| # 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 | |
| # Tests of end-to-end IREE support for individual ops in the TOSA dialect. | |
| # Each test file should have a name matching the corresponding TOSA op and test only the | |
| # functionality of that op (though may make use of other ops where necessary). Tests should be | |
| # written using the IREE Check framework. | |
| # See https://iree.dev/developers/general/testing-guide/#iree-core-end-to-end-e2e-tests. | |
| load("//build_tools/bazel:enforce_glob.bzl", "enforce_glob") | |
| load("//build_tools/bazel:iree_check_test.bzl", "iree_check_single_backend_test_suite") | |
| package( | |
| features = ["layering_check"], | |
| licenses = ["notice"], # Apache 2.0 | |
| ) | |
| LLVM_SRCS = enforce_glob( | |
| # keep sorted | |
| [ | |
| "conv2d.mlir", | |
| "fp4_f32_conversion.mlir", | |
| "fp_to_subbyte.mlir", | |
| "gather_like_ops.mlir", | |
| "narrow_n_matmuls.mlir", | |
| "pack.mlir", | |
| "pack_dynamic_inner_tiles.mlir", | |
| "pack_i8.mlir", | |
| "small_float_arith.mlir", | |
| "softmax.mlir", | |
| "subbyte_to_fp.mlir", | |
| "unpack.mlir", | |
| ], | |
| include = ["*.mlir"], | |
| exclude = [ | |
| "argmax.mlir", | |
| "index.mlir", | |
| "large_linalg_matmul.mlir", | |
| ], | |
| ) | |
| iree_check_single_backend_test_suite( | |
| name = "check_llvm-cpu_local-task", | |
| srcs = LLVM_SRCS, | |
| compiler_flags = ["--iree-llvmcpu-target-cpu=generic"], | |
| driver = "local-task", | |
| tags = [ | |
| # subbyte support for wasm is not on priorities. | |
| "nowasm", | |
| ], | |
| target_backend = "llvm-cpu", | |
| ) | |
| # TODO(#19378): Delete the test suite after we switch to data-tiling fusion for | |
| # tests/e2e/matmul test suite. | |
| iree_check_single_backend_test_suite( | |
| name = "check_llvm-cpu_dt_fusion_local-task", | |
| srcs = ["narrow_n_matmuls.mlir"], | |
| compiler_flags = [ | |
| "--iree-dispatch-creation-data-tiling", | |
| "--iree-llvmcpu-target-cpu=generic", | |
| ], | |
| driver = "local-task", | |
| tags = [ | |
| # subbyte support for wasm is not on priorities. | |
| "nowasm", | |
| ], | |
| target_backend = "llvm-cpu", | |
| ) | |
| VMVX_SRCS = enforce_glob( | |
| # keep sorted | |
| [ | |
| "argmax.mlir", | |
| "conv2d.mlir", | |
| "fp4_f32_conversion.mlir", | |
| "fp_to_subbyte.mlir", | |
| "gather_like_ops.mlir", | |
| "index.mlir", | |
| "narrow_n_matmuls.mlir", | |
| "pack.mlir", | |
| "pack_dynamic_inner_tiles.mlir", | |
| "pack_i8.mlir", | |
| "small_float_arith.mlir", | |
| "softmax.mlir", | |
| "subbyte_to_fp.mlir", | |
| "unpack.mlir", | |
| ], | |
| include = ["*.mlir"], | |
| exclude = [ | |
| "large_linalg_matmul.mlir", | |
| ], | |
| ) | |
| iree_check_single_backend_test_suite( | |
| name = "check_vmvx_local-task", | |
| srcs = VMVX_SRCS, | |
| driver = "local-task", | |
| target_backend = "vmvx", | |
| ) | |
| iree_check_single_backend_test_suite( | |
| name = "check_vmvx_ukernel_local-task", | |
| srcs = [ | |
| "pack.mlir", | |
| "pack_dynamic_inner_tiles.mlir", | |
| "unpack.mlir", | |
| ], | |
| compiler_flags = [ | |
| "--iree-vmvx-enable-microkernels", | |
| # Some testcases have linalg.generic ops with multiple ops in the body. | |
| # If we don't opt out from it, DecomposeLinalgGenericPass splits those | |
| # into smaller linalg.generic ops with only one op in the body. This | |
| # results in the creation of temporary buffers between these split | |
| # linalg.generic ops, causing: | |
| # > error: failed to legalize operation 'memref.alloca' that was explicitly marked illegal | |
| "--iree-vmvx-enable-ukernels-decompose-linalg-generic=false", | |
| ], | |
| driver = "local-task", | |
| target_backend = "vmvx", | |
| ) | |
| VULKAN_SRCS = enforce_glob( | |
| # keep sorted | |
| [ | |
| "argmax.mlir", | |
| "conv2d.mlir", | |
| "fp_to_subbyte.mlir", | |
| "gather_like_ops.mlir", | |
| "index.mlir", | |
| "narrow_n_matmuls.mlir", | |
| "small_float_arith.mlir", | |
| "softmax.mlir", | |
| "subbyte_to_fp.mlir", | |
| ], | |
| include = ["*.mlir"], | |
| exclude = [ | |
| # TODO(#23387): Enable the test once scaling_extf/truncf lowering is | |
| # supported. | |
| "fp4_f32_conversion.mlir", | |
| "large_linalg_matmul.mlir", | |
| "pack.mlir", | |
| "pack_dynamic_inner_tiles.mlir", | |
| "pack_i8.mlir", | |
| "unpack.mlir", | |
| ], | |
| ) | |
| iree_check_single_backend_test_suite( | |
| name = "check_vulkan-spirv_vulkan", | |
| srcs = VULKAN_SRCS, | |
| driver = "vulkan", | |
| target_backend = "vulkan-spirv", | |
| ) | |
| WINOGRAD_CONV_SRCS = [ | |
| "conv2d.mlir", | |
| ] | |
| iree_check_single_backend_test_suite( | |
| name = "check_winograd_llvm-cpu_local-task", | |
| srcs = WINOGRAD_CONV_SRCS, | |
| compiler_flags = [ | |
| "--iree-preprocessing-pass-pipeline=builtin.module\\(func.func\\(iree-linalg-ext-convert-conv2d-to-winograd\\)\\)", | |
| "--iree-llvmcpu-target-cpu=generic", | |
| ], | |
| driver = "local-task", | |
| target_backend = "llvm-cpu", | |
| ) | |
| iree_check_single_backend_test_suite( | |
| name = "check_winograd_vulkan-spirv_vulkan", | |
| srcs = WINOGRAD_CONV_SRCS, | |
| compiler_flags = [ | |
| "--iree-preprocessing-pass-pipeline=builtin.module\\(func.func\\(iree-linalg-ext-convert-conv2d-to-winograd\\)\\)", | |
| ], | |
| driver = "vulkan", | |
| target_backend = "vulkan-spirv", | |
| ) | |
| CUDA_SRCS = enforce_glob( | |
| # keep sorted | |
| [ | |
| "conv2d.mlir", | |
| "fp_to_subbyte.mlir", | |
| "subbyte_to_fp.mlir", | |
| # currently only enabled on cuda as it can be slow on other backends. | |
| "large_linalg_matmul.mlir", | |
| "narrow_n_matmuls.mlir", | |
| "pack_i8.mlir", | |
| "softmax.mlir", | |
| "unpack.mlir", | |
| ], | |
| include = ["*.mlir"], | |
| exclude = [ | |
| "argmax.mlir", | |
| "fp4_f32_conversion.mlir", | |
| "gather_like_ops.mlir", | |
| "index.mlir", | |
| # https://github.com/llvm/llvm-project/issues/131386 causes | |
| # See bug #20294 | |
| "pack.mlir", | |
| "pack_dynamic_inner_tiles.mlir", | |
| "small_float_arith.mlir", | |
| ], | |
| ) | |
| iree_check_single_backend_test_suite( | |
| name = "check_large_linalg_matmul_cuda", | |
| srcs = CUDA_SRCS, | |
| driver = "cuda", | |
| tags = [ | |
| # CUDA cuInit fails with sanitizer on. | |
| "noasan", | |
| "nomsan", | |
| "notsan", | |
| "noubsan", | |
| "requires-gpu-nvidia", | |
| ], | |
| target_backend = "cuda", | |
| ) | |
| ROCM_SRCS = enforce_glob( | |
| # keep sorted | |
| [ | |
| "argmax.mlir", | |
| "conv2d.mlir", | |
| "fp4_f32_conversion.mlir", | |
| "fp_to_subbyte.mlir", | |
| "gather_like_ops.mlir", | |
| "index.mlir", | |
| "narrow_n_matmuls.mlir", | |
| "pack_i8.mlir", | |
| "small_float_arith.mlir", | |
| "softmax.mlir", | |
| "subbyte_to_fp.mlir", | |
| "unpack.mlir", | |
| ], | |
| include = ["*.mlir"], | |
| exclude = [ | |
| "large_linalg_matmul.mlir", | |
| # https://github.com/llvm/llvm-project/issues/131386 causes | |
| # See bug #20294 | |
| "pack.mlir", | |
| "pack_dynamic_inner_tiles.mlir", | |
| ], | |
| ) | |
| iree_check_single_backend_test_suite( | |
| name = "check_rocm_hip", | |
| # TODO(kuhar): Drop the timeout after we switch to testing on the actual gfx1250 chip. | |
| timeout = "moderate", | |
| srcs = ROCM_SRCS, | |
| compiler_flags = ["--iree-llvmgpu-enable-small-float-emulation"], | |
| driver = "hip", | |
| target_backend = "rocm", | |
| ) | |
| INDEX_SRCS = [ | |
| "index.mlir", | |
| ] | |
| iree_check_single_backend_test_suite( | |
| name = "check_index_llvm-cpu_local-task", | |
| srcs = INDEX_SRCS, | |
| compiler_flags = ["--iree-llvmcpu-target-cpu=generic"], | |
| driver = "local-task", | |
| tags = [ | |
| # indexing math generates illegal instructions for riscv | |
| "noriscv", | |
| ], | |
| target_backend = "llvm-cpu", | |
| ) | |
| ARGMAX_SRCS = [ | |
| "argmax.mlir", | |
| ] | |
| iree_check_single_backend_test_suite( | |
| name = "check_argmax_llvm-cpu_local-task", | |
| srcs = ARGMAX_SRCS, | |
| compiler_flags = ["--iree-llvmcpu-target-cpu=generic"], | |
| driver = "local-task", | |
| target_backend = "llvm-cpu", | |
| ) | |
| test_suite( | |
| name = "check", | |
| tests = [ | |
| ":check_argmax_llvm-cpu_local-task", | |
| ":check_index_llvm-cpu_local-task", | |
| ":check_large_linalg_matmul_cuda", | |
| ":check_llvm-cpu_local-task", | |
| ":check_vmvx_local-task", | |
| ":check_vulkan-spirv_vulkan", | |
| ":check_winograd_llvm-cpu_local-task", | |
| ":check_winograd_vulkan-spirv_vulkan", | |
| ], | |
| ) |