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1223238f
编写于
11月 17, 2021
作者:
Z
zhangchunle
提交者:
GitHub
11月 17, 2021
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电子邮件补丁
差异文件
add ut parallel (#37211)
上级
5e4b419b
变更
2
显示空白变更内容
内联
并排
Showing
2 changed file
with
943 addition
and
414 deletion
+943
-414
paddle/scripts/paddle_build.sh
paddle/scripts/paddle_build.sh
+36
-44
tools/parallel_UT_rule.py
tools/parallel_UT_rule.py
+907
-370
未找到文件。
paddle/scripts/paddle_build.sh
浏览文件 @
1223238f
...
...
@@ -1209,15 +1209,17 @@ set +x
single_card_tests_high_parallel
=
'^job$'
# cases list which would run 24 job each time with single GPU
single_card_tests_secondary_high_parallel
=
'^job$'
# cases list which would run 15 job each time with single GPU
single_card_tests_third_high_parallel
=
'^job$'
# cases list which would run 12 job each time with single GPU
single_card_tests_medium_parallel
=
'^job$'
# cases list which would run 7 job each time with single GPU
single_card_tests_non_parallel
=
'^job$'
# cases list which would run 2 job each time with single GPU
single_card_tests_forth_high_parallel
=
'^job$'
# cases list which would run 7 job each time with single GPU
single_card_tests_fifth_high_parallel
=
'^job$'
# cases list which would run 4 job each time with single GPU
single_card_tests_lowest_parallel
=
'^job$'
# cases list which would run 2 job each time with single GPU
single_card_tests_non_parallel
=
'^job$'
# cases list which would run 4 job each time with single GPU
single_card_tests
=
'^job$'
# all cases list which would take single GPU
multiple_card_tests_medium_parallel
=
'^job$'
# cases list which would run 4 job each time with multiple GPUs, most cases would be two GPUs
multiple_card_tests_non_parallel
=
'^job$'
# cases list which would run
2
job each time with multiple GPUs, most cases would be two GPUs
multiple_card_tests_non_parallel
=
'^job$'
# cases list which would run
3
job each time with multiple GPUs, most cases would be two GPUs
exclusive_tests_high_parallel
=
'^job$'
# cases list which would run
5
job exclusively(with all GPUs)
exclusive_tests_medium_parallel
=
'^job$'
# cases list which would run
3
job exclusively(with all GPUs)
exclusive_tests_high_parallel
=
'^job$'
# cases list which would run
7
job exclusively(with all GPUs)
exclusive_tests_medium_parallel
=
'^job$'
# cases list which would run
4
job exclusively(with all GPUs)
exclusive_tests_non_parallel
=
'^job$'
# cases list which would run 2 job exclusively(with all GPUs)
is_exclusive
=
''
# indicate whether the case is exclusive type
...
...
@@ -1227,12 +1229,15 @@ set +x
UT_list
=
$(
ctest
-N
|
awk
-F
': '
'{print $2}'
|
sed
'/^$/d'
|
sed
'$d'
)
output
=
$(
python
${
PADDLE_ROOT
}
/tools/parallel_UT_rule.py
"
${
UT_list
}
"
)
cpu_parallel_job
=
$(
echo
$output
|
cut
-d
";"
-f
1
)
secondary_cpu_parallel_job
=
$(
echo
$output
|
cut
-d
";"
-f
2
)
third_cpu_parallel_job
=
$(
echo
$output
|
cut
-d
";"
-f
3
)
tetrad_parallel_job
=
$(
echo
$output
|
cut
-d
";"
-f
4
)
two_parallel_job
=
$(
echo
$output
|
cut
-d
";"
-f
5
)
non_parallel_job
=
$(
echo
$output
|
cut
-d
";"
-f
6
)
high_parallel_job
=
$(
echo
$output
|
cut
-d
";"
-f
1
)
secondary_high_parallel_job
=
$(
echo
$output
|
cut
-d
";"
-f
2
)
third_high_parallel_job
=
$(
echo
$output
|
cut
-d
";"
-f
3
)
fourth_high_parallel_job
=
$(
echo
$output
|
cut
-d
";"
-f
4
)
fifth_high_parallel_job
=
$(
echo
$output
|
cut
-d
";"
-f
5
)
sixth_high_parallel_job
=
$(
echo
$output
|
cut
-d
";"
-f
6
)
lowest_high_parallel_job
=
$(
echo
$output
|
cut
-d
";"
-f
7
)
non_parallel_job
=
$(
echo
$output
|
cut
-d
";"
-f
8
)
while
read
-r
line
;
do
if
[[
"
$line
"
==
""
]]
;
then
continue
...
...
@@ -1274,28 +1279,32 @@ set +x
fi
if
[[
"
$is_exclusive
"
!=
""
]]
;
then
if
[[
$(
echo
$
cpu
_parallel_job
|
grep
-o
"
\^
$testcase
\\
$"
)
!=
""
]]
;
then
if
[[
$(
echo
$
high
_parallel_job
|
grep
-o
"
\^
$testcase
\\
$"
)
!=
""
]]
;
then
exclusive_tests_high_parallel
=
"
$exclusive_tests_high_parallel
|^
$testcase
$"
elif
[[
$(
echo
$
tetrad_parallel_job$two
_parallel_job
|
grep
-o
"
\^
$testcase
\\
$"
)
!=
""
]]
;
then
elif
[[
$(
echo
$
fourth_high_parallel_job$fifth_high
_parallel_job
|
grep
-o
"
\^
$testcase
\\
$"
)
!=
""
]]
;
then
exclusive_tests_medium_parallel
=
"
$exclusive_tests_medium_parallel
|^
$testcase
$"
else
exclusive_tests_non_parallel
=
"
$exclusive_tests_non_parallel
|^
$testcase
$"
fi
elif
[[
"
$is_multicard
"
!=
""
]]
;
then
if
[[
$(
echo
$
cpu_parallel_job$tetrad
_parallel_job
|
grep
-o
"
\^
$testcase
\\
$"
)
!=
""
]]
;
then
if
[[
$(
echo
$
high_parallel_job$fourth_high
_parallel_job
|
grep
-o
"
\^
$testcase
\\
$"
)
!=
""
]]
;
then
multiple_card_tests_medium_parallel
=
"
$multiple_card_tests_medium_parallel
|^
$testcase
$"
else
multiple_card_tests_non_parallel
=
"
$multiple_card_tests_non_parallel
|^
$testcase
$"
fi
else
if
[[
$(
echo
$
cpu
_parallel_job
|
grep
-o
"
\^
$testcase
\\
$"
)
!=
""
]]
;
then
if
[[
$(
echo
$
high
_parallel_job
|
grep
-o
"
\^
$testcase
\\
$"
)
!=
""
]]
;
then
single_card_tests_high_parallel
=
"
$single_card_tests_high_parallel
|^
$testcase
$"
elif
[[
$(
echo
$secondary_
cpu
_parallel_job
|
grep
-o
"
\^
$testcase
\\
$"
)
!=
""
]]
;
then
elif
[[
$(
echo
$secondary_
high
_parallel_job
|
grep
-o
"
\^
$testcase
\\
$"
)
!=
""
]]
;
then
single_card_tests_secondary_high_parallel
=
"
$single_card_tests_secondary_high_parallel
|^
$testcase
$"
elif
[[
$(
echo
$third_
cpu
_parallel_job
|
grep
-o
"
\^
$testcase
\\
$"
)
!=
""
]]
;
then
elif
[[
$(
echo
$third_
high
_parallel_job
|
grep
-o
"
\^
$testcase
\\
$"
)
!=
""
]]
;
then
single_card_tests_third_high_parallel
=
"
$single_card_tests_third_high_parallel
|^
$testcase
$"
elif
[[
$(
echo
$tetrad_parallel_job$two_parallel_job
|
grep
-o
"
\^
$testcase
\\
$"
)
!=
""
]]
;
then
single_card_tests_medium_parallel
=
"
$single_card_tests_medium_parallel
|^
$testcase
$"
elif
[[
$(
echo
$fourth_high_parallel_job$fifth_high_parallel_job
|
grep
-o
"
\^
$testcase
\\
$"
)
!=
""
]]
;
then
single_card_tests_forth_high_parallel
=
"
$single_card_tests_forth_high_parallel
|^
$testcase
$"
elif
[[
$(
echo
$sixth_high_parallel_job
|
grep
-o
"
\^
$testcase
\\
$"
)
!=
""
]]
;
then
single_card_tests_fifth_high_parallel
=
"
$single_card_tests_fifth_high_parallel
|^
$testcase
$"
elif
[[
$(
echo
$lowest_high_parallel_job
|
grep
-o
"
\^
$testcase
\\
$"
)
!=
""
]]
;
then
single_card_tests_lowest_parallel
=
"
$single_card_tests_lowest_parallel
|^
$testcase
$"
else
single_card_tests_non_parallel
=
"
$single_card_tests_non_parallel
|^
$testcase
$"
fi
...
...
@@ -1312,41 +1321,24 @@ set +x
single_ut_startTime_s
=
`
date
+%s
`
card_test
"
$single_card_tests_high_parallel
"
1 24
# run cases 24 job each time with single GPU
echo
"single_card_tests_high_parallel finished!!!"
card_test
"
$single_card_tests_secondary_high_parallel
"
1 15
# run cases 15 job each time with single GPU
echo
"single_card_tests_secondary_high_parallel finished!!!"
card_test
"
$single_card_tests_third_high_parallel
"
1 12
# run cases 12 job each time with single GPU
echo
"single_card_tests_third_high_parallel finished!!!"
card_test
"
$single_card_tests_medium_parallel
"
1 7
# run cases 7 job each time with single GPU
echo
"single_card_tests_medium_parallel finished!!!"
card_test
"
$single_card_tests_non_parallel
"
1 2
# run cases 2 job each time with single GPU
echo
"single_card_tests_non_parallel finished!!!"
card_test
"
$single_card_tests_forth_high_parallel
"
1 7
# run cases 7 job each time with single GPU
card_test
"
$single_card_tests_fifth_high_parallel
"
1 4
# run cases 4 job each time with single GPU
card_test
"
$single_card_tests_lowest_parallel
"
1 2
# run cases 2 job each time with single GPU
card_test
"
$single_card_tests_non_parallel
"
1 4
# run cases 4 job each time with single GPU
single_ut_endTime_s
=
`
date
+%s
`
echo
"single_card_tests finished!!!"
multi_ut_startTime_s
=
`
date
+%s
`
echo
"multiple_card_tests begined!!!!!"
card_test
"
$multiple_card_tests_medium_parallel
"
2 4
# run cases 2 job each time with two GPUs
echo
"multiple_card_tests_medium_parallel finished!!!"
card_test
"
$multiple_card_tests_non_parallel
"
2 2
# run cases 1 job each time with two GPUs
echo
"multiple_card_tests_non_parallel finished!!!"
card_test
"
$multiple_card_tests_non_parallel
"
2 3
# run cases 1 job each time with two GPUs
multi_ut_endTime_s
=
`
date
+%s
`
echo
"multiple_card_tests finished!!!"
exclu_ut_startTime_s
=
`
date
+%s
`
echo
"exclu_card_tests begined!!!!!"
card_test
"
$exclusive_tests_high_parallel
"
-1
5
# run cases exclusively, in this cases would be run with 2/4/8 GPUs
echo
"exclusive_tests_high_parallel finished!!!"
card_test
"
$exclusive_tests_medium_parallel
"
-1
3
# run cases exclusively, in this cases would be run with 2/4/8 GPUs
echo
"exclusive_tests_medium_parallel finished!!!"
card_test
"
$exclusive_tests_high_parallel
"
-1
7
# run cases exclusively, in this cases would be run with 2/4/8 GPUs
card_test
"
$exclusive_tests_medium_parallel
"
-1
4
# run cases exclusively, in this cases would be run with 2/4/8 GPUs
card_test
"
$exclusive_tests_non_parallel
"
-1
2
# run cases exclusively, in this cases would be run with 2/4/8 GPUs
echo
"exclusive_tests_non_parallel finished!!!"
exclu_ut_endTime_s
=
`
date
+%s
`
echo
"exclusive_tests finished!!!"
echo
"ipipe_log_param_1aaa_TestCases_Total_Time:
$[
$single_ut_endTime_s
-
$single_ut_startTime_s
]s"
echo
"ipipe_log_param_2aaa_TestCases_Total_Time:
$[
$multi_ut_endTime_s
-
$multi_ut_startTime_s
]s"
echo
"ipipe_log_param_Exclusiveaaaa_TestCases_Total_Time:
$[
$exclu_ut_endTime_s
-
$exclu_ut_startTime_s
]s"
echo
"ipipe_log_param_1_TestCases_Total_Time:
$[
$single_ut_endTime_s
-
$single_ut_startTime_s
]s"
>>
${
PADDLE_ROOT
}
/build/build_summary.txt
echo
"ipipe_log_param_2_TestCases_Total_Time:
$[
$multi_ut_endTime_s
-
$multi_ut_startTime_s
]s"
>>
${
PADDLE_ROOT
}
/build/build_summary.txt
...
...
tools/parallel_UT_rule.py
浏览文件 @
1223238f
...
...
@@ -18,294 +18,732 @@ 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'
,
'heter_server_test'
,
'test_while_op'
,
'test_runtime_and_compiletime_exception'
,
'test_precision_recall_op'
,
'test_get_inputs_outputs_in_block'
,
'test_lite_engine_op'
,
'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_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'
,
'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_layer_norm_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_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'
,
'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_layer_norm_fuse_pass_cc'
,
'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'
,
'heter_listen_and_server_test'
,
'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_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_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'
,
'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_layer_norm_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_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'
,
'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_layer_norm_fuse_pass_cc'
,
'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_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'
,
'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_processing_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_auto_checkpoint2'
,
'test_dist_fleet_heter_ctr'
,
'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_hdfs2'
,
'test_dist_fleet_ps6'
,
'test_dist_fleet_a_sync_optimizer_auto_async'
,
'test_dist_fleet_a_sync_optimizer_auto'
,
'test_dist_fleet_ps9'
,
'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'
,
'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_processing_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_auto_checkpoint2'
,
'test_dist_fleet_heter_ctr'
,
'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_hdfs2'
,
'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_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_auto_checkpoint3'
,
'test_fleet_graph_execution_meta_optimizer'
,
'test_auto_checkpoint1'
,
'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'
,
'test_fleet_checkpoint'
,
'retry_allocator_test'
,
'test_auto_checkpoint_multiple'
,
'test_dist_mnist_backward_deps'
,
'test_dist_mnist_multi_comm'
,
'test_hdfs3'
,
'test_hdfs1'
,
'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_parallel_dygraph_dataparallel'
,
'test_auto_checkpoint3'
,
'test_fleet_graph_execution_meta_optimizer'
,
'test_auto_checkpoint1'
,
'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'
,
'test_fleet_checkpoint'
,
'retry_allocator_test'
,
'test_auto_checkpoint_multiple'
,
'test_dist_mnist_backward_deps'
,
'test_dist_mnist_multi_comm'
,
'test_hdfs3'
,
'test_hdfs1'
,
'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_auto_checkpoint_dist_basic'
,
'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_sparse_tensor_load_momentum'
,
'test_auto_checkpoint_dist_basic'
,
'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_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_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'
,
'test_quant2_int8_resnet50_mkldnn'
'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;
...
...
@@ -317,25 +755,22 @@ THIRD_HIGH_PARALLEL_JOB_NEW = [
'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_collective_sendrecv'
,
'test_collective_wait'
,
'test_cyclic_cifar_dataset'
,
'test_dyn_rnn'
,
'test_gru_op'
,
'test_multiclass_nms_op'
,
'test_communicator_geo'
,
'test_quant_int8_mobilenetv2_mkldnn'
,
'test_post_training_quantization_mnist'
,
'test_analyzer_seq_pool1'
,
'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_scatter'
,
'test_collective_sendrecv_api'
,
'test_fleet_utils'
,
'test_fused_elemwise_activation_op'
,
'test_group_norm_op'
,
'test_reducescatter_api'
,
'test_fleet_launch_nproc'
,
'test_quant_int8_resnet50_mkldnn'
,
'test_quant2_int8_ernie_mkldnn'
,
'convert_model2dot_ernie'
'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
TETRAD
_PARALLEL_JOB_NEW
=
[
'test_meshgrid_op'
,
'test_
gather_op'
,
'test_
word2vec'
,
'test_analyzer_ner'
,
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'
,
...
...
@@ -344,8 +779,8 @@ TETRAD_PARALLEL_JOB_NEW = [
'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_
elementwise_nn_grad'
,
'test_tensorrt_engine_op'
,
'test_dot
_op'
,
'test_
real_imag_op'
,
'test_
adam_optimizer_fp32_fp64'
,
'test_reduce_op'
,
'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'
,
...
...
@@ -419,10 +854,9 @@ TETRAD_PARALLEL_JOB_NEW = [
'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_pretrained_model'
,
'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_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_nvprof'
,
'test_index_sample_op'
,
'test_unstack_op'
,
'test_increment'
,
'strided_memcpy_test'
,
'test_target_assign_op'
,
'test_trt_dynamic_shape_transformer_prune'
,
...
...
@@ -431,10 +865,9 @@ TETRAD_PARALLEL_JOB_NEW = [
'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_trt_slice_plugin'
,
'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_trt_nearest_interp_op'
,
'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'
,
...
...
@@ -455,15 +888,15 @@ TETRAD_PARALLEL_JOB_NEW = [
'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_
cross_entropy_loss'
,
'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_d
eprecated_decorator'
,
'test_complex_cast'
,
'test_diag_v2
'
,
'test_i
ou_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_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_d
iag_v2'
,
'test_iou_similarity_op
'
,
'test_i
nplace_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'
,
...
...
@@ -476,9 +909,9 @@ TETRAD_PARALLEL_JOB_NEW = [
'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_
ir_memory_optimize_ifelse_op'
,
'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_
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'
,
...
...
@@ -517,20 +950,20 @@ TETRAD_PARALLEL_JOB_NEW = [
'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_
conv2d_transpose_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_p
rroi_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_flee
t'
,
'test_
fleet_amp_init'
,
'test_
normalize'
,
'test_correlation'
,
'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_p
sroi_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_ini
t'
,
'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'
,
...
...
@@ -543,8 +976,8 @@ TETRAD_PARALLEL_JOB_NEW = [
'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_
empty_op'
,
'test_bce
_loss'
,
'test_
nn_margin_rank_loss'
,
'test_
arg_min_max_v2_op'
,
'test_variance_layer'
,
'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'
,
...
...
@@ -557,9 +990,8 @@ TETRAD_PARALLEL_JOB_NEW = [
'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_scatter_op'
,
'test_imperative_out_scale'
,
'test_vision_models'
,
'test_rnn_encoder_decoder'
,
'test_fleet_with_asp_amp'
,
'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'
,
...
...
@@ -616,14 +1048,14 @@ TETRAD_PARALLEL_JOB_NEW = [
'trt_dynamic_shape_test'
,
'test_traced_layer_err_msg'
,
'test_conv1d_layer'
,
'test_asp_optimize'
,
'test_imperative_container_sequential'
,
'test_bert'
,
'test_transformer_api'
,
'test_linear_interp_v2_op'
,
'test_pixel_shuffle'
,
'test_expand_op'
,
'test_save_load'
,
'test_d
ygraph_multi_forward
'
,
'
test_dropout_op'
,
'test_while_loop_op'
,
'float16_gpu_test'
,
'test_dict
'
,
'test_
bilinear_tensor_product_op'
,
'test_parallel_executor_pg'
,
'test_assert
'
,
'
test_smooth_l1_loss_op'
,
'sequence_padding_test'
,
'test_analyzer_ernie
'
,
'test_
minimum_op'
,
'test_yolov3_loss_op'
,
'test_decayed_adagrad
_op'
,
'test_s
plit_mkldnn_op'
,
'test_squeeze_op'
,
'test_save_inference_model
'
,
'test_
smooth_l1_loss'
,
'test_bilateral_slice_op'
,
'test_inplace_abn_op
'
,
'test_
fetch_unmerged'
,
'test_
parallel_executor_feed_persistable_var'
,
'test_expand_op'
,
'test_save_load'
,
'test_d
ropout_op'
,
'test_while_loop_op
'
,
'
float16_gpu_test'
,
'test_dict'
,
'test_bilinear_tensor_product_op
'
,
'test_
parallel_executor_pg'
,
'test_assert'
,
'test_smooth_l1_loss_op
'
,
'
sequence_padding_test'
,
'test_analyzer_ernie'
,
'test_minimum_op
'
,
'test_
yolov3_loss_op'
,
'test_decayed_adagrad_op'
,
'test_split_mkldnn
_op'
,
'test_s
queeze_op'
,
'test_save_inference_model'
,
'test_smooth_l1_loss
'
,
'test_
bilateral_slice_op'
,
'test_inplace_abn_op'
,
'test_fetch_unmerged
'
,
'test_parallel_executor_feed_persistable_var'
,
'test_parallel_executor_fetch_isolated_var'
,
'test_parallel_executor_inference_feed_partial_data'
,
'test_parallel_executor_seresnext_base_gpu'
,
...
...
@@ -631,31 +1063,24 @@ TETRAD_PARALLEL_JOB_NEW = [
'test_parallel_executor_seresnext_with_fuse_all_reduce_gpu'
,
'test_parallel_ssa_graph_inference_feed_partial_data'
,
'test_parallel_executor_seresnext_with_reduce_gpu'
,
'test_data_norm_op'
,
'test_install_check'
,
'graph_node_test'
,
'trt_quant_int8_yolov3_r50_test'
,
'test_trt_dynamic_shape_ernie'
,
'trt_mobilenet_test'
,
'test_install_check'
,
'graph_node_test'
,
'trt_mobilenet_test'
,
'trt_cascade_rcnn_test'
,
'trt_resnext_test'
,
'test_activation_nn_grad'
,
'test_trt_dynamic_shape_ernie_fp16_ser_deser'
,
'test_bilinear_interp_v2_op'
,
'test_cross_entropy2_op'
,
'test_conv3d_op'
,
'test_layer_norm_op'
,
'test_pool3d_op'
,
'test_static_save_load'
,
'test_trilinear_interp_v2_op'
,
'test_trilinear_interp_op'
,
'test_trt_gather_nd_op'
,
'test_trt_gather_op'
,
'test_trt_flatten_op'
,
'test_trt_instance_norm_op'
,
'test_trt_yolo_box_op'
,
'test_trt_reshape_op'
,
'test_trt_reduce_mean_op'
,
'test_trt_dynamic_shape_ernie_ser_deser'
,
'test_trt_elementwise_op'
,
'test_trt_affine_channel_op'
,
'test_trt_conv_pass'
,
'test_softmax_with_cross_entropy_op'
,
'test_trt_matmul'
,
'test_trt_fc_fuse_pass'
,
'test_trt_pad_op'
,
'test_trt_scale_op'
,
'test_trt_activation_pass'
,
'trt_resnet50_test'
,
'test_trt_dynamic_shape_ernie_fp16_ser_deser'
,
'test_cross_entropy2_op'
,
'test_layer_norm_op'
,
'test_pool3d_op'
,
'test_static_save_load'
,
'test_trt_flatten_op'
,
'test_trt_yolo_box_op'
,
'test_trt_reshape_op'
,
'test_trt_elementwise_op'
,
'test_trt_affine_channel_op'
,
'test_trt_matmul'
,
'test_trt_fc_fuse_pass'
,
'test_trt_pad_op'
,
'trt_resnet50_test'
,
'test_imperative_lod_tensor_to_selected_rows'
,
'test_gru_unit_op'
,
'test_amp_check_finite_and_scale_op'
,
'test_imperative_selected_rows_to_lod_tensor'
,
'test_imperative_save_load'
,
'test_add_reader_dependency'
,
'test_imperative_transformer_sorted_gradient'
,
'test_bicubic_interp_v2_op'
,
'test_rank_attention_op'
,
'test_seq2seq'
,
'test_bicubic_interp_v2_op'
,
'test_rank_attention_op'
,
'test_space_to_depth_op'
,
'test_image_classification'
,
'test_custom_relu_op_setup'
,
'test_sgd_op'
]
# mem != 0 : It run 7 job each time in Single cases; 3 job each time in exclusive cases
TWO
_PARALLEL_JOB_NEW
=
[
FIFTH
_PARALLEL_JOB_NEW
=
[
'test_buffer_shared_memory_reuse_pass'
,
'test_buffer_shared_memory_reuse_pass_and_fuse_optimization_op_pass'
,
'test_parallel_executor_crf'
,
'test_multiprocess_reader_exception'
,
...
...
@@ -670,6 +1095,104 @@ TWO_PARALLEL_JOB_NEW = [
'test_imperative_se_resnext'
,
'test_norm_nn_grad'
,
'test_conv2d_api'
]
SIXTH_PARALLEL_JOB_NEW
=
[
'paddle_infer_api_copy_tensor_tester'
,
'test_fill_any_op'
,
'test_frame_op'
,
'test_linalg_pinv_op'
,
'test_gumbel_softmax_op'
,
'test_matrix_power_op'
,
'test_multi_dot_op'
,
'test_searchsorted_op'
,
'test_overlap_add_op'
,
'test_sparse_momentum_op'
,
'test_solve_op'
,
'test_tensor_fill_diagonal_'
,
'test_tensor_fill_diagonal_tensor_'
,
'test_vjp_jvp'
,
'test_fft_with_static_graph'
,
'test_svd_op'
,
'test_hessian'
,
'test_jacobian'
,
'test_spectral_op'
,
'test_trt_conv3d_op'
,
'test_trt_conv3d_transpose_op'
,
'test_trt_tuned_dynamic_shape'
,
'test_trt_convert_activation'
,
'test_trt_convert_affine_channel'
,
'test_trt_convert_anchor_generator'
,
'test_trt_fc_fuse_quant_dequant_pass'
,
'test_trt_convert_batch_norm'
,
'test_trt_conv_quant_dequant_pass'
,
'test_trt_convert_elementwise'
,
'test_trt_convert_depthwise_conv2d_transpose'
,
'test_trt_convert_flatten'
,
'test_trt_matmul_quant_dequant'
,
'test_trt_convert_dropout'
,
'test_trt_convert_conv2d_transpose'
,
'test_trt_convert_group_norm'
,
'test_trt_convert_layer_norm'
,
'test_trt_convert_hard_swish'
,
'test_trt_convert_mish'
,
'test_trt_convert_gather'
,
'test_trt_convert_gelu'
,
'test_trt_convert_reshape'
,
'test_trt_convert_conv2d_fusion'
,
'test_trt_convert_conv2d'
,
'test_trt_convert_instance_norm'
,
'test_trt_convert_skip_layernorm'
,
'test_trt_convert_scale'
,
'test_trt_convert_leaky_relu'
,
'test_trt_convert_softmax'
,
'test_trt_convert_pad'
,
'test_trt_convert_tile'
,
'test_trt_convert_depthwise_conv2d'
,
'test_trt_convert_stack'
,
'test_trt_convert_prelu'
,
'test_trt_convert_shuffle_channel'
,
'test_trt_convert_yolo_box'
,
'test_trt_convert_roi_align'
,
'test_trt_convert_split'
,
'test_trt_convert_transpose'
,
'test_standalone_executor'
,
'test_trt_convert_pool2d'
,
'test_trt_convert_emb_eltwise_layernorm'
,
'trt_quant_int8_yolov3_r50_test'
,
'test_trt_dynamic_shape_ernie'
,
'test_trt_reduce_mean_op'
,
'test_trt_nearest_interp_op'
,
'test_trt_instance_norm_op'
,
'test_trt_conv_pass'
,
'test_trt_scale_op'
,
'test_trt_slice_plugin'
,
'test_trt_gather_op'
,
'test_seq2seq'
,
'test_bilinear_interp_v2_op'
,
'test_conv2d_transpose_op'
,
'test_conv3d_op'
,
'test_cross_entropy_loss'
,
'test_trilinear_interp_op'
,
'test_pretrained_model'
,
'test_post_training_quantization_mnist'
,
'test_collective_wait'
,
'test_nn_matmul_v2_grad'
,
'test_quant2_int8_resnet50_mkldnn'
,
'test_reducescatter_api'
,
'test_collective_sendrecv'
,
'test_collective_scatter'
,
'test_gru_op'
,
'test_softmax_with_cross_entropy_op'
,
'test_elementwise_nn_grad'
,
]
LOWEST_PARALLEL_JOB_NEW
=
[
'heter_server_test'
,
'test_scatter_op'
,
'test_trt_convert_hard_sigmoid'
,
'test_gather_op'
,
'test_trilinear_interp_v2_op'
,
]
# *=======These unittest doesn't occupy GPU memory, just run as CPU unittest=======* #
# It run 16 job each time, If it failed due to Insufficient GPU memory or CUBLAS_STATUS_ALLOC_FAILED,
# just remove it from this list.
...
...
@@ -1672,62 +2195,76 @@ TWO_PARALLEL_JOB = [
def
main
():
cpu
_parallel_job
=
'^job$'
secondary_
cpu
_parallel_job
=
'^job$'
third_
cpu
_parallel_job
=
'^job$'
high
_parallel_job
=
'^job$'
secondary_
high
_parallel_job
=
'^job$'
third_
high
_parallel_job
=
'^job$'
tetrad_parallel_job
=
'^job$'
two_parallel_job
=
'^job$'
fourth_high_parallel_job
=
'^job$'
fifth_high_parallel_job
=
'^job$'
sixth_high_parallel_job
=
'^job$'
lowest_high_parallel_job
=
'^job$'
non_parallel_job
=
'^job$'
test_cases
=
sys
.
argv
[
1
]
test_cases
=
test_cases
.
split
(
"
\n
"
)
if
platform
.
system
()
==
'Windows'
:
cpu
_parallel_job_list
=
CPU_PARALLEL_JOB
tetrad
_parallel_job_list
=
TETRAD_PARALLEL_JOB
two
_parallel_job_list
=
TWO_PARALLEL_JOB
high
_parallel_job_list
=
CPU_PARALLEL_JOB
fourth_high
_parallel_job_list
=
TETRAD_PARALLEL_JOB
fifth_high
_parallel_job_list
=
TWO_PARALLEL_JOB
else
:
cpu
_parallel_job_list
=
HIGH_PARALLEL_JOB_NEW
tetrad_parallel_job_list
=
TETRAD
_PARALLEL_JOB_NEW
two_parallel_job_list
=
TWO
_PARALLEL_JOB_NEW
high
_parallel_job_list
=
HIGH_PARALLEL_JOB_NEW
fourth_high_parallel_job_list
=
FOURTH_HIGH
_PARALLEL_JOB_NEW
fifth_high_parallel_job_list
=
FIFTH
_PARALLEL_JOB_NEW
for
unittest
in
cpu
_parallel_job_list
:
for
unittest
in
high
_parallel_job_list
:
if
unittest
in
test_cases
:
cpu_parallel_job
=
cpu
_parallel_job
+
'|^'
+
unittest
+
'$'
high_parallel_job
=
high
_parallel_job
+
'|^'
+
unittest
+
'$'
test_cases
.
remove
(
unittest
)
if
platform
.
system
()
!=
'Windows'
:
for
unittest
in
SECONDARY_HIGH_PARALLEL_JOB_NEW
:
if
unittest
in
test_cases
:
secondary_
cpu_parallel_job
=
secondary_cpu
_parallel_job
+
'|^'
+
unittest
+
'$'
secondary_
high_parallel_job
=
secondary_high
_parallel_job
+
'|^'
+
unittest
+
'$'
test_cases
.
remove
(
unittest
)
for
unittest
in
THIRD_HIGH_PARALLEL_JOB_NEW
:
if
unittest
in
test_cases
:
third_cpu_parallel_job
=
third_cpu_parallel_job
+
'|^'
+
unittest
+
'$'
third_high_parallel_job
=
third_high_parallel_job
+
'|^'
+
unittest
+
'$'
test_cases
.
remove
(
unittest
)
for
unittest
in
SIXTH_PARALLEL_JOB_NEW
:
if
unittest
in
test_cases
:
sixth_high_parallel_job
=
sixth_high_parallel_job
+
'|^'
+
unittest
+
'$'
test_cases
.
remove
(
unittest
)
for
unittest
in
LOWEST_PARALLEL_JOB_NEW
:
if
unittest
in
test_cases
:
lowest_high_parallel_job
=
lowest_high_parallel_job
+
'|^'
+
unittest
+
'$'
test_cases
.
remove
(
unittest
)
for
unittest
in
tetrad
_parallel_job_list
:
for
unittest
in
fourth_high
_parallel_job_list
:
if
unittest
in
test_cases
:
tetrad_parallel_job
=
tetrad
_parallel_job
+
'|^'
+
unittest
+
'$'
fourth_high_parallel_job
=
fourth_high
_parallel_job
+
'|^'
+
unittest
+
'$'
test_cases
.
remove
(
unittest
)
for
unittest
in
two
_parallel_job_list
:
for
unittest
in
fifth_high
_parallel_job_list
:
if
unittest
in
test_cases
:
two_parallel_job
=
two
_parallel_job
+
'|^'
+
unittest
+
'$'
fifth_high_parallel_job
=
fifth_high
_parallel_job
+
'|^'
+
unittest
+
'$'
test_cases
.
remove
(
unittest
)
for
unittest
in
test_cases
:
non_parallel_job
=
non_parallel_job
+
'|^'
+
unittest
+
'$'
if
platform
.
system
()
==
'Windows'
:
print
(
"{};{};{};{}"
.
format
(
cpu_parallel_job
,
tetrad
_parallel_job
,
two
_parallel_job
,
non_parallel_job
))
print
(
"{};{};{};{}"
.
format
(
high_parallel_job
,
fourth_high
_parallel_job
,
fifth_high
_parallel_job
,
non_parallel_job
))
else
:
print
(
"{};{};{};{};{};{}"
.
format
(
cpu_parallel_job
,
secondary_cpu_parallel_job
,
third_cpu_parallel_job
,
tetrad_parallel_job
,
two_parallel_job
,
non_parallel_job
))
print
(
"{};{};{};{};{};{};{}"
.
format
(
high_parallel_job
,
secondary_high_parallel_job
,
third_high_parallel_job
,
fourth_high_parallel_job
,
fifth_high_parallel_job
,
sixth_high_parallel_job
,
lowest_high_parallel_job
,
non_parallel_job
))
if
__name__
==
'__main__'
:
...
...
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