Forums - Benchmarking with "mem" mode failed and only 7 TOPS perf is measured with 865HDK

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Benchmarking with "mem" mode failed and only 7 TOPS perf is measured with 865HDK
conan353
Join Date: 3 Feb 20
Posts: 12
Posted: Wed, 2020-05-13 00:00

Hi,

I am trying to benchmark HDK855 and HDK865 with the latest SNPE version 1.38.

In SNPE official doc, 2 modes named "timing" and "mem" are supported. But it keeps failing when "mem" mode is specified in JSON file:

 [Errno 2] No such file or directory: '/home/vsong/Desktop/snpe-1.38.0.2034/benchmarks/resnet18/results/2020-05-12_23:46:06/mem/AIP/Run1/MemLog.txt'

The full logs are as below:

2020-05-12 23:46:06,110 - INFO - snpe_bench: Running snpe_bench with {'sleep': 0, 'run_on_all_connected_devices_override': True, 'userbuffer_mode': 'float', 'device_id_override': None, 'host_name': None, 'profile_mode': False, 'device_os_type_override': 'android', 'output_base_dir_override': None, 'profilinglevel': 'detailed', 'perfprofile': 'burst', 'config_file': 'resnet18.json', 'enable_init_cache': False, 'generate_json': False, 'debug': False}
2020-05-12 23:46:06,114 - INFO - snpebm.snpebm_config: Overriding device id to ['b8b1a27'], instead of ['454d40f3'] from config file
2020-05-12 23:46:06,114 - INFO - snpebm.snpebm_config: Overriding host name to localhost
2020-05-12 23:46:06,130 - INFO - snpe_bench: 
--CONFIG--
  Name:resnet18 
  HostRootPath:/home/vsong/Desktop/snpe-1.38.0.2034/benchmarks/resnet18 
  HostResultsDir:/home/vsong/Desktop/snpe-1.38.0.2034/benchmarks/resnet18/results 
  Devices:['b8b1a27'] 
  DevicePath:/data/local/tmp/snpebm
  HostName:localhost
  Runs:2
  Model:Name:resnet18
  Model:Dlc:/home/vsong/Desktop/snpe-1.38.0.2034/models/resnet18/dlc/bvlc_resnet18_quantized.dlc
  Model:Data:['../models/resnet18/data/cropped']
  Model:UDO:None
  Model:InputDimensions:['data:1,224,224,3']
  Runtimes:['AIP']
  Architectures:['arm']
  Compiler:clang6.0
  C++ Standard Library:libc++_shared.so
  Measurements:['mem']
  PerfProfile:burst
  ProfilingLevel:detailed
  CpuFallback:False
  BufferTypes:All
--END CONFIG--
 
2020-05-12 23:46:07,122 - INFO - snpebm.snpebm_md5: md5 command to be used: /system/bin/md5sum
2020-05-12 23:46:07,122 - INFO - snpebm.snpebm_md5: Perform MD5 check on files on device
2020-05-12 23:46:07,487 - INFO - snpebm.snpebm_md5: md5 does not match for /data/local/tmp/snpebm/artifacts/dsp/lib/libsnpe_dsp_skel.so, copy from host again
2020-05-12 23:46:10,984 - INFO - snpebm.snpebm_md5: md5 does not match for /data/local/tmp/snpebm/artifacts/dsp/lib/libsnpe_dsp_v65_domains_v2_skel.so, copy from host again
2020-05-12 23:46:14,686 - INFO - snpebm.snpebm_md5: md5 does not match for /data/local/tmp/snpebm/artifacts/dsp/lib/libsnpe_dsp_v66_domains_v2_skel.so, copy from host again
2020-05-12 23:46:18,329 - INFO - snpebm.snpebm_md5: md5 does not match for /data/local/tmp/snpebm/artifacts/dsp/lib/libsnpe_dsp_domains_skel.so, copy from host again
2020-05-12 23:46:21,983 - INFO - snpebm.snpebm_md5: md5 does not match for /data/local/tmp/snpebm/artifacts/arm-android-clang6.0/bin/snpe-net-run, copy from host again
2020-05-12 23:46:23,277 - INFO - snpebm.snpebm_md5: md5 does not match for /data/local/tmp/snpebm/artifacts/arm-android-clang6.0/lib/libSNPE.so, copy from host again
2020-05-12 23:46:34,354 - INFO - snpebm.snpebm_md5: md5 does not match for /data/local/tmp/snpebm/artifacts/arm-android-clang6.0/lib/libsnpe_adsp.so, copy from host again
2020-05-12 23:46:35,298 - INFO - snpebm.snpebm_md5: md5 does not match for /data/local/tmp/snpebm/artifacts/arm-android-clang6.0/lib/libsnpe_dsp_domains.so, copy from host again
2020-05-12 23:46:36,224 - INFO - snpebm.snpebm_md5: md5 does not match for /data/local/tmp/snpebm/artifacts/arm-android-clang6.0/lib/libsnpe_dsp_domains_v2.so, copy from host again
2020-05-12 23:46:37,188 - INFO - snpebm.snpebm_md5: md5 does not match for /data/local/tmp/snpebm/artifacts/arm-android-clang6.0/lib/libhta.so, copy from host again
2020-05-12 23:46:43,421 - INFO - snpebm.snpebm_md5: md5 does not match for /data/local/tmp/snpebm/resnet18/cropped/raw_list.txt, copy from host again
2020-05-12 23:46:46,437 - INFO - snpebm.snpebm_md5: md5 does not match for /data/local/tmp/snpebm/resnet18/bvlc_resnet18_quantized.dlc, copy from host again
2020-05-12 23:47:10,008 - INFO - snpe_bench: Running on AIP_mem
2020-05-12 23:47:10,009 - INFO - snpe_bench: Run 1
2020-05-12 23:47:10,587 - INFO - snpebm.snpebm_device: starting memory capture in a parallel process
2020-05-12 23:47:10,587 - INFO - snpebm.snpebm_device: Android platform
2020-05-12 23:47:11,424 - INFO - snpebm.snpebm_device: memory capture is terminated
[Errno 2] No such file or directory: '/home/vsong/Desktop/snpe-1.38.0.2034/benchmarks/resnet18/results/2020-05-12_23:46:06/mem/AIP/Run1/MemLog.txt'
 
 

With "timing" mode, everything seems fine except that  results for ResNet50, ResNet18 and other common NN seem have similar FPS on 855 and 865. But it was declared that 865 (15TOPS) should double the perf of 855 (7TOPS). Not sure if this is due to the under-optimization of software?

Thanks,

Vincent 

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