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										 |  |  | #!/bin/bash
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							|  |  |  | source test_tipc/common_func.sh | 
					
						
							|  |  |  | #source test_tipc/test_train_inference_python.sh | 
					
						
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							|  |  |  | FILENAME=$1 | 
					
						
							|  |  |  | # MODE be one of ['whole_infer'] | 
					
						
							|  |  |  | MODE=$2 | 
					
						
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										 |  |  | dataline=$(awk 'NR==1, NR==20{print}'  $FILENAME) | 
					
						
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							|  |  |  | # parser params | 
					
						
							|  |  |  | IFS=$'\n' | 
					
						
							|  |  |  | lines=(${dataline}) | 
					
						
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							|  |  |  | model_name=$(func_parser_value "${lines[1]}") | 
					
						
							|  |  |  | python=$(func_parser_value "${lines[2]}") | 
					
						
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										 |  |  | infer_model_dir_list=$(func_parser_value "${lines[3]}") | 
					
						
							|  |  |  | infer_export_list=$(func_parser_value "${lines[4]}") | 
					
						
							|  |  |  | infer_is_quant=$(func_parser_value "${lines[5]}") | 
					
						
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										 |  |  | # parser inference  | 
					
						
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										 |  |  | inference_py=$(func_parser_value "${lines[6]}") | 
					
						
							|  |  |  | use_gpu_key=$(func_parser_key "${lines[7]}") | 
					
						
							|  |  |  | use_gpu_list=$(func_parser_value "${lines[7]}") | 
					
						
							|  |  |  | use_mkldnn_key=$(func_parser_key "${lines[8]}") | 
					
						
							|  |  |  | use_mkldnn_list=$(func_parser_value "${lines[8]}") | 
					
						
							|  |  |  | cpu_threads_key=$(func_parser_key "${lines[9]}") | 
					
						
							|  |  |  | cpu_threads_list=$(func_parser_value "${lines[9]}") | 
					
						
							|  |  |  | batch_size_key=$(func_parser_key "${lines[10]}") | 
					
						
							|  |  |  | batch_size_list=$(func_parser_value "${lines[10]}") | 
					
						
							|  |  |  | use_trt_key=$(func_parser_key "${lines[11]}") | 
					
						
							|  |  |  | use_trt_list=$(func_parser_value "${lines[11]}") | 
					
						
							|  |  |  | precision_key=$(func_parser_key "${lines[12]}") | 
					
						
							|  |  |  | precision_list=$(func_parser_value "${lines[12]}") | 
					
						
							|  |  |  | infer_model_key=$(func_parser_key "${lines[13]}") | 
					
						
							|  |  |  | image_dir_key=$(func_parser_key "${lines[14]}") | 
					
						
							|  |  |  | infer_img_dir=$(func_parser_value "${lines[14]}") | 
					
						
							|  |  |  | rec_model_key=$(func_parser_key "${lines[15]}") | 
					
						
							|  |  |  | rec_model_value=$(func_parser_value "${lines[15]}") | 
					
						
							|  |  |  | benchmark_key=$(func_parser_key "${lines[16]}") | 
					
						
							|  |  |  | benchmark_value=$(func_parser_value "${lines[16]}") | 
					
						
							|  |  |  | infer_key1=$(func_parser_key "${lines[17]}") | 
					
						
							|  |  |  | infer_value1=$(func_parser_value "${lines[17]}") | 
					
						
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										 |  |  | LOG_PATH="./test_tipc/output/${model_name}/${MODE}" | 
					
						
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										 |  |  | mkdir -p ${LOG_PATH} | 
					
						
							|  |  |  | status_log="${LOG_PATH}/results_python.log" | 
					
						
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							|  |  |  | function func_inference(){ | 
					
						
							|  |  |  |     IFS='|' | 
					
						
							|  |  |  |     _python=$1 | 
					
						
							|  |  |  |     _script=$2 | 
					
						
							|  |  |  |     _model_dir=$3 | 
					
						
							|  |  |  |     _log_path=$4 | 
					
						
							|  |  |  |     _img_dir=$5 | 
					
						
							|  |  |  |     _flag_quant=$6 | 
					
						
							|  |  |  |     # inference  | 
					
						
							|  |  |  |     for use_gpu in ${use_gpu_list[*]}; do | 
					
						
							|  |  |  |         if [ ${use_gpu} = "False" ] || [ ${use_gpu} = "cpu" ]; then | 
					
						
							|  |  |  |             for use_mkldnn in ${use_mkldnn_list[*]}; do | 
					
						
							|  |  |  |                 if [ ${use_mkldnn} = "False" ] && [ ${_flag_quant} = "True" ]; then | 
					
						
							|  |  |  |                     continue | 
					
						
							|  |  |  |                 fi | 
					
						
							|  |  |  |                 for threads in ${cpu_threads_list[*]}; do | 
					
						
							|  |  |  |                     for batch_size in ${batch_size_list[*]}; do | 
					
						
							|  |  |  |                         for precision in ${precision_list[*]}; do | 
					
						
							|  |  |  |                             if [ ${use_mkldnn} = "False" ] && [ ${precision} = "fp16" ]; then | 
					
						
							|  |  |  |                                 continue | 
					
						
							|  |  |  |                             fi # skip when enable fp16 but disable mkldnn | 
					
						
							|  |  |  |                             if [ ${_flag_quant} = "True" ] && [ ${precision} != "int8" ]; then | 
					
						
							|  |  |  |                                 continue | 
					
						
							|  |  |  |                             fi # skip when quant model inference but precision is not int8 | 
					
						
							|  |  |  |                             set_precision=$(func_set_params "${precision_key}" "${precision}") | 
					
						
							|  |  |  |                              | 
					
						
							|  |  |  |                             _save_log_path="${_log_path}/python_infer_cpu_usemkldnn_${use_mkldnn}_threads_${threads}_precision_${precision}_batchsize_${batch_size}.log" | 
					
						
							|  |  |  |                             set_infer_data=$(func_set_params "${image_dir_key}" "${_img_dir}") | 
					
						
							|  |  |  |                             set_benchmark=$(func_set_params "${benchmark_key}" "${benchmark_value}") | 
					
						
							|  |  |  |                             set_batchsize=$(func_set_params "${batch_size_key}" "${batch_size}") | 
					
						
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										 |  |  |                             set_mkldnn=$(func_set_params "${use_mkldnn_key}" "${use_mkldnn}") | 
					
						
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										 |  |  |                             set_cpu_threads=$(func_set_params "${cpu_threads_key}" "${threads}") | 
					
						
							|  |  |  |                             set_model_dir=$(func_set_params "${infer_model_key}" "${_model_dir}") | 
					
						
							|  |  |  |                             set_infer_params0=$(func_set_params "${rec_model_key}" "${rec_model_value}") | 
					
						
							|  |  |  |                             set_infer_params1=$(func_set_params "${infer_key1}" "${infer_value1}") | 
					
						
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										 |  |  |                             command="${_python} ${_script} ${use_gpu_key}=${use_gpu} ${set_mkldnn} ${set_cpu_threads} ${set_model_dir} ${set_batchsize} ${set_infer_params0} ${set_infer_data} ${set_benchmark} ${set_precision} ${set_infer_params1} > ${_save_log_path} 2>&1 " | 
					
						
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										 |  |  |                             eval $command | 
					
						
							|  |  |  |                             last_status=${PIPESTATUS[0]} | 
					
						
							|  |  |  |                             eval "cat ${_save_log_path}" | 
					
						
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										 |  |  |                             status_check $last_status "${command}" "${status_log}" "${model_name}" "${_save_log_path}" | 
					
						
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										 |  |  |                         done | 
					
						
							|  |  |  |                     done | 
					
						
							|  |  |  |                 done | 
					
						
							|  |  |  |             done | 
					
						
							|  |  |  |         elif [ ${use_gpu} = "True" ] || [ ${use_gpu} = "gpu" ]; then | 
					
						
							|  |  |  |             for use_trt in ${use_trt_list[*]}; do | 
					
						
							|  |  |  |                 for precision in ${precision_list[*]}; do | 
					
						
							|  |  |  |                     if [[ ${_flag_quant} = "False" ]] && [[ ${precision} =~ "int8" ]]; then | 
					
						
							|  |  |  |                         continue | 
					
						
							|  |  |  |                     fi  | 
					
						
							|  |  |  |                     if [[ ${precision} =~ "fp16" || ${precision} =~ "int8" ]] && [ ${use_trt} = "False" ]; then | 
					
						
							|  |  |  |                         continue | 
					
						
							|  |  |  |                     fi | 
					
						
							|  |  |  |                     if [[ ${use_trt} = "False" || ${precision} =~ "int8" ]] && [ ${_flag_quant} = "True" ]; then | 
					
						
							|  |  |  |                         continue | 
					
						
							|  |  |  |                     fi | 
					
						
							|  |  |  |                     for batch_size in ${batch_size_list[*]}; do | 
					
						
							|  |  |  |                         _save_log_path="${_log_path}/python_infer_gpu_usetrt_${use_trt}_precision_${precision}_batchsize_${batch_size}.log" | 
					
						
							|  |  |  |                         set_infer_data=$(func_set_params "${image_dir_key}" "${_img_dir}") | 
					
						
							|  |  |  |                         set_benchmark=$(func_set_params "${benchmark_key}" "${benchmark_value}") | 
					
						
							|  |  |  |                         set_batchsize=$(func_set_params "${batch_size_key}" "${batch_size}") | 
					
						
							|  |  |  |                         set_tensorrt=$(func_set_params "${use_trt_key}" "${use_trt}") | 
					
						
							|  |  |  |                         set_precision=$(func_set_params "${precision_key}" "${precision}") | 
					
						
							|  |  |  |                         set_model_dir=$(func_set_params "${infer_model_key}" "${_model_dir}") | 
					
						
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										 |  |  |                         set_infer_params0=$(func_set_params "${rec_model_key}" "${rec_model_value}") | 
					
						
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										 |  |  |                         set_infer_params1=$(func_set_params "${infer_key1}" "${infer_value1}") | 
					
						
							|  |  |  |                         command="${_python} ${_script} ${use_gpu_key}=${use_gpu} ${set_tensorrt} ${set_precision} ${set_model_dir} ${set_batchsize} ${set_infer_data} ${set_benchmark} ${set_infer_params1} ${set_infer_params0} > ${_save_log_path} 2>&1 " | 
					
						
							|  |  |  |                         eval $command | 
					
						
							|  |  |  |                         last_status=${PIPESTATUS[0]} | 
					
						
							|  |  |  |                         eval "cat ${_save_log_path}" | 
					
						
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										 |  |  |                         status_check $last_status "${command}" "${status_log}" "${model_name}" "${_save_log_path}" | 
					
						
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										 |  |  |                          | 
					
						
							|  |  |  |                     done | 
					
						
							|  |  |  |                 done | 
					
						
							|  |  |  |             done | 
					
						
							|  |  |  |         else | 
					
						
							|  |  |  |             echo "Does not support hardware other than CPU and GPU Currently!" | 
					
						
							|  |  |  |         fi | 
					
						
							|  |  |  |     done | 
					
						
							|  |  |  | } | 
					
						
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							|  |  |  | if [ ${MODE} = "whole_infer" ]; then | 
					
						
							|  |  |  |     GPUID=$3 | 
					
						
							|  |  |  |     if [ ${#GPUID} -le 0 ];then | 
					
						
							|  |  |  |         env=" " | 
					
						
							|  |  |  |     else | 
					
						
							|  |  |  |         env="export CUDA_VISIBLE_DEVICES=${GPUID}" | 
					
						
							|  |  |  |     fi | 
					
						
							|  |  |  |     # set CUDA_VISIBLE_DEVICES | 
					
						
							|  |  |  |     eval $env | 
					
						
							|  |  |  |     export Count=0 | 
					
						
							|  |  |  |     IFS="|" | 
					
						
							|  |  |  |     infer_run_exports=(${infer_export_list}) | 
					
						
							|  |  |  |     infer_quant_flag=(${infer_is_quant}) | 
					
						
							|  |  |  |     for infer_model in ${infer_model_dir_list[*]}; do | 
					
						
							|  |  |  |         # run export | 
					
						
							|  |  |  |         if [ ${infer_run_exports[Count]} != "null" ];then | 
					
						
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										 |  |  |             _save_log_path="${_log_path}/python_infer_gpu_usetrt_${use_trt}_precision_${precision}_batchsize_${batch_size}_infermodel_${infer_model}.log" | 
					
						
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										 |  |  |             save_infer_dir=$(dirname $infer_model) | 
					
						
							|  |  |  |             set_export_weight=$(func_set_params "${export_weight}" "${infer_model}") | 
					
						
							|  |  |  |             set_save_infer_key=$(func_set_params "${save_infer_key}" "${save_infer_dir}") | 
					
						
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										 |  |  |             export_cmd="${python} ${infer_run_exports[Count]} ${set_export_weight} ${set_save_infer_key} > ${_save_log_path} 2>&1 " | 
					
						
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										 |  |  |             echo ${infer_run_exports[Count]}  | 
					
						
							|  |  |  |             eval $export_cmd | 
					
						
							|  |  |  |             status_export=$? | 
					
						
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										 |  |  |             status_check $status_export "${export_cmd}" "${status_log}" "${model_name}" "${_save_log_path}" | 
					
						
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										 |  |  |         else | 
					
						
							|  |  |  |             save_infer_dir=${infer_model} | 
					
						
							|  |  |  |         fi | 
					
						
							|  |  |  |         #run inference | 
					
						
							|  |  |  |         is_quant=${infer_quant_flag[Count]} | 
					
						
							|  |  |  |         if [ ${MODE} = "klquant_infer" ]; then | 
					
						
							|  |  |  |             is_quant="True" | 
					
						
							|  |  |  |         fi | 
					
						
							|  |  |  |         func_inference "${python}" "${inference_py}" "${save_infer_dir}" "${LOG_PATH}" "${infer_img_dir}" ${is_quant} | 
					
						
							|  |  |  |         Count=$(($Count + 1)) | 
					
						
							|  |  |  |     done | 
					
						
							|  |  |  | fi | 
					
						
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