parallel_UT_rule.py

# Copyright (c) 2020 PaddlePaddle Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
#     http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.

import os
import platform

# mem=0 : It run 24 job each time in Single cases; 4 job each time in Multi cases; 5 job each time in exclusive cases
HIGH_PARALLEL_JOB_NEW = [
    'mask_util_test',
    'test_communicator_ps_gpu',
    'preprocess_local_imagenet',
    'test_nearest_interp_v2_mkldnn_op',
    'op_call_stack_test',
    'test_mkldnn_scale_matmul_fuse_pass',
    'bfloat16_gpu_test',
    'test_fc_gru_fuse_pass_cc',
    'device_worker_test',
    'test_custom_conj',
    'test_transpose_bf16_mkldnn_op',
    'test_container',
    'cpu_helper_test',
    'test_fake_init_op',
    'test_concat_int8_mkldnn_op',
    'test_lookup_table_dequant_op',
    'test_broadcast_shape',
    'test_program_to_string',
    'test_eager_deletion_dynamic_rnn_base',
    'test_global_var_getter_setter',
    'test_ifelse_basic',
    'test_get_set_flags',
    'dim_test',
    'test_py_reader_return_list',
    'test_fleet_meta_optimizer_base',
    'test_py_reader_error_msg',
    'scope_test',
    'buffered_allocator_test',
    'test_scaled_dot_product_attention',
    'prune_test',
    'test_chunk_eval_op',
    'test_static_analysis',
    'test_while_op',
    'test_runtime_and_compiletime_exception',
    'test_precision_recall_op',
    'test_get_inputs_outputs_in_block',
    'test_repeated_fc_relu_fuse_pass_cc',
    'test_mkldnn_matmul_op_output_fuse_pass',
    'cudnn_helper_test',
    'test_check_abi',
    'data_type_test',
    'test_asp_utils',
    'test_paddle_inference_api',
    'test_reference_count_pass_last_lived_ops',
    'test_op_support_gpu',
    'test_conditional_block_deprecated',
    'test_fleet_rolemaker_init',
    'test_pybind_interface',
    'test_io_save_load',
    'test_fusion_lstm_int8_mkldnn_op',
    'test_protobuf',
    'test_tdm_sampler_op',
    'test_transpose_int8_mkldnn_op',
    'test_transpose_mkldnn_op',
    'test_fleet_rolemaker_4',
    'to_string_test',
    'test_bilinear_interp_mkldnn_op',
    'test_split_bf16_mkldnn_op',
    'test_cpu_quantize_squash_pass',
    'test_batch_norm_act_fuse_pass',
    'test_mkldnn_op_inplace',
    'test_seqpool_concat_fuse_pass',
    'test_exception',
    'test_conv_batch_norm_mkldnn_fuse_pass',
    'test_sequence_last_step',
    'test_mkldnn_cpu_bfloat16_pass',
    'op_debug_string_test',
    'test_quant2_int8_mkldnn_pass',
    'test_layer',
    'test_sampling_id_op',
    'test_nce',
    'graph_helper_test',
    'test_layer_norm_mkldnn_op',
    'test_fleet_launch_async',
    'test_multi_gru_fuse_pass',
    'test_hash_op',
    'test_rpn_target_assign_op',
    'test_concat_bf16_mkldnn_op',
    'test_fc_lstm_fuse_pass_cc',
    'test_version',
    'gather_test',
    'test_reshape_bf16_op',
    'test_compat',
    'test_data_feeder',
    'cpu_vec_test',
    'test_distributed_strategy',
    'test_hsigmoid_op',
    'test_hooks',
    'test_fleet_base_2',
    'op_kernel_type_test',
    'test_layer_norm_bf16_mkldnn_op',
    'test_fleetrun',
    'cpu_info_test',
    'brpc_utils_test',
    'test_fusion_seqexpand_concat_fc_op',
    'test_dataset_voc',
    'test_analyzer_capi_exp_int',
    'test_post_training_quantization_resnet50',
    'cuda_helper_test',
    'test_conv_concat_relu_mkldnn_fuse_pass',
    'test_bf16_utils',
    'test_sum_bf16_mkldnn_op',
    'dense_table_test',
    'test_collective_optimizer',
    'test_origin_info',
    'test_dgc_optimizer',
    'test_avoid_twice_initialization',
    'test_reduce_bf16_mkldnn_op',
    'test_mkldnn_conv_bias_fuse_pass',
    'eigen_test',
    'reader_blocking_queue_test',
    'test_fusion_gru_op',
    'operator_test',
    'test_fusion_gru_int8_mkldnn_op',
    'test_cpu_bfloat16_pass',
    'test_multiprocess_dataloader_iterable_dataset_split',
    'test_scope',
    'test_analyzer_bfloat16_mobilenetv2',
    'test_fleet_rolemaker_2',
    'float16_test',
    'test_dpsgd_op',
    'test_conv_elementwise_add_mkldnn_fuse_pass',
    'test_crypto',
    'test_sgd_op_bf16',
    'test_analyzer_capi_exp_ner',
    'lite_subgraph_pass_tester',
    'test_tf32_cudnn',
    'threadpool_test',
    'test_cpu_quantize_pass',
    'test_analyzer_capi_exp_pd_tensor',
    'tuple_test',
    'test_analyzer_lac',
    'test_prune',
    'test_bilinear_interp_v2_mkldnn_op',
    'test_lod_tensor_array',
    'test_logging_utils',
    'test_fleet_nocvm_1',
    'stringprintf_test',
    'test_nearest_interp_mkldnn_op',
    'test_matmul_mkldnn_op',
    'test_debugger',
    'test_custom_attrs_jit',
    'test_lrn_mkldnn_op',
    'test_set_bool_attr',
    'version_test',
    'test_broadcast_to_op',
    'test_squared_mat_sub_fuse_pass',
    'test_fused_emb_seq_pool_op',
    'test_imperative_data_loader_exit_func',
    'test_feed_fetch_method',
    'test_protobuf_descs',
    'test_fleet_unitaccessor',
    'test_skip_layernorm_fuse_pass',
    'test_fs_interface',
    'test_gast_with_compatibility',
    'test_repeated_fc_relu_fuse_pass',
    'timer_test',
    'var_type_traits_test',
    'test_py_reader_sample_generator',
    'test_py_reader_sample_generator_deprecated',
    'test_conv2d_transpose_mkldnn_op',
    'test_fleet_runtime',
    'test_rnn_cudnn_params_packing',
    'test_mkldnn_placement_pass',
    'test_fc_elementwise_layernorm_fuse_pass_cc',
    'program_desc_test',
    'test_simplify_with_basic_ops_pass',
    'test_dygraph_mode_of_unittest',
    'gather_op_test',
    'test_trainer_desc',
    'test_matmul_bf16_mkldnn_op',
    'test_analyzer_seq_conv1',
    'test_fused_embedding_fc_lstm_op',
    'test_conv2d_transpose_bf16_mkldnn_op',
    'check_reduce_rank_test',
    'test_progressbar',
    'test_seed_op',
    'test_fc_bf16_mkldnn_op',
    'test_sequence_first_step',
    'test_fusion_lstm_mkldnn_op',
    'test_elementwise_add_bf16_mkldnn_op',
    'test_static_save_load_bf16',
    'test_elementwise_mul_bf16_mkldnn_op',
    'test_distributions',
    'operator_exception_test',
    'dropout_op_test',
    'test_gpu_package_without_gpu_device',
    'test_detection_map_op',
    'test_zeros_op',
    'test_launch_coverage',
    'test_mkldnn_conv_activation_fuse_pass',
    'test_inference_model_io',
    'test_fusion_repeated_fc_relu_op',
    'cudnn_desc_test',
    'test_beam_search_op',
    'test_var_conv_2d',
    'test_listen_and_serv_op',
    'test_dequantize_mkldnn_op',
    'test_analyzer_capi_exp_pd_threads',
    'test_selected_rows',
    'test_inference_api_deprecated',
    'test_data_generator',
    'test_deprecated_memory_optimize_interfaces_deprecated',
    'test_ir_skip_layernorm_pass',
    'test_multihead_matmul_fuse_pass',
    'test_lookup_table_bf16_op',
    'test_positive_negative_pair_op',
    'init_test',
    'test_tensorrt',
    'test_check_error',
    'test_program',
    'mmap_allocator_test',
    'test_reshape_transpose_matmul_mkldnn_fuse_pass',
    'test_downpoursgd_deprecated',
    'variable_test',
    'test_quantization_mkldnn_pass',
    'test_quantize_mkldnn_op',
    'test_create_op_doc_string',
    'test_analyzer_lexical_gru_bfloat16',
    'test_imperative_data_loader_process',
    'assign_op_test',
    'test_analyzer_capi_exp_xpu',
    'test_conv_bn_fuse_pass_cc',
    'test_recommender_system',
    'test_ones_op',
    'test_fc_mkldnn_op',
    'test_load_op_xpu',
    'test_pool2d_int8_mkldnn_op',
    'test_mul_int8_mkldnn_op',
    'test_scale_matmul_fuse_pass',
    'decorator_test',
    'test_collective_base',
    'test_multi_gru_mkldnn_op',
    'test_eager_deletion_conditional_block',
    'op_proto_maker_test',
    'test_mkldnn_op_nhwc',
    'test_fc_act_mkldnn_fuse_pass',
    'test_fleet_base_3',
    'test_query_op',
    'test_fleet_base_4',
    'save_load_op_test',
    'test_batch_sampler',
    'test_image_classification_layer',
    'test_fusion_gru_mkldnn_op',
    'graph_test',
    'test_ir_graph',
    'test_hapi_hub_model',
    'test_requantize_mkldnn_op',
    'test_depthwise_conv_mkldnn_pass',
    'test_fleet_metric_deprecated',
    'test_fc_fuse_pass_cc',
    'test_fleet',
    'test_executor_check_feed',
    'test_py_reader_lod_level_share',
    'nccl_context_test',
    'inlined_vector_test',
    'test_generate_proposal_labels_op',
    'test_analyzer_capi_exp_pd_config',
    'test_imperative_decorator',
    'test_npair_loss_op',
    'test_ps_dispatcher',
    'test_analyzer_rnn2',
    'test_multi_gru_seq_fuse_pass',
    'test_switch',
    'test_matmul_transpose_reshape_fuse_pass',
    'test_mkldnn_caching',
    'test_fetch_var',
    'op_compatible_info_test',
    'complex_test',
    'test_fleet_static_mp_layers_deprecated',
    'test_aligned_allocator',
    'test_sequence_topk_avg_pooling',
    'test_analyzer_lexical_gru',
    'test_broadcast_error',
    'test_context_manager',
    'test_registry',
    'brpc_service_sparse_sgd_test',
    'test_operator',
    'test_mkldnn_conv_concat_relu_mkldnn_fuse_pass',
    'test_collective_api_base',
    'test_entry_attr',
    'test_get_places_op',
    'test_softmax_mkldnn_op',
    'test_dynrnn_static_input',
    'auto_growth_best_fit_allocator_test',
    'test_batch_norm_mkldnn_op',
    'no_need_buffer_vars_inference_test',
    'test_fleet_cc',
    'test_download',
    'test_seqpool_cvm_concat_fuse_pass',
    'test_common_infer_shape_functions',
    'test_fusion_seqpool_concat_op',
    'test_op_compat_sensible_pass',
    'test_fs',
    'test_fc_rnn_mkldnn_fuse_pass',
    'split_test',
    'test_fusion_group_pass',
    'test_fusion_lstm_bf16_mkldnn_op',
    'test_executor_feed_non_tensor',
    'test_var_info_deprecated',
    'test_reducescatter',
    'test_fleet_ps',
    'test_check_import_scipy',
    'test_load_vars_shape_check',
    'test_nn_functional_embedding_static',
    'test_fleet_rolemaker_new',
    'test_imperative_base',
    'dist_multi_trainer_test',
    'test_post_training_quantization_lstm_model',
    'aes_cipher_test',
    'test_analyzer_zerocopytensor_tensor',
    'rw_lock_test',
    'exception_holder_test',
    'enforce_test',
    'ddim_test',
    'test_eager_deletion_padding_rnn',
    'test_is_test_pass',
    'test_fusion_seqconv_eltadd_relu_op',
    'node_test',
    'test_analyzer_text_classification',
    'test_seq_concat_fc_fuse_pass',
    'test_imperative_numpy_bridge',
    'test_adaptive_pool2d_convert_global_pass',
    'test_lookup_table_v2_bf16_op',
    'test_operator_desc',
    'test_elementwise_mul_mkldnn_op',
    'test_fetch_handler',
    'test_cpu_bfloat16_placement_pass',
    'test_match_matrix_tensor_op',
    'test_fleet_run_random_port',
    'test_mkldnn_matmul_transpose_reshape_fuse_pass',
    'test_op_version',
    'test_tdm_child_op',
    'test_imperative_group',
    'test_analyzer_capi_exp',
    'test_post_training_quantization_mobilenetv1',
    'test_load_op',
    'test_executor_and_use_program_cache',
    'op_registry_test',
    'test_create_global_var',
    'test_dispatch_jit',
    'table_test',
    'test_full_op',
    'test_recv_save_op',
    'test_fusion_lstm_op',
    'test_eager_deletion_recurrent_op',
    'brpc_service_dense_sgd_test',
    'op_tester',
    'test_eager_deletion_mnist',
    'test_infer_shape',
    'test_fleet_rolemaker',
    'test_entry_attr2',
    'test_monitor',
    'test_require_version',
    'test_function_spec',
    'test_image',
    'lod_tensor_test',
    'place_test',
    'test_fleet_launch_cloud',
    'test_conv2d_bf16_mkldnn_op',
    'scatter_test',
    'graph_to_program_pass_test',
    'test_lod_tensor_array_ops',
    'test_embedding_eltwise_layernorm_fuse_pass',
    'complex_gpu_test',
    'save_load_combine_op_test',
    'test_logger',
    'test_analyzer',
    'test_utils',
    'barrier_table_test',
    'test_memory_usage',
    'test_sysconfig',
    'reader_test',
    'test_conv_bias_mkldnn_fuse_pass_cc',
    'math_function_test',
    'beam_search_decode_op_test',
    'save_quant2_model_resnet50',
    'bfloat16_test',
    'test_scale_bf16_mkldnn_op',
    'test_fp16_utils',
    'test_cpu_quantize_placement_pass',
    'test_slice_var',
    'test_analyzer_ocr',
    'test_flags_use_mkldnn',
    'pass_test',
    'test_trainable',
    'test_sync_batch_norm_pass',
    'lodtensor_printer_test',
    'test_calc_gradient',
    'test_create_parameter',
    'test_infer_no_need_buffer_slots',
    'test_run_fluid_by_module_or_command_line',
    'test_boxps',
    'test_initializer',
    'test_fusion_squared_mat_sub_op',
    'test_desc_clone',
    'test_analyzer_mobilenet_depthwise_conv',
    'test_analyzer_pyramid_dnn',
    'errors_test',
    'test_name_scope',
    'var_type_inference_test',
    'test_const_value',
    'test_spawn_and_init_parallel_env',
    'unroll_array_ops_test',
    'op_version_registry_test',
    'test_cudnn_placement_pass',
    'cipher_utils_test',
    'test_program_code_deprecated',
    'test_save_model_without_var',
    'program_utils_test',
    'test_fleet_distributed_strategy',
    'test_hybrid_parallel_topology',
    'test_fleet_rolemaker_3',
    'test_conv_activation_mkldnn_fuse_pass',
    'test_fusion_gru_bf16_mkldnn_op',
    'test_model_cast_to_bf16',
    'test_quantize_transpiler',
    'conditional_block_op_test',
    'test_graph_pattern_detector',
    'test_fleet_fp16_allreduce_meta_optimizer',
    'test_unique_name',
    'test_multi_out_jit',
    'test_attention_lstm_op',
    'data_layout_transform_test',
    'test_conv2d_int8_mkldnn_op',
    'test_fusion_seqpool_cvm_concat_op',
    'save_quant2_model_gru',
    'test_generator',
    'test_sum_mkldnn_op',
    'test_fleet_util',
    'selected_rows_functor_test',
    'test_default_scope_funcs',
    'test_communicator_sync_deprecated',
    'test_communicator_half_async',
    'test_dynrnn_gradient_check',
    'test_pool2d_bf16_mkldnn_op',
    'test_framework_debug_str',
    'test_dist_fleet_ps2',
    'test_collective_scatter_api',
    'test_dist_oneps',
    'test_dist_tree_index',
    'test_dist_fleet_ps',
    'test_dist_fleet_a_sync_optimizer_sync',
    'test_dist_fleet_decay',
    'test_dist_fleet_simnet',
    'test_dist_sparse_load_ps1',
    'test_dist_fleet_ps7',
    'test_dist_sparse_tensor_load_adam',
    'test_dist_fleet_ps_gpu_ctr',
    'test_dist_op',
    'test_new_group_api',
    'test_dist_fleet_heter_base',
    'test_dist_fleet_heter_program',
    'test_dist_fleet_ctr',
    'test_collective_allreduce_api',
    'test_dataloader_unkeep_order_deprecated',
    'test_dataloader_keep_order_deprecated',
    'test_dist_se_resnext_sync',
    'test_dist_fleet_ps6',
    'test_dist_fleet_a_sync_optimizer_auto_async',
    'test_dist_fleet_a_sync_optimizer_auto',
    'test_dist_fleet_ps9',
    'test_dist_fleet_ps11',
    'test_dist_fleet_ps8',
    'test_dist_fleet_ps12',
    'test_collective_split_row_linear',
    'test_collective_reduce_api',
    'test_multiprocess_dataloader_exception',
    'test_collective_allgather_api',
    'test_collective_concat_api',
    'test_dist_fleet_ps10',
    'test_collective_split_embedding_none_divisible',
    'test_parallel_dygraph_dataparallel',
    'test_dist_fleet_ps3',
    'test_pipeline_parallel',
    'test_fleet_perf_test',
    'test_dist_fleet_ps5',
    'test_dist_fleet_sparse_embedding_ctr',
    'test_collective_broadcast_api',
    'retry_allocator_test',
    'test_parallel_dygraph_sparse_embedding',
    'test_dist_se_resnext_dgc',
    'test_dist_fleet_a_sync_optimizer_async',
    'test_gen_nccl_id_op',
    'test_auto_checkpoint',
    'test_collective_split_embedding',
    'test_parallel_dygraph_sparse_embedding_over_height',
    'test_dist_fleet_ps4',
    'test_collective_alltoall_api',
    'test_parallel_dygraph_mp_layers',
    'test_dist_fleet_geo_deprecated',
    'test_fleet_raw_program_meta_optimizer',
    'test_fleet_launch_ps',
    'test_dist_sparse_tensor_load_sgd_deprecated',
    'test_dist_fleet_a_sync_optimizer_auto_geo',
    'test_dist_lookup_sparse_table_fuse_ops',
    'test_dist_fleet_a_sync_optimizer_geo_deprecated',
    'test_multiprocess_dataloader_iterable_dataset_static',
    'test_dist_fleet_grad_clip',
    'test_dist_sparse_load_ps0',
    'test_collective_barrier_api',
    'test_parallel_dygraph_mnist',
    'test_new_group',
    'test_imperative_signal_handler',
    'test_parallel_dygraph_sharding_parallel',
    'test_dist_hapi_model',
    'test_dist_mnist_gradient_merge',
    'test_rnn_dp',
    'test_parallel_dygraph_no_sync',
    'test_parallel_dygraph_no_sync_gradient_check',
    'test_parallel_class_center_sample',
    'test_auto_parallel_data_unshard_deprecated',
    'small_vector_test',
    'scope_guard_test',
    'cinn_cache_key_test',
    'test_generate_pass_cc',
    'cinn_compiled_object_test',
    'cinn_runner_test',
    'test_build_cinn_pass',
    'cost_model_test',
    'device_event_test',
    'test_fused_layernorm_residual_dropout_bias',
    'test_mkldnn_quantizer',
    'test_fused_residual_dropout_bias',
    'paddle_infer_api_errors_test',
    'test_fused_dropout_act_bias',
    'test_analyzer_lexical_gru_int8',
    'workqueue_test',
    'feed_forward_test',
    'test_analyzer_lexical_gru_int8_multi_gru',
    'test_pow2_warmup_op',
    'test_dlpack',
    'test_ops_roi_align',
    'test_auto_parallel_parallelizer_deprecated',
    'test_ops_roi_pool',
    'test_backward_infer_var_data_type_shape_deprecated',
    'test_auto_parallel_completion_deprecated',
    'test_cuda_device_count',
    'test_cuda_device_name_capability',
    'test_auto_parallel_completion_gpt_deprecated',
    'test_class_center_sample_op',
    'test_dataset_consistency_inspection',
    'test_cuda_empty_cache',
    'test_cuda_graph',
    'test_cuda_graph_static_mode',
    'test_disable_signal_handler',
    'test_eig_op',
    'test_eigh_op',
    'test_determinant_op',
    'test_executor_check_fetch_list',
    'test_functional_conv1d_transpose',
    'test_functional_conv1d',
    'test_get_device_properties',
    'test_fill_diagonal_tensor_op',
    'test_linalg_cond',
    'test_memory_analysis',
    'test_matrix_rank_op',
    'test_merged_momentum_op',
    'test_parallel_dygraph_dataparallel_cpuonly',
    'test_eigvals_op',
    'test_sparse_attention_op',
    'test_auto_parallel_partitioner',
    'test_signal',
    'test_auto_parallel_reshard_deprecated',
    'test_auto_parallel_reshard_mppp_deprecated',
    'test_auto_parallel_partitioner_gpt',
    'test_auto_parallel_reshard_serial_deprecated',
    'test_auto_parallel_reshard_dpmppp_deprecated',
    'test_clip_mkldnn_op',
    'test_elementwise_sub_mkldnn_op',
    'test_flatten_mkldnn_op',
    'test_slice_mkldnn_op',
    'test_ir_generate_pass',
    'test_ir_subgraph_python_interface',
    'test_trt_convert_concat',
    'test_trt_convert_gather_nd',
    'test_trt_convert_multihead_matmul',
    'test_trt_convert_reduce_sum',
    'save_quant2_model_lstm',
    'test_trt_convert_slice',
    'test_quant2_int8_lstm_mkldnn',
]

# mem=0 but always timeout or failed : It run 15 job each time in Single cases;
SECONDARY_HIGH_PARALLEL_JOB_NEW = [
    'test_dataset_conll05',
    'test_conv3d_mkldnn_op',
    'test_matrix_nms_op',
    'test_data',
    'test_analyzer_paddletensor_tensor',
    'test_linear_chain_crf_op',
    'test_analyzer_multi_model_prediction',
    'test_default_dtype',
    'device_context_test',
    'test_analyzer_googlenet',
    'jit_kernel_test',
    'profiler_test',
    'preprocess_local_pascalvoc',
    'test_conv2d_transpose_layer',
    'test_analyzer_int8_googlenet',
    'test_analyzer_seq_pool1_compare_determine',
    'save_quant2_model_ernie',
    'test_dataset_uci_housing',
    'test_dataset_download',
    'test_quant_int8_mobilenetv1_mkldnn',
    'test_crf_decoding_op',
    'test_conv3d_transpose_layer',
    'test_quant2_int8_mobilenetv1_mkldnn',
    'test_softmax_bf16_mkldnn_op',
    'test_quant2_int8_resnet50_range_mkldnn',
    'test_pool2d_mkldnn_op',
    'test_flags_mkldnn_ops_on_off',
    'test_c_comm_init_op',
    'test_uniform_random_bf16_op',
    'test_custom_concat',
    'test_weight_quantization_mobilenetv1',
    'test_concat_mkldnn_op',
    'test_gaussian_random_mkldnn_op',
    'test_dataset_imikolov',
    'test_analyzer_rnn1',
    'test_conv2d_mkldnn_op',
    'test_conv3d_layer',
    'test_error_clip',
    'selected_rows_test',
    'test_static_save_load_large',
    'test_bipartite_match_op',
    'test_conv2d_layer_deprecated',
    'test_split_plugin',
    'test_analyzer_small_dam',
    'test_analyzer_capi_exp_gpu',
    'test_quant2_int8_resnet50_channelwise_mkldnn',
    'test_directory_migration',
    'test_elementwise_add_mkldnn_op',
    'test_quant_int8_googlenet_mkldnn',
    'test_callback_early_stop',
]

# mem=0 but always timeout or failed : It run 12 job each time in Single cases;
THIRD_HIGH_PARALLEL_JOB_NEW = [
    'test_api_impl',
    'test_analyzer_seq_pool1_fuse_compare_zero_copy',
    'test_analyzer_seq_pool1_profile',
    'test_analyzer_mobilenet_transpose',
    'test_analyzer_resnet50',
    'test_analyzer_openvino_resnet50',
    'test_analyzer_int8_resnet50',
    'test_analyzer_int8_mobilenetv2',
    'test_analyzer_bfloat16_resnet50',
    'test_analyzer_bfloat16_mobilenetv1',
    'test_analyzer_int8_mobilenet_ssd',
    'test_dataset_cifar',
    'test_dataset_imdb',
    'test_dataset_movielens',
    'test_datasets',
    'test_allgather',
    'test_c_concat',
    'test_c_split',
    'test_collective_reduce',
    'test_cyclic_cifar_dataset',
    'test_dyn_rnn',
    'test_multiclass_nms_op',
    'test_communicator_geo_deprecated',
    'test_quant_int8_mobilenetv2_mkldnn',
    'test_analyzer_seq_pool1',
    'test_analyzer_transformer_deprecated',
    'test_analyzer_transformer_profile_deprecated',
    'test_analyzer_int8_mobilenetv1',
    'test_analyzer_bfloat16_googlenet',
    'test_analyzer_quant_performance_benchmark',
    'test_dataset_wmt',
    'test_allreduce',
    'test_broadcast',
    'test_c_identity',
    'test_collective_sendrecv_api',
    'test_fleet_utils_deprecated',
    'test_fused_elemwise_activation_op',
    'test_group_norm_op',
    'test_fleet_launch_nproc',
    'test_quant_int8_resnet50_mkldnn',
    'test_quant2_int8_ernie_mkldnn',
    'convert_model2dot_ernie',
]

# mem != 0: It run 7 job each time in Single cases; 4 job each time in Multi cases; 3 job each time in exclusive cases
FOURTH_HIGH_PARALLEL_JOB_NEW = [
    'test_meshgrid_op',
    'test_word2vec',
    'test_analyzer_ner',
    'test_fetch_lod_tensor_array',
    'test_adagrad_op_v2',
    'test_fused_conv2d_add_act_op',
    'test_hapi_amp',
    'test_metrics',
    'test_clip_by_norm_op',
    'test_lr_scheduler',
    'test_generate_proposals_op',
    'test_masked_select_op',
    'test_imperative_ocr_attention_model',
    'test_sentiment',
    'test_chunk_op',
    'test_memcpy_op',
    'test_warpctc_op',
    'test_row_conv_op',
    'test_grid_sample_function',
    'test_rnn_nets',
    'test_pad3d_op',
    'test_imperative_mnist_sorted_gradient',
    'tensor_test',
    'test_tensorrt_engine_op',
    'test_dot_op',
    'test_real_imag_op',
    'test_adam_optimizer_fp32_fp64',
    'test_reduce_op',
    'test_density_prior_box_op',
    'test_top_k_op',
    'test_grid_generator',
    'test_randn_op',
    'test_activation_mkldnn_op',
    'test_pad_op',
    'test_lstmp_op',
    'test_loop',
    'test_pylayer_op',
    'data_device_transform_test',
    'test_trt_roi_align_op',
    'test_nn_functional_hot_op',
    'test_top_k_v2_op',
    'test_crop_op',
    'test_conv_bn_fuse_pass',
    'test_beam_search_decode_op',
    'test_auc_op',
    'test_pool2d_op',
    'test_gaussian_random_op',
    'test_maximum_op',
    'test_rnn_cell_api',
    'device_code_test',
    'test_cos_sim_op',
    'test_lite_tensor_utils',
    'test_fit_a_line',
    'test_mish_op',
    'test_transpose_op',
    'test_conv3d_transpose_op',
    'test_jit_save_load',
    'test_unsqueeze2_op',
    'test_eager_deletion_while_op',
    'test_zeros_like_op',
    'test_c_embedding_op',
    'test_regularizer',
    'zero_copy_tensor_test',
    'test_tensor_shape',
    'test_resnet',
    'test_resnet_amp',
    'test_dygraph_weight_norm',
    'test_tracer',
    'test_list',
    'test_adaptive_avg_pool1d',
    'test_elementwise_div_op',
    'test_conv1d_transpose_layer',
    'test_adamw_op',
    'test_temporal_shift_op',
    'test_naive_best_fit_gpu_memory_limit',
    'dlpack_tensor_test',
    'test_elementwise_max_op',
    'test_typing',
    'test_asp_pruning_2d_greedy',
    'test_fake_dequantize_op',
    'test_crop_tensor_op',
    'test_imperative_load_static_param',
    'test_imperative_qat_user_defined',
    'test_anchor_generator_op',
    'test_prepare_op',
    'test_conj_op',
    'test_imperative_hook_for_layer',
    'test_roi_pool_op',
    'test_strided_slice_op',
    'test_norm_all',
    'test_weight_decay',
    'test_functional_conv2d',
    'test_functional_conv3d_transpose',
    'test_imperative_layer_trainable',
    'test_imperative_data_parallel',
    'test_digamma_op',
    'test_distribution',
    'test_box_clip_op',
    'custom_tensor_test',
    'test_dataloader_early_reset_deprecated',
    'test_gather_nd_op',
    'test_tensor_register_hook',
    'test_retain_graph',
    'test_network_with_dtype',
    'test_basic_api_transformation',
    'test_lod_array_length_op',
    'test_reinforcement_learning',
    'test_softmax_op',
    'test_fc_fuse_pass',
    'test_adaptive_max_pool2d',
    'test_inverse_op',
    'test_declarative',
    'test_imperative_double_grad',
    'test_tensor_methods',
    'test_pool1d_api',
    'system_allocator_test',
    'test_print',
    'test_tensor_type_promotion',
    'test_bce_with_logits_loss',
    'test_tensor',
    'test_cross_op',
    'concat_test',
    'test_ast_util',
    'test_pairwise_distance',
    'test_imperative_mnist',
    'test_beam_search_decoder',
    'test_build_strategy_fusion_group_pass',
    'test_dygraph_spectral_norm',
    'test_scale_mkldnn_op',
    'test_load_state_dict_from_old_format',
    'test_lookup_table_v2_op',
    'test_op_converter',
    'test_mixed_vector',
    'test_roi_align_op',
    'test_pad_constant_like',
    'test_mul_op',
    'test_spectral_norm_op',
    'test_transformer',
    'test_for_enumerate',
    'test_variable_trans_func',
    'test_quantize_transpiler_v2',
    'test_im2sequence_op',
    'test_reader_reset_deprecated',
    'test_one_hot_op',
    'test_adaptive_max_pool1d',
    'test_label_smooth_op',
    'test_cast',
    'test_parallel_dygraph_sync_batch_norm',
    'test_collect_fpn_proposals_op',
    'test_expand_as_v2_op',
    'test_device',
    'test_code_generator',
    'test_asp_pruning_2d_best',
    'test_fleet_with_asp',
    'test_pool2d_api',
    'test_mean_op',
    'test_is_tensor',
    'test_run_program_op',
    'test_cuda_random_seed',
    'test_linear_interp_op',
    'tensor_util_test',
    'test_median',
    'test_nanmedian',
    'test_linear',
    'test_imperative_qat_amp',
    'test_truncated_gaussian_random_op_deprecated',
    'test_lstm_cudnn_op',
    'copy_same_tensor_test',
    'test_squeeze2_op',
    'naive_best_fit_allocator_test',
    'test_model',
    'test_py_reader_combination',
    'test_prior_box_op',
    'test_matmul_v2_mkldnn_op',
    'test_sum_op',
    'test_paddle_imperative_double_grad',
    'test_norm_op',
    'test_pool3d_api',
    'test_imperative_gan',
    'test_sequence_softmax_op',
    'test_rand_op',
    'test_expand_v2_op',
    'test_word2vec_book',
    'test_histogram_op',
    'test_min_op',
    'test_mse_loss',
    'test_sign_op',
    'selected_rows_functor_gpu_test',
    'test_fleet_base',
    'test_logsumexp',
    'test_detection',
    'test_image_classification_fp16',
    'test_random_seed',
    'test_op_function_generator',
    'test_unique_with_counts',
    'test_complex_elementwise_layers',
    'test_array_read_write_op',
    'test_fusion_group_op',
    'test_imperative_layer_apply',
    'test_executor_return_tensor_not_overwriting',
    'test_optimizer_in_control_flow',
    'test_lookup_table_op',
    'test_randint_op',
    'test_randint_like',
    'test_convert_call',
    'test_sigmoid_cross_entropy_with_logits_op',
    'copy_cross_scope_test',
    'test_normalization_wrapper',
    'test_flip',
    'test_cosine_similarity_api',
    'test_cumsum_op',
    'test_range',
    'test_log_loss_op',
    'test_where_index',
    'test_tril_triu_op',
    'test_lod_reset_op',
    'test_lod_tensor',
    'test_addmm_op',
    'test_index_select_op',
    'test_index_add_op',
    'test_nvprof',
    'test_index_sample_op',
    'test_unstack_op',
    'test_increment',
    'strided_memcpy_test',
    'test_trt_dynamic_shape_transformer_prune',
    'test_trt_dynamic_shape',
    'test_mnist',
    'test_convert_operators',
    'test_fill_any_like_op',
    'test_fill_constant_op',
    'test_callback_reduce_lr_on_plateau',
    'test_tile_op',
    'test_logical',
    'test_deformable_conv_op',
    'test_elementwise_add_grad_grad',
    'test_simple_rnn_op',
    'test_batch_norm_op_v2',
    'test_custom_relu_op_jit',
    'test_math_op_patch_var_base',
    'test_se_resnet',
    'test_device_guard',
    'test_elementwise_div_grad_grad',
    'test_minus_op',
    'test_shard_index_op',
    'test_momentum_op',
    'test_modelaverage',
    'test_compare_reduce_op',
    'test_affine_grid_op',
    'test_allclose_layer',
    'test_elementwise_pow_op',
    'test_trt_subgraph_pass',
    'test_adaptive_avg_pool2d',
    'test_functional_conv3d',
    'test_executor_and_mul',
    'test_kron_op',
    'test_cast_mkldnn_op',
    'test_imperative_auto_prune',
    'allocator_facade_frac_flags_test',
    'test_fill_zeros_like_op',
    'test_gather_tree_op',
    'test_elementwise_mul_op',
    'test_cycle_gan',
    'test_bitwise_op',
    'test_uniform_random_op',
    'trt_split_converter_test',
    'test_huber_loss_op',
    'test_slice',
    'test_label_smooth_functional',
    'test_imperative_optimizer_v2',
    'test_len',
    'test_imperative_named_members',
    'test_elementwise_min_op',
    'test_flatten2_op',
    'test_param_guard',
    'test_imperative_ptb_rnn',
    'test_batch_fc_op',
    'test_Tensor_type',
    'test_complex_getitem',
    'lod_tensor_gpu_test',
    'im2col_test',
    'test_unbind_op',
    'test_imperative_ptq',
    'test_auc_single_pred_op',
    'test_imperative_reinforcement',
    'test_tf32_cublas',
    'test_return',
    'test_py_reader_push_pop',
    'test_lstm',
    'test_dygraph_mnist_fp16',
    'test_shuffle_channel_op',
    'test_partial_concat_op',
    'test_fill_zeros_like2_op',
    'test_deformable_conv_v1_op',
    'test_complex_grad_accumulated',
    'test_sequence_mask',