# Copyright (c) Microsoft Corporation. # Licensed under the MIT License. """Tests for DTK hipblaslt-bench benchmark.""" import unittest from types import SimpleNamespace from tests.helper.testcase import BenchmarkTestCase from superbench.benchmarks import BenchmarkRegistry, BenchmarkType, ReturnCode, Platform from superbench.benchmarks.result import BenchmarkResult class DtkHipblasLtBenchmarkTestCase(BenchmarkTestCase, unittest.TestCase): """Class for DTK hipblaslt-bench benchmark test cases.""" @classmethod def setUpClass(cls): """Hook method for setting up class fixture before running tests in the class.""" super().setUpClass() cls.benchmark_name = 'hipblaslt-gemm' cls.createMockEnvs(cls) cls.createMockFiles(cls, ['bin/hipblaslt-bench']) def get_benchmark(self): """Get benchmark.""" (benchmark_cls, _) = BenchmarkRegistry._BenchmarkRegistry__select_benchmark(self.benchmark_name, Platform.DTK) return benchmark_cls(self.benchmark_name, parameters='') def test_hipblaslt_gemm_cls(self): """Test DTK hipblaslt-bench benchmark class.""" for platform in Platform: (benchmark_cls, _) = BenchmarkRegistry._BenchmarkRegistry__select_benchmark(self.benchmark_name, platform) if platform is Platform.DTK: self.assertIsNotNone(benchmark_cls) else: self.assertIsNone(benchmark_cls) def test_hipblaslt_gemm_command_generation(self): """Test DTK hipblaslt-bench benchmark command generation.""" (benchmark_cls, _) = BenchmarkRegistry._BenchmarkRegistry__select_benchmark(self.benchmark_name, Platform.DTK) benchmark = benchmark_cls( self.benchmark_name, parameters='--batch 4:2:-1 --shapes 2,4,8 --in_types fp16 fp32 fp64 int8', ) self.assertFalse(benchmark._preprocess()) benchmark = benchmark_cls( self.benchmark_name, parameters=' --shapes 2,4,8 --in_types fp16 fp32 fp64 int8', ) self.assertFalse(benchmark._preprocess()) benchmark = benchmark_cls( self.benchmark_name, parameters=' --shapes 2:4,4:8 --in_types fp16 fp32', ) self.assertFalse(benchmark._preprocess()) benchmark = benchmark_cls( self.benchmark_name, parameters='--shapes 2:4,4:8,8:32 2:4,4:8,8:32:+4 --in_types fp16 fp32 bf16 fp8', ) self.assertTrue(benchmark._preprocess()) self.assertEqual((2 * 2 * 3 + 2 * 2 * 7) * len(benchmark._args.in_types), len(benchmark._commands)) def cmd(t, b, m, n, k): if b == 0: return f'{benchmark._DtkHipBlasLtBenchmark__bin_path} ' + \ f'-m {m} -n {n} -k {k} -j 20 -i 50 {benchmark._in_type_map[t]}' + \ f' --transA {benchmark._args.transA} --transB {benchmark._args.transB}' + \ f' --initialization {benchmark._args.initialization}' else: return f'{benchmark._DtkHipBlasLtBenchmark__bin_path} ' + \ f'-m {m} -n {n} -k {k} -j 20 -i 50 {benchmark._in_type_map[t]} -b {b}' + \ f' --transA {benchmark._args.transA} --transB {benchmark._args.transB}' + \ f' --initialization {benchmark._args.initialization}' for _t in ['fp16', 'fp32', 'bf16', 'fp8']: for _m in [2, 4]: for _n in [4, 8]: for _k in [8, 16, 32]: self.assertIn(cmd(_t, 0, _m, _n, _k), benchmark._commands) for _k in [8, 12, 16, 20, 24, 28, 32]: self.assertIn(cmd(_t, 0, _m, _n, _k), benchmark._commands) def test_hipblaslt_gemm_result_parsing(self): """Test DTK hipblaslt-bench benchmark result parsing.""" benchmark = self.get_benchmark() self.assertTrue(benchmark._preprocess()) benchmark._args = SimpleNamespace(shapes=['4096,4096,4096'], in_types=['fp32'], log_raw_data=False) benchmark._result = BenchmarkResult(self.benchmark_name, BenchmarkType.MICRO, ReturnCode.SUCCESS, run_count=1) example_raw_output = """ hipBLASLt version: 1000 hipBLASLt git version: 4bd05bb5-dirty Query device success: there are 1 devices ------------------------------------------------------------------------------- Device ID 0 : BW150 gfx936:sramecc+:xnack- with 68.7 GB memory, max. SCLK 1400 MHz, max. MCLK 1800 MHz, compute capability 9.3 maxGridDimX 2147483647, sharedMemPerBlock 65.5 KB, maxThreadsPerBlock 1024, warpSize 64 ------------------------------------------------------------------------------- Is supported 1 / Total solutions: 1 [0]:transA,transB,grouped_gemm,batch_count,m,n,k,alpha,lda,stride_a,beta,ldb,stride_b,ldc,stride_c,ldd,stride_d,a_type,b_type,c_type,d_type,compute_type,scaleA,scaleB,scaleC,scaleD,amaxD,activation_type,bias_vector,bias_type,hipblaslt-Gflops,us N,N,0,1,4096,4096,4096,1,4096,16777216,0,4096,16777216,4096,16777216,4096,16777216,f32_r,f32_r,f32_r,f32_r,f32_r,0,0,0,0,0,none,0,non-supported type,1595.18,86159.1 """ self.assertTrue(benchmark._process_raw_result(0, example_raw_output)) self.assertEqual(ReturnCode.SUCCESS, benchmark.return_code) self.assertEqual(2, len(benchmark.result)) self.assertEqual(1.59518, benchmark.result['fp32_1_4096_4096_4096_flops'][0]) self.assertFalse(benchmark._process_raw_result(1, 'HipBLAS API failed'))