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parallel_UT_rule.py
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parallel_UT_rule.py
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# 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 sys
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_fleet_amp_meta_optimizer',
'test_mkldnn_scale_matmul_fuse_pass',
'bfloat16_gpu_test',
'test_fc_gru_fuse_pass_cc',
'device_worker_test',
'test_custom_conj',
'save_load_util_test',
'infer_io_utils_tester',
'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_generate_mask_labels_op',
'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_fleet_lars_meta_optimizer',
'test_while_op',
'test_runtime_and_compiletime_exception',
'test_precision_recall_op',
'test_get_inputs_outputs_in_block',
'test_lite_engine_op',
'test_repeated_fc_relu_fuse_pass_cc',
'test_mkldnn_matmul_op_output_fuse_pass',
'cudnn_helper_test',
'test_check_abi',
'data_type_test',
'test_recurrent_op',
'test_asp_utils',
'test_paddle_inference_api',
'test_reference_count_pass_last_lived_ops',
'test_op_support_gpu',
'test_conditional_block',
'test_fleet_rolemaker_init',
'test_pybind_interface',
'test_io_save_load',
'test_split_and_merge_lod_tensor_op',
'test_fusion_lstm_int8_mkldnn_op',
'test_benchmark',
'test_protobuf',
'test_tdm_sampler_op',
'test_teacher_student_sigmoid_loss_op',
'test_transpose_int8_mkldnn_op',
'test_transpose_mkldnn_op',
'test_fleet_rolemaker_4',
'to_string_test',
'test_c_comm_init_all_op',
'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_analyzer_save_model',
'test_exception',
'test_fc_lstm_fuse_pass',
'test_similarity_focus_op',
'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_static_shape_inferrence_for_shape_tensor',
'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_mkldnn_inplace_fuse_pass',
'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',
'test_unsqueeze2_eltwise_fuse_pass_cc',
'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',
'cow_ptr_tests',
'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_fleet_ascend_utils',
'test_fused_emb_seq_pool_op',
'test_imperative_data_loader_exit_func',
'test_feed_fetch_method',
'test_protobuf_descs',
'test_fleet_unitaccessor',
'test_sequence_scatter_op',
'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_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_shrink_rnn_memory',
'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', #'heter_listen_and_server_test',
'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_fleet_sharding_meta_optimizer',
'test_inference_api',
'test_mkldnn_inplace_pass',
'test_data_generator',
'test_deprecated_memory_optimize_interfaces',
'test_ir_skip_layernorm_pass',
'broadcast_op_test',
'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_communicator_async',
'test_downpoursgd',
'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',
'test_fleet_graph_executor',
'decorator_test',
'test_collective_base',
'test_lod_rank_table',
'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_basic_rnn_name',
'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',
'test_fc_fuse_pass_cc',
'test_fleet_private_function',
'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_locality_aware_nms_op',
'test_imperative_decorator',
'test_npair_loss_op',
'test_ps_dispatcher',
'test_analyzer_rnn2',
'test_multi_gru_seq_fuse_pass',
'test_filter_by_instag_op',
'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',
'test_aligned_allocator',
'test_analyzer_transformer_fuse',
'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',
'test_bpr_loss_op',
'no_need_buffer_vars_inference_test',
'test_fleet_cc',
'test_download',
'test_fleet_recompute_meta_optimizer',
'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',
'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_mine_hard_examples_op',
'test_post_training_quantization_lstm_model',
'aes_cipher_test',
'test_analyzer_zerocopytensor_tensor',
'rw_lock_test',
'exception_holder_test',
'enforce_test',
'test_rnn_memory_helper_op',
'ddim_test',
'test_eager_deletion_padding_rnn',
'test_is_test_pass',
'test_fusion_seqconv_eltadd_relu_op',
'test_fleet_localsgd_meta_optimizer',
'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_fleet_lamb_meta_optimizer',
'test_op_version',
'fused_broadcast_op_test',
'stringpiece_test',
'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',
'test_parallel_executor_run_load_infer_program',
'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',
'test_analyzer_detect_functional_mkldnn',
'errors_test',
'test_name_scope',
'var_type_inference_test',
'test_const_value',
'test_spawn_and_init_parallel_env',
'test_fleet_gradient_scale',
'unroll_array_ops_test',
'test_fc_gru_fuse_pass',
'op_version_registry_test',
'test_cudnn_placement_pass',
'cipher_utils_test',
'test_program_code',
'test_save_model_without_var',
'program_utils_test',
'test_fleet_distributed_strategy',
'test_hybrid_parallel_topology',
'test_ascend_trigger',
'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_fleet_gradient_merge_meta_optimizer',
'test_graph_pattern_detector',
'test_fleet_fp16_allreduce_meta_optimizer',
'test_unique_name',
'test_multi_out_jit',
'test_attention_lstm_op',
'test_mkldnn_quantizer_config',
'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',
'test_fleet_dgc_meta_optimizer',
'selected_rows_functor_test',
'test_default_scope_funcs',
'test_communicator_sync',
'test_communicator_half_async',
'test_dynrnn_gradient_check',
'test_pool2d_bf16_mkldnn_op',
'test_table_printer',
'test_framework_debug_str',
'test_dist_fleet_ps2',
'test_collective_scatter_api',
'test_dist_sparse_tensor_load_ftrl',
'test_dist_mnist_dgc_nccl',
'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_mnist_fleet_save',
'test_dist_fleet_ps7',
'test_dist_mnist_fleetapi',
'test_dist_sparse_tensor_load_adam',
'test_dist_fleet_ps_gpu_ctr',
'test_dist_mnist_ring_allreduce',
'test_dist_op',
'test_new_group_api',
'test_dist_fleet_heter_base',
'test_collective_split_col_linear',
'test_parallel_executor_mnist',
'test_dist_fleet_ctr2',
'test_dist_fleet_heter_program',
'test_dist_fleet_ctr',
'test_collective_allreduce_api',
'test_dataloader_unkeep_order',
'test_dataloader_keep_order',
'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_raw_program_optimizer_fuse_allreduce',
'test_dist_fleet_ps11',
'test_dist_fleet_ps8',
'test_dist_mnist_fp16_allreduce',
'test_dist_fleet_ps12',
'test_collective_split_row_linear',
'test_collective_reduce_api',
'test_multiprocess_dataloader_exception',
'test_collective_allgather_api',
'test_dist_fleet_ps10',
'test_dist_sparse_tensor_load_rmsprop',
'test_collective_split_embedding_none_divisible',
'test_parallel_dygraph_dataparallel',
'test_fleet_graph_execution_meta_optimizer',
'test_dist_fleet_ps3',
'test_dist_mnist_pg',
'test_pipeline_parallel',
'test_dist_fleet_ps5',
'test_dist_fleet_sparse_embedding_ctr',
'test_collective_broadcast_api',
'retry_allocator_test',
'test_dist_mnist_backward_deps',
'test_dist_mnist_multi_comm',
'test_dist_allreduce_op',
'test_parallel_dygraph_sparse_embedding',
'test_dist_se_resnext_dgc',
'test_dist_sharding_save',
'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_sparse_tensor_load_momentum',
'test_dist_fleet_ps4',
'test_collective_alltoall_api',
'test_dist_fleet_raw_program_optimizer',
'test_parallel_dygraph_mp_layers',
'test_dist_fleet_geo',
'test_fleet_raw_program_meta_optimizer',
'test_sync_batch_norm_op',
'test_dist_mnist_batch_merge',
'test_fleet_launch_ps',
'test_dist_sparse_tensor_load_sgd',
'test_dist_fleet_a_sync_optimizer_auto_geo',
'test_dist_lookup_sparse_table_fuse_ops',
'test_dist_fleet_a_sync_optimizer_geo',
'test_multiprocess_dataloader_iterable_dataset_static',
'test_dist_fleet_grad_clip',
'test_fleet_pipeline_meta_optimizer_with_recompute',
'test_dist_sparse_load_ps0',
'test_collective_barrier_api',
'test_fleet_pipeline_meta_optimizer',
'test_parallel_dygraph_mnist',
'test_dist_sparse_tensor_load_adagrad',
'test_new_group',
'test_imperative_signal_handler',
'test_parallel_dygraph_sharding_parallel',
'test_dist_hapi_model',
'test_dist_mnist_gradient_merge',
'test_ir_pass_pipeline',
'test_rnn_dp',
'test_parallel_dygraph_no_sync',
'test_parallel_dygraph_no_sync_gradient_check',
'test_hybrid_parallel_inference_helper',
'test_parallel_class_center_sample',
'test_auto_parallel_data_unshard',
'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',
'test_ops_roi_pool',
'test_backward_infer_var_data_type_shape',
'test_auto_parallel_completion',
'test_cuda_device_count',
'test_cuda_device_name_capability',
'test_auto_parallel_completion_gpt',
'test_class_center_sample_op',
'test_dataset_consistency_inspection',
'test_cuda_empty_cache',
'test_cuda_graph',
'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_executor_run_cinn',
'test_parallel_dygraph_dataparallel_cpuonly',
'test_eigvals_op',
'test_sparse_attention_op',
'test_auto_parallel_partitioner',
'test_signal',
'test_auto_parallel_reshard',
'test_auto_parallel_reshard_mppp',
'test_auto_parallel_partitioner_gpt',
'test_fleet_hybrid_meta_optimizer',
'test_auto_parallel_reshard_serial',
'test_auto_parallel_reshard_dpmppp',
'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_parallel_executor_seresnext_with_fuse_all_reduce_cpu',
'test_dataset_uci_housing',
'test_parallel_executor_seresnext_base_cpu',
'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_retinanet_detection_output',
'test_concat_mkldnn_op',
'test_gaussian_random_mkldnn_op',
'test_parallel_executor_seresnext_with_reduce_cpu',
'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',
'test_analyzer_seq_pool1_fuse_statis',
'test_split_plugin',
'test_analyzer_small_dam',
'test_analyzer_capi_exp_gpu',
'test_quant2_int8_resnet50_channelwise_mkldnn',
'test_analyzer_bert',
'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_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',
'test_quant_int8_mobilenetv2_mkldnn', 'test_analyzer_seq_pool1',
'test_analyzer_transformer', 'test_analyzer_transformer_profile',
'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',
'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_conv2d_fusion_op', 'test_hapi_amp', 'test_metrics',
'test_clip_by_norm_op', 'test_lr_scheduler', 'test_generate_proposals_op',
'test_masked_select_op', 'test_trt_anchor_generator_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_lac', '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_ir_inplace_pass',
'test_cos_sim_op', 'test_lite_tensor_utils', 'test_fit_a_line',
'test_mish_op', 'test_transpose_op', 'test_mean_iou',
'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_sequence_concat', 'test_adaptive_avg_pool1d',
'test_elementwise_div_op', 'test_conv1d_transpose_layer', 'test_adamw_op',
'trt_fc_prelu_test', '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_if_else_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_marker_op', 'test_dataloader_early_reset',
'test_gather_nd_op', 'test_tensor_register_hook', 'test_retain_graph',
'test_network_with_dtype', 'test_basic_api_transformation', 'test_diag',
'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_proximal_adagrad_op', '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_margin_rank_loss_op', 'test_lookup_table_v2_op',
'test_mix_precision_all_reduce_fuse', 'test_spp_op', 'test_op_converter',
'mixed_vector_test', '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_squared_l2_distance_op', 'test_quantize_transpiler_v2',
'test_im2sequence_op', 'test_reader_reset', 'test_one_hot_op',
'test_adaptive_max_pool1d', 'test_label_smooth_op',
'test_parallel_executor_fetch_feed', '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',
'test_fuse_all_reduce_pass', 'tensor_util_test', 'test_median',
'test_nanmedian', 'test_linear', 'test_imperative_qat_amp',
'test_truncated_gaussian_random_op', '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_target_assign_op',
'test_trt_dynamic_shape_transformer_prune',
'test_box_decoder_and_assign_op', '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_bicubic_interp_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_dygraph_recompute', '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_parallel_executor_transformer_auto_growth',
'test_bitwise_op', 'test_uniform_random_op', 'trt_split_converter_test',
'test_huber_loss_op', 'test_slice', 'test_label_smooth_functional',
'test_conv_shift_op', 'test_imperative_optimizer_v2', 'test_len',
'test_imperative_named_members', 'test_sequence_reshape',
'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', 'test_fill_op',
'test_imperative_deepcf', 'test_reorder_lod_tensor', 'test_multiply',
'test_partial_program', 'test_fetch_feed', 'test_group',
'test_trt_reduce_sum_op', 'data_type_transform_test', 'test_gru_rnn_op',
'test_cudnn_grucell', 'test_argsort_op', 'test_batch_norm_op',
'test_inplace', 'test_deprecated_decorator', 'test_complex_cast',
'test_diag_v2', 'test_iou_similarity_op',
'test_inplace_auto_generated_apis', 'test_dataset', 'test_bilinear_api',
'test_empty_like_op', 'test_imperative_layer_children', 'nccl_op_test',
'test_tree_conv_op', 'test_share_data_op',
'test_ir_memory_optimize_transformer', 'test_lod_append_op',
'test_math_op_patch', 'test_base_layer', 'test_dequantize_log_op',
'test_complex_matmul', 'test_prelu_op', 'test_l1_norm_op',
'test_rmsprop_op', 'test_fuse_bn_act_pass', 'test_inplace_addto_strategy',
'test_ptb_lm_v2', 'test_paddle_save_load', 'test_prelu_mkldnn_op',
'test_box_coder_op', 'test_atan2_op', 'test_unsqueeze_op', 'test_profiler',
'test_affine_channel_op', 'test_leaky_relu_grad_grad_functor',
'test_ctc_align', 'test_fuse_relu_depthwise_conv_pass', 'test_complex_kron',
'test_imperative_skip_op', 'test_dgc_op', 'test_regularizer_api',
'test_nll_loss', 'test_imperative_layers', 'test_rnn_decode_api',
'test_imperative_partitial_backward', 'test_where_op', 'test_std_layer',
'test_ir_embedding_eltwise_layernorm_fuse_pass', 'test_multihead_attention',
'test_grid_sampler_op', 'test_initializer_nn', 'test_var_base',
'test_fuse_elewise_add_act_pass', 'test_select_input_output_op',
'test_lstm_op', 'test_break_continue',
'test_imperative_parallel_coalesce_split', 'test_expand_as_op',
'test_user_defined_quantization', 'test_tensor_to_list',
'test_limit_gpu_memory', 'test_adamax_api',
'test_softmax_mask_fuse_upper_triangle_op', 'test_fake_quantize_op',
'vol2col_test', 'test_cast_op', 'test_proximal_gd_op', 'test_mul_nn_grad',
'test_full_like_op', 'test_imperative_static_runner_while',
'trt_instance_norm_test', 'test_elementwise_mod_op',
'test_grad_clip_minimize', 'test_one_hot_v2_op', 'test_complex_sum_layer',
'test_isfinite_v2_op', 'test_is_empty_op', 'test_simnet_v2',
'beam_search_test', 'test_randperm_op', 'test_elementwise_add_op_inplace',
'test_imperative_selected_rows', 'test_py_reader_using_executor',
'test_activation_op', 'test_nn_functional_embedding_dygraph',
'test_reshape_op', 'test_maxout_op', 'test_cudnn_lstmcell',
'test_sigmoid_focal_loss', 'test_manual_seed', 'test_lrn_op',
'test_ir_memory_optimize_nlp', 'test_dataset_dataloader',
'test_complex_variable', 'test_lite_engine', 'test_neg_op',
'test_view_op_reuse_allocation', 'test_split_op', 'test_ptb_lm',
'test_elementwise_sub_op', 'test_compare_op', 'test_simnet',
'test_label_semantic_roles', 'test_normal',
'test_tensor_scalar_type_promotion_static', 'test_trt_group_norm_op',
'test_learning_rate_scheduler', 'test_numel_op', 'test_adaptive_max_pool3d',
'test_sequential', 'test_imperative_optimizer', 'test_subtract_op',
'test_conv_transpose_nn_grad', 'test_sigmoid_focal_loss_op',
'test_cuda_stream_event', 'test_sequence_pad_op', 'test_rnn_cells',
'test_partial_sum_op', 'test_rnn_nets_static', 'test_max_op',
'test_logical_op', 'test_squared_l2_norm_op', 'test_center_loss',
'test_quantization_pass', 'test_imperative_gnn',
'test_conv_elementwise_add_act_fuse_pass', 'test_roll_op',
'test_imperative_container_layerdict', 'test_shape_op', 'test_bmm_op',
'test_matmul_v2_op', 'test_hinge_loss_op', 'test_imperative_qat',
'test_add_position_encoding_op', 'test_rnn_op', 'test_gradient_clip',
'test_py_reader_pin_memory', 'test_concat_op', 'test_weight_decay_extend',
'test_accuracy_op', 'test_cond', 'test_resnet_v2', 'test_adagrad_op',
'test_mv_op', 'test_print_op', 'test_grad', 'test_square_error_cost',
'test_rnn_cells_static', 'test_mkldnn_batch_norm_act_fuse_pass',
'test_input_spec', 'test_adam_op', 'test_elementwise_floordiv_op',
'test_eager_deletion_gru_net', 'test_diagonal_op',
'test_imperative_static_runner_mnist', 'test_nearest_interp_op',
'test_diag_embed', 'test_imperative_basic', 'test_merge_selectedrows_op',
'test_feed_data_check_shape_type', 'test_complex_trace_layer',
'test_slice_op', 'test_bmn', 'test_nn_quant_functional_layers',
'test_broadcast_tensors_op', 'test_selu_op', 'test_group_norm_op_v2',
'test_tensor_to_numpy', 'test_queue', 'test_rank_loss_op', 'test_trace_op',
'test_case', 'test_prroi_pool_op', 'test_op_name_conflict',
'test_psroi_pool_op', 'test_set_value_op', 'test_ones_like',
'test_assign_value_op', 'test_ema', 'test_lamb_op', 'test_dgc_momentum_op',
'test_custom_grad_input', 'test_trunc_op', 'test_bernoulli_op',
'test_custom_relu_model', 'test_backward', 'test_conv3d_transpose_part2_op',
'test_complex_transpose', 'test_memory_reuse_exclude_feed_var',
'test_polygon_box_transform', 'math_function_gpu_test',
'test_program_prune_backward', 'test_ema_fleet', 'test_fleet_amp_init',
'test_normalize', 'test_correlation',
'test_conv_elementwise_add2_act_fuse_pass',
'test_imperative_container_layerlist', 'test_dequantize_abs_max_op',
'test_fuse_optimizer_pass', 'test_optimizer',
'test_dynamic_rnn_stop_gradient', 'test_raw_program_optimizer', 'test_pow',
'test_inplace_softmax_with_cross_entropy', 'test_transforms',
'test_unfold_op', 'test_assign_op', 'test_isinstance',
'auto_growth_best_fit_allocator_facade_test', 'test_cholesky_op',
'test_adaptive_avg_pool3d', 'test_paddle_save_load_binary',
'test_fused_fc_elementwise_layernorm_op', 'test_sequence_enumerate_op',
'test_lgamma_op', 'test_modified_huber_loss_op', 'trt_quant_int8_test',
'test_callback_visualdl', 'test_linspace', 'test_update_loss_scaling_op',
'test_arg_min_max_op', 'test_bce_loss', 'test_nn_margin_rank_loss',
'test_arg_min_max_v2_op', 'test_variance_layer',
'test_quantization_scale_pass', 'test_segment_ops', 'test_layers',
'test_isfinite_op', 'test_imperative_qat_channelwise', 'test_eye_op',
'test_imperative_framework', 'test_l1_loss', 'test_ifelse',
'test_cache_program', 'test_ir_fc_fuse_pass', 'test_kldiv_loss_op',
'test_switch_case', 'test_unique', 'test_prod_op', 'test_edit_distance_op',
'test_sequence_expand_as', 'test_full_name_usage', 'test_glu',
'test_pad2d_op', 'test_read_file', 'test_erf_op', 'test_sequence_unpad_op',
'test_sequence_conv', 'allocator_facade_abs_flags_test', 'test_detach',
'test_cross_entropy_op', 'test_wrappers', 'test_fleet_base_single',
'test_conv_elementwise_add_fuse_pass', 'test_auto_growth_gpu_memory_limit',
'test_sequence_reverse', 'test_fc_op', 'test_diagflat', 'test_adamax_op',
'test_op_attr', 'paddle_infer_api_test', 'test_mixed_precision',
'lite_mul_model_test', 'test_sort_op', 'test_imperative_out_scale',
'test_vision_models', 'test_rnn_encoder_decoder', 'test_fleet_with_asp_amp',
'test_partial_eager_deletion_transformer',
'test_imperative_star_gan_with_gradient_penalty', 'test_stack_op',
'test_shuffle_batch_op', 'test_clip_op', 'test_py_func_op',
'test_pool_max_op', 'test_log_softmax',
'test_imperative_container_parameterlist', 'test_multiplex_op',
'test_trt_transpose_flatten_concat_fuse_pass',
'test_seqconv_eltadd_relu_fuse_pass', 'test_assert_op',
'test_scatter_nd_op', 'test_sequence_expand', 'test_arange',
'test_translated_layer', 'test_decoupled_py_reader_data_check',
'test_analyzer_ernie_large', 'test_tensor_array_to_tensor',
'test_functional_conv2d_transpose', 'test_error', 'test_callbacks',
'test_imperative_recurrent_usage', 'test_deform_conv2d',
'test_coalesce_tensor_op', 'test_tsm', 'test_fused_multihead_matmul_op',
'test_softmax_mask_fuse_op', 'test_optimizer_grad', 'test_complex_abs',
'test_gradient_accmulator', 'test_instance_norm_op_v2',
'test_random_crop_op', 'test_mobile_net',
'test_parallel_executor_transformer',
'test_tensor_scalar_type_promotion_dynamic',