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@@ -186,7 +186,7 @@ function Run_Converter() { |
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continue |
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fi |
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echo ${model_name} >> "${run_converter_log_file}" |
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echo './converter_lite --fmk=MINDIR --modelFile='${models_path}'/'${model_name}' --outputFile='${ms_models_path}'/'${model_name}'--quantType=WeightQuant --bitNum=8 --quantWeightSize=500 --quantWeightChannel=16' >> "${run_converter_log_file}" |
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echo './converter_lite --fmk=MINDIR --modelFile='${models_path}'/'${model_name}' --outputFile='${ms_models_path}'/'${model_name}' --quantType=WeightQuant --bitNum=8 --quantWeightSize=500 --quantWeightChannel=16' >> "${run_converter_log_file}" |
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./converter_lite --fmk=MINDIR --modelFile=$models_path/${model_name} --outputFile=${ms_models_path}/${model_name}_weightquant --quantType=WeightQuant --bitNum=8 --quantWeightSize=500 --quantWeightChannel=16 |
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if [ $? = 0 ]; then |
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converter_result='converter weight_quant '${model_name}' pass';echo ${converter_result} >> ${run_converter_result_file} |
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@@ -195,6 +195,30 @@ function Run_Converter() { |
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fi |
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done < ${models_mindspore_weightquant_config} |
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# Convert mindir mixbit weightquant models: |
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while read line; do |
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model_name=${line} |
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if [[ $model_name == \#* ]]; then |
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continue |
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fi |
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echo ${model_name}'_7bit' >> "${run_converter_log_file}" |
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echo './converter_lite --fmk=MINDIR --modelFile='${models_path}'/'${model_name}' --outputFile='${ms_models_path}'/'${model_name}'_7bit --quantType=WeightQuant --bitNum=7 --quantWeightSize=500 --quantWeightChannel=16' >> "${run_converter_log_file}" |
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./converter_lite --fmk=MINDIR --modelFile=${models_path}/${model_name} --outputFile=${ms_models_path}/${model_name}'_7bit' --quantType=WeightQuant --bitNum=7 --quantWeightSize=500 --quantWeightChannel=16 |
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if [ $? = 0 ]; then |
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converter_result='converter mindspore '${model_name}'_7bit pass';echo ${converter_result} >> ${run_converter_result_file} |
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else |
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converter_result='converter mindspore '${model_name}'_7bit failed';echo ${converter_result} >> ${run_converter_result_file};return 1 |
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fi |
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echo ${model_name}'_9bit' >> "${run_converter_log_file}" |
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echo './converter_lite --fmk=MINDIR --modelFile='${models_path}'/'${model_name}' --outputFile='${ms_models_path}'/'${model_name}'_9bit --quantType=WeightQuant --bitNum=9 --quantWeightSize=500 --quantWeightChannel=16' >> "${run_converter_log_file}" |
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./converter_lite --fmk=MINDIR --modelFile=${models_path}/${model_name} --outputFile=${ms_models_path}/${model_name}'_9bit' --quantType=WeightQuant --bitNum=9 --quantWeightSize=500 --quantWeightChannel=16 |
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if [ $? = 0 ]; then |
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converter_result='converter mindspore '${model_name}'_9bit pass';echo ${converter_result} >> ${run_converter_result_file} |
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else |
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converter_result='converter mindspore '${model_name}'_9bit failed';echo ${converter_result} >> ${run_converter_result_file};return 1 |
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fi |
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done < ${models_mindspore_mixbit_config} |
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# Convert models which do not need to be cared about the accuracy: |
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while read line; do |
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model_name=${line} |
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@@ -412,6 +436,31 @@ function Run_x86() { |
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fi |
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done < ${models_mindspore_weightquant_config} |
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# Run mindir mixbit weight quantization converted models: |
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while read line; do |
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model_name=${line} |
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if [[ $model_name == \#* ]]; then |
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continue |
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fi |
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echo ${model_name} >> "${run_x86_log_file}" |
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echo 'cd '${x86_path}'/mindspore-lite-'${version}'-runtime-x86-'${process_unit_x86} >> "${run_x86_log_file}" |
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cd ${x86_path}/mindspore-lite-${version}-runtime-x86-${process_unit_x86} || return 1 |
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echo 'export LD_LIBRARY_PATH=$LD_LIBRARY_PATH:./lib:./third_party/libjpeg-turbo/lib:./third_party/opencv/lib;./benchmark/benchmark --modelFile='${ms_models_path}'/'${model_name}'_7bit.ms --inDataFile=/home/workspace/mindspore_dataset/mslite/models/hiai/input_output/input/'${model_name}'.ms.bin --benchmarkDataFile=/home/workspace/mindspore_dataset/mslite/models/hiai/input_output/output/'${model_name}'_7bit.ms.out' >> "${run_x86_log_file}" |
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export LD_LIBRARY_PATH=$LD_LIBRARY_PATH:./lib:./third_party/libjpeg-turbo/lib:./third_party/opencv/lib;./benchmark/benchmark --modelFile=${ms_models_path}/${model_name}_7bit.ms --inDataFile=/home/workspace/mindspore_dataset/mslite/models/hiai/input_output/input/${model_name}.ms.bin --benchmarkDataFile=/home/workspace/mindspore_dataset/mslite/models/hiai/input_output/output/${model_name}_7bit.ms.out >> "${run_x86_log_file}" |
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if [ $? = 0 ]; then |
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run_result='x86: '${model_name}'_7bit pass'; echo ${run_result} >> ${run_benchmark_result_file} |
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else |
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run_result='x86: '${model_name}'_7bit failed'; echo ${run_result} >> ${run_benchmark_result_file}; return 1 |
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fi |
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echo 'export LD_LIBRARY_PATH=$LD_LIBRARY_PATH:./lib:./third_party/libjpeg-turbo/lib:./third_party/opencv/lib;./benchmark/benchmark --modelFile='${ms_models_path}'/'${model_name}'_9bit.ms --inDataFile=/home/workspace/mindspore_dataset/mslite/models/hiai/input_output/input/'${model_name}'.ms.bin --benchmarkDataFile=/home/workspace/mindspore_dataset/mslite/models/hiai/input_output/output/'${model_name}'_9bit.ms.out' >> "${run_x86_log_file}" |
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export LD_LIBRARY_PATH=$LD_LIBRARY_PATH:./lib:./third_party/libjpeg-turbo/lib:./third_party/opencv/lib;./benchmark/benchmark --modelFile=${ms_models_path}/${model_name}_9bit.ms --inDataFile=/home/workspace/mindspore_dataset/mslite/models/hiai/input_output/input/${model_name}.ms.bin --benchmarkDataFile=/home/workspace/mindspore_dataset/mslite/models/hiai/input_output/output/${model_name}_9bit.ms.out >> "${run_x86_log_file}" |
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if [ $? = 0 ]; then |
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run_result='x86: '${model_name}'_9bit pass'; echo ${run_result} >> ${run_benchmark_result_file} |
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else |
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run_result='x86: '${model_name}'_9bit failed'; echo ${run_result} >> ${run_benchmark_result_file}; return 1 |
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fi |
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done < ${models_mindspore_mixbit_config} |
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# Run converted models which do not need to be cared about the accuracy: |
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while read line; do |
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model_name=${line} |
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@@ -941,6 +990,7 @@ models_onnx_config=${basepath}/models_onnx.cfg |
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models_fp16_config=${basepath}/models_fp16.cfg |
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models_mindspore_config=${basepath}/models_mindspore.cfg |
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models_mindspore_train_config=${basepath}/models_mindspore_train.cfg |
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models_mindspore_mixbit_config=${basepath}/models_mindspore_mixbit.cfg |
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models_tflite_gpu_config=${basepath}/models_fp32_gpu.cfg |
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models_mindspore_weightquant_config=${basepath}/models_mindspore_weightquant.cfg |
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models_fp16_gpu_config=${basepath}/models_fp16_gpu.cfg |
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