| # Copyright 2022 The IREE Authors | |
| # | |
| # Licensed 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 | |
| # End-to-end matrix multiplication tests. | |
| load("//build_tools/bazel:iree_trace_runner_test.bzl", "iree_generated_trace_runner_test") | |
| load("//build_tools/bazel:iree_check_test.bzl", "iree_check_single_backend_test_suite") | |
| package( | |
| features = ["layering_check"], | |
| licenses = ["notice"], # Apache 2.0 | |
| ) | |
| py_binary( | |
| name = "generate_e2e_matmul_tests", | |
| srcs = ["generate_e2e_matmul_tests.py"], | |
| ) | |
| [iree_generated_trace_runner_test( | |
| name = "e2e_matmul_direct_%s_small" % lhs_rhs_type, | |
| generator = ":generate_e2e_matmul_tests", | |
| generator_args = [ | |
| "--lhs_rhs_type=%s" % lhs_rhs_type, | |
| "--shapes=small", | |
| ], | |
| target_backends_and_drivers = [ | |
| ("llvm-cpu", "local-task"), | |
| ], | |
| trace_runner = "//tools:iree-e2e-matmul-test", | |
| ) for lhs_rhs_type in [ | |
| "i8", | |
| "f32", | |
| ]] | |
| # Test asm | |
| [iree_generated_trace_runner_test( | |
| name = "e2e_matmul_mmt4d_%s_small" % lhs_rhs_type, | |
| compiler_flags = [ | |
| "--iree-flow-mmt4d-target-options=enable_generic_slow #pass_options_variant#", | |
| ], | |
| generator = ":generate_e2e_matmul_tests", | |
| generator_args = [ | |
| "--lhs_rhs_type=%s" % lhs_rhs_type, | |
| "--shapes=small", | |
| ], | |
| target_backends_and_drivers = [ | |
| ("llvm-cpu", "local-task"), | |
| ], | |
| target_cpu_features_variants = ["default"] + | |
| ([ | |
| "aarch64:+dotprod", | |
| "aarch64:+i8mm", | |
| ] if lhs_rhs_type == "i8" else []), | |
| trace_runner = "//tools:iree-e2e-matmul-test", | |
| ) for lhs_rhs_type in [ | |
| "i8", | |
| "f32", | |
| ]] | |
| [iree_generated_trace_runner_test( | |
| name = "e2e_matmul_mmt4d_%s_large" % lhs_rhs_type, | |
| compiler_flags = [ | |
| "--iree-flow-mmt4d-target-options=enable_generic_slow #pass_options_variant#", | |
| ], | |
| generator = ":generate_e2e_matmul_tests", | |
| generator_args = [ | |
| "--lhs_rhs_type=%s" % lhs_rhs_type, | |
| "--shapes=large", | |
| ], | |
| target_backends_and_drivers = [ | |
| ("llvm-cpu", "local-task"), | |
| ], | |
| target_cpu_features_variants = ["default"] + | |
| ([ | |
| "aarch64:+dotprod", | |
| "aarch64:+i8mm", | |
| ] if lhs_rhs_type == "i8" else []), | |
| trace_runner = "//tools:iree-e2e-matmul-test", | |
| ) for lhs_rhs_type in [ | |
| "i8", | |
| "f32", | |
| ]] | |
| # Test intrinsics. No need to run vmvx again, since it isn't affected by this | |
| # codegen flag. No need to run "large" sizes, since this only differs from other | |
| # tests in ways that are orthogonal to problem sizes. | |
| [iree_generated_trace_runner_test( | |
| name = "e2e_matmul_mmt4d_%s_intrinsics_%s" % (lhs_rhs_type, size), | |
| compiler_flags = [ | |
| "--iree-codegen-mmt4d-use-intrinsics", | |
| "--iree-flow-mmt4d-target-options=enable_generic_slow #pass_options_variant#", | |
| ], | |
| generator = ":generate_e2e_matmul_tests", | |
| generator_args = [ | |
| "--lhs_rhs_type=%s" % lhs_rhs_type, | |
| "--shapes=%s" % size, | |
| ], | |
| target_backends_and_drivers = [ | |
| ("llvm-cpu", "local-task"), | |
| ], | |
| target_cpu_features_variants = ["default"] + | |
| ([ | |
| "aarch64:+dotprod", | |
| "aarch64:+i8mm", | |
| ] if lhs_rhs_type == "i8" else []), | |
| trace_runner = "//tools:iree-e2e-matmul-test", | |
| ) for lhs_rhs_type in [ | |
| "i8", | |
| "f32", | |
| ] for size in [ | |
| "small", | |
| ]] | |
| # Test VMVX+ukernel, direct (not mmt4d) | |
| [iree_generated_trace_runner_test( | |
| name = "e2e_matmul_direct_%s_small_ukernel" % lhs_rhs_type, | |
| compiler_flags = [ | |
| "--iree-vmvx-enable-microkernels", | |
| ], | |
| generator = ":generate_e2e_matmul_tests", | |
| generator_args = [ | |
| "--lhs_rhs_type=%s" % lhs_rhs_type, | |
| "--shapes=small", | |
| ], | |
| target_backends_and_drivers = [ | |
| ("vmvx", "local-task"), | |
| ], | |
| trace_runner = "//tools:iree-e2e-matmul-test", | |
| ) for lhs_rhs_type in [ | |
| "i8", | |
| "f32", | |
| ]] | |
| # Test VMVX+ukernel, mmt4d, with target CPU features variants relevant to each | |
| # lhs_rhs_type. | |
| [iree_generated_trace_runner_test( | |
| name = "e2e_matmul_mmt4d_%s_small_ukernel" % lhs_rhs_type, | |
| compiler_flags = [ | |
| "--iree-vmvx-enable-microkernels", | |
| "--iree-flow-mmt4d-target-options=enable_generic_slow #pass_options_variant#", | |
| ], | |
| generator = ":generate_e2e_matmul_tests", | |
| generator_args = [ | |
| "--lhs_rhs_type=%s" % lhs_rhs_type, | |
| "--shapes=small", | |
| ], | |
| target_backends_and_drivers = [ | |
| ("vmvx", "local-task"), | |
| ], | |
| target_cpu_features_variants = ["default"] + ([ | |
| "aarch64:+dotprod", | |
| "aarch64:+i8mm", | |
| ] if lhs_rhs_type == "i8" else []), | |
| trace_runner = "//tools:iree-e2e-matmul-test", | |
| ) for lhs_rhs_type in [ | |
| "i8", | |
| "f32", | |
| ]] | |
| [iree_generated_trace_runner_test( | |
| name = "e2e_matmul_direct_f32_gpu_large_%s" % compilation_info, | |
| generator = ":generate_e2e_matmul_tests", | |
| generator_args = [ | |
| "--lhs_rhs_type=f32", | |
| "--shapes=gpu_large", | |
| "--compilation_info=%s" % compilation_info, | |
| ], | |
| tags = [ | |
| # CUDA cuInit fails with sanitizer on. | |
| "noasan", | |
| "nomsan", | |
| "notsan", | |
| "noubsan", | |
| "requires-gpu-nvidia", | |
| ], | |
| target_backends_and_drivers = [ | |
| ("cuda", "cuda"), | |
| ], | |
| trace_runner = "//tools:iree-e2e-matmul-test", | |
| ) for compilation_info in [ | |
| "LLVMGPUMatmulSimt", | |
| ]] | |
| # Testing Ampere+ tensorcore path. | |
| [iree_generated_trace_runner_test( | |
| name = "e2e_matmul_direct_f32_gpu_large_%s" % compilation_info, | |
| compiler_flags = [ | |
| "--iree-hal-cuda-llvm-target-arch=sm_80", | |
| ], | |
| generator = ":generate_e2e_matmul_tests", | |
| generator_args = [ | |
| "--lhs_rhs_type=f32", | |
| "--shapes=gpu_large", | |
| "--compilation_info=%s" % compilation_info, | |
| ], | |
| tags = [ | |
| # CUDA cuInit fails with sanitizer on. | |
| "noasan", | |
| "nomsan", | |
| "notsan", | |
| "noubsan", | |
| "requires-gpu-nvidia", | |
| ], | |
| target_backends_and_drivers = [ | |
| ("cuda", "cuda"), | |
| ], | |
| trace_runner = "//tools:iree-e2e-matmul-test", | |
| ) for compilation_info in [ | |
| "LLVMGPUMatmulTensorCore", | |
| ]] | |
| [iree_generated_trace_runner_test( | |
| name = "e2e_matmul_direct_%s_large_split_k" % lhs_rhs_type, | |
| compiler_flags = [ | |
| "--iree-flow-split-matmul-reduction=4", | |
| ], | |
| generator = ":generate_e2e_matmul_tests", | |
| generator_args = [ | |
| "--lhs_rhs_type=%s" % lhs_rhs_type, | |
| "--shapes=large", | |
| ], | |
| tags = [ | |
| # CUDA cuInit fails with sanitizer on. | |
| "noasan", | |
| "nomsan", | |
| "notsan", | |
| "noubsan", | |
| "requires-gpu-nvidia", | |
| ], | |
| target_backends_and_drivers = [ | |
| ("cuda", "cuda"), | |
| ("llvm-cpu", "local-task"), | |
| ], | |
| trace_runner = "//tools:iree-e2e-matmul-test", | |
| ) for lhs_rhs_type in [ | |
| "f32", | |
| ]] | |
| [iree_generated_trace_runner_test( | |
| name = "e2e_matmul_direct_f32_gpu_large_%s" % vulkan_target_and_pipeline[0], | |
| compiler_flags = [ | |
| "--iree-vulkan-target-triple=%s" % vulkan_target_and_pipeline[0], | |
| ], | |
| generator = ":generate_e2e_matmul_tests", | |
| generator_args = [ | |
| "--lhs_rhs_type=f32", | |
| "--shapes=gpu_large", | |
| "--compilation_info=%s" % vulkan_target_and_pipeline[1], | |
| ], | |
| tags = [ | |
| "requires-gpu-nvidia", | |
| ], | |
| target_backends_and_drivers = [ | |
| ("vulkan-spirv", "vulkan"), | |
| ], | |
| trace_runner = "//tools:iree-e2e-matmul-test", | |
| ) for vulkan_target_and_pipeline in [ | |
| ("valhall-unknown-android31", "SPIRVVectorizeMali"), | |
| ("ampere-unknown-linux", "SPIRVVectorizeNVIDIA"), | |
| ]] | |
| # Check tests | |
| iree_check_single_backend_test_suite( | |
| name = "check_cuda", | |
| srcs = | |
| [ | |
| # currently only enabled on cuda as it can be slow on other backends. | |
| "large_linalg_matmul.mlir", | |
| ], | |
| driver = "cuda", | |
| tags = [ | |
| # CUDA cuInit fails with sanitizer on. | |
| "noasan", | |
| "nomsan", | |
| "notsan", | |
| "noubsan", | |
| "requires-gpu-nvidia", | |
| ], | |
| target_backend = "cuda", | |
| ) | |
| iree_generated_trace_runner_test( | |
| name = "e2e_matmul_direct_f32_small_no_padding", | |
| compiler_flags = [ | |
| "--iree-codegen-enable-vector-padding=false", | |
| ], | |
| generator = ":generate_e2e_matmul_tests", | |
| generator_args = [ | |
| "--lhs_rhs_type=f32", | |
| "--shapes=small", | |
| ], | |
| target_backends_and_drivers = [ | |
| ("llvm-cpu", "local-task"), | |
| ], | |
| trace_runner = "//tools:iree-e2e-matmul-test", | |
| ) |