## 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 """Defines e2e model tests on benchmark models.""" from typing import List from dataclasses import dataclass import dataclasses import enum from e2e_test_framework.definitions import common_definitions, iree_definitions from e2e_test_framework.models import tflite_models from benchmark_suites.iree import ( riscv_benchmarks, x86_64_benchmarks, armv8_a_benchmarks, module_execution_configs, ) class CMakePlatform(enum.Enum): """Enum of CMake system platform string.""" ANDROID_ARMV8_A = "arm_64-Android" LINUX_RISCV32 = "riscv_32-Linux" LINUX_RISCV64 = "riscv_64-Linux" LINUX_X86_64 = "x86_64-Linux" # Compile config used for each CMake system platform. PLATFORM_COMPILE_CONFIG_MAP = { CMakePlatform.ANDROID_ARMV8_A: armv8_a_benchmarks.Android_ARMv8_A_Benchmarks.DT_UK_COMPILE_CONFIG, CMakePlatform.LINUX_RISCV32: riscv_benchmarks.Linux_RV32_Benchmarks.DEFAULT_COMPILE_CONFIG, CMakePlatform.LINUX_RISCV64: riscv_benchmarks.Linux_RV64_Benchmarks.DEFAULT_COMPILE_CONFIG, CMakePlatform.LINUX_X86_64: x86_64_benchmarks.Linux_x86_64_Benchmarks.CASCADELAKE_DT_UK_COMPILE_CONFIG, } @dataclass(frozen=True) class ModelTestConfig(object): """Defines an e2e model test to run by iree-run-module.""" # Test name shown in the test rule. name: str imported_model: iree_definitions.ImportedModel execution_config: iree_definitions.ModuleExecutionConfig # Either a string literal or a file path. expected_output: str # Platforms to ignore this test. unsupported_platforms: List[CMakePlatform] = dataclasses.field(default_factory=list) # Platforms to expect this test failed. xfail_platforms: List[CMakePlatform] = dataclasses.field(default_factory=list) # Extra flags for `iree-run-module`. extra_test_flags: List[str] = dataclasses.field(default_factory=list) TEST_CONFIGS = [ # mobilenet_v1_fp32_correctness_test ModelTestConfig( name="mobilenet_v1_fp32_correctness_test", imported_model=iree_definitions.ImportedModel.from_model( tflite_models.MOBILENET_V1 ), execution_config=module_execution_configs.ELF_LOCAL_SYNC_CONFIG, expected_output="mobilenet_v1_fp32_expected_output.txt", unsupported_platforms=[ CMakePlatform.LINUX_RISCV32, CMakePlatform.ANDROID_ARMV8_A, ], ), # efficientnet_int8_correctness_test ModelTestConfig( name="efficientnet_int8_correctness_test", imported_model=iree_definitions.ImportedModel.from_model( tflite_models.EFFICIENTNET_INT8 ), execution_config=module_execution_configs.ELF_LOCAL_SYNC_CONFIG, expected_output="efficientnet_int8_expected_output.txt", unsupported_platforms=[ CMakePlatform.ANDROID_ARMV8_A, CMakePlatform.LINUX_RISCV32, CMakePlatform.LINUX_RISCV64, ], ), # deeplab_v3_fp32_correctness_test ModelTestConfig( name="deeplab_v3_fp32_correctness_test", imported_model=iree_definitions.ImportedModel.from_model( tflite_models.DEEPLABV3_FP32 ), execution_config=module_execution_configs.ELF_LOCAL_SYNC_CONFIG, expected_output="https://storage.googleapis.com/iree-model-artifacts/deeplab_v3_fp32_input_0_expected_output.npy", extra_test_flags=["--expected_f32_threshold=0.001"], unsupported_platforms=[ CMakePlatform.LINUX_RISCV32, CMakePlatform.LINUX_RISCV64, ], ), # person_detect_int8_correctness_test ModelTestConfig( name="person_detect_int8_correctness_test", imported_model=iree_definitions.ImportedModel.from_model( tflite_models.PERSON_DETECT_INT8 ), execution_config=module_execution_configs.ELF_LOCAL_SYNC_CONFIG, expected_output="1x2xi8=[72 -72]", unsupported_platforms=[CMakePlatform.ANDROID_ARMV8_A], ), ]