", "asimdhp", "true"}) public void vectorMinConstantInputFloat16() { for (int i = 0; i < LEN; ++i) { output[i] = float16ToRawShortBits(min(FP16_CONST, shortBitsToFloat16(input2[i]))); } } @Check(test="vectorMinConstantInputFloat16") public void checkResultMinConstantInputFloat16() { for (int i = 0; i < LEN; ++i) { short expected = floatToFloat16(Math.min(FP16_CONST.floatValue(), float16ToFloat(input2[i]))); assertResults(2, float16ToRawShortBits(FP16_CONST), input2[i], expected, output[i]); } } @Test @Warmup(50) @IR(counts = {IRNode.ADD_REDUCTION_VHF, " >0 "}, applyIfCPUFeature = {"sve", "true"}) @IR(counts = {IRNode.ADD_REDUCTION_VHF, " >0 "}, applyIfCPUFeatureAnd = {"fphp", "true", "asimdhp", "true"}) public short vectorAddReductionFloat16() { short result = (short) 0; for (int i = 0; i < LEN; i++) { result = float16ToRawShortBits(add(shortBitsToFloat16(result), shortBitsToFloat16(input1[i]))); } return result; } @Check(test="vectorAddReductionFloat16") public void checkResultAddReductionFloat16() { short expected = (short) 0; for (int i = 0; i < LEN; ++i) { expected = floatToFloat16(float16ToFloat(expected) + float16ToFloat(input1[i])); } Verify.checkEQ(shortBitsToFloat16(expected), shortBitsToFloat16(vectorAddReductionFloat16())); } @Test @Warmup(50) @IR(counts = {IRNode.MUL_REDUCTION_VHF, " >0 "}, applyIfCPUFeatureAnd = {"fphp", "true", "asimdhp", "true"}, applyIf = {"MaxVectorSize", "<=16"}) public short vectorMulReductionFloat16() { short result = floatToFloat16(1.0f); for (int i = 0; i < LEN; i++) { result = float16ToRawShortBits(multiply(shortBitsToFloat16(result), shortBitsToFloat16(input1[i]))); } return result; } @Check(test="vectorMulReductionFloat16") public void checkResultMulReductionFloat16() { short expected = floatToFloat16(1.0f); for (int i = 0; i < LEN; ++i) { expected = floatToFloat16(float16ToFloat(expected) * float16ToFloat(input1[i])); } Verify.checkEQ(shortBitsToFloat16(expected), shortBitsToFloat16(vectorMulReductionFloat16())); } // This test case verifies that autovectorization takes place in scenarios where masked // add reduction instructions are required to be generated on platforms that support // such masked/partial instructions. @Test @Warmup(500) @IR(counts = {"reduce_addFHF_masked", " >0 "}, phase = {CompilePhase.FINAL_CODE}, applyIfCPUFeature = {"sve", "true"}) public short vectorAddReductionFloat16Partial() { short result = (short) 0; for (int i = 0; i < LEN; i+=8) { result = float16ToRawShortBits(add(shortBitsToFloat16(result), shortBitsToFloat16(input1[i]))); result = float16ToRawShortBits(add(shortBitsToFloat16(result), shortBitsToFloat16(input1[i+1]))); result = float16ToRawShortBits(add(shortBitsToFloat16(result), shortBitsToFloat16(input1[i+2]))); result = float16ToRawShortBits(add(shortBitsToFloat16(result), shortBitsToFloat16(input1[i+3]))); } return result; } @Check(test="vectorAddReductionFloat16Partial") public void checkResultAddReductionFloat16Partial() { short expected = (short) 0; for (int i = 0; i < LEN; i+=8) { expected = floatToFloat16(float16ToFloat(expected) + float16ToFloat(input1[i])); expected = floatToFloat16(float16ToFloat(expected) + float16ToFloat(input1[i+1])); expected = floatToFloat16(float16ToFloat(expected) + float16ToFloat(input1[i+2])); expected = floatToFloat16(float16ToFloat(expected) + float16ToFloat(input1[i+3])); } Verify.checkEQ(shortBitsToFloat16(expected), shortBitsToFloat16(vectorAddReductionFloat16Partial())); } // Partial multiply reduction for floating point is disabled on AArch64. This test makes sure that code that performs such partial // multiply reduction operation for FP16 runs without any failures/result mismatch. @Test @Warmup(500) public short vectorMulReductionFloat16Partial() { short result = floatToFloat16(1.0f); for (int i = 0; i < LEN; i+=8) { result = float16ToRawShortBits(multiply(shortBitsToFloat16(result), shortBitsToFloat16(input1[i]))); result = float16ToRawShortBits(multiply(shortBitsToFloat16(result), shortBitsToFloat16(input1[i+1]))); result = float16ToRawShortBits(multiply(shortBitsToFloat16(result), shortBitsToFloat16(input1[i+2]))); result = float16ToRawShortBits(multiply(shortBitsToFloat16(result), shortBitsToFloat16(input1[i+3]))); } return result; } @Check(test="vectorMulReductionFloat16Partial") public void checkResultMulReductionFloat16Partial() { short expected = floatToFloat16(1.0f); for (int i = 0; i < LEN; i+=8) { expected = floatToFloat16(float16ToFloat(expected) * float16ToFloat(input1[i])); expected = floatToFloat16(float16ToFloat(expected) * float16ToFloat(input1[i+1])); expected = floatToFloat16(float16ToFloat(expected) * float16ToFloat(input1[i+2])); expected = floatToFloat16(float16ToFloat(expected) * float16ToFloat(input1[i+3])); } Verify.checkEQ(shortBitsToFloat16(expected), shortBitsToFloat16(vectorMulReductionFloat16Partial())); } // This test case verifies that autovectorization does NOT take place when using Float16. // Filed RFE: JDK-8375321 @Test @Warmup(50) @IR(counts = {IRNode.ADD_REDUCTION_VHF, " =0 "}, applyIfCPUFeature = {"sve", "true"}) @IR(counts = {IRNode.ADD_REDUCTION_VHF, " =0 "}, applyIfCPUFeatureAnd = {"fphp", "true", "asimdhp", "true"}) public Float16 vectorAddReductionFloat16NotVectorized() { Float16 result = Float16.valueOf(0.0f); for (int i = 0; i < LEN; i++) { result = add(result, input4[i]); } return result; } @Check(test="vectorAddReductionFloat16NotVectorized") public void checkResultAddReductionFloat16NotVectorized() { Float16 expected = Float16.valueOf(0.0f); for (int i = 0; i < LEN; ++i) { expected = Float16.valueOf(expected.floatValue() + input4[i].floatValue()); } Verify.checkEQ(expected, vectorAddReductionFloat16NotVectorized()); } @Test @Warmup(50) @IR(counts = {IRNode.MUL_REDUCTION_VHF, " =0 "}, applyIfCPUFeatureAnd = {"fphp", "true", "asimdhp", "true"}, applyIf = {"MaxVectorSize", "<=16"}) public Float16 vectorMulReductionFloat16NotVectorized() { Float16 result = Float16.valueOf(1.0f); for (int i = 0; i < LEN; i++) { result = multiply(result, input4[i]); } return result; } @Check(test="vectorMulReductionFloat16NotVectorized") public void checkResultMulReductionFloat16NotVectorized() { Float16 expected = Float16.valueOf(1.0f); for (int i = 0; i < LEN; ++i) { expected = Float16.valueOf(expected.floatValue() * input4[i].floatValue()); } Verify.checkEQ(expected, vectorMulReductionFloat16NotVectorized()); } @Test @Warmup(500) @IR(counts = {"reduce_addFHF_masked", " =0 "}, phase = {CompilePhase.FINAL_CODE}, applyIfCPUFeature = {"sve", "true"}) public Float16 vectorAddReductionFloat16PartialNotVectorized() { Float16 result = Float16.valueOf(0.0f); for (int i = 0; i < LEN; i += 8) { result = add(result, input4[i]); result = add(result, input4[i + 1]); result = add(result, input4[i + 2]); result = add(result, input4[i + 3]); } return result; } @Check(test="vectorAddReductionFloat16PartialNotVectorized") public void checkResultAddReductionFloat16PartialNotVectorized() { Float16 expected = Float16.valueOf(0.0f); for (int i = 0; i < LEN; i += 8) { expected = Float16.valueOf(expected.floatValue() + input4[i].floatValue()); expected = Float16.valueOf(expected.floatValue() + input4[i + 1].floatValue()); expected = Float16.valueOf(expected.floatValue() + input4[i + 2].floatValue()); expected = Float16.valueOf(expected.floatValue() + input4[i + 3].floatValue()); } Verify.checkEQ(expected, vectorAddReductionFloat16PartialNotVectorized()); } @Test @Warmup(500) public Float16 vectorMulReductionFloat16PartialNotVectorized() { Float16 result = Float16.valueOf(1.0f); for (int i = 0; i < LEN; i += 8) { result = multiply(result, input4[i]); result = multiply(result, input4[i + 1]); result = multiply(result, input4[i + 2]); result = multiply(result, input4[i + 3]); } return result; } @Check(test="vectorMulReductionFloat16PartialNotVectorized") public void checkResultMulReductionFloat16PartialNotVectorized() { Float16 expected = Float16.valueOf(1.0f); for (int i = 0; i < LEN; i += 8) { expected = Float16.valueOf(expected.floatValue() * input4[i].floatValue()); expected = Float16.valueOf(expected.floatValue() * input4[i + 1].floatValue()); expected = Float16.valueOf(expected.floatValue() * input4[i + 2].floatValue()); expected = Float16.valueOf(expected.floatValue() * input4[i + 3].floatValue()); } Verify.checkEQ(expected, vectorMulReductionFloat16PartialNotVectorized()); } }