[02/11 11:08:42] DALI is not installed, you can improve performance if use DALI
[02/11 11:09:30] DALI is not installed, you can improve performance if use DALI
[02/11 11:09:51] DALI is not installed, you can improve performance if use DALI
[02/11 11:11:04] DALI is not installed, you can improve performance if use DALI
[02/11 11:11:04] A new filed (output_dir) detected!
[02/11 11:11:04] [35mDATASET[0m : 
[02/11 11:11:04]     [35mbatch_size[0m : [92m16[0m
[02/11 11:11:04]     [35mnum_workers[0m : [92m4[0m
[02/11 11:11:04]     [35mtest[0m : 
[02/11 11:11:04]         [35mdata_prefix[0m : [92m[0m
[02/11 11:11:04]         [35mfile_path[0m : [92m/home/work/datasets/train_list/football_tsn_val.list[0m
[02/11 11:11:04]         [35mformat[0m : [92mFrameDataset_sport[0m
[02/11 11:11:04]         [35msuffix[0m : [92mimg_{:05}.jpg[0m
[02/11 11:11:04]     [35mtest_batch_size[0m : [92m16[0m
[02/11 11:11:04]     [35mtrain[0m : 
[02/11 11:11:04]         [35mdata_prefix[0m : [92m[0m
[02/11 11:11:04]         [35mfile_path[0m : [92m/home/work/datasets/train_list/football_tsn_train.list[0m
[02/11 11:11:04]         [35mformat[0m : [92mFrameDataset_sport[0m
[02/11 11:11:04]         [35msuffix[0m : [92mimg_{:05}.jpg[0m
[02/11 11:11:04]     [35mvalid[0m : 
[02/11 11:11:04]         [35mdata_prefix[0m : [92m[0m
[02/11 11:11:04]         [35mfile_path[0m : [92m/home/work/datasets/train_list/football_tsn_val.list[0m
[02/11 11:11:04]         [35mformat[0m : [92mFrameDataset_sport[0m
[02/11 11:11:04]         [35msuffix[0m : [92mimg_{:05}.jpg[0m
[02/11 11:11:04] ------------------------------------------------------------
[02/11 11:11:04] [35mMETRIC[0m : 
[02/11 11:11:04]     [35mname[0m : [92mCenterCropMetric[0m
[02/11 11:11:04] ------------------------------------------------------------
[02/11 11:11:04] [35mMIX[0m : 
[02/11 11:11:04]     [35malpha[0m : [92m0.2[0m
[02/11 11:11:04]     [35mname[0m : [92mMixup[0m
[02/11 11:11:04] ------------------------------------------------------------
[02/11 11:11:04] [35mMODEL[0m : 
[02/11 11:11:04]     [35mbackbone[0m : 
[02/11 11:11:04]         [35mdepth[0m : [92m50[0m
[02/11 11:11:04]         [35mname[0m : [92mResNetTweaksTSM[0m
[02/11 11:11:04]         [35mnum_seg[0m : [92m8[0m
[02/11 11:11:04]         [35mpretrained[0m : [92m/home/work/pretrain/ResNet50_vd_ssld_v2_pretrained.pdparams[0m
[02/11 11:11:04]     [35mframework[0m : [92mRecognizer2D[0m
[02/11 11:11:04]     [35mhead[0m : 
[02/11 11:11:04]         [35mdrop_ratio[0m : [92m0.5[0m
[02/11 11:11:04]         [35min_channels[0m : [92m2048[0m
[02/11 11:11:04]         [35mls_eps[0m : [92m0.1[0m
[02/11 11:11:04]         [35mname[0m : [92mTSMHead[0m
[02/11 11:11:04]         [35mnum_classes[0m : [92m8[0m
[02/11 11:11:04]         [35mstd[0m : [92m0.01[0m
[02/11 11:11:04] ------------------------------------------------------------
[02/11 11:11:04] [35mOPTIMIZER[0m : 
[02/11 11:11:04]     [35mlearning_rate[0m : 
[02/11 11:11:04]         [35mboundaries[0m : [92m[40, 60][0m
[02/11 11:11:04]         [35mname[0m : [92mPiecewiseDecay[0m
[02/11 11:11:04]         [35mvalues[0m : [92m[0.01, 0.001, 0.0001][0m
[02/11 11:11:04]     [35mmomentum[0m : [92m0.9[0m
[02/11 11:11:04]     [35mname[0m : [92mMomentum[0m
[02/11 11:11:04]     [35mweight_decay[0m : 
[02/11 11:11:04]         [35mname[0m : [92mL2[0m
[02/11 11:11:04]         [35mvalue[0m : [92m0.0002[0m
[02/11 11:11:04] ------------------------------------------------------------
[02/11 11:11:04] [35mPIPELINE[0m : 
[02/11 11:11:04]     [35mtest[0m : 
[02/11 11:11:04]         [35mdecode[0m : 
[02/11 11:11:04]             [35mname[0m : [92mFrameDecoder[0m
[02/11 11:11:04]         [35msample[0m : 
[02/11 11:11:04]             [35mname[0m : [92mSamplerPkl[0m
[02/11 11:11:04]             [35mnum_seg[0m : [92m8[0m
[02/11 11:11:04]             [35mseg_len[0m : [92m1[0m
[02/11 11:11:04]             [35mvalid_mode[0m : [92mTrue[0m
[02/11 11:11:04]         [35mtransform[0m : 
[02/11 11:11:04]             [35mScale[0m : 
[02/11 11:11:04]                 [35mshort_size[0m : [92m256[0m
[02/11 11:11:04]             [35mCenterCrop[0m : 
[02/11 11:11:04]                 [35mtarget_size[0m : [92m224[0m
[02/11 11:11:04]             [35mImage2Array[0m : [92mNone[0m
[02/11 11:11:04]             [35mNormalization[0m : 
[02/11 11:11:04]                 [35mmean[0m : [92m[0.485, 0.456, 0.406][0m
[02/11 11:11:04]                 [35mstd[0m : [92m[0.229, 0.224, 0.225][0m
[02/11 11:11:04]     [35mtrain[0m : 
[02/11 11:11:04]         [35mdecode[0m : 
[02/11 11:11:04]             [35mname[0m : [92mFrameDecoder[0m
[02/11 11:11:04]         [35msample[0m : 
[02/11 11:11:04]             [35mname[0m : [92mSamplerPkl[0m
[02/11 11:11:04]             [35mnum_seg[0m : [92m8[0m
[02/11 11:11:04]             [35mseg_len[0m : [92m1[0m
[02/11 11:11:04]             [35mvalid_mode[0m : [92mFalse[0m
[02/11 11:11:04]         [35mtransform[0m : 
[02/11 11:11:04]             [35mScale[0m : 
[02/11 11:11:04]                 [35mshort_size[0m : [92m256[0m
[02/11 11:11:04]             [35mMultiScaleCrop[0m : 
[02/11 11:11:04]                 [35mtarget_size[0m : [92m256[0m
[02/11 11:11:04]             [35mRandomCrop[0m : 
[02/11 11:11:04]                 [35mtarget_size[0m : [92m224[0m
[02/11 11:11:04]             [35mRandomFlip[0m : [92mNone[0m
[02/11 11:11:04]             [35mImage2Array[0m : [92mNone[0m
[02/11 11:11:04]             [35mNormalization[0m : 
[02/11 11:11:04]                 [35mmean[0m : [92m[0.485, 0.456, 0.406][0m
[02/11 11:11:04]                 [35mstd[0m : [92m[0.229, 0.224, 0.225][0m
[02/11 11:11:04]     [35mvalid[0m : 
[02/11 11:11:04]         [35mdecode[0m : 
[02/11 11:11:04]             [35mname[0m : [92mFrameDecoder[0m
[02/11 11:11:04]         [35msample[0m : 
[02/11 11:11:04]             [35mname[0m : [92mSamplerPkl[0m
[02/11 11:11:04]             [35mnum_seg[0m : [92m8[0m
[02/11 11:11:04]             [35mseg_len[0m : [92m1[0m
[02/11 11:11:04]             [35mvalid_mode[0m : [92mTrue[0m
[02/11 11:11:04]         [35mtransform[0m : 
[02/11 11:11:04]             [35mScale[0m : 
[02/11 11:11:04]                 [35mshort_size[0m : [92m256[0m
[02/11 11:11:04]             [35mCenterCrop[0m : 
[02/11 11:11:04]                 [35mtarget_size[0m : [92m224[0m
[02/11 11:11:04]             [35mImage2Array[0m : [92mNone[0m
[02/11 11:11:04]             [35mNormalization[0m : 
[02/11 11:11:04]                 [35mmean[0m : [92m[0.485, 0.456, 0.406][0m
[02/11 11:11:04]                 [35mstd[0m : [92m[0.229, 0.224, 0.225][0m
[02/11 11:11:04] ------------------------------------------------------------
[02/11 11:11:04] [35mPRECISEBN[0m : 
[02/11 11:11:04]     [35mnum_iters_preciseBN[0m : [92m80[0m
[02/11 11:11:04]     [35mpreciseBN_interval[0m : [92m5[0m
[02/11 11:11:04] ------------------------------------------------------------
[02/11 11:11:04] [35mepochs[0m : [92m80[0m
[02/11 11:11:04] [35mlog_interval[0m : [92m20[0m
[02/11 11:11:04] [35mlog_level[0m : [92mINFO[0m
[02/11 11:11:04] [35mmodel_name[0m : [92mppTSM[0m
[02/11 11:11:04] [35moutput_dir[0m : [92mapplications/FootballAction/train_pptsm/[0m
[02/11 11:11:04] [35mresume_from[0m : [92m[0m
[02/11 11:16:10] DALI is not installed, you can improve performance if use DALI
[02/11 11:16:10] A new filed (output_dir) detected!
[02/11 11:16:10] [35mDATASET[0m : 
[02/11 11:16:10]     [35mbatch_size[0m : [92m16[0m
[02/11 11:16:10]     [35mnum_workers[0m : [92m4[0m
[02/11 11:16:10]     [35mtest[0m : 
[02/11 11:16:10]         [35mdata_prefix[0m : [92m[0m
[02/11 11:16:10]         [35mfile_path[0m : [92m/applications/FootballAction/datasets/EuroCup2016/input_for_pptsm/train.list[0m
[02/11 11:16:10]         [35mformat[0m : [92mFrameDataset_sport[0m
[02/11 11:16:10]         [35msuffix[0m : [92mimg_{:05}.jpg[0m
[02/11 11:16:10]     [35mtest_batch_size[0m : [92m16[0m
[02/11 11:16:10]     [35mtrain[0m : 
[02/11 11:16:10]         [35mdata_prefix[0m : [92m[0m
[02/11 11:16:10]         [35mfile_path[0m : [92m/applications/FootballAction/datasets/EuroCup2016/input_for_pptsm/train.list[0m
[02/11 11:16:10]         [35mformat[0m : [92mFrameDataset_sport[0m
[02/11 11:16:10]         [35msuffix[0m : [92mimg_{:05}.jpg[0m
[02/11 11:16:10]     [35mvalid[0m : 
[02/11 11:16:10]         [35mdata_prefix[0m : [92m[0m
[02/11 11:16:10]         [35mfile_path[0m : [92m/applications/FootballAction/datasets/EuroCup2016/input_for_pptsm/train.list[0m
[02/11 11:16:10]         [35mformat[0m : [92mFrameDataset_sport[0m
[02/11 11:16:10]         [35msuffix[0m : [92mimg_{:05}.jpg[0m
[02/11 11:16:10] ------------------------------------------------------------
[02/11 11:16:10] [35mMETRIC[0m : 
[02/11 11:16:10]     [35mname[0m : [92mCenterCropMetric[0m
[02/11 11:16:10] ------------------------------------------------------------
[02/11 11:16:10] [35mMIX[0m : 
[02/11 11:16:10]     [35malpha[0m : [92m0.2[0m
[02/11 11:16:10]     [35mname[0m : [92mMixup[0m
[02/11 11:16:10] ------------------------------------------------------------
[02/11 11:16:10] [35mMODEL[0m : 
[02/11 11:16:10]     [35mbackbone[0m : 
[02/11 11:16:10]         [35mdepth[0m : [92m50[0m
[02/11 11:16:10]         [35mname[0m : [92mResNetTweaksTSM[0m
[02/11 11:16:10]         [35mnum_seg[0m : [92m8[0m
[02/11 11:16:10]         [35mpretrained[0m : [92m/applications/FootballAction/pretrain/ResNet50_vd_ssld_v2_pretrained.pdparams[0m
[02/11 11:16:10]     [35mframework[0m : [92mRecognizer2D[0m
[02/11 11:16:10]     [35mhead[0m : 
[02/11 11:16:10]         [35mdrop_ratio[0m : [92m0.5[0m
[02/11 11:16:10]         [35min_channels[0m : [92m2048[0m
[02/11 11:16:10]         [35mls_eps[0m : [92m0.1[0m
[02/11 11:16:10]         [35mname[0m : [92mTSMHead[0m
[02/11 11:16:10]         [35mnum_classes[0m : [92m8[0m
[02/11 11:16:10]         [35mstd[0m : [92m0.01[0m
[02/11 11:16:10] ------------------------------------------------------------
[02/11 11:16:10] [35mOPTIMIZER[0m : 
[02/11 11:16:10]     [35mlearning_rate[0m : 
[02/11 11:16:10]         [35mboundaries[0m : [92m[5, 7][0m
[02/11 11:16:10]         [35mname[0m : [92mPiecewiseDecay[0m
[02/11 11:16:10]         [35mvalues[0m : [92m[0.01, 0.001, 0.0001][0m
[02/11 11:16:10]     [35mmomentum[0m : [92m0.9[0m
[02/11 11:16:10]     [35mname[0m : [92mMomentum[0m
[02/11 11:16:10]     [35mweight_decay[0m : 
[02/11 11:16:10]         [35mname[0m : [92mL2[0m
[02/11 11:16:10]         [35mvalue[0m : [92m0.0002[0m
[02/11 11:16:10] ------------------------------------------------------------
[02/11 11:16:10] [35mPIPELINE[0m : 
[02/11 11:16:10]     [35mtest[0m : 
[02/11 11:16:10]         [35mdecode[0m : 
[02/11 11:16:10]             [35mname[0m : [92mFrameDecoder[0m
[02/11 11:16:10]         [35msample[0m : 
[02/11 11:16:10]             [35mname[0m : [92mSamplerPkl[0m
[02/11 11:16:10]             [35mnum_seg[0m : [92m8[0m
[02/11 11:16:10]             [35mseg_len[0m : [92m1[0m
[02/11 11:16:10]             [35mvalid_mode[0m : [92mTrue[0m
[02/11 11:16:10]         [35mtransform[0m : 
[02/11 11:16:10]             [35mScale[0m : 
[02/11 11:16:10]                 [35mshort_size[0m : [92m256[0m
[02/11 11:16:10]             [35mCenterCrop[0m : 
[02/11 11:16:10]                 [35mtarget_size[0m : [92m224[0m
[02/11 11:16:10]             [35mImage2Array[0m : [92mNone[0m
[02/11 11:16:10]             [35mNormalization[0m : 
[02/11 11:16:10]                 [35mmean[0m : [92m[0.485, 0.456, 0.406][0m
[02/11 11:16:10]                 [35mstd[0m : [92m[0.229, 0.224, 0.225][0m
[02/11 11:16:10]     [35mtrain[0m : 
[02/11 11:16:10]         [35mdecode[0m : 
[02/11 11:16:10]             [35mname[0m : [92mFrameDecoder[0m
[02/11 11:16:10]         [35msample[0m : 
[02/11 11:16:10]             [35mname[0m : [92mSamplerPkl[0m
[02/11 11:16:10]             [35mnum_seg[0m : [92m8[0m
[02/11 11:16:10]             [35mseg_len[0m : [92m1[0m
[02/11 11:16:10]             [35mvalid_mode[0m : [92mFalse[0m
[02/11 11:16:10]         [35mtransform[0m : 
[02/11 11:16:10]             [35mScale[0m : 
[02/11 11:16:10]                 [35mshort_size[0m : [92m256[0m
[02/11 11:16:10]             [35mMultiScaleCrop[0m : 
[02/11 11:16:10]                 [35mtarget_size[0m : [92m256[0m
[02/11 11:16:10]             [35mRandomCrop[0m : 
[02/11 11:16:10]                 [35mtarget_size[0m : [92m224[0m
[02/11 11:16:10]             [35mRandomFlip[0m : [92mNone[0m
[02/11 11:16:10]             [35mImage2Array[0m : [92mNone[0m
[02/11 11:16:10]             [35mNormalization[0m : 
[02/11 11:16:10]                 [35mmean[0m : [92m[0.485, 0.456, 0.406][0m
[02/11 11:16:10]                 [35mstd[0m : [92m[0.229, 0.224, 0.225][0m
[02/11 11:16:10]     [35mvalid[0m : 
[02/11 11:16:10]         [35mdecode[0m : 
[02/11 11:16:10]             [35mname[0m : [92mFrameDecoder[0m
[02/11 11:16:10]         [35msample[0m : 
[02/11 11:16:10]             [35mname[0m : [92mSamplerPkl[0m
[02/11 11:16:10]             [35mnum_seg[0m : [92m8[0m
[02/11 11:16:10]             [35mseg_len[0m : [92m1[0m
[02/11 11:16:10]             [35mvalid_mode[0m : [92mTrue[0m
[02/11 11:16:10]         [35mtransform[0m : 
[02/11 11:16:10]             [35mScale[0m : 
[02/11 11:16:10]                 [35mshort_size[0m : [92m256[0m
[02/11 11:16:10]             [35mCenterCrop[0m : 
[02/11 11:16:10]                 [35mtarget_size[0m : [92m224[0m
[02/11 11:16:10]             [35mImage2Array[0m : [92mNone[0m
[02/11 11:16:10]             [35mNormalization[0m : 
[02/11 11:16:10]                 [35mmean[0m : [92m[0.485, 0.456, 0.406][0m
[02/11 11:16:10]                 [35mstd[0m : [92m[0.229, 0.224, 0.225][0m
[02/11 11:16:10] ------------------------------------------------------------
[02/11 11:16:10] [35mPRECISEBN[0m : 
[02/11 11:16:10]     [35mnum_iters_preciseBN[0m : [92m5[0m
[02/11 11:16:10]     [35mpreciseBN_interval[0m : [92m5[0m
[02/11 11:16:10] ------------------------------------------------------------
[02/11 11:16:10] [35mepochs[0m : [92m10[0m
[02/11 11:16:10] [35mlog_interval[0m : [92m5[0m
[02/11 11:16:10] [35mlog_level[0m : [92mINFO[0m
[02/11 11:16:10] [35mmodel_name[0m : [92mppTSM[0m
[02/11 11:16:10] [35moutput_dir[0m : [92mapplications/FootballAction/train_pptsm/[0m
[02/11 11:16:10] [35mresume_from[0m : [92m[0m
[02/11 11:17:23] DALI is not installed, you can improve performance if use DALI
[02/11 11:17:23] A new filed (output_dir) detected!
[02/11 11:17:23] [35mDATASET[0m : 
[02/11 11:17:23]     [35mbatch_size[0m : [92m16[0m
[02/11 11:17:23]     [35mnum_workers[0m : [92m4[0m
[02/11 11:17:23]     [35mtest[0m : 
[02/11 11:17:23]         [35mdata_prefix[0m : [92m[0m
[02/11 11:17:23]         [35mfile_path[0m : [92m/applications/FootballAction/datasets/EuroCup2016/input_for_pptsm/train.list[0m
[02/11 11:17:23]         [35mformat[0m : [92mFrameDataset_sport[0m
[02/11 11:17:23]         [35msuffix[0m : [92mimg_{:05}.jpg[0m
[02/11 11:17:23]     [35mtest_batch_size[0m : [92m16[0m
[02/11 11:17:23]     [35mtrain[0m : 
[02/11 11:17:23]         [35mdata_prefix[0m : [92m[0m
[02/11 11:17:23]         [35mfile_path[0m : [92m/applications/FootballAction/datasets/EuroCup2016/input_for_pptsm/train.list[0m
[02/11 11:17:23]         [35mformat[0m : [92mFrameDataset_sport[0m
[02/11 11:17:23]         [35msuffix[0m : [92mimg_{:05}.jpg[0m
[02/11 11:17:23]     [35mvalid[0m : 
[02/11 11:17:23]         [35mdata_prefix[0m : [92m[0m
[02/11 11:17:23]         [35mfile_path[0m : [92m/applications/FootballAction/datasets/EuroCup2016/input_for_pptsm/train.list[0m
[02/11 11:17:23]         [35mformat[0m : [92mFrameDataset_sport[0m
[02/11 11:17:23]         [35msuffix[0m : [92mimg_{:05}.jpg[0m
[02/11 11:17:23] ------------------------------------------------------------
[02/11 11:17:23] [35mMETRIC[0m : 
[02/11 11:17:23]     [35mname[0m : [92mCenterCropMetric[0m
[02/11 11:17:23] ------------------------------------------------------------
[02/11 11:17:23] [35mMIX[0m : 
[02/11 11:17:23]     [35malpha[0m : [92m0.2[0m
[02/11 11:17:23]     [35mname[0m : [92mMixup[0m
[02/11 11:17:23] ------------------------------------------------------------
[02/11 11:17:23] [35mMODEL[0m : 
[02/11 11:17:23]     [35mbackbone[0m : 
[02/11 11:17:23]         [35mdepth[0m : [92m50[0m
[02/11 11:17:23]         [35mname[0m : [92mResNetTweaksTSM[0m
[02/11 11:17:23]         [35mnum_seg[0m : [92m8[0m
[02/11 11:17:23]         [35mpretrained[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/pretrain/ResNet50_vd_ssld_v2_pretrained.pdparams[0m
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[02/11 11:17:23] ------------------------------------------------------------
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[02/11 11:17:23] ------------------------------------------------------------
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[02/11 11:17:23] ------------------------------------------------------------
[02/11 11:17:23] [35mPRECISEBN[0m : 
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[02/11 11:17:23]     [35mpreciseBN_interval[0m : [92m5[0m
[02/11 11:17:23] ------------------------------------------------------------
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[02/11 11:17:23] [35mresume_from[0m : [92m[0m
[02/11 11:20:57] DALI is not installed, you can improve performance if use DALI
[02/11 11:20:57] A new filed (output_dir) detected!
[02/11 11:20:57] [35mDATASET[0m : 
[02/11 11:20:57]     [35mbatch_size[0m : [92m16[0m
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[02/11 11:20:57]         [35mfile_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_pptsm/train.list[0m
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[02/11 11:20:57] ------------------------------------------------------------
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[02/11 11:20:57] ------------------------------------------------------------
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[02/11 11:20:57] ------------------------------------------------------------
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[02/11 11:20:57]         [35mpretrained[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/pretrain/ResNet50_vd_ssld_v2_pretrained.pdparams[0m
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[02/11 11:20:57] ------------------------------------------------------------
[02/11 11:20:57] [35mOPTIMIZER[0m : 
[02/11 11:20:57]     [35mlearning_rate[0m : 
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[02/11 11:20:57] ------------------------------------------------------------
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[02/11 11:20:57]                 [35mmean[0m : [92m[0.485, 0.456, 0.406][0m
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[02/11 11:20:57]         [35mtransform[0m : 
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[02/11 11:20:57]             [35mNormalization[0m : 
[02/11 11:20:57]                 [35mmean[0m : [92m[0.485, 0.456, 0.406][0m
[02/11 11:20:57]                 [35mstd[0m : [92m[0.229, 0.224, 0.225][0m
[02/11 11:20:57] ------------------------------------------------------------
[02/11 11:20:57] [35mPRECISEBN[0m : 
[02/11 11:20:57]     [35mnum_iters_preciseBN[0m : [92m5[0m
[02/11 11:20:57]     [35mpreciseBN_interval[0m : [92m5[0m
[02/11 11:20:57] ------------------------------------------------------------
[02/11 11:20:57] [35mepochs[0m : [92m10[0m
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[02/11 11:20:57] [35moutput_dir[0m : [92mapplications/FootballAction/train_pptsm/[0m
[02/11 11:20:57] [35mresume_from[0m : [92m[0m
[02/11 11:21:06] fail to perform transform [<paddlevideo.loader.pipelines.sample.SamplerPkl object at 0x7f516c624bd0>] with error: [Errno 2] No such file or directory: 'datasets/EuroCup2016/input_for_pptsm/train/football_00004046_00004056_0.pkl' and stack:
Traceback (most recent call last):
  File "/home/aistudio/PaddleVideo/paddlevideo/loader/pipelines/compose.py", line 69, in __call__
    data = p(data)
  File "/home/aistudio/PaddleVideo/paddlevideo/loader/pipelines/sample.py", line 335, in __call__
    data_loaded = pickle.load(open(filename, 'rb'), encoding='bytes')
FileNotFoundError: [Errno 2] No such file or directory: 'datasets/EuroCup2016/input_for_pptsm/train/football_00004046_00004056_0.pkl'

[02/11 11:21:06] fail to perform transform [<paddlevideo.loader.pipelines.sample.SamplerPkl object at 0x7f516c624bd0>] with error: [Errno 2] No such file or directory: 'datasets/EuroCup2016/input_for_pptsm/train/football_00022174_00022389_0.pkl' and stack:
Traceback (most recent call last):
  File "/home/aistudio/PaddleVideo/paddlevideo/loader/pipelines/compose.py", line 69, in __call__
    data = p(data)
  File "/home/aistudio/PaddleVideo/paddlevideo/loader/pipelines/sample.py", line 335, in __call__
    data_loaded = pickle.load(open(filename, 'rb'), encoding='bytes')
FileNotFoundError: [Errno 2] No such file or directory: 'datasets/EuroCup2016/input_for_pptsm/train/football_00022174_00022389_0.pkl'

[02/11 11:21:06] fail to perform transform [<paddlevideo.loader.pipelines.sample.SamplerPkl object at 0x7f516c624bd0>] with error: [Errno 2] No such file or directory: 'datasets/EuroCup2016/input_for_pptsm/train/football_00026096_00026131_0.pkl' and stack:
Traceback (most recent call last):
  File "/home/aistudio/PaddleVideo/paddlevideo/loader/pipelines/compose.py", line 69, in __call__
    data = p(data)
  File "/home/aistudio/PaddleVideo/paddlevideo/loader/pipelines/sample.py", line 335, in __call__
    data_loaded = pickle.load(open(filename, 'rb'), encoding='bytes')
FileNotFoundError: [Errno 2] No such file or directory: 'datasets/EuroCup2016/input_for_pptsm/train/football_00026096_00026131_0.pkl'

[02/11 11:21:06] fail to perform transform [<paddlevideo.loader.pipelines.sample.SamplerPkl object at 0x7f516c624bd0>] with error: [Errno 2] No such file or directory: 'datasets/EuroCup2016/input_for_pptsm/train/football_00018707_00018722_0.pkl' and stack:
Traceback (most recent call last):
  File "/home/aistudio/PaddleVideo/paddlevideo/loader/pipelines/compose.py", line 69, in __call__
    data = p(data)
  File "/home/aistudio/PaddleVideo/paddlevideo/loader/pipelines/sample.py", line 335, in __call__
    data_loaded = pickle.load(open(filename, 'rb'), encoding='bytes')
FileNotFoundError: [Errno 2] No such file or directory: 'datasets/EuroCup2016/input_for_pptsm/train/football_00018707_00018722_0.pkl'

[02/11 11:21:06] fail to perform transform [<paddlevideo.loader.pipelines.sample.SamplerPkl object at 0x7f516c624bd0>] with error: [Errno 2] No such file or directory: 'datasets/EuroCup2016/input_for_pptsm/train/football_00010346_00010411_0.pkl' and stack:
Traceback (most recent call last):
  File "/home/aistudio/PaddleVideo/paddlevideo/loader/pipelines/compose.py", line 69, in __call__
    data = p(data)
  File "/home/aistudio/PaddleVideo/paddlevideo/loader/pipelines/sample.py", line 335, in __call__
    data_loaded = pickle.load(open(filename, 'rb'), encoding='bytes')
FileNotFoundError: [Errno 2] No such file or directory: 'datasets/EuroCup2016/input_for_pptsm/train/football_00010346_00010411_0.pkl'

[02/11 11:21:06] fail to perform transform [<paddlevideo.loader.pipelines.sample.SamplerPkl object at 0x7f516c624bd0>] with error: [Errno 2] No such file or directory: 'datasets/EuroCup2016/input_for_pptsm/train/football_00006674_00006709_0.pkl' and stack:
Traceback (most recent call last):
  File "/home/aistudio/PaddleVideo/paddlevideo/loader/pipelines/compose.py", line 69, in __call__
    data = p(data)
  File "/home/aistudio/PaddleVideo/paddlevideo/loader/pipelines/sample.py", line 335, in __call__
    data_loaded = pickle.load(open(filename, 'rb'), encoding='bytes')
FileNotFoundError: [Errno 2] No such file or directory: 'datasets/EuroCup2016/input_for_pptsm/train/football_00006674_00006709_0.pkl'

[02/11 11:21:06] fail to perform transform [<paddlevideo.loader.pipelines.sample.SamplerPkl object at 0x7f516c624bd0>] with error: [Errno 2] No such file or directory: 'datasets/EuroCup2016/input_for_pptsm/train/football_00004070_00004085_7.pkl' and stack:
Traceback (most recent call last):
  File "/home/aistudio/PaddleVideo/paddlevideo/loader/pipelines/compose.py", line 69, in __call__
    data = p(data)
  File "/home/aistudio/PaddleVideo/paddlevideo/loader/pipelines/sample.py", line 335, in __call__
    data_loaded = pickle.load(open(filename, 'rb'), encoding='bytes')
FileNotFoundError: [Errno 2] No such file or directory: 'datasets/EuroCup2016/input_for_pptsm/train/football_00004070_00004085_7.pkl'

[02/11 11:21:06] fail to perform transform [<paddlevideo.loader.pipelines.sample.SamplerPkl object at 0x7f516c624bd0>] with error: [Errno 2] No such file or directory: 'datasets/EuroCup2016/input_for_pptsm/train/football_00012091_00012166_0.pkl' and stack:
Traceback (most recent call last):
  File "/home/aistudio/PaddleVideo/paddlevideo/loader/pipelines/compose.py", line 69, in __call__
    data = p(data)
  File "/home/aistudio/PaddleVideo/paddlevideo/loader/pipelines/sample.py", line 335, in __call__
    data_loaded = pickle.load(open(filename, 'rb'), encoding='bytes')
FileNotFoundError: [Errno 2] No such file or directory: 'datasets/EuroCup2016/input_for_pptsm/train/football_00012091_00012166_0.pkl'

[02/11 11:30:59] DALI is not installed, you can improve performance if use DALI
[02/11 11:30:59] A new filed (output_dir) detected!
[02/11 11:30:59] [35mDATASET[0m : 
[02/11 11:30:59]     [35mbatch_size[0m : [92m16[0m
[02/11 11:30:59]     [35mnum_workers[0m : [92m4[0m
[02/11 11:30:59]     [35mtest[0m : 
[02/11 11:30:59]         [35mdata_prefix[0m : [92m[0m
[02/11 11:30:59]         [35mfile_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_pptsm/train.list[0m
[02/11 11:30:59]         [35mformat[0m : [92mFrameDataset_Sport[0m
[02/11 11:30:59]         [35msuffix[0m : [92mimg_{:05}.jpg[0m
[02/11 11:30:59]     [35mtest_batch_size[0m : [92m16[0m
[02/11 11:30:59]     [35mtrain[0m : 
[02/11 11:30:59]         [35mdata_prefix[0m : [92m[0m
[02/11 11:30:59]         [35mfile_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_pptsm/train.list[0m
[02/11 11:30:59]         [35mformat[0m : [92mFrameDataset_Sport[0m
[02/11 11:30:59]         [35msuffix[0m : [92mimg_{:05}.jpg[0m
[02/11 11:30:59]     [35mvalid[0m : 
[02/11 11:30:59]         [35mdata_prefix[0m : [92m[0m
[02/11 11:30:59]         [35mfile_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_pptsm/train.list[0m
[02/11 11:30:59]         [35mformat[0m : [92mFrameDataset_Sport[0m
[02/11 11:30:59]         [35msuffix[0m : [92mimg_{:05}.jpg[0m
[02/11 11:30:59] ------------------------------------------------------------
[02/11 11:30:59] [35mMETRIC[0m : 
[02/11 11:30:59]     [35mname[0m : [92mCenterCropMetric[0m
[02/11 11:30:59] ------------------------------------------------------------
[02/11 11:30:59] [35mMIX[0m : 
[02/11 11:30:59]     [35malpha[0m : [92m0.2[0m
[02/11 11:30:59]     [35mname[0m : [92mMixup[0m
[02/11 11:30:59] ------------------------------------------------------------
[02/11 11:30:59] [35mMODEL[0m : 
[02/11 11:30:59]     [35mbackbone[0m : 
[02/11 11:30:59]         [35mdepth[0m : [92m50[0m
[02/11 11:30:59]         [35mname[0m : [92mResNetTweaksTSM[0m
[02/11 11:30:59]         [35mnum_seg[0m : [92m8[0m
[02/11 11:30:59]         [35mpretrained[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/pretrain/ResNet50_vd_ssld_v2_pretrained.pdparams[0m
[02/11 11:30:59]     [35mframework[0m : [92mRecognizer2D[0m
[02/11 11:30:59]     [35mhead[0m : 
[02/11 11:30:59]         [35mdrop_ratio[0m : [92m0.5[0m
[02/11 11:30:59]         [35min_channels[0m : [92m2048[0m
[02/11 11:30:59]         [35mls_eps[0m : [92m0.1[0m
[02/11 11:30:59]         [35mname[0m : [92mTSMHead[0m
[02/11 11:30:59]         [35mnum_classes[0m : [92m8[0m
[02/11 11:30:59]         [35mstd[0m : [92m0.01[0m
[02/11 11:30:59] ------------------------------------------------------------
[02/11 11:30:59] [35mOPTIMIZER[0m : 
[02/11 11:30:59]     [35mlearning_rate[0m : 
[02/11 11:30:59]         [35mboundaries[0m : [92m[5, 7][0m
[02/11 11:30:59]         [35mname[0m : [92mPiecewiseDecay[0m
[02/11 11:30:59]         [35mvalues[0m : [92m[0.01, 0.001, 0.0001][0m
[02/11 11:30:59]     [35mmomentum[0m : [92m0.9[0m
[02/11 11:30:59]     [35mname[0m : [92mMomentum[0m
[02/11 11:30:59]     [35mweight_decay[0m : 
[02/11 11:30:59]         [35mname[0m : [92mL2[0m
[02/11 11:30:59]         [35mvalue[0m : [92m0.0002[0m
[02/11 11:30:59] ------------------------------------------------------------
[02/11 11:30:59] [35mPIPELINE[0m : 
[02/11 11:30:59]     [35mtest[0m : 
[02/11 11:30:59]         [35mdecode[0m : 
[02/11 11:30:59]             [35mname[0m : [92mFrameDecoder[0m
[02/11 11:30:59]         [35msample[0m : 
[02/11 11:30:59]             [35mname[0m : [92mSamplerPkl[0m
[02/11 11:30:59]             [35mnum_seg[0m : [92m8[0m
[02/11 11:30:59]             [35mseg_len[0m : [92m1[0m
[02/11 11:30:59]             [35mvalid_mode[0m : [92mTrue[0m
[02/11 11:30:59]         [35mtransform[0m : 
[02/11 11:30:59]             [35mScale[0m : 
[02/11 11:30:59]                 [35mshort_size[0m : [92m256[0m
[02/11 11:30:59]             [35mCenterCrop[0m : 
[02/11 11:30:59]                 [35mtarget_size[0m : [92m224[0m
[02/11 11:30:59]             [35mImage2Array[0m : [92mNone[0m
[02/11 11:30:59]             [35mNormalization[0m : 
[02/11 11:30:59]                 [35mmean[0m : [92m[0.485, 0.456, 0.406][0m
[02/11 11:30:59]                 [35mstd[0m : [92m[0.229, 0.224, 0.225][0m
[02/11 11:30:59]     [35mtrain[0m : 
[02/11 11:30:59]         [35mdecode[0m : 
[02/11 11:30:59]             [35mname[0m : [92mFrameDecoder[0m
[02/11 11:30:59]         [35msample[0m : 
[02/11 11:30:59]             [35mname[0m : [92mSamplerPkl[0m
[02/11 11:30:59]             [35mnum_seg[0m : [92m8[0m
[02/11 11:30:59]             [35mseg_len[0m : [92m1[0m
[02/11 11:30:59]             [35mvalid_mode[0m : [92mFalse[0m
[02/11 11:30:59]         [35mtransform[0m : 
[02/11 11:30:59]             [35mScale[0m : 
[02/11 11:30:59]                 [35mshort_size[0m : [92m256[0m
[02/11 11:30:59]             [35mMultiScaleCrop[0m : 
[02/11 11:30:59]                 [35mtarget_size[0m : [92m256[0m
[02/11 11:30:59]             [35mRandomCrop[0m : 
[02/11 11:30:59]                 [35mtarget_size[0m : [92m224[0m
[02/11 11:30:59]             [35mRandomFlip[0m : [92mNone[0m
[02/11 11:30:59]             [35mImage2Array[0m : [92mNone[0m
[02/11 11:30:59]             [35mNormalization[0m : 
[02/11 11:30:59]                 [35mmean[0m : [92m[0.485, 0.456, 0.406][0m
[02/11 11:30:59]                 [35mstd[0m : [92m[0.229, 0.224, 0.225][0m
[02/11 11:30:59]     [35mvalid[0m : 
[02/11 11:30:59]         [35mdecode[0m : 
[02/11 11:30:59]             [35mname[0m : [92mFrameDecoder[0m
[02/11 11:30:59]         [35msample[0m : 
[02/11 11:30:59]             [35mname[0m : [92mSamplerPkl[0m
[02/11 11:30:59]             [35mnum_seg[0m : [92m8[0m
[02/11 11:30:59]             [35mseg_len[0m : [92m1[0m
[02/11 11:30:59]             [35mvalid_mode[0m : [92mTrue[0m
[02/11 11:30:59]         [35mtransform[0m : 
[02/11 11:30:59]             [35mScale[0m : 
[02/11 11:30:59]                 [35mshort_size[0m : [92m256[0m
[02/11 11:30:59]             [35mCenterCrop[0m : 
[02/11 11:30:59]                 [35mtarget_size[0m : [92m224[0m
[02/11 11:30:59]             [35mImage2Array[0m : [92mNone[0m
[02/11 11:30:59]             [35mNormalization[0m : 
[02/11 11:30:59]                 [35mmean[0m : [92m[0.485, 0.456, 0.406][0m
[02/11 11:30:59]                 [35mstd[0m : [92m[0.229, 0.224, 0.225][0m
[02/11 11:30:59] ------------------------------------------------------------
[02/11 11:30:59] [35mPRECISEBN[0m : 
[02/11 11:30:59]     [35mnum_iters_preciseBN[0m : [92m5[0m
[02/11 11:30:59]     [35mpreciseBN_interval[0m : [92m5[0m
[02/11 11:30:59] ------------------------------------------------------------
[02/11 11:30:59] [35mepochs[0m : [92m10[0m
[02/11 11:30:59] [35mlog_interval[0m : [92m5[0m
[02/11 11:30:59] [35mlog_level[0m : [92mINFO[0m
[02/11 11:30:59] [35mmodel_name[0m : [92mppTSM[0m
[02/11 11:30:59] [35moutput_dir[0m : [92mapplications/FootballAction/train_pptsm/[0m
[02/11 11:30:59] [35mresume_from[0m : [92m[0m
[02/11 11:32:48] DALI is not installed, you can improve performance if use DALI
[02/11 11:32:48] A new filed (output_dir) detected!
[02/11 11:32:48] [35mDATASET[0m : 
[02/11 11:32:48]     [35mbatch_size[0m : [92m16[0m
[02/11 11:32:48]     [35mnum_workers[0m : [92m0[0m
[02/11 11:32:48]     [35mtest[0m : 
[02/11 11:32:48]         [35mdata_prefix[0m : [92m[0m
[02/11 11:32:48]         [35mfile_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_pptsm/train.list[0m
[02/11 11:32:48]         [35mformat[0m : [92mFrameDataset_Sport[0m
[02/11 11:32:48]         [35msuffix[0m : [92mimg_{:05}.jpg[0m
[02/11 11:32:48]     [35mtest_batch_size[0m : [92m16[0m
[02/11 11:32:48]     [35mtrain[0m : 
[02/11 11:32:48]         [35mdata_prefix[0m : [92m[0m
[02/11 11:32:48]         [35mfile_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_pptsm/train.list[0m
[02/11 11:32:48]         [35mformat[0m : [92mFrameDataset_Sport[0m
[02/11 11:32:48]         [35msuffix[0m : [92mimg_{:05}.jpg[0m
[02/11 11:32:48]     [35mvalid[0m : 
[02/11 11:32:48]         [35mdata_prefix[0m : [92m[0m
[02/11 11:32:48]         [35mfile_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_pptsm/train.list[0m
[02/11 11:32:48]         [35mformat[0m : [92mFrameDataset_Sport[0m
[02/11 11:32:48]         [35msuffix[0m : [92mimg_{:05}.jpg[0m
[02/11 11:32:48] ------------------------------------------------------------
[02/11 11:32:48] [35mMETRIC[0m : 
[02/11 11:32:48]     [35mname[0m : [92mCenterCropMetric[0m
[02/11 11:32:48] ------------------------------------------------------------
[02/11 11:32:48] [35mMIX[0m : 
[02/11 11:32:48]     [35malpha[0m : [92m0.2[0m
[02/11 11:32:48]     [35mname[0m : [92mMixup[0m
[02/11 11:32:48] ------------------------------------------------------------
[02/11 11:32:48] [35mMODEL[0m : 
[02/11 11:32:48]     [35mbackbone[0m : 
[02/11 11:32:48]         [35mdepth[0m : [92m50[0m
[02/11 11:32:48]         [35mname[0m : [92mResNetTweaksTSM[0m
[02/11 11:32:48]         [35mnum_seg[0m : [92m8[0m
[02/11 11:32:48]         [35mpretrained[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/pretrain/ResNet50_vd_ssld_v2_pretrained.pdparams[0m
[02/11 11:32:48]     [35mframework[0m : [92mRecognizer2D[0m
[02/11 11:32:48]     [35mhead[0m : 
[02/11 11:32:48]         [35mdrop_ratio[0m : [92m0.5[0m
[02/11 11:32:48]         [35min_channels[0m : [92m2048[0m
[02/11 11:32:48]         [35mls_eps[0m : [92m0.1[0m
[02/11 11:32:48]         [35mname[0m : [92mTSMHead[0m
[02/11 11:32:48]         [35mnum_classes[0m : [92m8[0m
[02/11 11:32:48]         [35mstd[0m : [92m0.01[0m
[02/11 11:32:48] ------------------------------------------------------------
[02/11 11:32:48] [35mOPTIMIZER[0m : 
[02/11 11:32:48]     [35mlearning_rate[0m : 
[02/11 11:32:48]         [35mboundaries[0m : [92m[5, 7][0m
[02/11 11:32:48]         [35mname[0m : [92mPiecewiseDecay[0m
[02/11 11:32:48]         [35mvalues[0m : [92m[0.01, 0.001, 0.0001][0m
[02/11 11:32:48]     [35mmomentum[0m : [92m0.9[0m
[02/11 11:32:48]     [35mname[0m : [92mMomentum[0m
[02/11 11:32:48]     [35mweight_decay[0m : 
[02/11 11:32:48]         [35mname[0m : [92mL2[0m
[02/11 11:32:48]         [35mvalue[0m : [92m0.0002[0m
[02/11 11:32:48] ------------------------------------------------------------
[02/11 11:32:48] [35mPIPELINE[0m : 
[02/11 11:32:48]     [35mtest[0m : 
[02/11 11:32:48]         [35mdecode[0m : 
[02/11 11:32:48]             [35mname[0m : [92mFrameDecoder[0m
[02/11 11:32:48]         [35msample[0m : 
[02/11 11:32:48]             [35mname[0m : [92mSamplerPkl[0m
[02/11 11:32:48]             [35mnum_seg[0m : [92m8[0m
[02/11 11:32:48]             [35mseg_len[0m : [92m1[0m
[02/11 11:32:48]             [35mvalid_mode[0m : [92mTrue[0m
[02/11 11:32:48]         [35mtransform[0m : 
[02/11 11:32:48]             [35mScale[0m : 
[02/11 11:32:48]                 [35mshort_size[0m : [92m256[0m
[02/11 11:32:48]             [35mCenterCrop[0m : 
[02/11 11:32:48]                 [35mtarget_size[0m : [92m224[0m
[02/11 11:32:48]             [35mImage2Array[0m : [92mNone[0m
[02/11 11:32:48]             [35mNormalization[0m : 
[02/11 11:32:48]                 [35mmean[0m : [92m[0.485, 0.456, 0.406][0m
[02/11 11:32:48]                 [35mstd[0m : [92m[0.229, 0.224, 0.225][0m
[02/11 11:32:48]     [35mtrain[0m : 
[02/11 11:32:48]         [35mdecode[0m : 
[02/11 11:32:48]             [35mname[0m : [92mFrameDecoder[0m
[02/11 11:32:48]         [35msample[0m : 
[02/11 11:32:48]             [35mname[0m : [92mSamplerPkl[0m
[02/11 11:32:48]             [35mnum_seg[0m : [92m8[0m
[02/11 11:32:48]             [35mseg_len[0m : [92m1[0m
[02/11 11:32:48]             [35mvalid_mode[0m : [92mFalse[0m
[02/11 11:32:48]         [35mtransform[0m : 
[02/11 11:32:48]             [35mScale[0m : 
[02/11 11:32:48]                 [35mshort_size[0m : [92m256[0m
[02/11 11:32:48]             [35mMultiScaleCrop[0m : 
[02/11 11:32:48]                 [35mtarget_size[0m : [92m256[0m
[02/11 11:32:48]             [35mRandomCrop[0m : 
[02/11 11:32:48]                 [35mtarget_size[0m : [92m224[0m
[02/11 11:32:48]             [35mRandomFlip[0m : [92mNone[0m
[02/11 11:32:48]             [35mImage2Array[0m : [92mNone[0m
[02/11 11:32:48]             [35mNormalization[0m : 
[02/11 11:32:48]                 [35mmean[0m : [92m[0.485, 0.456, 0.406][0m
[02/11 11:32:48]                 [35mstd[0m : [92m[0.229, 0.224, 0.225][0m
[02/11 11:32:48]     [35mvalid[0m : 
[02/11 11:32:48]         [35mdecode[0m : 
[02/11 11:32:48]             [35mname[0m : [92mFrameDecoder[0m
[02/11 11:32:48]         [35msample[0m : 
[02/11 11:32:48]             [35mname[0m : [92mSamplerPkl[0m
[02/11 11:32:48]             [35mnum_seg[0m : [92m8[0m
[02/11 11:32:48]             [35mseg_len[0m : [92m1[0m
[02/11 11:32:48]             [35mvalid_mode[0m : [92mTrue[0m
[02/11 11:32:48]         [35mtransform[0m : 
[02/11 11:32:48]             [35mScale[0m : 
[02/11 11:32:48]                 [35mshort_size[0m : [92m256[0m
[02/11 11:32:48]             [35mCenterCrop[0m : 
[02/11 11:32:48]                 [35mtarget_size[0m : [92m224[0m
[02/11 11:32:48]             [35mImage2Array[0m : [92mNone[0m
[02/11 11:32:48]             [35mNormalization[0m : 
[02/11 11:32:48]                 [35mmean[0m : [92m[0.485, 0.456, 0.406][0m
[02/11 11:32:48]                 [35mstd[0m : [92m[0.229, 0.224, 0.225][0m
[02/11 11:32:48] ------------------------------------------------------------
[02/11 11:32:48] [35mPRECISEBN[0m : 
[02/11 11:32:48]     [35mnum_iters_preciseBN[0m : [92m5[0m
[02/11 11:32:48]     [35mpreciseBN_interval[0m : [92m5[0m
[02/11 11:32:48] ------------------------------------------------------------
[02/11 11:32:48] [35mepochs[0m : [92m10[0m
[02/11 11:32:48] [35mlog_interval[0m : [92m5[0m
[02/11 11:32:48] [35mlog_level[0m : [92mINFO[0m
[02/11 11:32:48] [35mmodel_name[0m : [92mppTSM[0m
[02/11 11:32:48] [35moutput_dir[0m : [92mapplications/FootballAction/train_pptsm/[0m
[02/11 11:32:48] [35mresume_from[0m : [92m[0m
[02/11 11:34:31] DALI is not installed, you can improve performance if use DALI
[02/11 11:34:31] A new filed (output_dir) detected!
[02/11 11:34:31] [35mDATASET[0m : 
[02/11 11:34:31]     [35mbatch_size[0m : [92m16[0m
[02/11 11:34:31]     [35mnum_workers[0m : [92m0[0m
[02/11 11:34:31]     [35mtest[0m : 
[02/11 11:34:31]         [35mdata_prefix[0m : [92m[0m
[02/11 11:34:31]         [35mfile_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_pptsm/train.list[0m
[02/11 11:34:31]         [35mformat[0m : [92mFrameDataset_Sport[0m
[02/11 11:34:31]         [35msuffix[0m : [92mimg_{:05}.jpg[0m
[02/11 11:34:31]     [35mtest_batch_size[0m : [92m16[0m
[02/11 11:34:31]     [35mtrain[0m : 
[02/11 11:34:31]         [35mdata_prefix[0m : [92m[0m
[02/11 11:34:31]         [35mfile_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_pptsm/train.list[0m
[02/11 11:34:31]         [35mformat[0m : [92mFrameDataset_Sport[0m
[02/11 11:34:31]         [35msuffix[0m : [92mimg_{:05}.jpg[0m
[02/11 11:34:31]     [35mvalid[0m : 
[02/11 11:34:31]         [35mdata_prefix[0m : [92m[0m
[02/11 11:34:31]         [35mfile_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_pptsm/train.list[0m
[02/11 11:34:31]         [35mformat[0m : [92mFrameDataset_Sport[0m
[02/11 11:34:31]         [35msuffix[0m : [92mimg_{:05}.jpg[0m
[02/11 11:34:31] ------------------------------------------------------------
[02/11 11:34:31] [35mMETRIC[0m : 
[02/11 11:34:31]     [35mname[0m : [92mCenterCropMetric[0m
[02/11 11:34:31] ------------------------------------------------------------
[02/11 11:34:31] [35mMIX[0m : 
[02/11 11:34:31]     [35malpha[0m : [92m0.2[0m
[02/11 11:34:31]     [35mname[0m : [92mMixup[0m
[02/11 11:34:31] ------------------------------------------------------------
[02/11 11:34:31] [35mMODEL[0m : 
[02/11 11:34:31]     [35mbackbone[0m : 
[02/11 11:34:31]         [35mdepth[0m : [92m50[0m
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[02/11 11:34:31]         [35mnum_seg[0m : [92m8[0m
[02/11 11:34:31]         [35mpretrained[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/pretrain/ResNet50_vd_ssld_v2_pretrained.pdparams[0m
[02/11 11:34:31]     [35mframework[0m : [92mRecognizer2D[0m
[02/11 11:34:31]     [35mhead[0m : 
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[02/11 11:34:31] ------------------------------------------------------------
[02/11 11:34:31] [35mOPTIMIZER[0m : 
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[02/11 11:34:31] ------------------------------------------------------------
[02/11 11:34:31] [35mPIPELINE[0m : 
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[02/11 11:34:31]     [35mvalid[0m : 
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[02/11 11:34:31] ------------------------------------------------------------
[02/11 11:34:31] [35mPRECISEBN[0m : 
[02/11 11:34:31]     [35mnum_iters_preciseBN[0m : [92m5[0m
[02/11 11:34:31]     [35mpreciseBN_interval[0m : [92m5[0m
[02/11 11:34:31] ------------------------------------------------------------
[02/11 11:34:31] [35mepochs[0m : [92m10[0m
[02/11 11:34:31] [35mlog_interval[0m : [92m5[0m
[02/11 11:34:31] [35mlog_level[0m : [92mINFO[0m
[02/11 11:34:31] [35mmodel_name[0m : [92mppTSM[0m
[02/11 11:34:31] [35moutput_dir[0m : [92mapplications/FootballAction/train_pptsm/[0m
[02/11 11:34:31] [35mresume_from[0m : [92m[0m
[02/11 11:37:21] DALI is not installed, you can improve performance if use DALI
[02/11 11:37:21] A new filed (output_dir) detected!
[02/11 11:37:21] [35mDATASET[0m : 
[02/11 11:37:21]     [35mbatch_size[0m : [92m16[0m
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[02/11 11:37:21]         [35mfile_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_pptsm/train.list[0m
[02/11 11:37:21]         [35mformat[0m : [92mFrameDataset_Sport[0m
[02/11 11:37:21]         [35msuffix[0m : [92mimg_{:05}.jpg[0m
[02/11 11:37:21]     [35mtest_batch_size[0m : [92m16[0m
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[02/11 11:37:21]         [35mdata_prefix[0m : [92m[0m
[02/11 11:37:21]         [35mfile_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_pptsm/train.list[0m
[02/11 11:37:21]         [35mformat[0m : [92mFrameDataset_Sport[0m
[02/11 11:37:21]         [35msuffix[0m : [92mimg_{:05}.jpg[0m
[02/11 11:37:21]     [35mvalid[0m : 
[02/11 11:37:21]         [35mdata_prefix[0m : [92m[0m
[02/11 11:37:21]         [35mfile_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_pptsm/train.list[0m
[02/11 11:37:21]         [35mformat[0m : [92mFrameDataset_Sport[0m
[02/11 11:37:21]         [35msuffix[0m : [92mimg_{:05}.jpg[0m
[02/11 11:37:21] ------------------------------------------------------------
[02/11 11:37:21] [35mMETRIC[0m : 
[02/11 11:37:21]     [35mname[0m : [92mCenterCropMetric[0m
[02/11 11:37:21] ------------------------------------------------------------
[02/11 11:37:21] [35mMIX[0m : 
[02/11 11:37:21]     [35malpha[0m : [92m0.2[0m
[02/11 11:37:21]     [35mname[0m : [92mMixup[0m
[02/11 11:37:21] ------------------------------------------------------------
[02/11 11:37:21] [35mMODEL[0m : 
[02/11 11:37:21]     [35mbackbone[0m : 
[02/11 11:37:21]         [35mdepth[0m : [92m50[0m
[02/11 11:37:21]         [35mname[0m : [92mResNetTweaksTSM[0m
[02/11 11:37:21]         [35mnum_seg[0m : [92m8[0m
[02/11 11:37:21]         [35mpretrained[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/pretrain/ResNet50_vd_ssld_v2_pretrained.pdparams[0m
[02/11 11:37:21]     [35mframework[0m : [92mRecognizer2D[0m
[02/11 11:37:21]     [35mhead[0m : 
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[02/11 11:37:21] ------------------------------------------------------------
[02/11 11:37:21] [35mOPTIMIZER[0m : 
[02/11 11:37:21]     [35mlearning_rate[0m : 
[02/11 11:37:21]         [35mboundaries[0m : [92m[5, 7][0m
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[02/11 11:37:21] ------------------------------------------------------------
[02/11 11:37:21] [35mPIPELINE[0m : 
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[02/11 11:37:21]                 [35mmean[0m : [92m[0.485, 0.456, 0.406][0m
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[02/11 11:37:21]             [35mRandomFlip[0m : [92mNone[0m
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[02/11 11:37:21]             [35mNormalization[0m : 
[02/11 11:37:21]                 [35mmean[0m : [92m[0.485, 0.456, 0.406][0m
[02/11 11:37:21]                 [35mstd[0m : [92m[0.229, 0.224, 0.225][0m
[02/11 11:37:21]     [35mvalid[0m : 
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[02/11 11:37:21]             [35mvalid_mode[0m : [92mTrue[0m
[02/11 11:37:21]         [35mtransform[0m : 
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[02/11 11:37:21]             [35mImage2Array[0m : [92mNone[0m
[02/11 11:37:21]             [35mNormalization[0m : 
[02/11 11:37:21]                 [35mmean[0m : [92m[0.485, 0.456, 0.406][0m
[02/11 11:37:21]                 [35mstd[0m : [92m[0.229, 0.224, 0.225][0m
[02/11 11:37:21] ------------------------------------------------------------
[02/11 11:37:21] [35mPRECISEBN[0m : 
[02/11 11:37:21]     [35mnum_iters_preciseBN[0m : [92m5[0m
[02/11 11:37:21]     [35mpreciseBN_interval[0m : [92m5[0m
[02/11 11:37:21] ------------------------------------------------------------
[02/11 11:37:21] [35mepochs[0m : [92m10[0m
[02/11 11:37:21] [35mlog_interval[0m : [92m5[0m
[02/11 11:37:21] [35mlog_level[0m : [92mINFO[0m
[02/11 11:37:21] [35mmodel_name[0m : [92mppTSM[0m
[02/11 11:37:21] [35moutput_dir[0m : [92mapplications/FootballAction/train_pptsm/[0m
[02/11 11:37:21] [35mresume_from[0m : [92m[0m
[02/11 11:37:32] [35mepoch:[  1/10 ][0m [95mtrain step:0   [0m [92mloss: 2.12258 lr: 0.010000 top1: 0.12500 top5: 0.62430[0m [92mbatch_cost: 3.35966 sec,[0m [92mreader_cost: 2.92444 sec,[0m ips: 4.76239 instance/sec.
[02/11 11:37:47] epoch:[  1/10 ] [95mtrain step:5   [0m [92mloss: 1.32395 lr: 0.010000 top1: 0.75000 top5: 0.87500[0m [92mbatch_cost: 2.98848 sec,[0m [92mreader_cost: 2.56936 sec,[0m ips: 5.35390 instance/sec.
[02/11 11:38:03] epoch:[  1/10 ] [95mtrain step:10  [0m [92mloss: 1.53883 lr: 0.010000 top1: 0.62500 top5: 0.81250[0m [92mbatch_cost: 2.99852 sec,[0m [92mreader_cost: 2.57914 sec,[0m ips: 5.33597 instance/sec.
[02/11 11:38:03] [31mEND epoch:1  [0m [95mtrain[0m [92mloss_avg: 1.63352  top1_avg: 0.56818 top5_avg: 0.86318[0m [92mavg_batch_cost: 2.99852 sec,[0m [92mavg_reader_cost: 2.57914 sec,[0m [92mbatch_cost_sum: 33.51196 sec,[0m avg_ips: 5.25186 instance/sec.
[02/11 11:38:05] doing precise BN 1 / 5...
[02/11 11:38:08] doing precise BN 2 / 5...
[02/11 11:38:11] doing precise BN 3 / 5...
[02/11 11:38:13] doing precise BN 4 / 5...
[02/11 11:38:16] doing precise BN 5 / 5...
[02/11 11:38:19] [35mepoch:[  1/10 ][0m [95mval step:0   [0m [92mloss: 1.27488 top1: 0.68750 top5: 1.00000[0m [92mbatch_cost: 2.68957 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 5.94892 instance/sec.
[02/11 11:38:32] epoch:[  1/10 ] [95mval step:5   [0m [92mloss: 1.58398 top1: 0.50000 top5: 0.87500[0m [92mbatch_cost: 2.47043 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 6.47661 instance/sec.
[02/11 11:38:44] epoch:[  1/10 ] [95mval step:10  [0m [92mloss: 1.40390 top1: 0.62500 top5: 0.93750[0m [92mbatch_cost: 2.41357 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 6.62919 instance/sec.
[02/11 11:38:45] [31mEND epoch:1  [0m [95mval[0m [92mloss_avg: 1.37904 top1_avg: 0.64375 top5_avg: 0.90312[0m [92mavg_batch_cost: 1.46825 sec,[0m [92mavg_reader_cost: 0.00000 sec,[0m [92mbatch_cost_sum: 29.13920 sec,[0m avg_ips: 6.58906 instance/sec.
[02/11 11:38:46] Already save the best model (top1 acc)0.6437
[02/11 11:38:49] [35mepoch:[  2/10 ][0m [95mtrain step:0   [0m [92mloss: 1.45190 lr: 0.010000 top1: 0.75000 top5: 0.81250[0m [92mbatch_cost: 3.17565 sec,[0m [92mreader_cost: 2.74275 sec,[0m ips: 5.03835 instance/sec.
[02/11 11:39:04] epoch:[  2/10 ] [95mtrain step:5   [0m [92mloss: 1.23251 lr: 0.010000 top1: 0.62500 top5: 1.00000[0m [92mbatch_cost: 2.96601 sec,[0m [92mreader_cost: 2.54940 sec,[0m ips: 5.39445 instance/sec.
[02/11 11:39:18] epoch:[  2/10 ] [95mtrain step:10  [0m [92mloss: 1.51885 lr: 0.010000 top1: 0.68750 top5: 1.00000[0m [92mbatch_cost: 2.96538 sec,[0m [92mreader_cost: 2.54818 sec,[0m ips: 5.39560 instance/sec.
[02/11 11:39:18] [31mEND epoch:2  [0m [95mtrain[0m [92mloss_avg: 1.49060  top1_avg: 0.64773 top5_avg: 0.94318[0m [92mavg_batch_cost: 2.96538 sec,[0m [92mavg_reader_cost: 2.54818 sec,[0m [92mbatch_cost_sum: 32.48465 sec,[0m avg_ips: 5.41794 instance/sec.
[02/11 11:39:21] [35mepoch:[  2/10 ][0m [95mval step:0   [0m [92mloss: 1.13918 top1: 0.62500 top5: 1.00000[0m [92mbatch_cost: 2.73328 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 5.85378 instance/sec.
[02/11 11:39:34] epoch:[  2/10 ] [95mval step:5   [0m [92mloss: 2.13387 top1: 0.43750 top5: 0.93750[0m [92mbatch_cost: 2.45105 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 6.52783 instance/sec.
[02/11 11:39:46] epoch:[  2/10 ] [95mval step:10  [0m [92mloss: 1.65713 top1: 0.56250 top5: 1.00000[0m [92mbatch_cost: 2.41943 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 6.61314 instance/sec.
[02/11 11:39:47] [31mEND epoch:2  [0m [95mval[0m [92mloss_avg: 1.43505 top1_avg: 0.57604 top5_avg: 0.97917[0m [92mavg_batch_cost: 1.42135 sec,[0m [92mavg_reader_cost: 0.00000 sec,[0m [92mbatch_cost_sum: 28.65102 sec,[0m avg_ips: 6.70133 instance/sec.
[02/11 11:39:51] [35mepoch:[  3/10 ][0m [95mtrain step:0   [0m [92mloss: 1.16141 lr: 0.010000 top1: 0.75000 top5: 1.00000[0m [92mbatch_cost: 3.17884 sec,[0m [92mreader_cost: 2.73583 sec,[0m ips: 5.03329 instance/sec.
[02/11 11:40:05] epoch:[  3/10 ] [95mtrain step:5   [0m [92mloss: 1.75620 lr: 0.010000 top1: 0.62500 top5: 0.93750[0m [92mbatch_cost: 2.89421 sec,[0m [92mreader_cost: 2.47653 sec,[0m ips: 5.52828 instance/sec.
[02/11 11:40:21] epoch:[  3/10 ] [95mtrain step:10  [0m [92mloss: 1.34215 lr: 0.010000 top1: 0.68750 top5: 0.93750[0m [92mbatch_cost: 4.35075 sec,[0m [92mreader_cost: 3.93040 sec,[0m ips: 3.67753 instance/sec.
[02/11 11:40:21] [31mEND epoch:3  [0m [95mtrain[0m [92mloss_avg: 1.39729  top1_avg: 0.64773 top5_avg: 0.95204[0m [92mavg_batch_cost: 4.35075 sec,[0m [92mavg_reader_cost: 3.93040 sec,[0m [92mbatch_cost_sum: 33.99387 sec,[0m avg_ips: 5.17740 instance/sec.
[02/11 11:40:26] [35mepoch:[  3/10 ][0m [95mval step:0   [0m [92mloss: 1.09435 top1: 0.68750 top5: 1.00000[0m [92mbatch_cost: 4.16908 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 3.83777 instance/sec.
[02/11 11:40:44] epoch:[  3/10 ] [95mval step:5   [0m [92mloss: 1.62334 top1: 0.50000 top5: 0.87500[0m [92mbatch_cost: 2.67124 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 5.98973 instance/sec.
[02/11 11:40:57] epoch:[  3/10 ] [95mval step:10  [0m [92mloss: 1.40691 top1: 0.62500 top5: 0.93750[0m [92mbatch_cost: 2.50942 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 6.37599 instance/sec.
[02/11 11:40:58] [31mEND epoch:3  [0m [95mval[0m [92mloss_avg: 1.28669 top1_avg: 0.64375 top5_avg: 0.96354[0m [92mavg_batch_cost: 1.53105 sec,[0m [92mavg_reader_cost: 0.00000 sec,[0m [92mbatch_cost_sum: 36.97003 sec,[0m avg_ips: 5.19340 instance/sec.
[02/11 11:41:02] [35mepoch:[  4/10 ][0m [95mtrain step:0   [0m [92mloss: 1.32028 lr: 0.010000 top1: 0.50000 top5: 1.00000[0m [92mbatch_cost: 3.13483 sec,[0m [92mreader_cost: 2.71584 sec,[0m ips: 5.10395 instance/sec.
[02/11 11:41:17] epoch:[  4/10 ] [95mtrain step:5   [0m [92mloss: 1.19979 lr: 0.010000 top1: 0.75000 top5: 1.00000[0m [92mbatch_cost: 2.96714 sec,[0m [92mreader_cost: 2.54973 sec,[0m ips: 5.39240 instance/sec.
[02/11 11:41:32] epoch:[  4/10 ] [95mtrain step:10  [0m [92mloss: 1.47577 lr: 0.010000 top1: 0.62500 top5: 0.93750[0m [92mbatch_cost: 2.96494 sec,[0m [92mreader_cost: 2.54695 sec,[0m ips: 5.39640 instance/sec.
[02/11 11:41:32] [31mEND epoch:4  [0m [95mtrain[0m [92mloss_avg: 1.35393  top1_avg: 0.64773 top5_avg: 0.95455[0m [92mavg_batch_cost: 2.96494 sec,[0m [92mavg_reader_cost: 2.54695 sec,[0m [92mbatch_cost_sum: 33.05211 sec,[0m avg_ips: 5.32492 instance/sec.
[02/11 11:41:34] [35mepoch:[  4/10 ][0m [95mval step:0   [0m [92mloss: 0.98429 top1: 0.68750 top5: 1.00000[0m [92mbatch_cost: 2.64671 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 6.04524 instance/sec.
[02/11 11:41:47] epoch:[  4/10 ] [95mval step:5   [0m [92mloss: 1.66470 top1: 0.43750 top5: 0.93750[0m [92mbatch_cost: 2.47188 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 6.47281 instance/sec.
[02/11 11:41:59] epoch:[  4/10 ] [95mval step:10  [0m [92mloss: 1.32215 top1: 0.62500 top5: 0.93750[0m [92mbatch_cost: 2.47498 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 6.46470 instance/sec.
[02/11 11:42:01] [31mEND epoch:4  [0m [95mval[0m [92mloss_avg: 1.19272 top1_avg: 0.62813 top5_avg: 0.95833[0m [92mavg_batch_cost: 1.50256 sec,[0m [92mavg_reader_cost: 0.00000 sec,[0m [92mbatch_cost_sum: 29.00601 sec,[0m avg_ips: 6.61932 instance/sec.
[02/11 11:42:04] [35mepoch:[  5/10 ][0m [95mtrain step:0   [0m [92mloss: 1.21642 lr: 0.010000 top1: 0.68750 top5: 0.93750[0m [92mbatch_cost: 3.26015 sec,[0m [92mreader_cost: 2.82697 sec,[0m ips: 4.90774 instance/sec.
[02/11 11:42:22] epoch:[  5/10 ] [95mtrain step:5   [0m [92mloss: 1.22858 lr: 0.010000 top1: 0.75000 top5: 0.93750[0m [92mbatch_cost: 4.74994 sec,[0m [92mreader_cost: 4.33192 sec,[0m ips: 3.36846 instance/sec.
[02/11 11:42:37] epoch:[  5/10 ] [95mtrain step:10  [0m [92mloss: 1.39593 lr: 0.010000 top1: 0.62500 top5: 0.93750[0m [92mbatch_cost: 3.01871 sec,[0m [92mreader_cost: 2.60092 sec,[0m ips: 5.30027 instance/sec.
[02/11 11:42:37] [31mEND epoch:5  [0m [95mtrain[0m [92mloss_avg: 1.31259  top1_avg: 0.64773 top5_avg: 0.96591[0m [92mavg_batch_cost: 3.01871 sec,[0m [92mavg_reader_cost: 2.60092 sec,[0m [92mbatch_cost_sum: 36.49183 sec,[0m avg_ips: 4.82300 instance/sec.
[02/11 11:42:40] [35mepoch:[  5/10 ][0m [95mval step:0   [0m [92mloss: 0.96840 top1: 0.68750 top5: 1.00000[0m [92mbatch_cost: 2.83617 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 5.64141 instance/sec.
[02/11 11:42:54] epoch:[  5/10 ] [95mval step:5   [0m [92mloss: 1.57447 top1: 0.50000 top5: 0.87500[0m [92mbatch_cost: 2.98926 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 5.35250 instance/sec.
[02/11 11:43:07] epoch:[  5/10 ] [95mval step:10  [0m [92mloss: 1.30774 top1: 0.62500 top5: 0.87500[0m [92mbatch_cost: 2.57707 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 6.20859 instance/sec.
[02/11 11:43:08] [31mEND epoch:5  [0m [95mval[0m [92mloss_avg: 1.17297 top1_avg: 0.64375 top5_avg: 0.95833[0m [92mavg_batch_cost: 1.51282 sec,[0m [92mavg_reader_cost: 0.00000 sec,[0m [92mbatch_cost_sum: 30.79298 sec,[0m avg_ips: 6.23519 instance/sec.
[02/11 11:43:12] [35mepoch:[  6/10 ][0m [95mtrain step:0   [0m [92mloss: 1.49383 lr: 0.001000 top1: 0.50000 top5: 0.93750[0m [92mbatch_cost: 3.26285 sec,[0m [92mreader_cost: 2.84406 sec,[0m ips: 4.90370 instance/sec.
[02/11 11:43:27] epoch:[  6/10 ] [95mtrain step:5   [0m [92mloss: 1.32238 lr: 0.001000 top1: 0.68750 top5: 0.93750[0m [92mbatch_cost: 3.08604 sec,[0m [92mreader_cost: 2.66825 sec,[0m ips: 5.18463 instance/sec.
[02/11 11:43:42] epoch:[  6/10 ] [95mtrain step:10  [0m [92mloss: 1.12483 lr: 0.001000 top1: 0.81250 top5: 0.93750[0m [92mbatch_cost: 2.96172 sec,[0m [92mreader_cost: 2.54538 sec,[0m ips: 5.40226 instance/sec.
[02/11 11:43:42] [31mEND epoch:6  [0m [95mtrain[0m [92mloss_avg: 1.32235  top1_avg: 0.64773 top5_avg: 0.96023[0m [92mavg_batch_cost: 2.96172 sec,[0m [92mavg_reader_cost: 2.54538 sec,[0m [92mbatch_cost_sum: 33.40335 sec,[0m avg_ips: 5.26893 instance/sec.
[02/11 11:43:45] doing precise BN 1 / 5...
[02/11 11:43:48] doing precise BN 2 / 5...
[02/11 11:43:51] doing precise BN 3 / 5...
[02/11 11:43:55] doing precise BN 4 / 5...
[02/11 11:43:58] doing precise BN 5 / 5...
[02/11 11:44:01] [35mepoch:[  6/10 ][0m [95mval step:0   [0m [92mloss: 0.93739 top1: 0.68750 top5: 1.00000[0m [92mbatch_cost: 2.94481 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 5.43328 instance/sec.
[02/11 11:44:15] epoch:[  6/10 ] [95mval step:5   [0m [92mloss: 1.49375 top1: 0.50000 top5: 0.93750[0m [92mbatch_cost: 2.59199 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 6.17286 instance/sec.
[02/11 11:44:31] epoch:[  6/10 ] [95mval step:10  [0m [92mloss: 1.28569 top1: 0.62500 top5: 0.87500[0m [92mbatch_cost: 4.04861 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 3.95198 instance/sec.
[02/11 11:44:33] [31mEND epoch:6  [0m [95mval[0m [92mloss_avg: 1.14251 top1_avg: 0.64375 top5_avg: 0.96354[0m [92mavg_batch_cost: 2.48639 sec,[0m [92mavg_reader_cost: 0.00000 sec,[0m [92mbatch_cost_sum: 34.58602 sec,[0m avg_ips: 5.55138 instance/sec.
[02/11 11:44:37] [35mepoch:[  7/10 ][0m [95mtrain step:0   [0m [92mloss: 1.27938 lr: 0.001000 top1: 0.75000 top5: 0.87500[0m [92mbatch_cost: 3.22190 sec,[0m [92mreader_cost: 2.80113 sec,[0m ips: 4.96602 instance/sec.
[02/11 11:44:52] epoch:[  7/10 ] [95mtrain step:5   [0m [92mloss: 1.19954 lr: 0.001000 top1: 0.75000 top5: 0.87500[0m [92mbatch_cost: 3.01691 sec,[0m [92mreader_cost: 2.59800 sec,[0m ips: 5.30344 instance/sec.
[02/11 11:45:06] epoch:[  7/10 ] [95mtrain step:10  [0m [92mloss: 1.68431 lr: 0.001000 top1: 0.37500 top5: 0.93750[0m [92mbatch_cost: 2.97320 sec,[0m [92mreader_cost: 2.55541 sec,[0m ips: 5.38140 instance/sec.
[02/11 11:45:06] [31mEND epoch:7  [0m [95mtrain[0m [92mloss_avg: 1.31784  top1_avg: 0.64205 top5_avg: 0.96023[0m [92mavg_batch_cost: 2.97320 sec,[0m [92mavg_reader_cost: 2.55541 sec,[0m [92mbatch_cost_sum: 33.09505 sec,[0m avg_ips: 5.31802 instance/sec.
[02/11 11:45:09] [35mepoch:[  7/10 ][0m [95mval step:0   [0m [92mloss: 0.90224 top1: 0.68750 top5: 1.00000[0m [92mbatch_cost: 2.57786 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 6.20671 instance/sec.
[02/11 11:45:21] epoch:[  7/10 ] [95mval step:5   [0m [92mloss: 1.54570 top1: 0.50000 top5: 0.87500[0m [92mbatch_cost: 2.43526 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 6.57013 instance/sec.
[02/11 11:45:34] epoch:[  7/10 ] [95mval step:10  [0m [92mloss: 1.25306 top1: 0.62500 top5: 0.87500[0m [92mbatch_cost: 2.48596 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 6.43615 instance/sec.
[02/11 11:45:35] [31mEND epoch:7  [0m [95mval[0m [92mloss_avg: 1.10945 top1_avg: 0.64375 top5_avg: 0.95833[0m [92mavg_batch_cost: 1.49041 sec,[0m [92mavg_reader_cost: 0.00000 sec,[0m [92mbatch_cost_sum: 28.72853 sec,[0m avg_ips: 6.68325 instance/sec.
[02/11 11:45:39] [35mepoch:[  8/10 ][0m [95mtrain step:0   [0m [92mloss: 1.25524 lr: 0.000100 top1: 0.75000 top5: 1.00000[0m [92mbatch_cost: 3.24723 sec,[0m [92mreader_cost: 2.80403 sec,[0m ips: 4.92728 instance/sec.
[02/11 11:45:54] epoch:[  8/10 ] [95mtrain step:5   [0m [92mloss: 1.47706 lr: 0.000100 top1: 0.56250 top5: 0.93750[0m [92mbatch_cost: 3.02596 sec,[0m [92mreader_cost: 2.60601 sec,[0m ips: 5.28758 instance/sec.
[02/11 11:46:09] epoch:[  8/10 ] [95mtrain step:10  [0m [92mloss: 1.38037 lr: 0.000100 top1: 0.68750 top5: 0.87500[0m [92mbatch_cost: 3.12371 sec,[0m [92mreader_cost: 2.70368 sec,[0m ips: 5.12211 instance/sec.
[02/11 11:46:09] [31mEND epoch:8  [0m [95mtrain[0m [92mloss_avg: 1.29910  top1_avg: 0.65341 top5_avg: 0.96023[0m [92mavg_batch_cost: 3.12371 sec,[0m [92mavg_reader_cost: 2.70368 sec,[0m [92mbatch_cost_sum: 33.57976 sec,[0m avg_ips: 5.24125 instance/sec.
[02/11 11:46:12] [35mepoch:[  8/10 ][0m [95mval step:0   [0m [92mloss: 0.90463 top1: 0.68750 top5: 1.00000[0m [92mbatch_cost: 2.69518 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 5.93651 instance/sec.
[02/11 11:46:24] epoch:[  8/10 ] [95mval step:5   [0m [92mloss: 1.53567 top1: 0.50000 top5: 0.87500[0m [92mbatch_cost: 2.45219 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 6.52479 instance/sec.
[02/11 11:46:37] epoch:[  8/10 ] [95mval step:10  [0m [92mloss: 1.25344 top1: 0.62500 top5: 0.87500[0m [92mbatch_cost: 2.48662 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 6.43444 instance/sec.
[02/11 11:46:38] [31mEND epoch:8  [0m [95mval[0m [92mloss_avg: 1.11167 top1_avg: 0.64375 top5_avg: 0.95833[0m [92mavg_batch_cost: 1.53197 sec,[0m [92mavg_reader_cost: 0.00000 sec,[0m [92mbatch_cost_sum: 29.25011 sec,[0m avg_ips: 6.56408 instance/sec.
[02/11 11:46:42] [35mepoch:[  9/10 ][0m [95mtrain step:0   [0m [92mloss: 1.01443 lr: 0.000100 top1: 0.81250 top5: 1.00000[0m [92mbatch_cost: 3.24847 sec,[0m [92mreader_cost: 2.81191 sec,[0m ips: 4.92540 instance/sec.
[02/11 11:46:57] epoch:[  9/10 ] [95mtrain step:5   [0m [92mloss: 1.30646 lr: 0.000100 top1: 0.62500 top5: 0.93750[0m [92mbatch_cost: 3.04406 sec,[0m [92mreader_cost: 2.62170 sec,[0m ips: 5.25613 instance/sec.
[02/11 11:47:12] epoch:[  9/10 ] [95mtrain step:10  [0m [92mloss: 1.28667 lr: 0.000100 top1: 0.68750 top5: 1.00000[0m [92mbatch_cost: 2.94695 sec,[0m [92mreader_cost: 2.52824 sec,[0m ips: 5.42934 instance/sec.
[02/11 11:47:12] [31mEND epoch:9  [0m [95mtrain[0m [92mloss_avg: 1.32649  top1_avg: 0.63636 top5_avg: 0.96023[0m [92mavg_batch_cost: 2.94695 sec,[0m [92mavg_reader_cost: 2.52824 sec,[0m [92mbatch_cost_sum: 33.29889 sec,[0m avg_ips: 5.28546 instance/sec.
[02/11 11:47:15] [35mepoch:[  9/10 ][0m [95mval step:0   [0m [92mloss: 0.90328 top1: 0.68750 top5: 1.00000[0m [92mbatch_cost: 3.41291 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 4.68809 instance/sec.
[02/11 11:47:30] epoch:[  9/10 ] [95mval step:5   [0m [92mloss: 1.53583 top1: 0.50000 top5: 0.87500[0m [92mbatch_cost: 2.61337 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 6.12235 instance/sec.
[02/11 11:47:44] epoch:[  9/10 ] [95mval step:10  [0m [92mloss: 1.25193 top1: 0.62500 top5: 0.87500[0m [92mbatch_cost: 2.63749 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 6.06638 instance/sec.
[02/11 11:47:45] [31mEND epoch:9  [0m [95mval[0m [92mloss_avg: 1.10957 top1_avg: 0.64375 top5_avg: 0.95833[0m [92mavg_batch_cost: 1.47233 sec,[0m [92mavg_reader_cost: 0.00000 sec,[0m [92mbatch_cost_sum: 33.33382 sec,[0m avg_ips: 5.75992 instance/sec.
[02/11 11:47:49] [35mepoch:[ 10/10 ][0m [95mtrain step:0   [0m [92mloss: 1.22251 lr: 0.000100 top1: 0.68750 top5: 1.00000[0m [92mbatch_cost: 3.20134 sec,[0m [92mreader_cost: 2.78277 sec,[0m ips: 4.99790 instance/sec.
[02/11 11:48:04] epoch:[ 10/10 ] [95mtrain step:5   [0m [92mloss: 1.21530 lr: 0.000100 top1: 0.68750 top5: 1.00000[0m [92mbatch_cost: 3.00694 sec,[0m [92mreader_cost: 2.58857 sec,[0m ips: 5.32102 instance/sec.
[02/11 11:48:19] epoch:[ 10/10 ] [95mtrain step:10  [0m [92mloss: 1.25538 lr: 0.000100 top1: 0.62500 top5: 1.00000[0m [92mbatch_cost: 3.05307 sec,[0m [92mreader_cost: 2.63503 sec,[0m ips: 5.24062 instance/sec.
[02/11 11:48:19] [31mEND epoch:10 [0m [95mtrain[0m [92mloss_avg: 1.27279  top1_avg: 0.67045 top5_avg: 0.96591[0m [92mavg_batch_cost: 3.05307 sec,[0m [92mavg_reader_cost: 2.63503 sec,[0m [92mbatch_cost_sum: 33.48756 sec,[0m avg_ips: 5.25568 instance/sec.
[02/11 11:48:22] doing precise BN 1 / 5...
[02/11 11:48:24] doing precise BN 2 / 5...
[02/11 11:48:27] doing precise BN 3 / 5...
[02/11 11:48:30] doing precise BN 4 / 5...
[02/11 11:48:33] doing precise BN 5 / 5...
[02/11 11:48:36] [35mepoch:[ 10/10 ][0m [95mval step:0   [0m [92mloss: 0.91712 top1: 0.68750 top5: 1.00000[0m [92mbatch_cost: 2.77201 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 5.77198 instance/sec.
[02/11 11:48:49] epoch:[ 10/10 ] [95mval step:5   [0m [92mloss: 1.46581 top1: 0.50000 top5: 0.93750[0m [92mbatch_cost: 2.48994 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 6.42586 instance/sec.
[02/11 11:49:01] epoch:[ 10/10 ] [95mval step:10  [0m [92mloss: 1.29330 top1: 0.62500 top5: 0.87500[0m [92mbatch_cost: 2.46083 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 6.50186 instance/sec.
[02/11 11:49:02] [31mEND epoch:10 [0m [95mval[0m [92mloss_avg: 1.13107 top1_avg: 0.64375 top5_avg: 0.96354[0m [92mavg_batch_cost: 1.46959 sec,[0m [92mavg_reader_cost: 0.00000 sec,[0m [92mbatch_cost_sum: 29.56780 sec,[0m avg_ips: 6.49355 instance/sec.
[02/11 11:49:03] training ppTSM finished
[02/12 10:49:58] DALI is not installed, you can improve performance if use DALI
[02/12 10:49:58] A new filed (out_dir) detected!
[02/12 10:49:58] [35mDATASET[0m : 
[02/12 10:49:58]     [35mbatch_size[0m : [92m4[0m
[02/12 10:49:58]     [35mnum_workers[0m : [92m8[0m
[02/12 10:49:58]     [35mtest[0m : 
[02/12 10:49:58]         [35mfile_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_bmn/label.json[0m
[02/12 10:49:58]         [35mformat[0m : [92mBMNDataset[0m
[02/12 10:49:58]         [35msubset[0m : [92mvalidation[0m
[02/12 10:49:58]         [35mtest_mode[0m : [92mTrue[0m
[02/12 10:49:58]     [35mtest_batch_size[0m : [92m1[0m
[02/12 10:49:58]     [35mtrain[0m : 
[02/12 10:49:58]         [35mfile_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_bmn/label.json[0m
[02/12 10:49:58]         [35mformat[0m : [92mBMNDataset[0m
[02/12 10:49:58]         [35msubset[0m : [92mtrain[0m
[02/12 10:49:58]     [35mvalid[0m : 
[02/12 10:49:58]         [35mfile_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_bmn/label.json[0m
[02/12 10:49:58]         [35mformat[0m : [92mBMNDataset[0m
[02/12 10:49:58]         [35msubset[0m : [92mvalidation[0m
[02/12 10:49:58] ------------------------------------------------------------
[02/12 10:49:58] [35mINFERENCE[0m : 
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[02/12 10:49:58]     [35mresult_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/checkpoints/BMN[0m
[02/12 10:49:58]     [35mtscale[0m : [92m100[0m
[02/12 10:49:58] ------------------------------------------------------------
[02/12 10:49:58] [35mMODEL[0m : 
[02/12 10:49:58]     [35mbackbone[0m : 
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[02/12 10:49:58]         [35mpretrained[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/pretrain/ResNet50_vd_ssld_v2_pretrained.pdparams[0m
[02/12 10:49:58]         [35mprop_boundary_ratio[0m : [92m0.5[0m
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[02/12 10:49:58]         [35mtscale[0m : [92m200[0m
[02/12 10:49:58] ------------------------------------------------------------
[02/12 10:49:58] [35mOPTIMIZER[0m : 
[02/12 10:49:58]     [35mlearning_rate[0m : 
[02/12 10:49:58]         [35mboundaries[0m : [92m[20][0m
[02/12 10:49:58]         [35miter_step[0m : [92mTrue[0m
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[02/12 10:49:58]         [35mvalues[0m : [92m[0.001, 0.0001][0m
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[02/12 10:49:58] ------------------------------------------------------------
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[02/12 10:49:58]             [35mfeat_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/input_for_bmn/feature[0m
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[02/12 10:49:58]             [35mGetVideoLabel[0m : 
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[02/12 10:49:58]             [35mGetVideoLabel[0m : 
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[02/12 10:49:58]             [35mfeat_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/input_for_bmn/feature[0m
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[02/12 10:49:58]         [35mtransform[0m : 
[02/12 10:49:58]             [35mGetMatchMap[0m : 
[02/12 10:49:58]                 [35mtscale[0m : [92m200[0m
[02/12 10:49:58]             [35mGetVideoLabel[0m : 
[02/12 10:49:58]                 [35mdscale[0m : [92m200[0m
[02/12 10:49:58]                 [35mtscale[0m : [92m200[0m
[02/12 10:49:58] ------------------------------------------------------------
[02/12 10:49:58] [35mepochs[0m : [92m10[0m
[02/12 10:49:58] [35mlog_level[0m : [92mINFO[0m
[02/12 10:49:58] [35mmodel_name[0m : [92mBMN[0m
[02/12 10:49:58] [35mout_dir[0m : [92mapplications/FootballAcation/train_bmn[0m
[02/12 10:49:58] [35mresume_from[0m : [92m[0m
[02/12 10:50:35] DALI is not installed, you can improve performance if use DALI
[02/12 10:50:35] A new filed (out_dir) detected!
[02/12 10:50:35] [35mDATASET[0m : 
[02/12 10:50:35]     [35mbatch_size[0m : [92m4[0m
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[02/12 10:50:35]     [35mtest[0m : 
[02/12 10:50:35]         [35mfile_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_bmn/label.json[0m
[02/12 10:50:35]         [35mformat[0m : [92mBMNDataset[0m
[02/12 10:50:35]         [35msubset[0m : [92mvalidation[0m
[02/12 10:50:35]         [35mtest_mode[0m : [92mTrue[0m
[02/12 10:50:35]     [35mtest_batch_size[0m : [92m1[0m
[02/12 10:50:35]     [35mtrain[0m : 
[02/12 10:50:35]         [35mfile_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_bmn/label.json[0m
[02/12 10:50:35]         [35mformat[0m : [92mBMNDataset[0m
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[02/12 10:50:35]     [35mvalid[0m : 
[02/12 10:50:35]         [35mfile_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_bmn/label.json[0m
[02/12 10:50:35]         [35mformat[0m : [92mBMNDataset[0m
[02/12 10:50:35]         [35msubset[0m : [92mvalidation[0m
[02/12 10:50:35] ------------------------------------------------------------
[02/12 10:50:35] [35mINFERENCE[0m : 
[02/12 10:50:35]     [35mdscale[0m : [92m100[0m
[02/12 10:50:35]     [35mfeat_dim[0m : [92m2688[0m
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[02/12 10:50:35]     [35mresult_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/checkpoints/BMN[0m
[02/12 10:50:35]     [35mtscale[0m : [92m100[0m
[02/12 10:50:35] ------------------------------------------------------------
[02/12 10:50:35] [35mMODEL[0m : 
[02/12 10:50:35]     [35mbackbone[0m : 
[02/12 10:50:35]         [35mdscale[0m : [92m200[0m
[02/12 10:50:35]         [35mfeat_dim[0m : [92m2688[0m
[02/12 10:50:35]         [35mname[0m : [92mBMN[0m
[02/12 10:50:35]         [35mnum_sample[0m : [92m32[0m
[02/12 10:50:35]         [35mnum_sample_perbin[0m : [92m3[0m
[02/12 10:50:35]         [35mprop_boundary_ratio[0m : [92m0.5[0m
[02/12 10:50:35]         [35mtscale[0m : [92m200[0m
[02/12 10:50:35]     [35mframework[0m : [92mBMNLocalizer[0m
[02/12 10:50:35]     [35mloss[0m : 
[02/12 10:50:35]         [35mdscale[0m : [92m200[0m
[02/12 10:50:35]         [35mname[0m : [92mBMNLoss[0m
[02/12 10:50:35]         [35mtscale[0m : [92m200[0m
[02/12 10:50:35] ------------------------------------------------------------
[02/12 10:50:35] [35mOPTIMIZER[0m : 
[02/12 10:50:35]     [35mlearning_rate[0m : 
[02/12 10:50:35]         [35mboundaries[0m : [92m[20][0m
[02/12 10:50:35]         [35miter_step[0m : [92mTrue[0m
[02/12 10:50:35]         [35mname[0m : [92mCustomPiecewiseDecay[0m
[02/12 10:50:35]         [35mvalues[0m : [92m[0.001, 0.0001][0m
[02/12 10:50:35]     [35mname[0m : [92mAdam[0m
[02/12 10:50:35]     [35mweight_decay[0m : 
[02/12 10:50:35]         [35mname[0m : [92mL2[0m
[02/12 10:50:35]         [35mvalue[0m : [92m0.0001[0m
[02/12 10:50:35] ------------------------------------------------------------
[02/12 10:50:35] [35mPIPELINE[0m : 
[02/12 10:50:35]     [35mtest[0m : 
[02/12 10:50:35]         [35mload_feat[0m : 
[02/12 10:50:35]             [35mfeat_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/input_for_bmn/feature[0m
[02/12 10:50:35]             [35mname[0m : [92mLoadFeat[0m
[02/12 10:50:35]         [35mtransform[0m : 
[02/12 10:50:35]             [35mGetMatchMap[0m : 
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[02/12 10:50:35]             [35mGetVideoLabel[0m : 
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[02/12 10:50:35]             [35mfeat_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/input_for_bmn/feature[0m
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[02/12 10:50:35]         [35mtransform[0m : 
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[02/12 10:50:35]             [35mGetVideoLabel[0m : 
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[02/12 10:50:35]     [35mvalid[0m : 
[02/12 10:50:35]         [35mload_feat[0m : 
[02/12 10:50:35]             [35mfeat_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/input_for_bmn/feature[0m
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[02/12 10:50:35]         [35mtransform[0m : 
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[02/12 10:50:35]             [35mGetVideoLabel[0m : 
[02/12 10:50:35]                 [35mdscale[0m : [92m200[0m
[02/12 10:50:35]                 [35mtscale[0m : [92m200[0m
[02/12 10:50:35] ------------------------------------------------------------
[02/12 10:50:35] [35mepochs[0m : [92m10[0m
[02/12 10:50:35] [35mlog_level[0m : [92mINFO[0m
[02/12 10:50:35] [35mmodel_name[0m : [92mBMN[0m
[02/12 10:50:35] [35mout_dir[0m : [92mapplications/FootballAcation/train_bmn[0m
[02/12 10:50:35] [35mresume_from[0m : [92m[0m
[02/12 10:50:58] train subset video numbers: 66
[02/12 10:50:58] validation subset video numbers: 75
[02/12 10:50:58] fail to perform transform [<paddlevideo.loader.pipelines.anet_pipeline.LoadFeat object at 0x7f37182026d0>] with error: [Errno 2] No such file or directory: '/home/aistudio/PaddleVideo/applications/FootballAction/input_for_bmn/feature/football_3843_3883.npy' and stack:
Traceback (most recent call last):
  File "/home/aistudio/PaddleVideo/paddlevideo/loader/pipelines/compose.py", line 69, in __call__
    data = p(data)
  File "/home/aistudio/PaddleVideo/paddlevideo/loader/pipelines/anet_pipeline.py", line 32, in __call__
    video_feat = np.load(file_path)
  File "/opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/numpy/lib/npyio.py", line 416, in load
    fid = stack.enter_context(open(os_fspath(file), "rb"))
FileNotFoundError: [Errno 2] No such file or directory: '/home/aistudio/PaddleVideo/applications/FootballAction/input_for_bmn/feature/football_3843_3883.npy'

[02/12 10:50:58] fail to perform transform [<paddlevideo.loader.pipelines.anet_pipeline.LoadFeat object at 0x7f37182026d0>] with error: [Errno 2] No such file or directory: '/home/aistudio/PaddleVideo/applications/FootballAction/input_for_bmn/feature/football_4660_4700.npy' and stack:
Traceback (most recent call last):
  File "/home/aistudio/PaddleVideo/paddlevideo/loader/pipelines/compose.py", line 69, in __call__
    data = p(data)
  File "/home/aistudio/PaddleVideo/paddlevideo/loader/pipelines/anet_pipeline.py", line 32, in __call__
    video_feat = np.load(file_path)
  File "/opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/numpy/lib/npyio.py", line 416, in load
    fid = stack.enter_context(open(os_fspath(file), "rb"))
FileNotFoundError: [Errno 2] No such file or directory: '/home/aistudio/PaddleVideo/applications/FootballAction/input_for_bmn/feature/football_4660_4700.npy'

[02/12 10:50:58] fail to perform transform [<paddlevideo.loader.pipelines.anet_pipeline.LoadFeat object at 0x7f37182026d0>] with error: [Errno 2] No such file or directory: '/home/aistudio/PaddleVideo/applications/FootballAction/input_for_bmn/feature/football_2334_2374.npy' and stack:
Traceback (most recent call last):
  File "/home/aistudio/PaddleVideo/paddlevideo/loader/pipelines/compose.py", line 69, in __call__
    data = p(data)
  File "/home/aistudio/PaddleVideo/paddlevideo/loader/pipelines/anet_pipeline.py", line 32, in __call__
    video_feat = np.load(file_path)
  File "/opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/numpy/lib/npyio.py", line 416, in load
    fid = stack.enter_context(open(os_fspath(file), "rb"))
FileNotFoundError: [Errno 2] No such file or directory: '/home/aistudio/PaddleVideo/applications/FootballAction/input_for_bmn/feature/football_2334_2374.npy'

[02/12 10:50:58] fail to perform transform [<paddlevideo.loader.pipelines.anet_pipeline.LoadFeat object at 0x7f37182026d0>] with error: [Errno 2] No such file or directory: '/home/aistudio/PaddleVideo/applications/FootballAction/input_for_bmn/feature/football_830_870.npy' and stack:
Traceback (most recent call last):
  File "/home/aistudio/PaddleVideo/paddlevideo/loader/pipelines/compose.py", line 69, in __call__
    data = p(data)
  File "/home/aistudio/PaddleVideo/paddlevideo/loader/pipelines/anet_pipeline.py", line 32, in __call__
    video_feat = np.load(file_path)
  File "/opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/numpy/lib/npyio.py", line 416, in load
    fid = stack.enter_context(open(os_fspath(file), "rb"))
FileNotFoundError: [Errno 2] No such file or directory: '/home/aistudio/PaddleVideo/applications/FootballAction/input_for_bmn/feature/football_830_870.npy'

[02/12 10:50:58] fail to perform transform [<paddlevideo.loader.pipelines.anet_pipeline.LoadFeat object at 0x7f37182026d0>] with error: [Errno 2] No such file or directory: '/home/aistudio/PaddleVideo/applications/FootballAction/input_for_bmn/feature/football_5184_5224.npy' and stack:
Traceback (most recent call last):
  File "/home/aistudio/PaddleVideo/paddlevideo/loader/pipelines/compose.py", line 69, in __call__
    data = p(data)
  File "/home/aistudio/PaddleVideo/paddlevideo/loader/pipelines/anet_pipeline.py", line 32, in __call__
    video_feat = np.load(file_path)
  File "/opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/numpy/lib/npyio.py", line 416, in load
    fid = stack.enter_context(open(os_fspath(file), "rb"))
FileNotFoundError: [Errno 2] No such file or directory: '/home/aistudio/PaddleVideo/applications/FootballAction/input_for_bmn/feature/football_5184_5224.npy'

[02/12 10:50:58] fail to perform transform [<paddlevideo.loader.pipelines.anet_pipeline.LoadFeat object at 0x7f37182026d0>] with error: [Errno 2] No such file or directory: '/home/aistudio/PaddleVideo/applications/FootballAction/input_for_bmn/feature/football_3905_3945.npy' and stack:
Traceback (most recent call last):
  File "/home/aistudio/PaddleVideo/paddlevideo/loader/pipelines/compose.py", line 69, in __call__
    data = p(data)
  File "/home/aistudio/PaddleVideo/paddlevideo/loader/pipelines/anet_pipeline.py", line 32, in __call__
    video_feat = np.load(file_path)
  File "/opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/numpy/lib/npyio.py", line 416, in load
    fid = stack.enter_context(open(os_fspath(file), "rb"))
FileNotFoundError: [Errno 2] No such file or directory: '/home/aistudio/PaddleVideo/applications/FootballAction/input_for_bmn/feature/football_3905_3945.npy'

[02/12 10:50:58] fail to perform transform [<paddlevideo.loader.pipelines.anet_pipeline.LoadFeat object at 0x7f37182026d0>] with error: [Errno 2] No such file or directory: '/home/aistudio/PaddleVideo/applications/FootballAction/input_for_bmn/feature/football_4738_4778.npy' and stack:
Traceback (most recent call last):
  File "/home/aistudio/PaddleVideo/paddlevideo/loader/pipelines/compose.py", line 69, in __call__
    data = p(data)
  File "/home/aistudio/PaddleVideo/paddlevideo/loader/pipelines/anet_pipeline.py", line 32, in __call__
    video_feat = np.load(file_path)
  File "/opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/numpy/lib/npyio.py", line 416, in load
    fid = stack.enter_context(open(os_fspath(file), "rb"))
FileNotFoundError: [Errno 2] No such file or directory: '/home/aistudio/PaddleVideo/applications/FootballAction/input_for_bmn/feature/football_4738_4778.npy'

[02/12 10:50:58] fail to perform transform [<paddlevideo.loader.pipelines.anet_pipeline.LoadFeat object at 0x7f37182026d0>] with error: [Errno 2] No such file or directory: '/home/aistudio/PaddleVideo/applications/FootballAction/input_for_bmn/feature/football_1990_2030.npy' and stack:
Traceback (most recent call last):
  File "/home/aistudio/PaddleVideo/paddlevideo/loader/pipelines/compose.py", line 69, in __call__
    data = p(data)
  File "/home/aistudio/PaddleVideo/paddlevideo/loader/pipelines/anet_pipeline.py", line 32, in __call__
    video_feat = np.load(file_path)
  File "/opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/numpy/lib/npyio.py", line 416, in load
    fid = stack.enter_context(open(os_fspath(file), "rb"))
FileNotFoundError: [Errno 2] No such file or directory: '/home/aistudio/PaddleVideo/applications/FootballAction/input_for_bmn/feature/football_1990_2030.npy'

[02/12 10:50:58] fail to perform transform [<paddlevideo.loader.pipelines.anet_pipeline.LoadFeat object at 0x7f37182026d0>] with error: [Errno 2] No such file or directory: '/home/aistudio/PaddleVideo/applications/FootballAction/input_for_bmn/feature/football_2490_2530.npy' and stack:
Traceback (most recent call last):
  File "/home/aistudio/PaddleVideo/paddlevideo/loader/pipelines/compose.py", line 69, in __call__
    data = p(data)
  File "/home/aistudio/PaddleVideo/paddlevideo/loader/pipelines/anet_pipeline.py", line 32, in __call__
    video_feat = np.load(file_path)
  File "/opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/numpy/lib/npyio.py", line 416, in load
    fid = stack.enter_context(open(os_fspath(file), "rb"))
FileNotFoundError: [Errno 2] No such file or directory: '/home/aistudio/PaddleVideo/applications/FootballAction/input_for_bmn/feature/football_2490_2530.npy'

[02/12 10:50:58] fail to perform transform [<paddlevideo.loader.pipelines.anet_pipeline.LoadFeat object at 0x7f37182026d0>] with error: [Errno 2] No such file or directory: '/home/aistudio/PaddleVideo/applications/FootballAction/input_for_bmn/feature/football_2778_2818.npy' and stack:
Traceback (most recent call last):
  File "/home/aistudio/PaddleVideo/paddlevideo/loader/pipelines/compose.py", line 69, in __call__
    data = p(data)
  File "/home/aistudio/PaddleVideo/paddlevideo/loader/pipelines/anet_pipeline.py", line 32, in __call__
    video_feat = np.load(file_path)
  File "/opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/numpy/lib/npyio.py", line 416, in load
    fid = stack.enter_context(open(os_fspath(file), "rb"))
FileNotFoundError: [Errno 2] No such file or directory: '/home/aistudio/PaddleVideo/applications/FootballAction/input_for_bmn/feature/football_2778_2818.npy'

[02/12 10:50:58] fail to perform transform [<paddlevideo.loader.pipelines.anet_pipeline.LoadFeat object at 0x7f37182026d0>] with error: [Errno 2] No such file or directory: '/home/aistudio/PaddleVideo/applications/FootballAction/input_for_bmn/feature/football_5646_5686.npy' and stack:
Traceback (most recent call last):
  File "/home/aistudio/PaddleVideo/paddlevideo/loader/pipelines/compose.py", line 69, in __call__
    data = p(data)
  File "/home/aistudio/PaddleVideo/paddlevideo/loader/pipelines/anet_pipeline.py", line 32, in __call__
    video_feat = np.load(file_path)
  File "/opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/numpy/lib/npyio.py", line 416, in load
    fid = stack.enter_context(open(os_fspath(file), "rb"))
FileNotFoundError: [Errno 2] No such file or directory: '/home/aistudio/PaddleVideo/applications/FootballAction/input_for_bmn/feature/football_5646_5686.npy'

[02/12 10:50:58] fail to perform transform [<paddlevideo.loader.pipelines.anet_pipeline.LoadFeat object at 0x7f37182026d0>] with error: [Errno 2] No such file or directory: '/home/aistudio/PaddleVideo/applications/FootballAction/input_for_bmn/feature/football_614_654.npy' and stack:
Traceback (most recent call last):
  File "/home/aistudio/PaddleVideo/paddlevideo/loader/pipelines/compose.py", line 69, in __call__
    data = p(data)
  File "/home/aistudio/PaddleVideo/paddlevideo/loader/pipelines/anet_pipeline.py", line 32, in __call__
    video_feat = np.load(file_path)
  File "/opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/numpy/lib/npyio.py", line 416, in load
    fid = stack.enter_context(open(os_fspath(file), "rb"))
FileNotFoundError: [Errno 2] No such file or directory: '/home/aistudio/PaddleVideo/applications/FootballAction/input_for_bmn/feature/football_614_654.npy'

[02/12 10:50:58] fail to perform transform [<paddlevideo.loader.pipelines.anet_pipeline.LoadFeat object at 0x7f37182026d0>] with error: [Errno 2] No such file or directory: '/home/aistudio/PaddleVideo/applications/FootballAction/input_for_bmn/feature/football_2575_2615.npy' and stack:
Traceback (most recent call last):
  File "/home/aistudio/PaddleVideo/paddlevideo/loader/pipelines/compose.py", line 69, in __call__
    data = p(data)
  File "/home/aistudio/PaddleVideo/paddlevideo/loader/pipelines/anet_pipeline.py", line 32, in __call__
    video_feat = np.load(file_path)
  File "/opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/numpy/lib/npyio.py", line 416, in load
    fid = stack.enter_context(open(os_fspath(file), "rb"))
FileNotFoundError: [Errno 2] No such file or directory: '/home/aistudio/PaddleVideo/applications/FootballAction/input_for_bmn/feature/football_2575_2615.npy'

[02/12 10:50:58] fail to perform transform [<paddlevideo.loader.pipelines.anet_pipeline.LoadFeat object at 0x7f37182026d0>] with error: [Errno 2] No such file or directory: '/home/aistudio/PaddleVideo/applications/FootballAction/input_for_bmn/feature/football_3065_3105.npy' and stack:
Traceback (most recent call last):
  File "/home/aistudio/PaddleVideo/paddlevideo/loader/pipelines/compose.py", line 69, in __call__
    data = p(data)
  File "/home/aistudio/PaddleVideo/paddlevideo/loader/pipelines/anet_pipeline.py", line 32, in __call__
    video_feat = np.load(file_path)
  File "/opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/numpy/lib/npyio.py", line 416, in load
    fid = stack.enter_context(open(os_fspath(file), "rb"))
FileNotFoundError: [Errno 2] No such file or directory: '/home/aistudio/PaddleVideo/applications/FootballAction/input_for_bmn/feature/football_3065_3105.npy'

[02/12 10:50:58] fail to perform transform [<paddlevideo.loader.pipelines.anet_pipeline.LoadFeat object at 0x7f37182026d0>] with error: [Errno 2] No such file or directory: '/home/aistudio/PaddleVideo/applications/FootballAction/input_for_bmn/feature/football_2088_2128.npy' and stack:
Traceback (most recent call last):
  File "/home/aistudio/PaddleVideo/paddlevideo/loader/pipelines/compose.py", line 69, in __call__
    data = p(data)
  File "/home/aistudio/PaddleVideo/paddlevideo/loader/pipelines/anet_pipeline.py", line 32, in __call__
    video_feat = np.load(file_path)
  File "/opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/numpy/lib/npyio.py", line 416, in load
    fid = stack.enter_context(open(os_fspath(file), "rb"))
FileNotFoundError: [Errno 2] No such file or directory: '/home/aistudio/PaddleVideo/applications/FootballAction/input_for_bmn/feature/football_2088_2128.npy'

[02/12 10:50:58] fail to perform transform [<paddlevideo.loader.pipelines.anet_pipeline.LoadFeat object at 0x7f37182026d0>] with error: [Errno 2] No such file or directory: '/home/aistudio/PaddleVideo/applications/FootballAction/input_for_bmn/feature/football_806_846.npy' and stack:
Traceback (most recent call last):
  File "/home/aistudio/PaddleVideo/paddlevideo/loader/pipelines/compose.py", line 69, in __call__
    data = p(data)
  File "/home/aistudio/PaddleVideo/paddlevideo/loader/pipelines/anet_pipeline.py", line 32, in __call__
    video_feat = np.load(file_path)
  File "/opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/numpy/lib/npyio.py", line 416, in load
    fid = stack.enter_context(open(os_fspath(file), "rb"))
FileNotFoundError: [Errno 2] No such file or directory: '/home/aistudio/PaddleVideo/applications/FootballAction/input_for_bmn/feature/football_806_846.npy'

[02/12 10:53:54] DALI is not installed, you can improve performance if use DALI
[02/12 10:53:54] A new filed (out_dir) detected!
[02/12 10:53:54] [35mDATASET[0m : 
[02/12 10:53:54]     [35mbatch_size[0m : [92m4[0m
[02/12 10:53:54]     [35mnum_workers[0m : [92m8[0m
[02/12 10:53:54]     [35mtest[0m : 
[02/12 10:53:54]         [35mfile_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_bmn/label.json[0m
[02/12 10:53:54]         [35mformat[0m : [92mBMNDataset[0m
[02/12 10:53:54]         [35msubset[0m : [92mvalidation[0m
[02/12 10:53:54]         [35mtest_mode[0m : [92mTrue[0m
[02/12 10:53:54]     [35mtest_batch_size[0m : [92m1[0m
[02/12 10:53:54]     [35mtrain[0m : 
[02/12 10:53:54]         [35mfile_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_bmn/label.json[0m
[02/12 10:53:54]         [35mformat[0m : [92mBMNDataset[0m
[02/12 10:53:54]         [35msubset[0m : [92mtrain[0m
[02/12 10:53:54]     [35mvalid[0m : 
[02/12 10:53:54]         [35mfile_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_bmn/label.json[0m
[02/12 10:53:54]         [35mformat[0m : [92mBMNDataset[0m
[02/12 10:53:54]         [35msubset[0m : [92mvalidation[0m
[02/12 10:53:54] ------------------------------------------------------------
[02/12 10:53:54] [35mINFERENCE[0m : 
[02/12 10:53:54]     [35mdscale[0m : [92m100[0m
[02/12 10:53:54]     [35mfeat_dim[0m : [92m2688[0m
[02/12 10:53:54]     [35mname[0m : [92mBMN_Inference_helper[0m
[02/12 10:53:54]     [35mresult_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/checkpoints/BMN[0m
[02/12 10:53:54]     [35mtscale[0m : [92m100[0m
[02/12 10:53:54] ------------------------------------------------------------
[02/12 10:53:54] [35mMODEL[0m : 
[02/12 10:53:54]     [35mbackbone[0m : 
[02/12 10:53:54]         [35mdscale[0m : [92m200[0m
[02/12 10:53:54]         [35mfeat_dim[0m : [92m2688[0m
[02/12 10:53:54]         [35mname[0m : [92mBMN[0m
[02/12 10:53:54]         [35mnum_sample[0m : [92m32[0m
[02/12 10:53:54]         [35mnum_sample_perbin[0m : [92m3[0m
[02/12 10:53:54]         [35mprop_boundary_ratio[0m : [92m0.5[0m
[02/12 10:53:54]         [35mtscale[0m : [92m200[0m
[02/12 10:53:54]     [35mframework[0m : [92mBMNLocalizer[0m
[02/12 10:53:54]     [35mloss[0m : 
[02/12 10:53:54]         [35mdscale[0m : [92m200[0m
[02/12 10:53:54]         [35mname[0m : [92mBMNLoss[0m
[02/12 10:53:54]         [35mtscale[0m : [92m200[0m
[02/12 10:53:54] ------------------------------------------------------------
[02/12 10:53:54] [35mOPTIMIZER[0m : 
[02/12 10:53:54]     [35mlearning_rate[0m : 
[02/12 10:53:54]         [35mboundaries[0m : [92m[20][0m
[02/12 10:53:54]         [35miter_step[0m : [92mTrue[0m
[02/12 10:53:54]         [35mname[0m : [92mCustomPiecewiseDecay[0m
[02/12 10:53:54]         [35mvalues[0m : [92m[0.001, 0.0001][0m
[02/12 10:53:54]     [35mname[0m : [92mAdam[0m
[02/12 10:53:54]     [35mweight_decay[0m : 
[02/12 10:53:54]         [35mname[0m : [92mL2[0m
[02/12 10:53:54]         [35mvalue[0m : [92m0.0001[0m
[02/12 10:53:54] ------------------------------------------------------------
[02/12 10:53:54] [35mPIPELINE[0m : 
[02/12 10:53:54]     [35mtest[0m : 
[02/12 10:53:54]         [35mload_feat[0m : 
[02/12 10:53:54]             [35mfeat_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_bmn/feature[0m
[02/12 10:53:54]             [35mname[0m : [92mLoadFeat[0m
[02/12 10:53:54]         [35mtransform[0m : 
[02/12 10:53:54]             [35mGetMatchMap[0m : 
[02/12 10:53:54]                 [35mtscale[0m : [92m200[0m
[02/12 10:53:54]             [35mGetVideoLabel[0m : 
[02/12 10:53:54]                 [35mdscale[0m : [92m200[0m
[02/12 10:53:54]                 [35mtscale[0m : [92m200[0m
[02/12 10:53:54]     [35mtrain[0m : 
[02/12 10:53:54]         [35mload_feat[0m : 
[02/12 10:53:54]             [35mfeat_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_bmn/feature[0m
[02/12 10:53:54]             [35mname[0m : [92mLoadFeat[0m
[02/12 10:53:54]         [35mtransform[0m : 
[02/12 10:53:54]             [35mGetMatchMap[0m : 
[02/12 10:53:54]                 [35mtscale[0m : [92m200[0m
[02/12 10:53:54]             [35mGetVideoLabel[0m : 
[02/12 10:53:54]                 [35mdscale[0m : [92m200[0m
[02/12 10:53:54]                 [35mtscale[0m : [92m200[0m
[02/12 10:53:54]     [35mvalid[0m : 
[02/12 10:53:54]         [35mload_feat[0m : 
[02/12 10:53:54]             [35mfeat_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_bmn/feature[0m
[02/12 10:53:54]             [35mname[0m : [92mLoadFeat[0m
[02/12 10:53:54]         [35mtransform[0m : 
[02/12 10:53:54]             [35mGetMatchMap[0m : 
[02/12 10:53:54]                 [35mtscale[0m : [92m200[0m
[02/12 10:53:54]             [35mGetVideoLabel[0m : 
[02/12 10:53:54]                 [35mdscale[0m : [92m200[0m
[02/12 10:53:54]                 [35mtscale[0m : [92m200[0m
[02/12 10:53:54] ------------------------------------------------------------
[02/12 10:53:54] [35mepochs[0m : [92m10[0m
[02/12 10:53:54] [35mlog_level[0m : [92mINFO[0m
[02/12 10:53:54] [35mmodel_name[0m : [92mBMN[0m
[02/12 10:53:54] [35mout_dir[0m : [92mapplications/FootballAcation/train_bmn[0m
[02/12 10:53:54] [35mresume_from[0m : [92m[0m
[02/12 10:54:17] train subset video numbers: 66
[02/12 10:54:17] validation subset video numbers: 75
[02/12 10:59:59] DALI is not installed, you can improve performance if use DALI
[02/12 10:59:59] A new filed (out_dir) detected!
[02/12 10:59:59] [35mDATASET[0m : 
[02/12 10:59:59]     [35mbatch_size[0m : [92m4[0m
[02/12 10:59:59]     [35mnum_workers[0m : [92m8[0m
[02/12 10:59:59]     [35mtest[0m : 
[02/12 10:59:59]         [35mfile_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_bmn/label.json[0m
[02/12 10:59:59]         [35mformat[0m : [92mBMNDataset[0m
[02/12 10:59:59]         [35msubset[0m : [92mvalidation[0m
[02/12 10:59:59]         [35mtest_mode[0m : [92mTrue[0m
[02/12 10:59:59]     [35mtest_batch_size[0m : [92m1[0m
[02/12 10:59:59]     [35mtrain[0m : 
[02/12 10:59:59]         [35mfile_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_bmn/label.json[0m
[02/12 10:59:59]         [35mformat[0m : [92mBMNDataset[0m
[02/12 10:59:59]         [35msubset[0m : [92mtrain[0m
[02/12 10:59:59]     [35mvalid[0m : 
[02/12 10:59:59]         [35mfile_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_bmn/label.json[0m
[02/12 10:59:59]         [35mformat[0m : [92mBMNDataset[0m
[02/12 10:59:59]         [35msubset[0m : [92mvalidation[0m
[02/12 10:59:59] ------------------------------------------------------------
[02/12 10:59:59] [35mINFERENCE[0m : 
[02/12 10:59:59]     [35mdscale[0m : [92m100[0m
[02/12 10:59:59]     [35mfeat_dim[0m : [92m2688[0m
[02/12 10:59:59]     [35mname[0m : [92mBMN_Inference_helper[0m
[02/12 10:59:59]     [35mresult_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/checkpoints/BMN[0m
[02/12 10:59:59]     [35mtscale[0m : [92m100[0m
[02/12 10:59:59] ------------------------------------------------------------
[02/12 10:59:59] [35mMODEL[0m : 
[02/12 10:59:59]     [35mbackbone[0m : 
[02/12 10:59:59]         [35mdscale[0m : [92m200[0m
[02/12 10:59:59]         [35mfeat_dim[0m : [92m2688[0m
[02/12 10:59:59]         [35mname[0m : [92mBMN[0m
[02/12 10:59:59]         [35mnum_sample[0m : [92m32[0m
[02/12 10:59:59]         [35mnum_sample_perbin[0m : [92m3[0m
[02/12 10:59:59]         [35mprop_boundary_ratio[0m : [92m0.5[0m
[02/12 10:59:59]         [35mtscale[0m : [92m200[0m
[02/12 10:59:59]     [35mframework[0m : [92mBMNLocalizer[0m
[02/12 10:59:59]     [35mloss[0m : 
[02/12 10:59:59]         [35mdscale[0m : [92m200[0m
[02/12 10:59:59]         [35mname[0m : [92mBMNLoss[0m
[02/12 10:59:59]         [35mtscale[0m : [92m200[0m
[02/12 10:59:59] ------------------------------------------------------------
[02/12 10:59:59] [35mOPTIMIZER[0m : 
[02/12 10:59:59]     [35mlearning_rate[0m : 
[02/12 10:59:59]         [35mboundaries[0m : [92m[20][0m
[02/12 10:59:59]         [35miter_step[0m : [92mTrue[0m
[02/12 10:59:59]         [35mname[0m : [92mCustomPiecewiseDecay[0m
[02/12 10:59:59]         [35mvalues[0m : [92m[0.001, 0.0001][0m
[02/12 10:59:59]     [35mname[0m : [92mAdam[0m
[02/12 10:59:59]     [35mweight_decay[0m : 
[02/12 10:59:59]         [35mname[0m : [92mL2[0m
[02/12 10:59:59]         [35mvalue[0m : [92m0.0001[0m
[02/12 10:59:59] ------------------------------------------------------------
[02/12 10:59:59] [35mPIPELINE[0m : 
[02/12 10:59:59]     [35mtest[0m : 
[02/12 10:59:59]         [35mload_feat[0m : 
[02/12 10:59:59]             [35mfeat_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_bmn/feature[0m
[02/12 10:59:59]             [35mname[0m : [92mLoadFeat[0m
[02/12 10:59:59]         [35mtransform[0m : 
[02/12 10:59:59]             [35mGetMatchMap[0m : 
[02/12 10:59:59]                 [35mtscale[0m : [92m200[0m
[02/12 10:59:59]             [35mGetVideoLabel[0m : 
[02/12 10:59:59]                 [35mdscale[0m : [92m200[0m
[02/12 10:59:59]                 [35mtscale[0m : [92m200[0m
[02/12 10:59:59]     [35mtrain[0m : 
[02/12 10:59:59]         [35mload_feat[0m : 
[02/12 10:59:59]             [35mfeat_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_bmn/feature[0m
[02/12 10:59:59]             [35mname[0m : [92mLoadFeat[0m
[02/12 10:59:59]         [35mtransform[0m : 
[02/12 10:59:59]             [35mGetMatchMap[0m : 
[02/12 10:59:59]                 [35mtscale[0m : [92m200[0m
[02/12 10:59:59]             [35mGetVideoLabel[0m : 
[02/12 10:59:59]                 [35mdscale[0m : [92m200[0m
[02/12 10:59:59]                 [35mtscale[0m : [92m200[0m
[02/12 10:59:59]     [35mvalid[0m : 
[02/12 10:59:59]         [35mload_feat[0m : 
[02/12 10:59:59]             [35mfeat_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_bmn/feature[0m
[02/12 10:59:59]             [35mname[0m : [92mLoadFeat[0m
[02/12 10:59:59]         [35mtransform[0m : 
[02/12 10:59:59]             [35mGetMatchMap[0m : 
[02/12 10:59:59]                 [35mtscale[0m : [92m200[0m
[02/12 10:59:59]             [35mGetVideoLabel[0m : 
[02/12 10:59:59]                 [35mdscale[0m : [92m200[0m
[02/12 10:59:59]                 [35mtscale[0m : [92m200[0m
[02/12 10:59:59] ------------------------------------------------------------
[02/12 10:59:59] [35mepochs[0m : [92m10[0m
[02/12 10:59:59] [35mlog_level[0m : [92mINFO[0m
[02/12 10:59:59] [35mmodel_name[0m : [92mBMN[0m
[02/12 10:59:59] [35mout_dir[0m : [92mapplications/FootballAcation/train_bmn[0m
[02/12 10:59:59] [35mresume_from[0m : [92m[0m
[02/12 11:00:23] train subset video numbers: 66
[02/12 11:00:23] validation subset video numbers: 75
[02/12 11:10:51] DALI is not installed, you can improve performance if use DALI
[02/12 11:10:51] A new filed (out_dir) detected!
[02/12 11:10:51] [35mDATASET[0m : 
[02/12 11:10:51]     [35mbatch_size[0m : [92m4[0m
[02/12 11:10:51]     [35mnum_workers[0m : [92m8[0m
[02/12 11:10:51]     [35mtest[0m : 
[02/12 11:10:51]         [35mfile_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_bmn/label.json[0m
[02/12 11:10:51]         [35mformat[0m : [92mBMNDataset[0m
[02/12 11:10:51]         [35msubset[0m : [92mvalidation[0m
[02/12 11:10:51]         [35mtest_mode[0m : [92mTrue[0m
[02/12 11:10:51]     [35mtest_batch_size[0m : [92m1[0m
[02/12 11:10:51]     [35mtrain[0m : 
[02/12 11:10:51]         [35mfile_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_bmn/label.json[0m
[02/12 11:10:51]         [35mformat[0m : [92mBMNDataset[0m
[02/12 11:10:51]         [35msubset[0m : [92mtrain[0m
[02/12 11:10:51]     [35mvalid[0m : 
[02/12 11:10:51]         [35mfile_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_bmn/label.json[0m
[02/12 11:10:51]         [35mformat[0m : [92mBMNDataset[0m
[02/12 11:10:51]         [35msubset[0m : [92mvalidation[0m
[02/12 11:10:51] ------------------------------------------------------------
[02/12 11:10:51] [35mINFERENCE[0m : 
[02/12 11:10:51]     [35mdscale[0m : [92m100[0m
[02/12 11:10:51]     [35mfeat_dim[0m : [92m2688[0m
[02/12 11:10:51]     [35mname[0m : [92mBMN_Inference_helper[0m
[02/12 11:10:51]     [35mresult_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/checkpoints/BMN[0m
[02/12 11:10:51]     [35mtscale[0m : [92m100[0m
[02/12 11:10:51] ------------------------------------------------------------
[02/12 11:10:51] [35mMODEL[0m : 
[02/12 11:10:51]     [35mbackbone[0m : 
[02/12 11:10:51]         [35mdscale[0m : [92m200[0m
[02/12 11:10:51]         [35mfeat_dim[0m : [92m2688[0m
[02/12 11:10:51]         [35mname[0m : [92mBMN[0m
[02/12 11:10:51]         [35mnum_sample[0m : [92m32[0m
[02/12 11:10:51]         [35mnum_sample_perbin[0m : [92m3[0m
[02/12 11:10:51]         [35mprop_boundary_ratio[0m : [92m0.5[0m
[02/12 11:10:51]         [35mtscale[0m : [92m200[0m
[02/12 11:10:51]     [35mframework[0m : [92mBMNLocalizer[0m
[02/12 11:10:51]     [35mloss[0m : 
[02/12 11:10:51]         [35mdscale[0m : [92m200[0m
[02/12 11:10:51]         [35mname[0m : [92mBMNLoss[0m
[02/12 11:10:51]         [35mtscale[0m : [92m200[0m
[02/12 11:10:51] ------------------------------------------------------------
[02/12 11:10:51] [35mOPTIMIZER[0m : 
[02/12 11:10:51]     [35mlearning_rate[0m : 
[02/12 11:10:51]         [35mboundaries[0m : [92m[20][0m
[02/12 11:10:51]         [35miter_step[0m : [92mTrue[0m
[02/12 11:10:51]         [35mname[0m : [92mCustomPiecewiseDecay[0m
[02/12 11:10:51]         [35mvalues[0m : [92m[0.001, 0.0001][0m
[02/12 11:10:51]     [35mname[0m : [92mAdam[0m
[02/12 11:10:51]     [35mweight_decay[0m : 
[02/12 11:10:51]         [35mname[0m : [92mL2[0m
[02/12 11:10:51]         [35mvalue[0m : [92m0.0001[0m
[02/12 11:10:51] ------------------------------------------------------------
[02/12 11:10:51] [35mPIPELINE[0m : 
[02/12 11:10:51]     [35mtest[0m : 
[02/12 11:10:51]         [35mload_feat[0m : 
[02/12 11:10:51]             [35mfeat_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_bmn/feature[0m
[02/12 11:10:51]             [35mname[0m : [92mLoadFeat[0m
[02/12 11:10:51]         [35mtransform[0m : 
[02/12 11:10:51]             [35mGetMatchMap[0m : 
[02/12 11:10:51]                 [35mtscale[0m : [92m200[0m
[02/12 11:10:51]             [35mGetVideoLabel[0m : 
[02/12 11:10:51]                 [35mdscale[0m : [92m200[0m
[02/12 11:10:51]                 [35mtscale[0m : [92m200[0m
[02/12 11:10:51]     [35mtrain[0m : 
[02/12 11:10:51]         [35mload_feat[0m : 
[02/12 11:10:51]             [35mfeat_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_bmn/feature[0m
[02/12 11:10:51]             [35mname[0m : [92mLoadFeat[0m
[02/12 11:10:51]         [35mtransform[0m : 
[02/12 11:10:51]             [35mGetMatchMap[0m : 
[02/12 11:10:51]                 [35mtscale[0m : [92m200[0m
[02/12 11:10:51]             [35mGetVideoLabel[0m : 
[02/12 11:10:51]                 [35mdscale[0m : [92m200[0m
[02/12 11:10:51]                 [35mtscale[0m : [92m200[0m
[02/12 11:10:51]     [35mvalid[0m : 
[02/12 11:10:51]         [35mload_feat[0m : 
[02/12 11:10:51]             [35mfeat_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_bmn/feature[0m
[02/12 11:10:51]             [35mname[0m : [92mLoadFeat[0m
[02/12 11:10:51]         [35mtransform[0m : 
[02/12 11:10:51]             [35mGetMatchMap[0m : 
[02/12 11:10:51]                 [35mtscale[0m : [92m200[0m
[02/12 11:10:51]             [35mGetVideoLabel[0m : 
[02/12 11:10:51]                 [35mdscale[0m : [92m200[0m
[02/12 11:10:51]                 [35mtscale[0m : [92m200[0m
[02/12 11:10:51] ------------------------------------------------------------
[02/12 11:10:51] [35mepochs[0m : [92m10[0m
[02/12 11:10:51] [35mlog_level[0m : [92mINFO[0m
[02/12 11:10:51] [35mmodel_name[0m : [92mBMN[0m
[02/12 11:10:51] [35mout_dir[0m : [92mapplications/FootballAcation/train_bmn[0m
[02/12 11:10:51] [35mresume_from[0m : [92m[0m
[02/12 11:11:15] train subset video numbers: 68
[02/12 11:11:15] validation subset video numbers: 75
[02/12 11:11:18] [35mepoch:[  1/10 ][0m [95mtrain step:0   [0m [92mloss: 2.55290 lr: 0.001000[0m [92mbatch_cost: 2.71384 sec,[0m [92mreader_cost: 2.14785 sec,[0m ips: 1.47392 instance/sec.
[02/12 11:11:22] epoch:[  1/10 ] [95mtrain step:10  [0m [92mloss: 2.44117 lr: 0.001000[0m [92mbatch_cost: 0.37915 sec,[0m [92mreader_cost: 0.00030 sec,[0m ips: 10.54988 instance/sec.
[02/12 11:11:24] [31mEND epoch:1  [0m [95mtrain[0m [92mloss_avg: 2.53485 [0m [92mavg_batch_cost: 0.38108 sec,[0m [92mavg_reader_cost: 0.00031 sec,[0m [92mbatch_cost_sum: 8.82528 sec,[0m avg_ips: 7.70514 instance/sec.
[02/12 11:11:26] [35mepoch:[  1/10 ][0m [95mval step:0   [0m [92mloss: 2.48899[0m [92mbatch_cost: 2.10187 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 1.90307 instance/sec.
[02/12 11:11:27] epoch:[  1/10 ] [95mval step:10  [0m [92mloss: 2.49120[0m [92mbatch_cost: 0.12910 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 30.98400 instance/sec.
[02/12 11:11:29] [31mEND epoch:1  [0m [95mval[0m [92mloss_avg: 2.50444[0m [92mavg_batch_cost: 0.09977 sec,[0m [92mavg_reader_cost: 0.00000 sec,[0m [92mbatch_cost_sum: 4.49306 sec,[0m avg_ips: 16.91498 instance/sec.
[02/12 11:11:31] [35mepoch:[  2/10 ][0m [95mtrain step:0   [0m [92mloss: 2.49250 lr: 0.001000[0m [92mbatch_cost: 2.17836 sec,[0m [92mreader_cost: 1.68127 sec,[0m ips: 1.83624 instance/sec.
[02/12 11:11:35] epoch:[  2/10 ] [95mtrain step:10  [0m [92mloss: 2.56093 lr: 0.000100[0m [92mbatch_cost: 0.38063 sec,[0m [92mreader_cost: 0.00025 sec,[0m ips: 10.50885 instance/sec.
[02/12 11:11:37] [31mEND epoch:2  [0m [95mtrain[0m [92mloss_avg: 2.43099 [0m [92mavg_batch_cost: 0.37903 sec,[0m [92mavg_reader_cost: 0.00026 sec,[0m [92mbatch_cost_sum: 8.28754 sec,[0m avg_ips: 8.20509 instance/sec.
[02/12 11:11:39] [35mepoch:[  2/10 ][0m [95mval step:0   [0m [92mloss: 2.34627[0m [92mbatch_cost: 1.97113 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 2.02930 instance/sec.
[02/12 11:11:41] epoch:[  2/10 ] [95mval step:10  [0m [92mloss: 2.39982[0m [92mbatch_cost: 0.13002 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 30.76367 instance/sec.
[02/12 11:11:42] [31mEND epoch:2  [0m [95mval[0m [92mloss_avg: 2.41736[0m [92mavg_batch_cost: 0.10025 sec,[0m [92mavg_reader_cost: 0.00000 sec,[0m [92mbatch_cost_sum: 4.84157 sec,[0m avg_ips: 15.69739 instance/sec.
[02/12 11:11:45] [35mepoch:[  3/10 ][0m [95mtrain step:0   [0m [92mloss: 2.26084 lr: 0.000100[0m [92mbatch_cost: 2.22076 sec,[0m [92mreader_cost: 1.74322 sec,[0m ips: 1.80119 instance/sec.
[02/12 11:11:49] epoch:[  3/10 ] [95mtrain step:10  [0m [92mloss: 2.25585 lr: 0.000100[0m [92mbatch_cost: 0.37866 sec,[0m [92mreader_cost: 0.00017 sec,[0m ips: 10.56365 instance/sec.
[02/12 11:11:51] [31mEND epoch:3  [0m [95mtrain[0m [92mloss_avg: 2.36575 [0m [92mavg_batch_cost: 0.37722 sec,[0m [92mavg_reader_cost: 0.00019 sec,[0m [92mbatch_cost_sum: 8.42291 sec,[0m avg_ips: 8.07321 instance/sec.
[02/12 11:11:53] [35mepoch:[  3/10 ][0m [95mval step:0   [0m [92mloss: 2.30589[0m [92mbatch_cost: 2.00372 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 1.99629 instance/sec.
[02/12 11:11:55] epoch:[  3/10 ] [95mval step:10  [0m [92mloss: 2.44295[0m [92mbatch_cost: 0.12885 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 31.04494 instance/sec.
[02/12 11:11:56] [31mEND epoch:3  [0m [95mval[0m [92mloss_avg: 2.38013[0m [92mavg_batch_cost: 0.09859 sec,[0m [92mavg_reader_cost: 0.00000 sec,[0m [92mbatch_cost_sum: 4.46134 sec,[0m avg_ips: 17.03523 instance/sec.
[02/12 11:11:58] [35mepoch:[  4/10 ][0m [95mtrain step:0   [0m [92mloss: 2.29033 lr: 0.000100[0m [92mbatch_cost: 2.11530 sec,[0m [92mreader_cost: 1.62191 sec,[0m ips: 1.89098 instance/sec.
[02/12 11:12:02] epoch:[  4/10 ] [95mtrain step:10  [0m [92mloss: 2.69569 lr: 0.000100[0m [92mbatch_cost: 0.38381 sec,[0m [92mreader_cost: 0.00020 sec,[0m ips: 10.42171 instance/sec.
[02/12 11:12:04] [31mEND epoch:4  [0m [95mtrain[0m [92mloss_avg: 2.33691 [0m [92mavg_batch_cost: 0.37809 sec,[0m [92mavg_reader_cost: 0.00027 sec,[0m [92mbatch_cost_sum: 8.21514 sec,[0m avg_ips: 8.27740 instance/sec.
[02/12 11:12:06] [35mepoch:[  4/10 ][0m [95mval step:0   [0m [92mloss: 2.28322[0m [92mbatch_cost: 2.07451 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 1.92817 instance/sec.
[02/12 11:12:08] epoch:[  4/10 ] [95mval step:10  [0m [92mloss: 2.53440[0m [92mbatch_cost: 0.13073 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 30.59816 instance/sec.
[02/12 11:12:09] [31mEND epoch:4  [0m [95mval[0m [92mloss_avg: 2.35047[0m [92mavg_batch_cost: 0.10027 sec,[0m [92mavg_reader_cost: 0.00000 sec,[0m [92mbatch_cost_sum: 4.56372 sec,[0m avg_ips: 16.65306 instance/sec.
[02/12 11:12:12] [35mepoch:[  5/10 ][0m [95mtrain step:0   [0m [92mloss: 2.13189 lr: 0.000100[0m [92mbatch_cost: 2.39114 sec,[0m [92mreader_cost: 1.90125 sec,[0m ips: 1.67284 instance/sec.
[02/12 11:12:15] epoch:[  5/10 ] [95mtrain step:10  [0m [92mloss: 2.14055 lr: 0.000100[0m [92mbatch_cost: 0.38027 sec,[0m [92mreader_cost: 0.00023 sec,[0m ips: 10.51873 instance/sec.
[02/12 11:12:18] [31mEND epoch:5  [0m [95mtrain[0m [92mloss_avg: 2.27293 [0m [92mavg_batch_cost: 0.38114 sec,[0m [92mavg_reader_cost: 0.00025 sec,[0m [92mbatch_cost_sum: 8.50160 sec,[0m avg_ips: 7.99850 instance/sec.
[02/12 11:12:20] [35mepoch:[  5/10 ][0m [95mval step:0   [0m [92mloss: 2.22801[0m [92mbatch_cost: 1.98015 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 2.02005 instance/sec.
[02/12 11:12:21] epoch:[  5/10 ] [95mval step:10  [0m [92mloss: 2.71907[0m [92mbatch_cost: 0.13318 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 30.03451 instance/sec.
[02/12 11:12:23] [31mEND epoch:5  [0m [95mval[0m [92mloss_avg: 2.34007[0m [92mavg_batch_cost: 0.10200 sec,[0m [92mavg_reader_cost: 0.00000 sec,[0m [92mbatch_cost_sum: 4.46315 sec,[0m avg_ips: 17.02833 instance/sec.
[02/12 11:12:25] [35mepoch:[  6/10 ][0m [95mtrain step:0   [0m [92mloss: 2.05773 lr: 0.000100[0m [92mbatch_cost: 2.31017 sec,[0m [92mreader_cost: 1.72203 sec,[0m ips: 1.73148 instance/sec.
[02/12 11:12:29] epoch:[  6/10 ] [95mtrain step:10  [0m [92mloss: 2.01908 lr: 0.000100[0m [92mbatch_cost: 0.37957 sec,[0m [92mreader_cost: 0.00018 sec,[0m ips: 10.53812 instance/sec.
[02/12 11:12:31] [31mEND epoch:6  [0m [95mtrain[0m [92mloss_avg: 2.21247 [0m [92mavg_batch_cost: 0.37803 sec,[0m [92mavg_reader_cost: 0.00017 sec,[0m [92mbatch_cost_sum: 8.49162 sec,[0m avg_ips: 8.00789 instance/sec.
[02/12 11:12:33] [35mepoch:[  6/10 ][0m [95mval step:0   [0m [92mloss: 2.16528[0m [92mbatch_cost: 1.88916 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 2.11735 instance/sec.
[02/12 11:12:35] epoch:[  6/10 ] [95mval step:10  [0m [92mloss: 2.92606[0m [92mbatch_cost: 0.12949 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 30.89158 instance/sec.
[02/12 11:12:36] [31mEND epoch:6  [0m [95mval[0m [92mloss_avg: 2.33654[0m [92mavg_batch_cost: 0.09804 sec,[0m [92mavg_reader_cost: 0.00000 sec,[0m [92mbatch_cost_sum: 4.67493 sec,[0m avg_ips: 16.25694 instance/sec.
[02/12 11:12:38] [35mepoch:[  7/10 ][0m [95mtrain step:0   [0m [92mloss: 2.18690 lr: 0.000100[0m [92mbatch_cost: 2.05359 sec,[0m [92mreader_cost: 1.62181 sec,[0m ips: 1.94781 instance/sec.
[02/12 11:12:43] epoch:[  7/10 ] [95mtrain step:10  [0m [92mloss: 2.60553 lr: 0.000100[0m [92mbatch_cost: 0.38194 sec,[0m [92mreader_cost: 0.00026 sec,[0m ips: 10.47278 instance/sec.
[02/12 11:12:45] [31mEND epoch:7  [0m [95mtrain[0m [92mloss_avg: 2.20829 [0m [92mavg_batch_cost: 0.38534 sec,[0m [92mavg_reader_cost: 0.00023 sec,[0m [92mbatch_cost_sum: 8.46075 sec,[0m avg_ips: 8.03712 instance/sec.
[02/12 11:12:47] [35mepoch:[  7/10 ][0m [95mval step:0   [0m [92mloss: 2.19505[0m [92mbatch_cost: 1.87013 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 2.13889 instance/sec.
[02/12 11:12:49] epoch:[  7/10 ] [95mval step:10  [0m [92mloss: 3.15805[0m [92mbatch_cost: 0.13031 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 30.69720 instance/sec.
[02/12 11:12:50] [31mEND epoch:7  [0m [95mval[0m [92mloss_avg: 2.33299[0m [92mavg_batch_cost: 0.09882 sec,[0m [92mavg_reader_cost: 0.00000 sec,[0m [92mbatch_cost_sum: 4.55273 sec,[0m avg_ips: 16.69329 instance/sec.
[02/12 11:12:52] [35mepoch:[  8/10 ][0m [95mtrain step:0   [0m [92mloss: 1.99602 lr: 0.000100[0m [92mbatch_cost: 2.20967 sec,[0m [92mreader_cost: 1.72758 sec,[0m ips: 1.81022 instance/sec.
[02/12 11:12:56] epoch:[  8/10 ] [95mtrain step:10  [0m [92mloss: 1.91149 lr: 0.000100[0m [92mbatch_cost: 0.37799 sec,[0m [92mreader_cost: 0.00029 sec,[0m ips: 10.58233 instance/sec.
[02/12 11:12:59] [31mEND epoch:8  [0m [95mtrain[0m [92mloss_avg: 2.15068 [0m [92mavg_batch_cost: 0.38014 sec,[0m [92mavg_reader_cost: 0.00023 sec,[0m [92mbatch_cost_sum: 8.43347 sec,[0m avg_ips: 8.06311 instance/sec.
[02/12 11:13:01] [35mepoch:[  8/10 ][0m [95mval step:0   [0m [92mloss: 2.07969[0m [92mbatch_cost: 2.47066 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 1.61900 instance/sec.
[02/12 11:13:02] epoch:[  8/10 ] [95mval step:10  [0m [92mloss: 3.40294[0m [92mbatch_cost: 0.13040 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 30.67379 instance/sec.
[02/12 11:13:04] [31mEND epoch:8  [0m [95mval[0m [92mloss_avg: 2.33595[0m [92mavg_batch_cost: 0.09881 sec,[0m [92mavg_reader_cost: 0.00000 sec,[0m [92mbatch_cost_sum: 4.81799 sec,[0m avg_ips: 15.77420 instance/sec.
[02/12 11:13:06] [35mepoch:[  9/10 ][0m [95mtrain step:0   [0m [92mloss: 2.03247 lr: 0.000100[0m [92mbatch_cost: 2.09654 sec,[0m [92mreader_cost: 1.62181 sec,[0m ips: 1.90791 instance/sec.
[02/12 11:13:10] epoch:[  9/10 ] [95mtrain step:10  [0m [92mloss: 1.98971 lr: 0.000100[0m [92mbatch_cost: 0.37987 sec,[0m [92mreader_cost: 0.00021 sec,[0m ips: 10.52990 instance/sec.
[02/12 11:13:12] [31mEND epoch:9  [0m [95mtrain[0m [92mloss_avg: 2.13652 [0m [92mavg_batch_cost: 0.38584 sec,[0m [92mavg_reader_cost: 0.00023 sec,[0m [92mbatch_cost_sum: 8.40709 sec,[0m avg_ips: 8.08841 instance/sec.
[02/12 11:13:14] [35mepoch:[  9/10 ][0m [95mval step:0   [0m [92mloss: 2.02554[0m [92mbatch_cost: 2.10839 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 1.89719 instance/sec.
[02/12 11:13:16] epoch:[  9/10 ] [95mval step:10  [0m [92mloss: 3.80917[0m [92mbatch_cost: 0.13229 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 30.23723 instance/sec.
[02/12 11:13:17] [31mEND epoch:9  [0m [95mval[0m [92mloss_avg: 2.34131[0m [92mavg_batch_cost: 0.09997 sec,[0m [92mavg_reader_cost: 0.00000 sec,[0m [92mbatch_cost_sum: 4.74672 sec,[0m avg_ips: 16.01107 instance/sec.
[02/12 11:13:20] [35mepoch:[ 10/10 ][0m [95mtrain step:0   [0m [92mloss: 2.33535 lr: 0.000100[0m [92mbatch_cost: 2.86517 sec,[0m [92mreader_cost: 2.38453 sec,[0m ips: 1.39608 instance/sec.
[02/12 11:13:24] epoch:[ 10/10 ] [95mtrain step:10  [0m [92mloss: 2.22577 lr: 0.000100[0m [92mbatch_cost: 0.38196 sec,[0m [92mreader_cost: 0.00020 sec,[0m ips: 10.47236 instance/sec.
[02/12 11:13:26] [31mEND epoch:10 [0m [95mtrain[0m [92mloss_avg: 2.08114 [0m [92mavg_batch_cost: 0.38377 sec,[0m [92mavg_reader_cost: 0.00026 sec,[0m [92mbatch_cost_sum: 8.97486 sec,[0m avg_ips: 7.57672 instance/sec.
[02/12 11:13:28] [35mepoch:[ 10/10 ][0m [95mval step:0   [0m [92mloss: 2.06625[0m [92mbatch_cost: 1.87295 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 2.13567 instance/sec.
[02/12 11:13:30] epoch:[ 10/10 ] [95mval step:10  [0m [92mloss: 3.95382[0m [92mbatch_cost: 0.12903 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 30.99934 instance/sec.
[02/12 11:13:31] [31mEND epoch:10 [0m [95mval[0m [92mloss_avg: 2.35410[0m [92mavg_batch_cost: 0.10008 sec,[0m [92mavg_reader_cost: 0.00000 sec,[0m [92mbatch_cost_sum: 4.72623 sec,[0m avg_ips: 16.08046 instance/sec.
[02/12 11:13:31] training BMN finished
[02/12 11:15:37] DALI is not installed, you can improve performance if use DALI
[02/12 11:15:37] A new filed (out_dir) detected!
[02/12 11:15:37] [35mDATASET[0m : 
[02/12 11:15:37]     [35mbatch_size[0m : [92m4[0m
[02/12 11:15:37]     [35mnum_workers[0m : [92m8[0m
[02/12 11:15:37]     [35mtest[0m : 
[02/12 11:15:37]         [35mfile_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_bmn/label.json[0m
[02/12 11:15:37]         [35mformat[0m : [92mBMNDataset[0m
[02/12 11:15:37]         [35msubset[0m : [92mvalidation[0m
[02/12 11:15:37]         [35mtest_mode[0m : [92mTrue[0m
[02/12 11:15:37]     [35mtest_batch_size[0m : [92m1[0m
[02/12 11:15:37]     [35mtrain[0m : 
[02/12 11:15:37]         [35mfile_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_bmn/label.json[0m
[02/12 11:15:37]         [35mformat[0m : [92mBMNDataset[0m
[02/12 11:15:37]         [35msubset[0m : [92mtrain[0m
[02/12 11:15:37]     [35mvalid[0m : 
[02/12 11:15:37]         [35mfile_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_bmn/label.json[0m
[02/12 11:15:37]         [35mformat[0m : [92mBMNDataset[0m
[02/12 11:15:37]         [35msubset[0m : [92mvalidation[0m
[02/12 11:15:37] ------------------------------------------------------------
[02/12 11:15:37] [35mINFERENCE[0m : 
[02/12 11:15:37]     [35mdscale[0m : [92m100[0m
[02/12 11:15:37]     [35mfeat_dim[0m : [92m2688[0m
[02/12 11:15:37]     [35mname[0m : [92mBMN_Inference_helper[0m
[02/12 11:15:37]     [35mresult_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/checkpoints/BMN[0m
[02/12 11:15:37]     [35mtscale[0m : [92m100[0m
[02/12 11:15:37] ------------------------------------------------------------
[02/12 11:15:37] [35mMODEL[0m : 
[02/12 11:15:37]     [35mbackbone[0m : 
[02/12 11:15:37]         [35mdscale[0m : [92m200[0m
[02/12 11:15:37]         [35mfeat_dim[0m : [92m2688[0m
[02/12 11:15:37]         [35mname[0m : [92mBMN[0m
[02/12 11:15:37]         [35mnum_sample[0m : [92m32[0m
[02/12 11:15:37]         [35mnum_sample_perbin[0m : [92m3[0m
[02/12 11:15:37]         [35mprop_boundary_ratio[0m : [92m0.5[0m
[02/12 11:15:37]         [35mtscale[0m : [92m200[0m
[02/12 11:15:37]     [35mframework[0m : [92mBMNLocalizer[0m
[02/12 11:15:37]     [35mloss[0m : 
[02/12 11:15:37]         [35mdscale[0m : [92m200[0m
[02/12 11:15:37]         [35mname[0m : [92mBMNLoss[0m
[02/12 11:15:37]         [35mtscale[0m : [92m200[0m
[02/12 11:15:37] ------------------------------------------------------------
[02/12 11:15:37] [35mOPTIMIZER[0m : 
[02/12 11:15:37]     [35mlearning_rate[0m : 
[02/12 11:15:37]         [35mboundaries[0m : [92m[20][0m
[02/12 11:15:37]         [35miter_step[0m : [92mTrue[0m
[02/12 11:15:37]         [35mname[0m : [92mCustomPiecewiseDecay[0m
[02/12 11:15:37]         [35mvalues[0m : [92m[0.001, 0.0001][0m
[02/12 11:15:37]     [35mname[0m : [92mAdam[0m
[02/12 11:15:37]     [35mweight_decay[0m : 
[02/12 11:15:37]         [35mname[0m : [92mL2[0m
[02/12 11:15:37]         [35mvalue[0m : [92m0.0001[0m
[02/12 11:15:37] ------------------------------------------------------------
[02/12 11:15:37] [35mPIPELINE[0m : 
[02/12 11:15:37]     [35mtest[0m : 
[02/12 11:15:37]         [35mload_feat[0m : 
[02/12 11:15:37]             [35mfeat_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_bmn/feature[0m
[02/12 11:15:37]             [35mname[0m : [92mLoadFeat[0m
[02/12 11:15:37]         [35mtransform[0m : 
[02/12 11:15:37]             [35mGetMatchMap[0m : 
[02/12 11:15:37]                 [35mtscale[0m : [92m200[0m
[02/12 11:15:37]             [35mGetVideoLabel[0m : 
[02/12 11:15:37]                 [35mdscale[0m : [92m200[0m
[02/12 11:15:37]                 [35mtscale[0m : [92m200[0m
[02/12 11:15:37]     [35mtrain[0m : 
[02/12 11:15:37]         [35mload_feat[0m : 
[02/12 11:15:37]             [35mfeat_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_bmn/feature[0m
[02/12 11:15:37]             [35mname[0m : [92mLoadFeat[0m
[02/12 11:15:37]         [35mtransform[0m : 
[02/12 11:15:37]             [35mGetMatchMap[0m : 
[02/12 11:15:37]                 [35mtscale[0m : [92m200[0m
[02/12 11:15:37]             [35mGetVideoLabel[0m : 
[02/12 11:15:37]                 [35mdscale[0m : [92m200[0m
[02/12 11:15:37]                 [35mtscale[0m : [92m200[0m
[02/12 11:15:37]     [35mvalid[0m : 
[02/12 11:15:37]         [35mload_feat[0m : 
[02/12 11:15:37]             [35mfeat_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_bmn/feature[0m
[02/12 11:15:37]             [35mname[0m : [92mLoadFeat[0m
[02/12 11:15:37]         [35mtransform[0m : 
[02/12 11:15:37]             [35mGetMatchMap[0m : 
[02/12 11:15:37]                 [35mtscale[0m : [92m200[0m
[02/12 11:15:37]             [35mGetVideoLabel[0m : 
[02/12 11:15:37]                 [35mdscale[0m : [92m200[0m
[02/12 11:15:37]                 [35mtscale[0m : [92m200[0m
[02/12 11:15:37] ------------------------------------------------------------
[02/12 11:15:37] [35mepochs[0m : [92m10[0m
[02/12 11:15:37] [35mlog_level[0m : [92mINFO[0m
[02/12 11:15:37] [35mmodel_name[0m : [92mBMN[0m
[02/12 11:15:37] [35mout_dir[0m : [92mapplications/FootballAction/train_bmn[0m
[02/12 11:15:37] [35mresume_from[0m : [92m[0m
[02/12 11:15:59] train subset video numbers: 68
[02/12 11:15:59] validation subset video numbers: 75
[02/12 11:16:02] [35mepoch:[  1/10 ][0m [95mtrain step:0   [0m [92mloss: 2.55290 lr: 0.001000[0m [92mbatch_cost: 2.69135 sec,[0m [92mreader_cost: 2.19118 sec,[0m ips: 1.48624 instance/sec.
[02/12 11:16:06] epoch:[  1/10 ] [95mtrain step:10  [0m [92mloss: 2.44100 lr: 0.001000[0m [92mbatch_cost: 0.37622 sec,[0m [92mreader_cost: 0.00021 sec,[0m ips: 10.63204 instance/sec.
[02/12 11:16:08] [31mEND epoch:1  [0m [95mtrain[0m [92mloss_avg: 2.53499 [0m [92mavg_batch_cost: 0.38203 sec,[0m [92mavg_reader_cost: 0.00029 sec,[0m [92mbatch_cost_sum: 8.76263 sec,[0m avg_ips: 7.76023 instance/sec.
[02/12 11:16:11] [35mepoch:[  1/10 ][0m [95mval step:0   [0m [92mloss: 2.48839[0m [92mbatch_cost: 2.46621 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 1.62192 instance/sec.
[02/12 11:16:12] epoch:[  1/10 ] [95mval step:10  [0m [92mloss: 2.49018[0m [92mbatch_cost: 0.12949 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 30.89055 instance/sec.
[02/12 11:16:13] [31mEND epoch:1  [0m [95mval[0m [92mloss_avg: 2.50385[0m [92mavg_batch_cost: 0.09922 sec,[0m [92mavg_reader_cost: 0.00000 sec,[0m [92mbatch_cost_sum: 4.94453 sec,[0m avg_ips: 15.37051 instance/sec.
[02/12 11:16:16] [35mepoch:[  2/10 ][0m [95mtrain step:0   [0m [92mloss: 2.49105 lr: 0.001000[0m [92mbatch_cost: 2.74369 sec,[0m [92mreader_cost: 2.30446 sec,[0m ips: 1.45789 instance/sec.
[02/12 11:16:20] epoch:[  2/10 ] [95mtrain step:10  [0m [92mloss: 2.56517 lr: 0.000100[0m [92mbatch_cost: 0.37714 sec,[0m [92mreader_cost: 0.00025 sec,[0m ips: 10.60624 instance/sec.
[02/12 11:16:23] [31mEND epoch:2  [0m [95mtrain[0m [92mloss_avg: 2.42929 [0m [92mavg_batch_cost: 0.38145 sec,[0m [92mavg_reader_cost: 0.00029 sec,[0m [92mbatch_cost_sum: 8.85442 sec,[0m avg_ips: 7.67978 instance/sec.
[02/12 11:16:24] [35mepoch:[  2/10 ][0m [95mval step:0   [0m [92mloss: 2.34335[0m [92mbatch_cost: 1.87005 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 2.13898 instance/sec.
[02/12 11:16:26] epoch:[  2/10 ] [95mval step:10  [0m [92mloss: 2.40373[0m [92mbatch_cost: 0.13247 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 30.19608 instance/sec.
[02/12 11:16:27] [31mEND epoch:2  [0m [95mval[0m [92mloss_avg: 2.41723[0m [92mavg_batch_cost: 0.09930 sec,[0m [92mavg_reader_cost: 0.00000 sec,[0m [92mbatch_cost_sum: 4.73145 sec,[0m avg_ips: 16.06274 instance/sec.
[02/12 11:16:30] [35mepoch:[  3/10 ][0m [95mtrain step:0   [0m [92mloss: 2.25528 lr: 0.000100[0m [92mbatch_cost: 2.17889 sec,[0m [92mreader_cost: 1.71253 sec,[0m ips: 1.83579 instance/sec.
[02/12 11:16:34] epoch:[  3/10 ] [95mtrain step:10  [0m [92mloss: 2.25138 lr: 0.000100[0m [92mbatch_cost: 0.38766 sec,[0m [92mreader_cost: 0.00028 sec,[0m ips: 10.31843 instance/sec.
[02/12 11:16:36] [31mEND epoch:3  [0m [95mtrain[0m [92mloss_avg: 2.36471 [0m [92mavg_batch_cost: 0.37969 sec,[0m [92mavg_reader_cost: 0.00032 sec,[0m [92mbatch_cost_sum: 8.31803 sec,[0m avg_ips: 8.17501 instance/sec.
[02/12 11:16:38] [35mepoch:[  3/10 ][0m [95mval step:0   [0m [92mloss: 2.30215[0m [92mbatch_cost: 2.26561 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 1.76553 instance/sec.
[02/12 11:16:40] epoch:[  3/10 ] [95mval step:10  [0m [92mloss: 2.44687[0m [92mbatch_cost: 0.12945 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 30.90045 instance/sec.
[02/12 11:16:41] [31mEND epoch:3  [0m [95mval[0m [92mloss_avg: 2.37924[0m [92mavg_batch_cost: 0.10001 sec,[0m [92mavg_reader_cost: 0.00000 sec,[0m [92mbatch_cost_sum: 4.76251 sec,[0m avg_ips: 15.95798 instance/sec.
[02/12 11:16:44] [35mepoch:[  4/10 ][0m [95mtrain step:0   [0m [92mloss: 2.28118 lr: 0.000100[0m [92mbatch_cost: 2.95603 sec,[0m [92mreader_cost: 2.48105 sec,[0m ips: 1.35316 instance/sec.
[02/12 11:16:48] epoch:[  4/10 ] [95mtrain step:10  [0m [92mloss: 2.70411 lr: 0.000100[0m [92mbatch_cost: 0.38497 sec,[0m [92mreader_cost: 0.00031 sec,[0m ips: 10.39054 instance/sec.
[02/12 11:16:50] [31mEND epoch:4  [0m [95mtrain[0m [92mloss_avg: 2.33530 [0m [92mavg_batch_cost: 0.38172 sec,[0m [92mavg_reader_cost: 0.00029 sec,[0m [92mbatch_cost_sum: 9.11136 sec,[0m avg_ips: 7.46321 instance/sec.
[02/12 11:16:52] [35mepoch:[  4/10 ][0m [95mval step:0   [0m [92mloss: 2.27788[0m [92mbatch_cost: 1.97257 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 2.02782 instance/sec.
[02/12 11:16:54] epoch:[  4/10 ] [95mval step:10  [0m [92mloss: 2.53870[0m [92mbatch_cost: 0.12966 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 30.84886 instance/sec.
[02/12 11:16:55] [31mEND epoch:4  [0m [95mval[0m [92mloss_avg: 2.34921[0m [92mavg_batch_cost: 0.09945 sec,[0m [92mavg_reader_cost: 0.00000 sec,[0m [92mbatch_cost_sum: 4.69642 sec,[0m avg_ips: 16.18254 instance/sec.
[02/12 11:16:58] [35mepoch:[  5/10 ][0m [95mtrain step:0   [0m [92mloss: 2.13016 lr: 0.000100[0m [92mbatch_cost: 2.48352 sec,[0m [92mreader_cost: 1.99426 sec,[0m ips: 1.61062 instance/sec.
[02/12 11:17:02] epoch:[  5/10 ] [95mtrain step:10  [0m [92mloss: 2.14449 lr: 0.000100[0m [92mbatch_cost: 0.38530 sec,[0m [92mreader_cost: 0.00024 sec,[0m ips: 10.38158 instance/sec.
[02/12 11:17:04] [31mEND epoch:5  [0m [95mtrain[0m [92mloss_avg: 2.27000 [0m [92mavg_batch_cost: 0.37929 sec,[0m [92mavg_reader_cost: 0.00026 sec,[0m [92mbatch_cost_sum: 8.71240 sec,[0m avg_ips: 7.80497 instance/sec.
[02/12 11:17:06] [35mepoch:[  5/10 ][0m [95mval step:0   [0m [92mloss: 2.22449[0m [92mbatch_cost: 1.87588 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 2.13233 instance/sec.
[02/12 11:17:08] epoch:[  5/10 ] [95mval step:10  [0m [92mloss: 2.71536[0m [92mbatch_cost: 0.12764 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 31.33884 instance/sec.
[02/12 11:17:09] [31mEND epoch:5  [0m [95mval[0m [92mloss_avg: 2.33822[0m [92mavg_batch_cost: 0.09788 sec,[0m [92mavg_reader_cost: 0.00000 sec,[0m [92mbatch_cost_sum: 4.30881 sec,[0m avg_ips: 17.63827 instance/sec.
[02/12 11:17:11] [35mepoch:[  6/10 ][0m [95mtrain step:0   [0m [92mloss: 2.05440 lr: 0.000100[0m [92mbatch_cost: 2.10265 sec,[0m [92mreader_cost: 1.61419 sec,[0m ips: 1.90236 instance/sec.
[02/12 11:17:15] epoch:[  6/10 ] [95mtrain step:10  [0m [92mloss: 2.01574 lr: 0.000100[0m [92mbatch_cost: 0.38141 sec,[0m [92mreader_cost: 0.00027 sec,[0m ips: 10.48744 instance/sec.
[02/12 11:17:17] [31mEND epoch:6  [0m [95mtrain[0m [92mloss_avg: 2.20969 [0m [92mavg_batch_cost: 0.38693 sec,[0m [92mavg_reader_cost: 0.00024 sec,[0m [92mbatch_cost_sum: 8.33150 sec,[0m avg_ips: 8.16179 instance/sec.
[02/12 11:17:19] [35mepoch:[  6/10 ][0m [95mval step:0   [0m [92mloss: 2.16071[0m [92mbatch_cost: 1.97751 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 2.02275 instance/sec.
[02/12 11:17:21] epoch:[  6/10 ] [95mval step:10  [0m [92mloss: 2.91674[0m [92mbatch_cost: 0.13027 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 30.70608 instance/sec.
[02/12 11:17:22] [31mEND epoch:6  [0m [95mval[0m [92mloss_avg: 2.33474[0m [92mavg_batch_cost: 0.10135 sec,[0m [92mavg_reader_cost: 0.00000 sec,[0m [92mbatch_cost_sum: 4.56129 sec,[0m avg_ips: 16.66195 instance/sec.
[02/12 11:17:25] [35mepoch:[  7/10 ][0m [95mtrain step:0   [0m [92mloss: 2.18521 lr: 0.000100[0m [92mbatch_cost: 2.77920 sec,[0m [92mreader_cost: 2.33125 sec,[0m ips: 1.43926 instance/sec.
[02/12 11:17:29] epoch:[  7/10 ] [95mtrain step:10  [0m [92mloss: 2.59897 lr: 0.000100[0m [92mbatch_cost: 0.38762 sec,[0m [92mreader_cost: 0.00025 sec,[0m ips: 10.31935 instance/sec.
[02/12 11:17:31] [31mEND epoch:7  [0m [95mtrain[0m [92mloss_avg: 2.20526 [0m [92mavg_batch_cost: 0.37965 sec,[0m [92mavg_reader_cost: 0.00029 sec,[0m [92mbatch_cost_sum: 8.88112 sec,[0m avg_ips: 7.65669 instance/sec.
[02/12 11:17:34] [35mepoch:[  7/10 ][0m [95mval step:0   [0m [92mloss: 2.20352[0m [92mbatch_cost: 2.46742 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 1.62113 instance/sec.
[02/12 11:17:35] epoch:[  7/10 ] [95mval step:10  [0m [92mloss: 3.17464[0m [92mbatch_cost: 0.12923 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 30.95187 instance/sec.
[02/12 11:17:36] [31mEND epoch:7  [0m [95mval[0m [92mloss_avg: 2.33535[0m [92mavg_batch_cost: 0.09905 sec,[0m [92mavg_reader_cost: 0.00000 sec,[0m [92mbatch_cost_sum: 4.83344 sec,[0m avg_ips: 15.72379 instance/sec.
[02/12 11:17:39] [35mepoch:[  8/10 ][0m [95mtrain step:0   [0m [92mloss: 1.99786 lr: 0.000100[0m [92mbatch_cost: 2.31167 sec,[0m [92mreader_cost: 1.81598 sec,[0m ips: 1.73035 instance/sec.
[02/12 11:17:43] epoch:[  8/10 ] [95mtrain step:10  [0m [92mloss: 1.91608 lr: 0.000100[0m [92mbatch_cost: 0.38109 sec,[0m [92mreader_cost: 0.00029 sec,[0m ips: 10.49612 instance/sec.
[02/12 11:17:45] [31mEND epoch:8  [0m [95mtrain[0m [92mloss_avg: 2.14928 [0m [92mavg_batch_cost: 0.38701 sec,[0m [92mavg_reader_cost: 0.00024 sec,[0m [92mbatch_cost_sum: 8.46465 sec,[0m avg_ips: 8.03341 instance/sec.
[02/12 11:17:47] [35mepoch:[  8/10 ][0m [95mval step:0   [0m [92mloss: 2.07195[0m [92mbatch_cost: 1.85685 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 2.15419 instance/sec.
[02/12 11:17:49] epoch:[  8/10 ] [95mval step:10  [0m [92mloss: 3.40578[0m [92mbatch_cost: 0.12892 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 31.02640 instance/sec.
[02/12 11:17:50] [31mEND epoch:8  [0m [95mval[0m [92mloss_avg: 2.33822[0m [92mavg_batch_cost: 0.09943 sec,[0m [92mavg_reader_cost: 0.00000 sec,[0m [92mbatch_cost_sum: 4.41424 sec,[0m avg_ips: 17.21699 instance/sec.
[02/12 11:17:52] [35mepoch:[  9/10 ][0m [95mtrain step:0   [0m [92mloss: 2.03024 lr: 0.000100[0m [92mbatch_cost: 2.27965 sec,[0m [92mreader_cost: 1.78541 sec,[0m ips: 1.75465 instance/sec.
[02/12 11:17:56] epoch:[  9/10 ] [95mtrain step:10  [0m [92mloss: 2.01439 lr: 0.000100[0m [92mbatch_cost: 0.38001 sec,[0m [92mreader_cost: 0.00026 sec,[0m ips: 10.52594 instance/sec.
[02/12 11:17:59] [31mEND epoch:9  [0m [95mtrain[0m [92mloss_avg: 2.13545 [0m [92mavg_batch_cost: 0.38102 sec,[0m [92mavg_reader_cost: 0.00028 sec,[0m [92mbatch_cost_sum: 8.42915 sec,[0m avg_ips: 8.06724 instance/sec.
[02/12 11:18:01] [35mepoch:[  9/10 ][0m [95mval step:0   [0m [92mloss: 2.03020[0m [92mbatch_cost: 2.20833 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 1.81132 instance/sec.
[02/12 11:18:02] epoch:[  9/10 ] [95mval step:10  [0m [92mloss: 3.82768[0m [92mbatch_cost: 0.12945 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 30.89903 instance/sec.
[02/12 11:18:04] [31mEND epoch:9  [0m [95mval[0m [92mloss_avg: 2.34141[0m [92mavg_batch_cost: 0.09999 sec,[0m [92mavg_reader_cost: 0.00000 sec,[0m [92mbatch_cost_sum: 4.77046 sec,[0m avg_ips: 15.93138 instance/sec.
[02/12 11:18:06] [35mepoch:[ 10/10 ][0m [95mtrain step:0   [0m [92mloss: 2.33145 lr: 0.000100[0m [92mbatch_cost: 2.29115 sec,[0m [92mreader_cost: 1.83060 sec,[0m ips: 1.74585 instance/sec.
[02/12 11:18:10] epoch:[ 10/10 ] [95mtrain step:10  [0m [92mloss: 2.22594 lr: 0.000100[0m [92mbatch_cost: 0.37755 sec,[0m [92mreader_cost: 0.00021 sec,[0m ips: 10.59472 instance/sec.
[02/12 11:18:12] [31mEND epoch:10 [0m [95mtrain[0m [92mloss_avg: 2.07843 [0m [92mavg_batch_cost: 0.38127 sec,[0m [92mavg_reader_cost: 0.00026 sec,[0m [92mbatch_cost_sum: 8.43723 sec,[0m avg_ips: 8.05952 instance/sec.
[02/12 11:18:14] [35mepoch:[ 10/10 ][0m [95mval step:0   [0m [92mloss: 2.06979[0m [92mbatch_cost: 2.18206 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 1.83313 instance/sec.
[02/12 11:18:16] epoch:[ 10/10 ] [95mval step:10  [0m [92mloss: 3.97373[0m [92mbatch_cost: 0.12862 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 31.09910 instance/sec.
[02/12 11:18:17] [31mEND epoch:10 [0m [95mval[0m [92mloss_avg: 2.35383[0m [92mavg_batch_cost: 0.09974 sec,[0m [92mavg_reader_cost: 0.00000 sec,[0m [92mbatch_cost_sum: 4.61561 sec,[0m avg_ips: 16.46585 instance/sec.
[02/12 11:18:17] training BMN finished
[02/12 11:21:39] DALI is not installed, you can improve performance if use DALI
[02/12 11:21:39] A new filed (out_dir) detected!
[02/12 11:21:39] [35mDATASET[0m : 
[02/12 11:21:39]     [35mbatch_size[0m : [92m4[0m
[02/12 11:21:39]     [35mnum_workers[0m : [92m8[0m
[02/12 11:21:39]     [35mtest[0m : 
[02/12 11:21:39]         [35mfile_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_bmn/label.json[0m
[02/12 11:21:39]         [35mformat[0m : [92mBMNDataset[0m
[02/12 11:21:39]         [35msubset[0m : [92mvalidation[0m
[02/12 11:21:39]         [35mtest_mode[0m : [92mTrue[0m
[02/12 11:21:39]     [35mtest_batch_size[0m : [92m1[0m
[02/12 11:21:39]     [35mtrain[0m : 
[02/12 11:21:39]         [35mfile_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_bmn/label.json[0m
[02/12 11:21:39]         [35mformat[0m : [92mBMNDataset[0m
[02/12 11:21:39]         [35msubset[0m : [92mtrain[0m
[02/12 11:21:39]     [35mvalid[0m : 
[02/12 11:21:39]         [35mfile_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_bmn/label.json[0m
[02/12 11:21:39]         [35mformat[0m : [92mBMNDataset[0m
[02/12 11:21:39]         [35msubset[0m : [92mvalidation[0m
[02/12 11:21:39] ------------------------------------------------------------
[02/12 11:21:39] [35mINFERENCE[0m : 
[02/12 11:21:39]     [35mdscale[0m : [92m100[0m
[02/12 11:21:39]     [35mfeat_dim[0m : [92m2688[0m
[02/12 11:21:39]     [35mname[0m : [92mBMN_Inference_helper[0m
[02/12 11:21:39]     [35mresult_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/checkpoints/BMN[0m
[02/12 11:21:39]     [35mtscale[0m : [92m100[0m
[02/12 11:21:39] ------------------------------------------------------------
[02/12 11:21:39] [35mMODEL[0m : 
[02/12 11:21:39]     [35mbackbone[0m : 
[02/12 11:21:39]         [35mdscale[0m : [92m200[0m
[02/12 11:21:39]         [35mfeat_dim[0m : [92m2688[0m
[02/12 11:21:39]         [35mname[0m : [92mBMN[0m
[02/12 11:21:39]         [35mnum_sample[0m : [92m32[0m
[02/12 11:21:39]         [35mnum_sample_perbin[0m : [92m3[0m
[02/12 11:21:39]         [35mprop_boundary_ratio[0m : [92m0.5[0m
[02/12 11:21:39]         [35mtscale[0m : [92m200[0m
[02/12 11:21:39]     [35mframework[0m : [92mBMNLocalizer[0m
[02/12 11:21:39]     [35mloss[0m : 
[02/12 11:21:39]         [35mdscale[0m : [92m200[0m
[02/12 11:21:39]         [35mname[0m : [92mBMNLoss[0m
[02/12 11:21:39]         [35mtscale[0m : [92m200[0m
[02/12 11:21:39] ------------------------------------------------------------
[02/12 11:21:39] [35mOPTIMIZER[0m : 
[02/12 11:21:39]     [35mlearning_rate[0m : 
[02/12 11:21:39]         [35mboundaries[0m : [92m[20][0m
[02/12 11:21:39]         [35miter_step[0m : [92mTrue[0m
[02/12 11:21:39]         [35mname[0m : [92mCustomPiecewiseDecay[0m
[02/12 11:21:39]         [35mvalues[0m : [92m[0.001, 0.0001][0m
[02/12 11:21:39]     [35mname[0m : [92mAdam[0m
[02/12 11:21:39]     [35mweight_decay[0m : 
[02/12 11:21:39]         [35mname[0m : [92mL2[0m
[02/12 11:21:39]         [35mvalue[0m : [92m0.0001[0m
[02/12 11:21:39] ------------------------------------------------------------
[02/12 11:21:39] [35mPIPELINE[0m : 
[02/12 11:21:39]     [35mtest[0m : 
[02/12 11:21:39]         [35mload_feat[0m : 
[02/12 11:21:39]             [35mfeat_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_bmn/feature[0m
[02/12 11:21:39]             [35mname[0m : [92mLoadFeat[0m
[02/12 11:21:39]         [35mtransform[0m : 
[02/12 11:21:39]             [35mGetMatchMap[0m : 
[02/12 11:21:39]                 [35mtscale[0m : [92m200[0m
[02/12 11:21:39]             [35mGetVideoLabel[0m : 
[02/12 11:21:39]                 [35mdscale[0m : [92m200[0m
[02/12 11:21:39]                 [35mtscale[0m : [92m200[0m
[02/12 11:21:39]     [35mtrain[0m : 
[02/12 11:21:39]         [35mload_feat[0m : 
[02/12 11:21:39]             [35mfeat_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_bmn/feature[0m
[02/12 11:21:39]             [35mname[0m : [92mLoadFeat[0m
[02/12 11:21:39]         [35mtransform[0m : 
[02/12 11:21:39]             [35mGetMatchMap[0m : 
[02/12 11:21:39]                 [35mtscale[0m : [92m200[0m
[02/12 11:21:39]             [35mGetVideoLabel[0m : 
[02/12 11:21:39]                 [35mdscale[0m : [92m200[0m
[02/12 11:21:39]                 [35mtscale[0m : [92m200[0m
[02/12 11:21:39]     [35mvalid[0m : 
[02/12 11:21:39]         [35mload_feat[0m : 
[02/12 11:21:39]             [35mfeat_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_bmn/feature[0m
[02/12 11:21:39]             [35mname[0m : [92mLoadFeat[0m
[02/12 11:21:39]         [35mtransform[0m : 
[02/12 11:21:39]             [35mGetMatchMap[0m : 
[02/12 11:21:39]                 [35mtscale[0m : [92m200[0m
[02/12 11:21:39]             [35mGetVideoLabel[0m : 
[02/12 11:21:39]                 [35mdscale[0m : [92m200[0m
[02/12 11:21:39]                 [35mtscale[0m : [92m200[0m
[02/12 11:21:39] ------------------------------------------------------------
[02/12 11:21:39] [35mepochs[0m : [92m1[0m
[02/12 11:21:39] [35mlog_level[0m : [92mINFO[0m
[02/12 11:21:39] [35mmodel_name[0m : [92mBMN[0m
[02/12 11:21:39] [35mout_dir[0m : [92mapplications/FootballAction/train_bmn/[0m
[02/12 11:21:39] [35mresume_from[0m : [92m[0m
[02/12 11:22:02] train subset video numbers: 68
[02/12 11:22:02] validation subset video numbers: 75
[02/12 11:22:05] [35mepoch:[  1/1  ][0m [95mtrain step:0   [0m [92mloss: 2.55290 lr: 0.001000[0m [92mbatch_cost: 2.48188 sec,[0m [92mreader_cost: 1.97560 sec,[0m ips: 1.61168 instance/sec.
[02/12 11:22:08] epoch:[  1/1  ] [95mtrain step:10  [0m [92mloss: 2.44213 lr: 0.001000[0m [92mbatch_cost: 0.38016 sec,[0m [92mreader_cost: 0.00028 sec,[0m ips: 10.52196 instance/sec.
[02/12 11:22:11] [31mEND epoch:1  [0m [95mtrain[0m [92mloss_avg: 2.53526 [0m [92mavg_batch_cost: 0.37900 sec,[0m [92mavg_reader_cost: 0.00018 sec,[0m [92mbatch_cost_sum: 8.64718 sec,[0m avg_ips: 7.86383 instance/sec.
[02/12 11:22:13] [35mepoch:[  1/1  ][0m [95mval step:0   [0m [92mloss: 2.49039[0m [92mbatch_cost: 1.70866 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 2.34102 instance/sec.
[02/12 11:22:15] epoch:[  1/1  ] [95mval step:10  [0m [92mloss: 2.49175[0m [92mbatch_cost: 0.13055 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 30.63890 instance/sec.
[02/12 11:22:16] [31mEND epoch:1  [0m [95mval[0m [92mloss_avg: 2.50522[0m [92mavg_batch_cost: 0.09996 sec,[0m [92mavg_reader_cost: 0.00000 sec,[0m [92mbatch_cost_sum: 4.50889 sec,[0m avg_ips: 16.85560 instance/sec.
[02/12 11:22:16] training BMN finished
[02/12 16:02:26] DALI is not installed, you can improve performance if use DALI
[02/12 16:02:26] A new filed (out_dir) detected!
[02/12 16:02:26] [35mDATASET[0m : 
[02/12 16:02:26]     [35mbatch_size[0m : [92m4[0m
[02/12 16:02:26]     [35mnum_workers[0m : [92m0[0m
[02/12 16:02:26]     [35mtest[0m : 
[02/12 16:02:26]         [35mfile_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_bmn/label.json[0m
[02/12 16:02:26]         [35mformat[0m : [92mBMNDataset[0m
[02/12 16:02:26]         [35msubset[0m : [92mvalidation[0m
[02/12 16:02:26]         [35mtest_mode[0m : [92mTrue[0m
[02/12 16:02:26]     [35mtest_batch_size[0m : [92m1[0m
[02/12 16:02:26]     [35mtrain[0m : 
[02/12 16:02:26]         [35mfile_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_bmn/label.json[0m
[02/12 16:02:26]         [35mformat[0m : [92mBMNDataset[0m
[02/12 16:02:26]         [35msubset[0m : [92mtrain[0m
[02/12 16:02:26]     [35mvalid[0m : 
[02/12 16:02:26]         [35mfile_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_bmn/label.json[0m
[02/12 16:02:26]         [35mformat[0m : [92mBMNDataset[0m
[02/12 16:02:26]         [35msubset[0m : [92mvalidation[0m
[02/12 16:02:26] ------------------------------------------------------------
[02/12 16:02:26] [35mINFERENCE[0m : 
[02/12 16:02:26]     [35mdscale[0m : [92m100[0m
[02/12 16:02:26]     [35mfeat_dim[0m : [92m2688[0m
[02/12 16:02:26]     [35mname[0m : [92mBMN_Inference_helper[0m
[02/12 16:02:26]     [35mresult_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/checkpoints/BMN[0m
[02/12 16:02:26]     [35mtscale[0m : [92m100[0m
[02/12 16:02:26] ------------------------------------------------------------
[02/12 16:02:26] [35mMODEL[0m : 
[02/12 16:02:26]     [35mbackbone[0m : 
[02/12 16:02:26]         [35mdscale[0m : [92m200[0m
[02/12 16:02:26]         [35mfeat_dim[0m : [92m2688[0m
[02/12 16:02:26]         [35mname[0m : [92mBMN[0m
[02/12 16:02:26]         [35mnum_sample[0m : [92m32[0m
[02/12 16:02:26]         [35mnum_sample_perbin[0m : [92m3[0m
[02/12 16:02:26]         [35mprop_boundary_ratio[0m : [92m0.5[0m
[02/12 16:02:26]         [35mtscale[0m : [92m200[0m
[02/12 16:02:26]     [35mframework[0m : [92mBMNLocalizer[0m
[02/12 16:02:26]     [35mloss[0m : 
[02/12 16:02:26]         [35mdscale[0m : [92m200[0m
[02/12 16:02:26]         [35mname[0m : [92mBMNLoss[0m
[02/12 16:02:26]         [35mtscale[0m : [92m200[0m
[02/12 16:02:26] ------------------------------------------------------------
[02/12 16:02:26] [35mOPTIMIZER[0m : 
[02/12 16:02:26]     [35mlearning_rate[0m : 
[02/12 16:02:26]         [35mboundaries[0m : [92m[20][0m
[02/12 16:02:26]         [35miter_step[0m : [92mTrue[0m
[02/12 16:02:26]         [35mname[0m : [92mCustomPiecewiseDecay[0m
[02/12 16:02:26]         [35mvalues[0m : [92m[0.001, 0.0001][0m
[02/12 16:02:26]     [35mname[0m : [92mAdam[0m
[02/12 16:02:26]     [35mweight_decay[0m : 
[02/12 16:02:26]         [35mname[0m : [92mL2[0m
[02/12 16:02:26]         [35mvalue[0m : [92m0.0001[0m
[02/12 16:02:26] ------------------------------------------------------------
[02/12 16:02:26] [35mPIPELINE[0m : 
[02/12 16:02:26]     [35mtest[0m : 
[02/12 16:02:26]         [35mload_feat[0m : 
[02/12 16:02:26]             [35mfeat_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_bmn/feature[0m
[02/12 16:02:26]             [35mname[0m : [92mLoadFeat[0m
[02/12 16:02:26]         [35mtransform[0m : 
[02/12 16:02:26]             [35mGetMatchMap[0m : 
[02/12 16:02:26]                 [35mtscale[0m : [92m200[0m
[02/12 16:02:26]             [35mGetVideoLabel[0m : 
[02/12 16:02:26]                 [35mdscale[0m : [92m200[0m
[02/12 16:02:26]                 [35mtscale[0m : [92m200[0m
[02/12 16:02:26]     [35mtrain[0m : 
[02/12 16:02:26]         [35mload_feat[0m : 
[02/12 16:02:26]             [35mfeat_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_bmn/feature[0m
[02/12 16:02:26]             [35mname[0m : [92mLoadFeat[0m
[02/12 16:02:26]         [35mtransform[0m : 
[02/12 16:02:26]             [35mGetMatchMap[0m : 
[02/12 16:02:26]                 [35mtscale[0m : [92m200[0m
[02/12 16:02:26]             [35mGetVideoLabel[0m : 
[02/12 16:02:26]                 [35mdscale[0m : [92m200[0m
[02/12 16:02:26]                 [35mtscale[0m : [92m200[0m
[02/12 16:02:26]     [35mvalid[0m : 
[02/12 16:02:26]         [35mload_feat[0m : 
[02/12 16:02:26]             [35mfeat_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_bmn/feature[0m
[02/12 16:02:26]             [35mname[0m : [92mLoadFeat[0m
[02/12 16:02:26]         [35mtransform[0m : 
[02/12 16:02:26]             [35mGetMatchMap[0m : 
[02/12 16:02:26]                 [35mtscale[0m : [92m200[0m
[02/12 16:02:26]             [35mGetVideoLabel[0m : 
[02/12 16:02:26]                 [35mdscale[0m : [92m200[0m
[02/12 16:02:26]                 [35mtscale[0m : [92m200[0m
[02/12 16:02:26] ------------------------------------------------------------
[02/12 16:02:26] [35mepochs[0m : [92m20[0m
[02/12 16:02:26] [35mlog_level[0m : [92mINFO[0m
[02/12 16:02:26] [35mmodel_name[0m : [92mBMN[0m
[02/12 16:02:26] [35mout_dir[0m : [92mapplications/output[0m
[02/12 16:02:26] [35mresume_from[0m : [92m[0m
[02/12 16:02:48] train subset video numbers: 68
[02/12 16:02:48] validation subset video numbers: 75
[02/12 16:02:49] [35mepoch:[  1/20 ][0m [95mtrain step:0   [0m [92mloss: 2.55290 lr: 0.001000[0m [92mbatch_cost: 1.08327 sec,[0m [92mreader_cost: 0.56868 sec,[0m ips: 3.69251 instance/sec.
[02/12 16:02:56] epoch:[  1/20 ] [95mtrain step:10  [0m [92mloss: 2.44180 lr: 0.001000[0m [92mbatch_cost: 0.66858 sec,[0m [92mreader_cost: 0.06493 sec,[0m ips: 5.98285 instance/sec.
[02/12 16:03:00] [31mEND epoch:1  [0m [95mtrain[0m [92mloss_avg: 2.53516 [0m [92mavg_batch_cost: 0.38905 sec,[0m [92mavg_reader_cost: 0.01128 sec,[0m [92mbatch_cost_sum: 12.05565 sec,[0m avg_ips: 5.64051 instance/sec.
[02/12 16:03:01] [35mepoch:[  1/20 ][0m [95mval step:0   [0m [92mloss: 2.49073[0m [92mbatch_cost: 0.74772 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 5.34962 instance/sec.
[02/12 16:03:06] epoch:[  1/20 ] [95mval step:10  [0m [92mloss: 2.49334[0m [92mbatch_cost: 0.50143 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 7.97726 instance/sec.
[02/12 16:03:09] [31mEND epoch:1  [0m [95mval[0m [92mloss_avg: 2.50604[0m [92mavg_batch_cost: 0.24084 sec,[0m [92mavg_reader_cost: 0.00000 sec,[0m [92mbatch_cost_sum: 9.01271 sec,[0m avg_ips: 8.43253 instance/sec.
[02/12 16:03:10] [35mepoch:[  2/20 ][0m [95mtrain step:0   [0m [92mloss: 2.49494 lr: 0.001000[0m [92mbatch_cost: 1.03975 sec,[0m [92mreader_cost: 0.38590 sec,[0m ips: 3.84710 instance/sec.
[02/12 16:03:16] epoch:[  2/20 ] [95mtrain step:10  [0m [92mloss: 2.55637 lr: 0.000100[0m [92mbatch_cost: 0.49451 sec,[0m [92mreader_cost: 0.00023 sec,[0m ips: 8.08884 instance/sec.
[02/12 16:03:20] [31mEND epoch:2  [0m [95mtrain[0m [92mloss_avg: 2.43280 [0m [92mavg_batch_cost: 0.37964 sec,[0m [92mavg_reader_cost: 0.00018 sec,[0m [92mbatch_cost_sum: 10.22289 sec,[0m avg_ips: 6.65174 instance/sec.
[02/12 16:03:20] [35mepoch:[  2/20 ][0m [95mval step:0   [0m [92mloss: 2.34125[0m [92mbatch_cost: 0.72116 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 5.54660 instance/sec.
[02/12 16:03:25] epoch:[  2/20 ] [95mval step:10  [0m [92mloss: 2.39677[0m [92mbatch_cost: 0.40077 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 9.98076 instance/sec.
[02/12 16:03:28] [31mEND epoch:2  [0m [95mval[0m [92mloss_avg: 2.41710[0m [92mavg_batch_cost: 0.10366 sec,[0m [92mavg_reader_cost: 0.00000 sec,[0m [92mbatch_cost_sum: 8.05835 sec,[0m avg_ips: 9.43122 instance/sec.
[02/12 16:03:29] [35mepoch:[  3/20 ][0m [95mtrain step:0   [0m [92mloss: 2.26454 lr: 0.000100[0m [92mbatch_cost: 0.91152 sec,[0m [92mreader_cost: 0.38215 sec,[0m ips: 4.38827 instance/sec.
[02/12 16:03:35] epoch:[  3/20 ] [95mtrain step:10  [0m [92mloss: 2.25579 lr: 0.000100[0m [92mbatch_cost: 0.57761 sec,[0m [92mreader_cost: 0.00021 sec,[0m ips: 6.92514 instance/sec.
[02/12 16:03:38] [31mEND epoch:3  [0m [95mtrain[0m [92mloss_avg: 2.36644 [0m [92mavg_batch_cost: 0.37655 sec,[0m [92mavg_reader_cost: 0.00018 sec,[0m [92mbatch_cost_sum: 10.34486 sec,[0m avg_ips: 6.57331 instance/sec.
[02/12 16:03:39] [35mepoch:[  3/20 ][0m [95mval step:0   [0m [92mloss: 2.30153[0m [92mbatch_cost: 0.70697 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 5.65795 instance/sec.
[02/12 16:03:43] epoch:[  3/20 ] [95mval step:10  [0m [92mloss: 2.44117[0m [92mbatch_cost: 0.46827 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 8.54208 instance/sec.
[02/12 16:03:46] [31mEND epoch:3  [0m [95mval[0m [92mloss_avg: 2.38028[0m [92mavg_batch_cost: 0.10663 sec,[0m [92mavg_reader_cost: 0.00000 sec,[0m [92mbatch_cost_sum: 8.27547 sec,[0m avg_ips: 9.18377 instance/sec.
[02/12 16:03:48] [35mepoch:[  4/20 ][0m [95mtrain step:0   [0m [92mloss: 2.27814 lr: 0.000100[0m [92mbatch_cost: 1.12614 sec,[0m [92mreader_cost: 0.38937 sec,[0m ips: 3.55197 instance/sec.
[02/12 16:03:53] epoch:[  4/20 ] [95mtrain step:10  [0m [92mloss: 2.70145 lr: 0.000100[0m [92mbatch_cost: 0.70066 sec,[0m [92mreader_cost: 0.00026 sec,[0m ips: 5.70892 instance/sec.
[02/12 16:03:57] [31mEND epoch:4  [0m [95mtrain[0m [92mloss_avg: 2.33830 [0m [92mavg_batch_cost: 0.38189 sec,[0m [92mavg_reader_cost: 0.00023 sec,[0m [92mbatch_cost_sum: 10.15413 sec,[0m avg_ips: 6.69678 instance/sec.
[02/12 16:03:57] [35mepoch:[  4/20 ][0m [95mval step:0   [0m [92mloss: 2.28162[0m [92mbatch_cost: 0.84927 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 4.70992 instance/sec.
[02/12 16:04:02] epoch:[  4/20 ] [95mval step:10  [0m [92mloss: 2.53428[0m [92mbatch_cost: 0.45444 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 8.80206 instance/sec.
[02/12 16:04:05] [31mEND epoch:4  [0m [95mval[0m [92mloss_avg: 2.35034[0m [92mavg_batch_cost: 0.10525 sec,[0m [92mavg_reader_cost: 0.00000 sec,[0m [92mbatch_cost_sum: 8.07283 sec,[0m avg_ips: 9.41429 instance/sec.
[02/12 16:04:06] [35mepoch:[  5/20 ][0m [95mtrain step:0   [0m [92mloss: 2.13690 lr: 0.000100[0m [92mbatch_cost: 1.08607 sec,[0m [92mreader_cost: 0.37708 sec,[0m ips: 3.68300 instance/sec.
[02/12 16:04:12] epoch:[  5/20 ] [95mtrain step:10  [0m [92mloss: 2.14082 lr: 0.000100[0m [92mbatch_cost: 0.50407 sec,[0m [92mreader_cost: 0.00019 sec,[0m ips: 7.93538 instance/sec.
[02/12 16:04:15] [31mEND epoch:5  [0m [95mtrain[0m [92mloss_avg: 2.27361 [0m [92mavg_batch_cost: 0.38106 sec,[0m [92mavg_reader_cost: 0.00021 sec,[0m [92mbatch_cost_sum: 10.28471 sec,[0m avg_ips: 6.61176 instance/sec.
[02/12 16:04:16] [35mepoch:[  5/20 ][0m [95mval step:0   [0m [92mloss: 2.22429[0m [92mbatch_cost: 0.76599 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 5.22200 instance/sec.
[02/12 16:04:20] epoch:[  5/20 ] [95mval step:10  [0m [92mloss: 2.71942[0m [92mbatch_cost: 0.44743 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 8.93990 instance/sec.
[02/12 16:04:23] [31mEND epoch:5  [0m [95mval[0m [92mloss_avg: 2.34004[0m [92mavg_batch_cost: 0.10560 sec,[0m [92mavg_reader_cost: 0.00000 sec,[0m [92mbatch_cost_sum: 8.28307 sec,[0m avg_ips: 9.17535 instance/sec.
[02/12 16:04:24] [35mepoch:[  6/20 ][0m [95mtrain step:0   [0m [92mloss: 2.06053 lr: 0.000100[0m [92mbatch_cost: 0.98395 sec,[0m [92mreader_cost: 0.37314 sec,[0m ips: 4.06526 instance/sec.
[02/12 16:04:30] epoch:[  6/20 ] [95mtrain step:10  [0m [92mloss: 2.01852 lr: 0.000100[0m [92mbatch_cost: 0.49280 sec,[0m [92mreader_cost: 0.00025 sec,[0m ips: 8.11682 instance/sec.
[02/12 16:04:33] [31mEND epoch:6  [0m [95mtrain[0m [92mloss_avg: 2.21264 [0m [92mavg_batch_cost: 0.38246 sec,[0m [92mavg_reader_cost: 0.00024 sec,[0m [92mbatch_cost_sum: 10.03919 sec,[0m avg_ips: 6.77346 instance/sec.
[02/12 16:04:34] [35mepoch:[  6/20 ][0m [95mval step:0   [0m [92mloss: 2.16787[0m [92mbatch_cost: 0.75997 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 5.26335 instance/sec.
[02/12 16:04:39] epoch:[  6/20 ] [95mval step:10  [0m [92mloss: 2.92073[0m [92mbatch_cost: 0.37127 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 10.77374 instance/sec.
[02/12 16:04:42] [31mEND epoch:6  [0m [95mval[0m [92mloss_avg: 2.33745[0m [92mavg_batch_cost: 0.10747 sec,[0m [92mavg_reader_cost: 0.00000 sec,[0m [92mbatch_cost_sum: 8.24056 sec,[0m avg_ips: 9.22267 instance/sec.
[02/12 16:04:43] [35mepoch:[  7/20 ][0m [95mtrain step:0   [0m [92mloss: 2.18317 lr: 0.000100[0m [92mbatch_cost: 1.07955 sec,[0m [92mreader_cost: 0.42959 sec,[0m ips: 3.70525 instance/sec.
[02/12 16:04:49] epoch:[  7/20 ] [95mtrain step:10  [0m [92mloss: 2.60636 lr: 0.000100[0m [92mbatch_cost: 0.68173 sec,[0m [92mreader_cost: 0.00024 sec,[0m ips: 5.86745 instance/sec.
[02/12 16:04:52] [31mEND epoch:7  [0m [95mtrain[0m [92mloss_avg: 2.20658 [0m [92mavg_batch_cost: 0.38456 sec,[0m [92mavg_reader_cost: 0.00016 sec,[0m [92mbatch_cost_sum: 10.20825 sec,[0m avg_ips: 6.66128 instance/sec.
[02/12 16:04:53] [35mepoch:[  7/20 ][0m [95mval step:0   [0m [92mloss: 2.20085[0m [92mbatch_cost: 0.87800 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 4.55583 instance/sec.
[02/12 16:04:57] epoch:[  7/20 ] [95mval step:10  [0m [92mloss: 3.14989[0m [92mbatch_cost: 0.49078 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 8.15031 instance/sec.
[02/12 16:05:00] [31mEND epoch:7  [0m [95mval[0m [92mloss_avg: 2.33241[0m [92mavg_batch_cost: 0.10516 sec,[0m [92mavg_reader_cost: 0.00000 sec,[0m [92mbatch_cost_sum: 8.34334 sec,[0m avg_ips: 9.10906 instance/sec.
[02/12 16:05:01] [35mepoch:[  8/20 ][0m [95mtrain step:0   [0m [92mloss: 1.99612 lr: 0.000100[0m [92mbatch_cost: 1.13133 sec,[0m [92mreader_cost: 0.39582 sec,[0m ips: 3.53568 instance/sec.
[02/12 16:05:07] epoch:[  8/20 ] [95mtrain step:10  [0m [92mloss: 1.91509 lr: 0.000100[0m [92mbatch_cost: 0.56310 sec,[0m [92mreader_cost: 0.00024 sec,[0m ips: 7.10355 instance/sec.
[02/12 16:05:10] [31mEND epoch:8  [0m [95mtrain[0m [92mloss_avg: 2.15173 [0m [92mavg_batch_cost: 0.37642 sec,[0m [92mavg_reader_cost: 0.00020 sec,[0m [92mbatch_cost_sum: 10.09998 sec,[0m avg_ips: 6.73269 instance/sec.
[02/12 16:05:11] [35mepoch:[  8/20 ][0m [95mval step:0   [0m [92mloss: 2.07765[0m [92mbatch_cost: 0.80055 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 4.99657 instance/sec.
[02/12 16:05:16] epoch:[  8/20 ] [95mval step:10  [0m [92mloss: 3.37712[0m [92mbatch_cost: 0.46930 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 8.52339 instance/sec.
[02/12 16:05:19] [31mEND epoch:8  [0m [95mval[0m [92mloss_avg: 2.34115[0m [92mavg_batch_cost: 0.10522 sec,[0m [92mavg_reader_cost: 0.00000 sec,[0m [92mbatch_cost_sum: 8.20132 sec,[0m avg_ips: 9.26681 instance/sec.
[02/12 16:05:20] [35mepoch:[  9/20 ][0m [95mtrain step:0   [0m [92mloss: 2.02808 lr: 0.000100[0m [92mbatch_cost: 1.00885 sec,[0m [92mreader_cost: 0.36880 sec,[0m ips: 3.96492 instance/sec.
[02/12 16:05:26] epoch:[  9/20 ] [95mtrain step:10  [0m [92mloss: 2.00573 lr: 0.000100[0m [92mbatch_cost: 0.60801 sec,[0m [92mreader_cost: 0.00020 sec,[0m ips: 6.57885 instance/sec.
[02/12 16:05:30] [31mEND epoch:9  [0m [95mtrain[0m [92mloss_avg: 2.13826 [0m [92mavg_batch_cost: 0.37969 sec,[0m [92mavg_reader_cost: 0.00023 sec,[0m [92mbatch_cost_sum: 10.92919 sec,[0m avg_ips: 6.22187 instance/sec.
[02/12 16:05:30] [35mepoch:[  9/20 ][0m [95mval step:0   [0m [92mloss: 2.02681[0m [92mbatch_cost: 0.71476 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 5.59625 instance/sec.
[02/12 16:05:35] epoch:[  9/20 ] [95mval step:10  [0m [92mloss: 3.81838[0m [92mbatch_cost: 0.40401 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 9.90087 instance/sec.
[02/12 16:05:38] [31mEND epoch:9  [0m [95mval[0m [92mloss_avg: 2.34289[0m [92mavg_batch_cost: 0.10492 sec,[0m [92mavg_reader_cost: 0.00000 sec,[0m [92mbatch_cost_sum: 8.33339 sec,[0m avg_ips: 9.11994 instance/sec.
[02/12 16:05:39] [35mepoch:[ 10/20 ][0m [95mtrain step:0   [0m [92mloss: 2.33537 lr: 0.000100[0m [92mbatch_cost: 0.90386 sec,[0m [92mreader_cost: 0.37309 sec,[0m ips: 4.42545 instance/sec.
[02/12 16:05:45] epoch:[ 10/20 ] [95mtrain step:10  [0m [92mloss: 2.18988 lr: 0.000100[0m [92mbatch_cost: 0.60773 sec,[0m [92mreader_cost: 0.00019 sec,[0m ips: 6.58186 instance/sec.
[02/12 16:05:48] [31mEND epoch:10 [0m [95mtrain[0m [92mloss_avg: 2.07682 [0m [92mavg_batch_cost: 0.38294 sec,[0m [92mavg_reader_cost: 0.00026 sec,[0m [92mbatch_cost_sum: 9.90307 sec,[0m avg_ips: 6.86656 instance/sec.
[02/12 16:05:49] [35mepoch:[ 10/20 ][0m [95mval step:0   [0m [92mloss: 2.07867[0m [92mbatch_cost: 0.66141 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 6.04769 instance/sec.
[02/12 16:05:53] epoch:[ 10/20 ] [95mval step:10  [0m [92mloss: 3.93055[0m [92mbatch_cost: 0.49597 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 8.06507 instance/sec.
[02/12 16:05:56] [31mEND epoch:10 [0m [95mval[0m [92mloss_avg: 2.35199[0m [92mavg_batch_cost: 0.10355 sec,[0m [92mavg_reader_cost: 0.00000 sec,[0m [92mbatch_cost_sum: 8.24413 sec,[0m avg_ips: 9.21868 instance/sec.
[02/12 16:05:57] [35mepoch:[ 11/20 ][0m [95mtrain step:0   [0m [92mloss: 1.84176 lr: 0.000100[0m [92mbatch_cost: 1.14158 sec,[0m [92mreader_cost: 0.37649 sec,[0m ips: 3.50390 instance/sec.
[02/12 16:06:03] epoch:[ 11/20 ] [95mtrain step:10  [0m [92mloss: 2.35969 lr: 0.000100[0m [92mbatch_cost: 0.68499 sec,[0m [92mreader_cost: 0.00081 sec,[0m ips: 5.83952 instance/sec.
[02/12 16:06:06] [31mEND epoch:11 [0m [95mtrain[0m [92mloss_avg: 2.00626 [0m [92mavg_batch_cost: 0.38224 sec,[0m [92mavg_reader_cost: 0.00023 sec,[0m [92mbatch_cost_sum: 10.16694 sec,[0m avg_ips: 6.68834 instance/sec.
[02/12 16:06:07] [35mepoch:[ 11/20 ][0m [95mval step:0   [0m [92mloss: 2.06250[0m [92mbatch_cost: 0.80501 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 4.96888 instance/sec.
[02/12 16:06:11] epoch:[ 11/20 ] [95mval step:10  [0m [92mloss: 3.97232[0m [92mbatch_cost: 0.45721 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 8.74872 instance/sec.
[02/12 16:06:14] [31mEND epoch:11 [0m [95mval[0m [92mloss_avg: 2.29333[0m [92mavg_batch_cost: 0.10520 sec,[0m [92mavg_reader_cost: 0.00000 sec,[0m [92mbatch_cost_sum: 7.97216 sec,[0m avg_ips: 9.53318 instance/sec.
[02/12 16:06:16] [35mepoch:[ 12/20 ][0m [95mtrain step:0   [0m [92mloss: 1.88558 lr: 0.000100[0m [92mbatch_cost: 1.07194 sec,[0m [92mreader_cost: 0.37114 sec,[0m ips: 3.73155 instance/sec.
[02/12 16:06:21] epoch:[ 12/20 ] [95mtrain step:10  [0m [92mloss: 1.89879 lr: 0.000100[0m [92mbatch_cost: 0.59853 sec,[0m [92mreader_cost: 0.00071 sec,[0m ips: 6.68302 instance/sec.
[02/12 16:06:25] [31mEND epoch:12 [0m [95mtrain[0m [92mloss_avg: 1.97980 [0m [92mavg_batch_cost: 0.38191 sec,[0m [92mavg_reader_cost: 0.00023 sec,[0m [92mbatch_cost_sum: 10.36562 sec,[0m avg_ips: 6.56015 instance/sec.
[02/12 16:06:26] [35mepoch:[ 12/20 ][0m [95mval step:0   [0m [92mloss: 2.10842[0m [92mbatch_cost: 0.76614 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 5.22101 instance/sec.
[02/12 16:06:30] epoch:[ 12/20 ] [95mval step:10  [0m [92mloss: 4.72489[0m [92mbatch_cost: 0.45427 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 8.80538 instance/sec.
[02/12 16:06:33] [31mEND epoch:12 [0m [95mval[0m [92mloss_avg: 2.41897[0m [92mavg_batch_cost: 0.10566 sec,[0m [92mavg_reader_cost: 0.00000 sec,[0m [92mbatch_cost_sum: 8.21113 sec,[0m avg_ips: 9.25573 instance/sec.
[02/12 16:06:34] [35mepoch:[ 13/20 ][0m [95mtrain step:0   [0m [92mloss: 1.84077 lr: 0.000100[0m [92mbatch_cost: 1.00686 sec,[0m [92mreader_cost: 0.36582 sec,[0m ips: 3.97273 instance/sec.
[02/12 16:06:40] epoch:[ 13/20 ] [95mtrain step:10  [0m [92mloss: 2.09299 lr: 0.000100[0m [92mbatch_cost: 0.49320 sec,[0m [92mreader_cost: 0.00021 sec,[0m ips: 8.11035 instance/sec.
[02/12 16:06:43] [31mEND epoch:13 [0m [95mtrain[0m [92mloss_avg: 1.97730 [0m [92mavg_batch_cost: 0.38480 sec,[0m [92mavg_reader_cost: 0.00025 sec,[0m [92mbatch_cost_sum: 9.92567 sec,[0m avg_ips: 6.85092 instance/sec.
[02/12 16:06:44] [35mepoch:[ 13/20 ][0m [95mval step:0   [0m [92mloss: 2.02890[0m [92mbatch_cost: 0.77248 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 5.17812 instance/sec.
[02/12 16:06:48] epoch:[ 13/20 ] [95mval step:10  [0m [92mloss: 4.86518[0m [92mbatch_cost: 0.39503 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 10.12593 instance/sec.
[02/12 16:06:51] [31mEND epoch:13 [0m [95mval[0m [92mloss_avg: 2.32299[0m [92mavg_batch_cost: 0.10464 sec,[0m [92mavg_reader_cost: 0.00000 sec,[0m [92mbatch_cost_sum: 8.33809 sec,[0m avg_ips: 9.11479 instance/sec.
[02/12 16:06:52] [35mepoch:[ 14/20 ][0m [95mtrain step:0   [0m [92mloss: 1.77198 lr: 0.000100[0m [92mbatch_cost: 1.01894 sec,[0m [92mreader_cost: 0.38063 sec,[0m ips: 3.92566 instance/sec.
[02/12 16:06:58] epoch:[ 14/20 ] [95mtrain step:10  [0m [92mloss: 1.63859 lr: 0.000100[0m [92mbatch_cost: 0.66830 sec,[0m [92mreader_cost: 0.00027 sec,[0m ips: 5.98533 instance/sec.
[02/12 16:07:02] [31mEND epoch:14 [0m [95mtrain[0m [92mloss_avg: 1.88715 [0m [92mavg_batch_cost: 0.38093 sec,[0m [92mavg_reader_cost: 0.00024 sec,[0m [92mbatch_cost_sum: 10.21278 sec,[0m avg_ips: 6.65832 instance/sec.
[02/12 16:07:03] [35mepoch:[ 14/20 ][0m [95mval step:0   [0m [92mloss: 1.96577[0m [92mbatch_cost: 0.86468 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 4.62601 instance/sec.
[02/12 16:07:07] epoch:[ 14/20 ] [95mval step:10  [0m [92mloss: 5.31790[0m [92mbatch_cost: 0.48929 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 8.17518 instance/sec.
[02/12 16:07:10] [31mEND epoch:14 [0m [95mval[0m [92mloss_avg: 2.36383[0m [92mavg_batch_cost: 0.10611 sec,[0m [92mavg_reader_cost: 0.00000 sec,[0m [92mbatch_cost_sum: 8.18842 sec,[0m avg_ips: 9.28140 instance/sec.
[02/12 16:07:11] [35mepoch:[ 15/20 ][0m [95mtrain step:0   [0m [92mloss: 1.99819 lr: 0.000100[0m [92mbatch_cost: 1.14877 sec,[0m [92mreader_cost: 0.40534 sec,[0m ips: 3.48199 instance/sec.
[02/12 16:07:17] epoch:[ 15/20 ] [95mtrain step:10  [0m [92mloss: 1.70133 lr: 0.000100[0m [92mbatch_cost: 0.56551 sec,[0m [92mreader_cost: 0.00025 sec,[0m ips: 7.07325 instance/sec.
[02/12 16:07:20] [31mEND epoch:15 [0m [95mtrain[0m [92mloss_avg: 1.84609 [0m [92mavg_batch_cost: 0.37886 sec,[0m [92mavg_reader_cost: 0.00022 sec,[0m [92mbatch_cost_sum: 10.39033 sec,[0m avg_ips: 6.54455 instance/sec.
[02/12 16:07:21] [35mepoch:[ 15/20 ][0m [95mval step:0   [0m [92mloss: 1.89334[0m [92mbatch_cost: 0.91637 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 4.36504 instance/sec.
[02/12 16:07:26] epoch:[ 15/20 ] [95mval step:10  [0m [92mloss: 5.27170[0m [92mbatch_cost: 0.44838 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 8.92092 instance/sec.
[02/12 16:07:29] [31mEND epoch:15 [0m [95mval[0m [92mloss_avg: 2.31382[0m [92mavg_batch_cost: 0.10454 sec,[0m [92mavg_reader_cost: 0.00000 sec,[0m [92mbatch_cost_sum: 8.45132 sec,[0m avg_ips: 8.99267 instance/sec.
[02/12 16:07:30] [35mepoch:[ 16/20 ][0m [95mtrain step:0   [0m [92mloss: 1.74407 lr: 0.000100[0m [92mbatch_cost: 1.00312 sec,[0m [92mreader_cost: 0.36056 sec,[0m ips: 3.98757 instance/sec.
[02/12 16:07:36] epoch:[ 16/20 ] [95mtrain step:10  [0m [92mloss: 1.97837 lr: 0.000100[0m [92mbatch_cost: 0.60963 sec,[0m [92mreader_cost: 0.00027 sec,[0m ips: 6.56137 instance/sec.
[02/12 16:07:39] [31mEND epoch:16 [0m [95mtrain[0m [92mloss_avg: 1.85301 [0m [92mavg_batch_cost: 0.37949 sec,[0m [92mavg_reader_cost: 0.00022 sec,[0m [92mbatch_cost_sum: 10.33388 sec,[0m avg_ips: 6.58030 instance/sec.
[02/12 16:07:40] [35mepoch:[ 16/20 ][0m [95mval step:0   [0m [92mloss: 2.02018[0m [92mbatch_cost: 0.71913 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 5.56226 instance/sec.
[02/12 16:07:44] epoch:[ 16/20 ] [95mval step:10  [0m [92mloss: 5.66927[0m [92mbatch_cost: 0.40068 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 9.98315 instance/sec.
[02/12 16:07:47] [31mEND epoch:16 [0m [95mval[0m [92mloss_avg: 2.42819[0m [92mavg_batch_cost: 0.10330 sec,[0m [92mavg_reader_cost: 0.00000 sec,[0m [92mbatch_cost_sum: 8.24503 sec,[0m avg_ips: 9.21768 instance/sec.
[02/12 16:07:48] [35mepoch:[ 17/20 ][0m [95mtrain step:0   [0m [92mloss: 1.89124 lr: 0.000100[0m [92mbatch_cost: 0.90118 sec,[0m [92mreader_cost: 0.37551 sec,[0m ips: 4.43861 instance/sec.
[02/12 16:07:54] epoch:[ 17/20 ] [95mtrain step:10  [0m [92mloss: 1.90048 lr: 0.000100[0m [92mbatch_cost: 0.57920 sec,[0m [92mreader_cost: 0.00024 sec,[0m ips: 6.90603 instance/sec.
[02/12 16:07:57] [31mEND epoch:17 [0m [95mtrain[0m [92mloss_avg: 1.76594 [0m [92mavg_batch_cost: 0.37875 sec,[0m [92mavg_reader_cost: 0.00024 sec,[0m [92mbatch_cost_sum: 9.94999 sec,[0m avg_ips: 6.83418 instance/sec.
[02/12 16:07:58] [35mepoch:[ 17/20 ][0m [95mval step:0   [0m [92mloss: 1.91659[0m [92mbatch_cost: 0.76228 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 5.24742 instance/sec.
[02/12 16:08:03] epoch:[ 17/20 ] [95mval step:10  [0m [92mloss: 5.71698[0m [92mbatch_cost: 0.49338 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 8.10741 instance/sec.
[02/12 16:08:06] [31mEND epoch:17 [0m [95mval[0m [92mloss_avg: 2.35800[0m [92mavg_batch_cost: 0.10391 sec,[0m [92mavg_reader_cost: 0.00000 sec,[0m [92mbatch_cost_sum: 8.42150 sec,[0m avg_ips: 9.02452 instance/sec.
[02/12 16:08:07] [35mepoch:[ 18/20 ][0m [95mtrain step:0   [0m [92mloss: 1.56507 lr: 0.000100[0m [92mbatch_cost: 1.11296 sec,[0m [92mreader_cost: 0.38507 sec,[0m ips: 3.59402 instance/sec.
[02/12 16:08:13] epoch:[ 18/20 ] [95mtrain step:10  [0m [92mloss: 1.79776 lr: 0.000100[0m [92mbatch_cost: 0.68538 sec,[0m [92mreader_cost: 0.00022 sec,[0m ips: 5.83616 instance/sec.
[02/12 16:08:16] [31mEND epoch:18 [0m [95mtrain[0m [92mloss_avg: 1.73254 [0m [92mavg_batch_cost: 0.37957 sec,[0m [92mavg_reader_cost: 0.00020 sec,[0m [92mbatch_cost_sum: 10.11791 sec,[0m avg_ips: 6.72076 instance/sec.
[02/12 16:08:17] [35mepoch:[ 18/20 ][0m [95mval step:0   [0m [92mloss: 1.81721[0m [92mbatch_cost: 0.84037 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 4.75983 instance/sec.
[02/12 16:08:21] epoch:[ 18/20 ] [95mval step:10  [0m [92mloss: 5.96842[0m [92mbatch_cost: 0.47249 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 8.46573 instance/sec.
[02/12 16:08:24] [31mEND epoch:18 [0m [95mval[0m [92mloss_avg: 2.35178[0m [92mavg_batch_cost: 0.10568 sec,[0m [92mavg_reader_cost: 0.00000 sec,[0m [92mbatch_cost_sum: 7.92771 sec,[0m avg_ips: 9.58662 instance/sec.
[02/12 16:08:25] [35mepoch:[ 19/20 ][0m [95mtrain step:0   [0m [92mloss: 1.62525 lr: 0.000100[0m [92mbatch_cost: 1.09518 sec,[0m [92mreader_cost: 0.36935 sec,[0m ips: 3.65235 instance/sec.
[02/12 16:08:31] epoch:[ 19/20 ] [95mtrain step:10  [0m [92mloss: 1.67318 lr: 0.000100[0m [92mbatch_cost: 0.49461 sec,[0m [92mreader_cost: 0.00022 sec,[0m ips: 8.08716 instance/sec.
[02/12 16:08:34] [31mEND epoch:19 [0m [95mtrain[0m [92mloss_avg: 1.68114 [0m [92mavg_batch_cost: 0.37909 sec,[0m [92mavg_reader_cost: 0.00021 sec,[0m [92mbatch_cost_sum: 10.05853 sec,[0m avg_ips: 6.76043 instance/sec.
[02/12 16:08:35] [35mepoch:[ 19/20 ][0m [95mval step:0   [0m [92mloss: 1.99248[0m [92mbatch_cost: 0.74777 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 5.34921 instance/sec.
[02/12 16:08:39] epoch:[ 19/20 ] [95mval step:10  [0m [92mloss: 5.60007[0m [92mbatch_cost: 0.44513 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 8.98604 instance/sec.
[02/12 16:08:42] [31mEND epoch:19 [0m [95mval[0m [92mloss_avg: 2.34766[0m [92mavg_batch_cost: 0.10732 sec,[0m [92mavg_reader_cost: 0.00000 sec,[0m [92mbatch_cost_sum: 8.17495 sec,[0m avg_ips: 9.29669 instance/sec.
[02/12 16:08:43] [35mepoch:[ 20/20 ][0m [95mtrain step:0   [0m [92mloss: 1.62349 lr: 0.000100[0m [92mbatch_cost: 1.03516 sec,[0m [92mreader_cost: 0.37720 sec,[0m ips: 3.86413 instance/sec.
[02/12 16:08:49] epoch:[ 20/20 ] [95mtrain step:10  [0m [92mloss: 1.56661 lr: 0.000100[0m [92mbatch_cost: 0.50075 sec,[0m [92mreader_cost: 0.00046 sec,[0m ips: 7.98795 instance/sec.
[02/12 16:08:52] [31mEND epoch:20 [0m [95mtrain[0m [92mloss_avg: 1.65161 [0m [92mavg_batch_cost: 0.37985 sec,[0m [92mavg_reader_cost: 0.00018 sec,[0m [92mbatch_cost_sum: 10.15816 sec,[0m avg_ips: 6.69412 instance/sec.
[02/12 16:08:53] [35mepoch:[ 20/20 ][0m [95mval step:0   [0m [92mloss: 1.71621[0m [92mbatch_cost: 0.76352 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 5.23887 instance/sec.
[02/12 16:08:58] epoch:[ 20/20 ] [95mval step:10  [0m [92mloss: 5.84145[0m [92mbatch_cost: 0.41657 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 9.60218 instance/sec.
[02/12 16:09:01] [31mEND epoch:20 [0m [95mval[0m [92mloss_avg: 2.26794[0m [92mavg_batch_cost: 0.10496 sec,[0m [92mavg_reader_cost: 0.00000 sec,[0m [92mbatch_cost_sum: 8.35195 sec,[0m avg_ips: 9.09967 instance/sec.
[02/12 16:09:01] training BMN finished
[02/12 16:42:36] DALI is not installed, you can improve performance if use DALI
[02/12 16:44:15] DALI is not installed, you can improve performance if use DALI
[02/12 16:44:15] A new filed (out_dir) detected!
[02/12 16:44:15] [35mDATASET[0m : 
[02/12 16:44:15]     [35mbatch_size[0m : [92m4[0m
[02/12 16:44:15]     [35mnum_workers[0m : [92m0[0m
[02/12 16:44:15]     [35mtest[0m : 
[02/12 16:44:15]         [35mfile_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_bmn/label.json[0m
[02/12 16:44:15]         [35mformat[0m : [92mBMNDataset[0m
[02/12 16:44:15]         [35msubset[0m : [92mvalidation[0m
[02/12 16:44:15]         [35mtest_mode[0m : [92mTrue[0m
[02/12 16:44:15]     [35mtest_batch_size[0m : [92m1[0m
[02/12 16:44:15]     [35mtrain[0m : 
[02/12 16:44:15]         [35mfile_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_bmn/label.json[0m
[02/12 16:44:15]         [35mformat[0m : [92mBMNDataset[0m
[02/12 16:44:15]         [35msubset[0m : [92mtrain[0m
[02/12 16:44:15]     [35mvalid[0m : 
[02/12 16:44:15]         [35mfile_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_bmn/label.json[0m
[02/12 16:44:15]         [35mformat[0m : [92mBMNDataset[0m
[02/12 16:44:15]         [35msubset[0m : [92mvalidation[0m
[02/12 16:44:15] ------------------------------------------------------------
[02/12 16:44:15] [35mINFERENCE[0m : 
[02/12 16:44:15]     [35mdscale[0m : [92m100[0m
[02/12 16:44:15]     [35mfeat_dim[0m : [92m2688[0m
[02/12 16:44:15]     [35mname[0m : [92mBMN_Inference_helper[0m
[02/12 16:44:15]     [35mresult_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/checkpoints/BMN[0m
[02/12 16:44:15]     [35mtscale[0m : [92m100[0m
[02/12 16:44:15] ------------------------------------------------------------
[02/12 16:44:15] [35mMODEL[0m : 
[02/12 16:44:15]     [35mbackbone[0m : 
[02/12 16:44:15]         [35mdscale[0m : [92m200[0m
[02/12 16:44:15]         [35mfeat_dim[0m : [92m2688[0m
[02/12 16:44:15]         [35mname[0m : [92mBMN[0m
[02/12 16:44:15]         [35mnum_sample[0m : [92m32[0m
[02/12 16:44:15]         [35mnum_sample_perbin[0m : [92m3[0m
[02/12 16:44:15]         [35mprop_boundary_ratio[0m : [92m0.5[0m
[02/12 16:44:15]         [35mtscale[0m : [92m200[0m
[02/12 16:44:15]     [35mframework[0m : [92mBMNLocalizer[0m
[02/12 16:44:15]     [35mloss[0m : 
[02/12 16:44:15]         [35mdscale[0m : [92m200[0m
[02/12 16:44:15]         [35mname[0m : [92mBMNLoss[0m
[02/12 16:44:15]         [35mtscale[0m : [92m200[0m
[02/12 16:44:15] ------------------------------------------------------------
[02/12 16:44:15] [35mOPTIMIZER[0m : 
[02/12 16:44:15]     [35mlearning_rate[0m : 
[02/12 16:44:15]         [35mboundaries[0m : [92m[20][0m
[02/12 16:44:15]         [35miter_step[0m : [92mTrue[0m
[02/12 16:44:15]         [35mname[0m : [92mCustomPiecewiseDecay[0m
[02/12 16:44:15]         [35mvalues[0m : [92m[0.001, 0.0001][0m
[02/12 16:44:15]     [35mname[0m : [92mAdam[0m
[02/12 16:44:15]     [35mweight_decay[0m : 
[02/12 16:44:15]         [35mname[0m : [92mL2[0m
[02/12 16:44:15]         [35mvalue[0m : [92m0.0001[0m
[02/12 16:44:15] ------------------------------------------------------------
[02/12 16:44:15] [35mPIPELINE[0m : 
[02/12 16:44:15]     [35mtest[0m : 
[02/12 16:44:15]         [35mload_feat[0m : 
[02/12 16:44:15]             [35mfeat_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_bmn/feature[0m
[02/12 16:44:15]             [35mname[0m : [92mLoadFeat[0m
[02/12 16:44:15]         [35mtransform[0m : 
[02/12 16:44:15]             [35mGetMatchMap[0m : 
[02/12 16:44:15]                 [35mtscale[0m : [92m200[0m
[02/12 16:44:15]             [35mGetVideoLabel[0m : 
[02/12 16:44:15]                 [35mdscale[0m : [92m200[0m
[02/12 16:44:15]                 [35mtscale[0m : [92m200[0m
[02/12 16:44:15]     [35mtrain[0m : 
[02/12 16:44:15]         [35mload_feat[0m : 
[02/12 16:44:15]             [35mfeat_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_bmn/feature[0m
[02/12 16:44:15]             [35mname[0m : [92mLoadFeat[0m
[02/12 16:44:15]         [35mtransform[0m : 
[02/12 16:44:15]             [35mGetMatchMap[0m : 
[02/12 16:44:15]                 [35mtscale[0m : [92m200[0m
[02/12 16:44:15]             [35mGetVideoLabel[0m : 
[02/12 16:44:15]                 [35mdscale[0m : [92m200[0m
[02/12 16:44:15]                 [35mtscale[0m : [92m200[0m
[02/12 16:44:15]     [35mvalid[0m : 
[02/12 16:44:15]         [35mload_feat[0m : 
[02/12 16:44:15]             [35mfeat_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_bmn/feature[0m
[02/12 16:44:15]             [35mname[0m : [92mLoadFeat[0m
[02/12 16:44:15]         [35mtransform[0m : 
[02/12 16:44:15]             [35mGetMatchMap[0m : 
[02/12 16:44:15]                 [35mtscale[0m : [92m200[0m
[02/12 16:44:15]             [35mGetVideoLabel[0m : 
[02/12 16:44:15]                 [35mdscale[0m : [92m200[0m
[02/12 16:44:15]                 [35mtscale[0m : [92m200[0m
[02/12 16:44:15] ------------------------------------------------------------
[02/12 16:44:15] [35mepochs[0m : [92m1[0m
[02/12 16:44:15] [35mlog_level[0m : [92mINFO[0m
[02/12 16:44:15] [35mmodel_name[0m : [92mBMN[0m
[02/12 16:44:15] [35mout_dir[0m : [92mapplications/FootballAction/train_bmn/[0m
[02/12 16:44:15] [35mresume_from[0m : [92m[0m
[02/12 16:44:38] train subset video numbers: 68
[02/12 16:44:38] validation subset video numbers: 75
[02/12 16:44:39] [35mepoch:[  1/1  ][0m [95mtrain step:0   [0m [92mloss: 2.55290 lr: 0.001000[0m [92mbatch_cost: 1.37028 sec,[0m [92mreader_cost: 0.59643 sec,[0m ips: 2.91912 instance/sec.
[02/12 16:44:46] epoch:[  1/1  ] [95mtrain step:10  [0m [92mloss: 2.44091 lr: 0.001000[0m [92mbatch_cost: 0.61649 sec,[0m [92mreader_cost: 0.00025 sec,[0m ips: 6.48839 instance/sec.
[02/12 16:44:49] [31mEND epoch:1  [0m [95mtrain[0m [92mloss_avg: 2.53481 [0m [92mavg_batch_cost: 0.38040 sec,[0m [92mavg_reader_cost: 0.00024 sec,[0m [92mbatch_cost_sum: 11.13543 sec,[0m avg_ips: 6.10663 instance/sec.
[02/12 16:44:50] [35mepoch:[  1/1  ][0m [95mval step:0   [0m [92mloss: 2.48732[0m [92mbatch_cost: 0.83568 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 4.78651 instance/sec.
[02/12 16:44:54] epoch:[  1/1  ] [95mval step:10  [0m [92mloss: 2.49024[0m [92mbatch_cost: 0.48690 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 8.21525 instance/sec.
[02/12 16:44:58] [31mEND epoch:1  [0m [95mval[0m [92mloss_avg: 2.50342[0m [92mavg_batch_cost: 0.10785 sec,[0m [92mavg_reader_cost: 0.00000 sec,[0m [92mbatch_cost_sum: 8.32852 sec,[0m avg_ips: 9.12527 instance/sec.
[02/12 16:44:58] training BMN finished
[02/12 17:40:17] DALI is not installed, you can improve performance if use DALI
[02/12 17:44:26] DALI is not installed, you can improve performance if use DALI
[02/12 17:44:26] A new filed (output_dir) detected!
[02/12 17:44:26] [35mDATASET[0m : 
[02/12 17:44:26]     [35mbatch_size[0m : [92m4[0m
[02/12 17:44:26]     [35mnum_workers[0m : [92m0[0m
[02/12 17:44:26]     [35mtest[0m : 
[02/12 17:44:26]         [35mfile_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_bmn/label.json[0m
[02/12 17:44:26]         [35mformat[0m : [92mBMNDataset[0m
[02/12 17:44:26]         [35msubset[0m : [92mvalidation[0m
[02/12 17:44:26]         [35mtest_mode[0m : [92mTrue[0m
[02/12 17:44:26]     [35mtest_batch_size[0m : [92m1[0m
[02/12 17:44:26]     [35mtrain[0m : 
[02/12 17:44:26]         [35mfile_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_bmn/label.json[0m
[02/12 17:44:26]         [35mformat[0m : [92mBMNDataset[0m
[02/12 17:44:26]         [35msubset[0m : [92mtrain[0m
[02/12 17:44:26]     [35mvalid[0m : 
[02/12 17:44:26]         [35mfile_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_bmn/label.json[0m
[02/12 17:44:26]         [35mformat[0m : [92mBMNDataset[0m
[02/12 17:44:26]         [35msubset[0m : [92mvalidation[0m
[02/12 17:44:26] ------------------------------------------------------------
[02/12 17:44:26] [35mINFERENCE[0m : 
[02/12 17:44:26]     [35mdscale[0m : [92m100[0m
[02/12 17:44:26]     [35mfeat_dim[0m : [92m2688[0m
[02/12 17:44:26]     [35mname[0m : [92mBMN_Inference_helper[0m
[02/12 17:44:26]     [35mresult_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/checkpoints/BMN[0m
[02/12 17:44:26]     [35mtscale[0m : [92m100[0m
[02/12 17:44:26] ------------------------------------------------------------
[02/12 17:44:26] [35mMODEL[0m : 
[02/12 17:44:26]     [35mbackbone[0m : 
[02/12 17:44:26]         [35mdscale[0m : [92m200[0m
[02/12 17:44:26]         [35mfeat_dim[0m : [92m2688[0m
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[02/12 17:44:26]         [35mname[0m : [92mBMNLoss[0m
[02/12 17:44:26]         [35mtscale[0m : [92m200[0m
[02/12 17:44:26] ------------------------------------------------------------
[02/12 17:44:26] [35mOPTIMIZER[0m : 
[02/12 17:44:26]     [35mlearning_rate[0m : 
[02/12 17:44:26]         [35mboundaries[0m : [92m[20][0m
[02/12 17:44:26]         [35miter_step[0m : [92mTrue[0m
[02/12 17:44:26]         [35mname[0m : [92mCustomPiecewiseDecay[0m
[02/12 17:44:26]         [35mvalues[0m : [92m[0.001, 0.0001][0m
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[02/12 17:44:26]     [35mweight_decay[0m : 
[02/12 17:44:26]         [35mname[0m : [92mL2[0m
[02/12 17:44:26]         [35mvalue[0m : [92m0.0001[0m
[02/12 17:44:26] ------------------------------------------------------------
[02/12 17:44:26] [35mPIPELINE[0m : 
[02/12 17:44:26]     [35mtest[0m : 
[02/12 17:44:26]         [35mload_feat[0m : 
[02/12 17:44:26]             [35mfeat_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_bmn/feature[0m
[02/12 17:44:26]             [35mname[0m : [92mLoadFeat[0m
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[02/12 17:44:26]             [35mGetMatchMap[0m : 
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[02/12 17:44:26]             [35mGetVideoLabel[0m : 
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[02/12 17:44:26]                 [35mtscale[0m : [92m200[0m
[02/12 17:44:26]     [35mtrain[0m : 
[02/12 17:44:26]         [35mload_feat[0m : 
[02/12 17:44:26]             [35mfeat_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_bmn/feature[0m
[02/12 17:44:26]             [35mname[0m : [92mLoadFeat[0m
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[02/12 17:44:26]             [35mGetVideoLabel[0m : 
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[02/12 17:44:26]                 [35mtscale[0m : [92m200[0m
[02/12 17:44:26]     [35mvalid[0m : 
[02/12 17:44:26]         [35mload_feat[0m : 
[02/12 17:44:26]             [35mfeat_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_bmn/feature[0m
[02/12 17:44:26]             [35mname[0m : [92mLoadFeat[0m
[02/12 17:44:26]         [35mtransform[0m : 
[02/12 17:44:26]             [35mGetMatchMap[0m : 
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[02/12 17:44:26]             [35mGetVideoLabel[0m : 
[02/12 17:44:26]                 [35mdscale[0m : [92m200[0m
[02/12 17:44:26]                 [35mtscale[0m : [92m200[0m
[02/12 17:44:26] ------------------------------------------------------------
[02/12 17:44:26] [35mepochs[0m : [92m1[0m
[02/12 17:44:26] [35mlog_level[0m : [92mINFO[0m
[02/12 17:44:26] [35mmodel_name[0m : [92mBMN[0m
[02/12 17:44:26] [35moutput_dir[0m : [92mapplications/FootballAction/train_bmn/[0m
[02/12 17:44:26] [35mresume_from[0m : [92m[0m
[02/12 17:44:48] train subset video numbers: 68
[02/12 17:44:48] validation subset video numbers: 75
[02/12 17:44:50] [35mepoch:[  1/1  ][0m [95mtrain step:0   [0m [92mloss: 2.55290 lr: 0.001000[0m [92mbatch_cost: 1.26192 sec,[0m [92mreader_cost: 0.54475 sec,[0m ips: 3.16977 instance/sec.
[02/12 17:44:56] epoch:[  1/1  ] [95mtrain step:10  [0m [92mloss: 2.44129 lr: 0.001000[0m [92mbatch_cost: 0.45625 sec,[0m [92mreader_cost: 0.00605 sec,[0m ips: 8.76714 instance/sec.
[02/12 17:44:59] [31mEND epoch:1  [0m [95mtrain[0m [92mloss_avg: 2.53500 [0m [92mavg_batch_cost: 0.38141 sec,[0m [92mavg_reader_cost: 0.00027 sec,[0m [92mbatch_cost_sum: 10.52735 sec,[0m avg_ips: 6.45936 instance/sec.
[02/12 17:45:00] [35mepoch:[  1/1  ][0m [95mval step:0   [0m [92mloss: 2.48982[0m [92mbatch_cost: 0.83099 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 4.81356 instance/sec.
[02/12 17:45:04] epoch:[  1/1  ] [95mval step:10  [0m [92mloss: 2.48918[0m [92mbatch_cost: 0.44685 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 8.95145 instance/sec.
[02/12 17:45:07] [31mEND epoch:1  [0m [95mval[0m [92mloss_avg: 2.50432[0m [92mavg_batch_cost: 0.10430 sec,[0m [92mavg_reader_cost: 0.00000 sec,[0m [92mbatch_cost_sum: 8.58884 sec,[0m avg_ips: 8.84869 instance/sec.
[02/12 17:45:08] training BMN finished
[02/14 15:56:22] DALI is not installed, you can improve performance if use DALI
[02/14 15:56:22] A new filed (output_dir) detected!
[02/14 15:56:22] [35mDATASET[0m : 
[02/14 15:56:22]     [35mbatch_size[0m : [92m4[0m
[02/14 15:56:22]     [35mnum_workers[0m : [92m0[0m
[02/14 15:56:22]     [35mtest[0m : 
[02/14 15:56:22]         [35mfile_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_bmn/label.json[0m
[02/14 15:56:22]         [35mformat[0m : [92mBMNDataset[0m
[02/14 15:56:22]         [35msubset[0m : [92mvalidation[0m
[02/14 15:56:22]         [35mtest_mode[0m : [92mTrue[0m
[02/14 15:56:22]     [35mtest_batch_size[0m : [92m1[0m
[02/14 15:56:22]     [35mtrain[0m : 
[02/14 15:56:22]         [35mfile_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_bmn/label.json[0m
[02/14 15:56:22]         [35mformat[0m : [92mBMNDataset[0m
[02/14 15:56:22]         [35msubset[0m : [92mtrain[0m
[02/14 15:56:22]     [35mvalid[0m : 
[02/14 15:56:22]         [35mfile_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_bmn/label.json[0m
[02/14 15:56:22]         [35mformat[0m : [92mBMNDataset[0m
[02/14 15:56:22]         [35msubset[0m : [92mvalidation[0m
[02/14 15:56:22] ------------------------------------------------------------
[02/14 15:56:22] [35mINFERENCE[0m : 
[02/14 15:56:22]     [35mdscale[0m : [92m100[0m
[02/14 15:56:22]     [35mfeat_dim[0m : [92m2688[0m
[02/14 15:56:22]     [35mname[0m : [92mBMN_Inference_helper[0m
[02/14 15:56:22]     [35mresult_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/checkpoints/BMN[0m
[02/14 15:56:22]     [35mtscale[0m : [92m100[0m
[02/14 15:56:22] ------------------------------------------------------------
[02/14 15:56:22] [35mMODEL[0m : 
[02/14 15:56:22]     [35mbackbone[0m : 
[02/14 15:56:22]         [35mdscale[0m : [92m200[0m
[02/14 15:56:22]         [35mfeat_dim[0m : [92m2688[0m
[02/14 15:56:22]         [35mname[0m : [92mBMN[0m
[02/14 15:56:22]         [35mnum_sample[0m : [92m32[0m
[02/14 15:56:22]         [35mnum_sample_perbin[0m : [92m3[0m
[02/14 15:56:22]         [35mprop_boundary_ratio[0m : [92m0.5[0m
[02/14 15:56:22]         [35mtscale[0m : [92m200[0m
[02/14 15:56:22]     [35mframework[0m : [92mBMNLocalizer[0m
[02/14 15:56:22]     [35mloss[0m : 
[02/14 15:56:22]         [35mdscale[0m : [92m200[0m
[02/14 15:56:22]         [35mname[0m : [92mBMNLoss[0m
[02/14 15:56:22]         [35mtscale[0m : [92m200[0m
[02/14 15:56:22] ------------------------------------------------------------
[02/14 15:56:22] [35mOPTIMIZER[0m : 
[02/14 15:56:22]     [35mlearning_rate[0m : 
[02/14 15:56:22]         [35mboundaries[0m : [92m[20][0m
[02/14 15:56:22]         [35miter_step[0m : [92mTrue[0m
[02/14 15:56:22]         [35mname[0m : [92mCustomPiecewiseDecay[0m
[02/14 15:56:22]         [35mvalues[0m : [92m[0.001, 0.0001][0m
[02/14 15:56:22]     [35mname[0m : [92mAdam[0m
[02/14 15:56:22]     [35mweight_decay[0m : 
[02/14 15:56:22]         [35mname[0m : [92mL2[0m
[02/14 15:56:22]         [35mvalue[0m : [92m0.0001[0m
[02/14 15:56:22] ------------------------------------------------------------
[02/14 15:56:22] [35mPIPELINE[0m : 
[02/14 15:56:22]     [35mtest[0m : 
[02/14 15:56:22]         [35mload_feat[0m : 
[02/14 15:56:22]             [35mfeat_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_bmn/feature[0m
[02/14 15:56:22]             [35mname[0m : [92mLoadFeat[0m
[02/14 15:56:22]         [35mtransform[0m : 
[02/14 15:56:22]             [35mGetMatchMap[0m : 
[02/14 15:56:22]                 [35mtscale[0m : [92m200[0m
[02/14 15:56:22]             [35mGetVideoLabel[0m : 
[02/14 15:56:22]                 [35mdscale[0m : [92m200[0m
[02/14 15:56:22]                 [35mtscale[0m : [92m200[0m
[02/14 15:56:22]     [35mtrain[0m : 
[02/14 15:56:22]         [35mload_feat[0m : 
[02/14 15:56:22]             [35mfeat_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_bmn/feature[0m
[02/14 15:56:22]             [35mname[0m : [92mLoadFeat[0m
[02/14 15:56:22]         [35mtransform[0m : 
[02/14 15:56:22]             [35mGetMatchMap[0m : 
[02/14 15:56:22]                 [35mtscale[0m : [92m200[0m
[02/14 15:56:22]             [35mGetVideoLabel[0m : 
[02/14 15:56:22]                 [35mdscale[0m : [92m200[0m
[02/14 15:56:22]                 [35mtscale[0m : [92m200[0m
[02/14 15:56:22]     [35mvalid[0m : 
[02/14 15:56:22]         [35mload_feat[0m : 
[02/14 15:56:22]             [35mfeat_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_bmn/feature[0m
[02/14 15:56:22]             [35mname[0m : [92mLoadFeat[0m
[02/14 15:56:22]         [35mtransform[0m : 
[02/14 15:56:22]             [35mGetMatchMap[0m : 
[02/14 15:56:22]                 [35mtscale[0m : [92m200[0m
[02/14 15:56:22]             [35mGetVideoLabel[0m : 
[02/14 15:56:22]                 [35mdscale[0m : [92m200[0m
[02/14 15:56:22]                 [35mtscale[0m : [92m200[0m
[02/14 15:56:22] ------------------------------------------------------------
[02/14 15:56:22] [35mepochs[0m : [92m1[0m
[02/14 15:56:22] [35mlog_level[0m : [92mINFO[0m
[02/14 15:56:22] [35mmodel_name[0m : [92mBMN[0m
[02/14 15:56:22] [35moutput_dir[0m : [92mapplications/FootballAction/train_bmn/[0m
[02/14 15:56:22] [35mresume_from[0m : [92m[0m
[02/14 15:56:46] train subset video numbers: 8
[02/14 15:56:46] validation subset video numbers: 8
[02/14 16:02:44] DALI is not installed, you can improve performance if use DALI
[02/14 16:02:44] A new filed (output_dir) detected!
[02/14 16:02:44] [35mDATASET[0m : 
[02/14 16:02:44]     [35mbatch_size[0m : [92m4[0m
[02/14 16:02:44]     [35mnum_workers[0m : [92m0[0m
[02/14 16:02:44]     [35mtest[0m : 
[02/14 16:02:44]         [35mfile_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_bmn/label.json[0m
[02/14 16:02:44]         [35mformat[0m : [92mBMNDataset[0m
[02/14 16:02:44]         [35msubset[0m : [92mvalidation[0m
[02/14 16:02:44]         [35mtest_mode[0m : [92mTrue[0m
[02/14 16:02:44]     [35mtest_batch_size[0m : [92m1[0m
[02/14 16:02:44]     [35mtrain[0m : 
[02/14 16:02:44]         [35mfile_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_bmn/label.json[0m
[02/14 16:02:44]         [35mformat[0m : [92mBMNDataset[0m
[02/14 16:02:44]         [35msubset[0m : [92mtrain[0m
[02/14 16:02:44]     [35mvalid[0m : 
[02/14 16:02:44]         [35mfile_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_bmn/label.json[0m
[02/14 16:02:44]         [35mformat[0m : [92mBMNDataset[0m
[02/14 16:02:44]         [35msubset[0m : [92mvalidation[0m
[02/14 16:02:44] ------------------------------------------------------------
[02/14 16:02:44] [35mINFERENCE[0m : 
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[02/14 16:02:44]     [35mfeat_dim[0m : [92m2688[0m
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[02/14 16:02:44]     [35mresult_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/checkpoints/BMN[0m
[02/14 16:02:44]     [35mtscale[0m : [92m100[0m
[02/14 16:02:44] ------------------------------------------------------------
[02/14 16:02:44] [35mMODEL[0m : 
[02/14 16:02:44]     [35mbackbone[0m : 
[02/14 16:02:44]         [35mdscale[0m : [92m200[0m
[02/14 16:02:44]         [35mfeat_dim[0m : [92m2688[0m
[02/14 16:02:44]         [35mname[0m : [92mBMN[0m
[02/14 16:02:44]         [35mnum_sample[0m : [92m32[0m
[02/14 16:02:44]         [35mnum_sample_perbin[0m : [92m3[0m
[02/14 16:02:44]         [35mprop_boundary_ratio[0m : [92m0.5[0m
[02/14 16:02:44]         [35mtscale[0m : [92m200[0m
[02/14 16:02:44]     [35mframework[0m : [92mBMNLocalizer[0m
[02/14 16:02:44]     [35mloss[0m : 
[02/14 16:02:44]         [35mdscale[0m : [92m200[0m
[02/14 16:02:44]         [35mname[0m : [92mBMNLoss[0m
[02/14 16:02:44]         [35mtscale[0m : [92m200[0m
[02/14 16:02:44] ------------------------------------------------------------
[02/14 16:02:44] [35mOPTIMIZER[0m : 
[02/14 16:02:44]     [35mlearning_rate[0m : 
[02/14 16:02:44]         [35mboundaries[0m : [92m[20][0m
[02/14 16:02:44]         [35miter_step[0m : [92mTrue[0m
[02/14 16:02:44]         [35mname[0m : [92mCustomPiecewiseDecay[0m
[02/14 16:02:44]         [35mvalues[0m : [92m[0.001, 0.0001][0m
[02/14 16:02:44]     [35mname[0m : [92mAdam[0m
[02/14 16:02:44]     [35mweight_decay[0m : 
[02/14 16:02:44]         [35mname[0m : [92mL2[0m
[02/14 16:02:44]         [35mvalue[0m : [92m0.0001[0m
[02/14 16:02:44] ------------------------------------------------------------
[02/14 16:02:44] [35mPIPELINE[0m : 
[02/14 16:02:44]     [35mtest[0m : 
[02/14 16:02:44]         [35mload_feat[0m : 
[02/14 16:02:44]             [35mfeat_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_bmn/feature[0m
[02/14 16:02:44]             [35mname[0m : [92mLoadFeat[0m
[02/14 16:02:44]         [35mtransform[0m : 
[02/14 16:02:44]             [35mGetMatchMap[0m : 
[02/14 16:02:44]                 [35mtscale[0m : [92m200[0m
[02/14 16:02:44]             [35mGetVideoLabel[0m : 
[02/14 16:02:44]                 [35mdscale[0m : [92m200[0m
[02/14 16:02:44]                 [35mtscale[0m : [92m200[0m
[02/14 16:02:44]     [35mtrain[0m : 
[02/14 16:02:44]         [35mload_feat[0m : 
[02/14 16:02:44]             [35mfeat_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_bmn/feature[0m
[02/14 16:02:44]             [35mname[0m : [92mLoadFeat[0m
[02/14 16:02:44]         [35mtransform[0m : 
[02/14 16:02:44]             [35mGetMatchMap[0m : 
[02/14 16:02:44]                 [35mtscale[0m : [92m200[0m
[02/14 16:02:44]             [35mGetVideoLabel[0m : 
[02/14 16:02:44]                 [35mdscale[0m : [92m200[0m
[02/14 16:02:44]                 [35mtscale[0m : [92m200[0m
[02/14 16:02:44]     [35mvalid[0m : 
[02/14 16:02:44]         [35mload_feat[0m : 
[02/14 16:02:44]             [35mfeat_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_bmn/feature[0m
[02/14 16:02:44]             [35mname[0m : [92mLoadFeat[0m
[02/14 16:02:44]         [35mtransform[0m : 
[02/14 16:02:44]             [35mGetMatchMap[0m : 
[02/14 16:02:44]                 [35mtscale[0m : [92m200[0m
[02/14 16:02:44]             [35mGetVideoLabel[0m : 
[02/14 16:02:44]                 [35mdscale[0m : [92m200[0m
[02/14 16:02:44]                 [35mtscale[0m : [92m200[0m
[02/14 16:02:44] ------------------------------------------------------------
[02/14 16:02:44] [35mepochs[0m : [92m1[0m
[02/14 16:02:44] [35mlog_level[0m : [92mINFO[0m
[02/14 16:02:44] [35mmodel_name[0m : [92mBMN[0m
[02/14 16:02:44] [35moutput_dir[0m : [92mapplications/FootballAction/train_bmn/[0m
[02/14 16:02:44] [35mresume_from[0m : [92m[0m
[02/14 16:03:08] train subset video numbers: 63
[02/14 16:03:08] validation subset video numbers: 75
[02/14 16:03:09] [35mepoch:[  1/1  ][0m [95mtrain step:0   [0m [92mloss: 2.54878 lr: 0.001000[0m [92mbatch_cost: 1.31400 sec,[0m [92mreader_cost: 0.58330 sec,[0m ips: 3.04414 instance/sec.
[02/14 16:03:16] epoch:[  1/1  ] [95mtrain step:10  [0m [92mloss: 2.39778 lr: 0.001000[0m [92mbatch_cost: 0.73533 sec,[0m [92mreader_cost: 0.00811 sec,[0m ips: 5.43977 instance/sec.
[02/14 16:03:18] [31mEND epoch:1  [0m [95mtrain[0m [92mloss_avg: 2.55331 [0m [92mavg_batch_cost: 0.37657 sec,[0m [92mavg_reader_cost: 0.00026 sec,[0m [92mbatch_cost_sum: 9.75063 sec,[0m avg_ips: 6.15345 instance/sec.
[02/14 16:03:19] [35mepoch:[  1/1  ][0m [95mval step:0   [0m [92mloss: 2.41827[0m [92mbatch_cost: 0.74261 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 5.38638 instance/sec.
[02/14 16:03:23] epoch:[  1/1  ] [95mval step:10  [0m [92mloss: 2.44085[0m [92mbatch_cost: 0.44421 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 9.00472 instance/sec.
[02/14 16:03:26] [31mEND epoch:1  [0m [95mval[0m [92mloss_avg: 2.46289[0m [92mavg_batch_cost: 0.10980 sec,[0m [92mavg_reader_cost: 0.00000 sec,[0m [92mbatch_cost_sum: 8.48567 sec,[0m avg_ips: 8.95628 instance/sec.
[02/14 16:03:26] training BMN finished
[02/14 19:23:05] DALI is not installed, you can improve performance if use DALI
[02/14 19:23:05] A new filed (output_dir) detected!
[02/14 19:23:05] [35mDATASET[0m : 
[02/14 19:23:05]     [35mbatch_size[0m : [92m8[0m
[02/14 19:23:05]     [35mnum_workers[0m : [92m0[0m
[02/14 19:23:05]     [35mtest[0m : 
[02/14 19:23:05]         [35mdata_prefix[0m : [92m[0m
[02/14 19:23:05]         [35mfile_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_pptsm/val.list[0m
[02/14 19:23:05]         [35mformat[0m : [92mFrameDataset_Sport[0m
[02/14 19:23:05]         [35msuffix[0m : [92mimg_{:05}.jpg[0m
[02/14 19:23:05]     [35mtest_batch_size[0m : [92m8[0m
[02/14 19:23:05]     [35mtrain[0m : 
[02/14 19:23:05]         [35mdata_prefix[0m : [92m[0m
[02/14 19:23:05]         [35mfile_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_pptsm/train.list[0m
[02/14 19:23:05]         [35mformat[0m : [92mFrameDataset_Sport[0m
[02/14 19:23:05]         [35msuffix[0m : [92mimg_{:05}.jpg[0m
[02/14 19:23:05]     [35mvalid[0m : 
[02/14 19:23:05]         [35mdata_prefix[0m : [92m[0m
[02/14 19:23:05]         [35mfile_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_pptsm/val.list[0m
[02/14 19:23:05]         [35mformat[0m : [92mFrameDataset_Sport[0m
[02/14 19:23:05]         [35msuffix[0m : [92mimg_{:05}.jpg[0m
[02/14 19:23:05] ------------------------------------------------------------
[02/14 19:23:05] [35mINFERENCE[0m : 
[02/14 19:23:05]     [35mname[0m : [92mppTSN_Inference_helper[0m
[02/14 19:23:05]     [35mnum_seg[0m : [92m8[0m
[02/14 19:23:05]     [35mtarget_size[0m : [92m224[0m
[02/14 19:23:05] ------------------------------------------------------------
[02/14 19:23:05] [35mMETRIC[0m : 
[02/14 19:23:05]     [35mname[0m : [92mCenterCropMetric[0m
[02/14 19:23:05] ------------------------------------------------------------
[02/14 19:23:05] [35mMODEL[0m : 
[02/14 19:23:05]     [35mbackbone[0m : 
[02/14 19:23:05]         [35mdepth[0m : [92m50[0m
[02/14 19:23:05]         [35mname[0m : [92mResNet[0m
[02/14 19:23:05]         [35mpretrained[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/pretrain/ResNet50_vd_ssld_v2_pretrained.pdparams[0m
[02/14 19:23:05]     [35mframework[0m : [92mRecognizer2D[0m
[02/14 19:23:05]     [35mhead[0m : 
[02/14 19:23:05]         [35mdrop_ratio[0m : [92m0.4[0m
[02/14 19:23:05]         [35min_channels[0m : [92m2048[0m
[02/14 19:23:05]         [35mname[0m : [92mTSMHead[0m
[02/14 19:23:05]         [35mnum_classes[0m : [92m8[0m
[02/14 19:23:05]         [35mstd[0m : [92m0.01[0m
[02/14 19:23:05] ------------------------------------------------------------
[02/14 19:23:05] [35mOPTIMIZER[0m : 
[02/14 19:23:05]     [35mlearning_rate[0m : 
[02/14 19:23:05]         [35mboundaries[0m : [92m[40, 60][0m
[02/14 19:23:05]         [35mname[0m : [92mPiecewiseDecay[0m
[02/14 19:23:05]         [35mvalues[0m : [92m[0.01, 0.001, 0.0001][0m
[02/14 19:23:05]     [35mmomentum[0m : [92m0.9[0m
[02/14 19:23:05]     [35mname[0m : [92mMomentum[0m
[02/14 19:23:05]     [35mweight_decay[0m : 
[02/14 19:23:05]         [35mname[0m : [92mL2[0m
[02/14 19:23:05]         [35mvalue[0m : [92m0.0002[0m
[02/14 19:23:05] ------------------------------------------------------------
[02/14 19:23:05] [35mPIPELINE[0m : 
[02/14 19:23:05]     [35mtest[0m : 
[02/14 19:23:05]         [35mdecode[0m : 
[02/14 19:23:05]             [35mname[0m : [92mFrameDecoder[0m
[02/14 19:23:05]         [35msample[0m : 
[02/14 19:23:05]             [35mname[0m : [92mSamplerPkl[0m
[02/14 19:23:05]             [35mnum_seg[0m : [92m25[0m
[02/14 19:23:05]             [35mseg_len[0m : [92m1[0m
[02/14 19:23:05]             [35mvalid_mode[0m : [92mTrue[0m
[02/14 19:23:05]         [35mtransform[0m : 
[02/14 19:23:05]             [35mScale[0m : 
[02/14 19:23:05]                 [35mbackend[0m : [92mcv2[0m
[02/14 19:23:05]                 [35mdo_round[0m : [92mTrue[0m
[02/14 19:23:05]                 [35mfixed_ratio[0m : [92mFalse[0m
[02/14 19:23:05]                 [35mshort_size[0m : [92m256[0m
[02/14 19:23:05]             [35mTenCrop[0m : 
[02/14 19:23:05]                 [35mtarget_size[0m : [92m224[0m
[02/14 19:23:05]             [35mImage2Array[0m : [92mNone[0m
[02/14 19:23:05]             [35mNormalization[0m : 
[02/14 19:23:05]                 [35mmean[0m : [92m[0.485, 0.456, 0.406][0m
[02/14 19:23:05]                 [35mstd[0m : [92m[0.229, 0.224, 0.225][0m
[02/14 19:23:05]     [35mtrain[0m : 
[02/14 19:23:05]         [35mdecode[0m : 
[02/14 19:23:05]             [35mname[0m : [92mFrameDecoder[0m
[02/14 19:23:05]         [35msample[0m : 
[02/14 19:23:05]             [35mname[0m : [92mSamplerPkl[0m
[02/14 19:23:05]             [35mnum_seg[0m : [92m3[0m
[02/14 19:23:05]             [35mseg_len[0m : [92m1[0m
[02/14 19:23:05]             [35mvalid_mode[0m : [92mFalse[0m
[02/14 19:23:05]         [35mtransform[0m : 
[02/14 19:23:05]             [35mScale[0m : 
[02/14 19:23:05]                 [35mbackend[0m : [92mcv2[0m
[02/14 19:23:05]                 [35mdo_round[0m : [92mTrue[0m
[02/14 19:23:05]                 [35mfixed_ratio[0m : [92mFalse[0m
[02/14 19:23:05]                 [35mshort_size[0m : [92m256[0m
[02/14 19:23:05]             [35mMultiScaleCrop[0m : 
[02/14 19:23:05]                 [35mallow_duplication[0m : [92mTrue[0m
[02/14 19:23:05]                 [35mbackend[0m : [92mcv2[0m
[02/14 19:23:05]                 [35mmore_fix_crop[0m : [92mFalse[0m
[02/14 19:23:05]                 [35mtarget_size[0m : [92m224[0m
[02/14 19:23:05]             [35mRandomFlip[0m : [92mNone[0m
[02/14 19:23:05]             [35mImage2Array[0m : [92mNone[0m
[02/14 19:23:05]             [35mNormalization[0m : 
[02/14 19:23:05]                 [35mmean[0m : [92m[0.485, 0.456, 0.406][0m
[02/14 19:23:05]                 [35mstd[0m : [92m[0.229, 0.224, 0.225][0m
[02/14 19:23:05]     [35mvalid[0m : 
[02/14 19:23:05]         [35mdecode[0m : 
[02/14 19:23:05]             [35mname[0m : [92mFrameDecoder[0m
[02/14 19:23:05]         [35msample[0m : 
[02/14 19:23:05]             [35mname[0m : [92mSamplerPkl[0m
[02/14 19:23:05]             [35mnum_seg[0m : [92m3[0m
[02/14 19:23:05]             [35mseg_len[0m : [92m1[0m
[02/14 19:23:05]             [35mvalid_mode[0m : [92mTrue[0m
[02/14 19:23:05]         [35mtransform[0m : 
[02/14 19:23:05]             [35mScale[0m : 
[02/14 19:23:05]                 [35mbackend[0m : [92mcv2[0m
[02/14 19:23:05]                 [35mdo_round[0m : [92mTrue[0m
[02/14 19:23:05]                 [35mfixed_ratio[0m : [92mFalse[0m
[02/14 19:23:05]                 [35mshort_size[0m : [92m256[0m
[02/14 19:23:05]             [35mCenterCrop[0m : 
[02/14 19:23:05]                 [35mdo_round[0m : [92mFalse[0m
[02/14 19:23:05]                 [35mtarget_size[0m : [92m224[0m
[02/14 19:23:05]             [35mImage2Array[0m : [92mNone[0m
[02/14 19:23:05]             [35mNormalization[0m : 
[02/14 19:23:05]                 [35mmean[0m : [92m[0.485, 0.456, 0.406][0m
[02/14 19:23:05]                 [35mstd[0m : [92m[0.229, 0.224, 0.225][0m
[02/14 19:23:05] ------------------------------------------------------------
[02/14 19:23:05] [35mepochs[0m : [92m10[0m
[02/14 19:23:05] [35mlog_interval[0m : [92m20[0m
[02/14 19:23:05] [35mlog_level[0m : [92mINFO[0m
[02/14 19:23:05] [35mmodel_name[0m : [92mTSN[0m
[02/14 19:23:05] [35moutput_dir[0m : [92mapplications/FootballAction/train_tsn/[0m
[02/14 19:23:05] [35mresume_from[0m : [92m[0m
[02/14 19:23:15] [35mepoch:[  1/10 ][0m [95mtrain step:0   [0m [92mloss: 1.77853 lr: 0.010000 top1: 0.37500 top5: 1.00000[0m [92mbatch_cost: 0.78138 sec,[0m [92mreader_cost: 0.67650 sec,[0m ips: 10.23828 instance/sec.
[02/14 19:23:25] epoch:[  1/10 ] [95mtrain step:20  [0m [92mloss: 4.24405 lr: 0.010000 top1: 0.62500 top5: 0.87500[0m [92mbatch_cost: 0.49751 sec,[0m [92mreader_cost: 0.41656 sec,[0m ips: 16.08008 instance/sec.
[02/14 19:23:26] [31mEND epoch:1  [0m [95mtrain[0m [92mloss_avg: 23.47661  top1_avg: 0.47826 top5_avg: 0.83696[0m [92mavg_batch_cost: 0.54255 sec,[0m [92mavg_reader_cost: 0.46190 sec,[0m [92mbatch_cost_sum: 11.80345 sec,[0m avg_ips: 15.58867 instance/sec.
[02/14 19:23:26] [35mepoch:[  1/10 ][0m [95mval step:0   [0m [92mloss: 14648.91211 top1: 0.62500 top5: 0.62500[0m [92mbatch_cost: 0.53253 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 15.02267 instance/sec.
[02/14 19:23:35] epoch:[  1/10 ] [95mval step:20  [0m [92mloss: 33804.10938 top1: 0.50000 top5: 0.87500[0m [92mbatch_cost: 0.43394 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 18.43552 instance/sec.
[02/14 19:23:37] [31mEND epoch:1  [0m [95mval[0m [92mloss_avg: 22975.73704 top1_avg: 0.63889 top5_avg: 0.75347[0m [92mavg_batch_cost: 0.14260 sec,[0m [92mavg_reader_cost: 0.00000 sec,[0m [92mbatch_cost_sum: 10.79507 sec,[0m avg_ips: 17.78590 instance/sec.
[02/14 19:23:37] Already save the best model (top1 acc)0.6388
[02/14 19:23:38] [35mepoch:[  2/10 ][0m [95mtrain step:0   [0m [92mloss: 10.45585 lr: 0.010000 top1: 0.25000 top5: 0.87500[0m [92mbatch_cost: 0.51598 sec,[0m [92mreader_cost: 0.42701 sec,[0m ips: 15.50456 instance/sec.
[02/14 19:23:46] epoch:[  2/10 ] [95mtrain step:20  [0m [92mloss: 18.17425 lr: 0.010000 top1: 0.37500 top5: 0.50000[0m [92mbatch_cost: 0.39834 sec,[0m [92mreader_cost: 0.31829 sec,[0m ips: 20.08348 instance/sec.
[02/14 19:23:47] [31mEND epoch:2  [0m [95mtrain[0m [92mloss_avg: 6.65499  top1_avg: 0.51087 top5_avg: 0.88587[0m [92mavg_batch_cost: 0.41427 sec,[0m [92mavg_reader_cost: 0.33432 sec,[0m [92mbatch_cost_sum: 9.65101 sec,[0m avg_ips: 19.06536 instance/sec.
[02/14 19:23:48] [35mepoch:[  2/10 ][0m [95mval step:0   [0m [92mloss: 9.88439 top1: 0.12500 top5: 1.00000[0m [92mbatch_cost: 0.43164 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 18.53376 instance/sec.
[02/14 19:23:55] epoch:[  2/10 ] [95mval step:20  [0m [92mloss: 10.41950 top1: 0.00000 top5: 1.00000[0m [92mbatch_cost: 0.36611 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 21.85127 instance/sec.
[02/14 19:23:56] [31mEND epoch:2  [0m [95mval[0m [92mloss_avg: 8.47678 top1_avg: 0.18056 top5_avg: 0.96875[0m [92mavg_batch_cost: 0.12370 sec,[0m [92mavg_reader_cost: 0.00000 sec,[0m [92mbatch_cost_sum: 9.03714 sec,[0m avg_ips: 21.24566 instance/sec.
[02/14 19:23:57] [35mepoch:[  3/10 ][0m [95mtrain step:0   [0m [92mloss: 4.89255 lr: 0.010000 top1: 0.12500 top5: 0.87500[0m [92mbatch_cost: 0.50420 sec,[0m [92mreader_cost: 0.42417 sec,[0m ips: 15.86673 instance/sec.
[02/14 19:24:05] epoch:[  3/10 ] [95mtrain step:20  [0m [92mloss: 3.01260 lr: 0.010000 top1: 0.50000 top5: 0.87500[0m [92mbatch_cost: 0.41446 sec,[0m [92mreader_cost: 0.33423 sec,[0m ips: 19.30238 instance/sec.
[02/14 19:24:06] [31mEND epoch:3  [0m [95mtrain[0m [92mloss_avg: 5.81619  top1_avg: 0.48913 top5_avg: 0.95109[0m [92mavg_batch_cost: 0.39741 sec,[0m [92mavg_reader_cost: 0.31735 sec,[0m [92mbatch_cost_sum: 9.57007 sec,[0m avg_ips: 19.22662 instance/sec.
[02/14 19:24:07] [35mepoch:[  3/10 ][0m [95mval step:0   [0m [92mloss: 6.09683 top1: 0.25000 top5: 0.87500[0m [92mbatch_cost: 0.42407 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 18.86489 instance/sec.
[02/14 19:24:14] epoch:[  3/10 ] [95mval step:20  [0m [92mloss: 6.74043 top1: 0.50000 top5: 1.00000[0m [92mbatch_cost: 0.34503 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 23.18626 instance/sec.
[02/14 19:24:15] [31mEND epoch:3  [0m [95mval[0m [92mloss_avg: 7.04626 top1_avg: 0.51910 top5_avg: 0.85417[0m [92mavg_batch_cost: 0.12307 sec,[0m [92mavg_reader_cost: 0.00000 sec,[0m [92mbatch_cost_sum: 8.53899 sec,[0m avg_ips: 22.48510 instance/sec.
[02/14 19:24:15] [35mepoch:[  4/10 ][0m [95mtrain step:0   [0m [92mloss: 0.91570 lr: 0.010000 top1: 0.87500 top5: 0.87500[0m [92mbatch_cost: 0.48341 sec,[0m [92mreader_cost: 0.39501 sec,[0m ips: 16.54924 instance/sec.
[02/14 19:24:24] epoch:[  4/10 ] [95mtrain step:20  [0m [92mloss: 1.33130 lr: 0.010000 top1: 0.75000 top5: 1.00000[0m [92mbatch_cost: 0.42337 sec,[0m [92mreader_cost: 0.34195 sec,[0m ips: 18.89593 instance/sec.
[02/14 19:24:25] [31mEND epoch:4  [0m [95mtrain[0m [92mloss_avg: 3.96170  top1_avg: 0.60326 top5_avg: 0.89130[0m [92mavg_batch_cost: 0.40729 sec,[0m [92mavg_reader_cost: 0.32626 sec,[0m [92mbatch_cost_sum: 9.59293 sec,[0m avg_ips: 19.18080 instance/sec.
[02/14 19:24:25] [35mepoch:[  4/10 ][0m [95mval step:0   [0m [92mloss: 1.18861 top1: 0.50000 top5: 1.00000[0m [92mbatch_cost: 0.41843 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 19.11894 instance/sec.
[02/14 19:24:32] epoch:[  4/10 ] [95mval step:20  [0m [92mloss: 1.20946 top1: 0.50000 top5: 1.00000[0m [92mbatch_cost: 0.35508 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 22.53019 instance/sec.
[02/14 19:24:33] [31mEND epoch:4  [0m [95mval[0m [92mloss_avg: 2.33593 top1_avg: 0.37326 top5_avg: 0.97917[0m [92mavg_batch_cost: 0.13283 sec,[0m [92mavg_reader_cost: 0.00000 sec,[0m [92mbatch_cost_sum: 8.60437 sec,[0m avg_ips: 22.31423 instance/sec.
[02/14 19:24:34] [35mepoch:[  5/10 ][0m [95mtrain step:0   [0m [92mloss: 2.18451 lr: 0.010000 top1: 0.75000 top5: 1.00000[0m [92mbatch_cost: 0.46979 sec,[0m [92mreader_cost: 0.38885 sec,[0m ips: 17.02894 instance/sec.
[02/14 19:24:39] main proc 1168 exit, kill process group 1168
[02/14 19:24:45] DALI is not installed, you can improve performance if use DALI
[02/14 19:24:45] A new filed (output_dir) detected!
[02/14 19:24:45] [35mDATASET[0m : 
[02/14 19:24:45]     [35mbatch_size[0m : [92m8[0m
[02/14 19:24:45]     [35mnum_workers[0m : [92m0[0m
[02/14 19:24:45]     [35mtest[0m : 
[02/14 19:24:45]         [35mdata_prefix[0m : [92m[0m
[02/14 19:24:45]         [35mfile_path[0m : [92m/workspace/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_tsn/val.list[0m
[02/14 19:24:45]         [35mformat[0m : [92mFrameDataset_Sport[0m
[02/14 19:24:45]         [35msuffix[0m : [92mimg_{:05}.jpg[0m
[02/14 19:24:45]     [35mtest_batch_size[0m : [92m8[0m
[02/14 19:24:45]     [35mtrain[0m : 
[02/14 19:24:45]         [35mdata_prefix[0m : [92m[0m
[02/14 19:24:45]         [35mfile_path[0m : [92m/workspace/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_tsn/train.list[0m
[02/14 19:24:45]         [35mformat[0m : [92mFrameDataset_Sport[0m
[02/14 19:24:45]         [35msuffix[0m : [92mimg_{:05}.jpg[0m
[02/14 19:24:45]     [35mvalid[0m : 
[02/14 19:24:45]         [35mdata_prefix[0m : [92m[0m
[02/14 19:24:45]         [35mfile_path[0m : [92m/workspace/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_tsn/val.list[0m
[02/14 19:24:45]         [35mformat[0m : [92mFrameDataset_Sport[0m
[02/14 19:24:45]         [35msuffix[0m : [92mimg_{:05}.jpg[0m
[02/14 19:24:45] ------------------------------------------------------------
[02/14 19:24:45] [35mINFERENCE[0m : 
[02/14 19:24:45]     [35mname[0m : [92mTSM_Inference_helper[0m
[02/14 19:24:45]     [35mnum_seg[0m : [92m8[0m
[02/14 19:24:45]     [35mtarget_size[0m : [92m224[0m
[02/14 19:24:45] ------------------------------------------------------------
[02/14 19:24:45] [35mMETRIC[0m : 
[02/14 19:24:45]     [35mname[0m : [92mCenterCropMetric[0m
[02/14 19:24:45] ------------------------------------------------------------
[02/14 19:24:45] [35mMODEL[0m : 
[02/14 19:24:45]     [35mbackbone[0m : 
[02/14 19:24:45]         [35mdepth[0m : [92m50[0m
[02/14 19:24:45]         [35mname[0m : [92mResNetTSM[0m
[02/14 19:24:45]         [35mnum_seg[0m : [92m8[0m
[02/14 19:24:45]         [35mpretrained[0m : [92m/workspace/PaddleVideo/applications/FootballAction/pretrain/ResNet50_pretrain.pdparams[0m
[02/14 19:24:45]     [35mframework[0m : [92mRecognizer2D[0m
[02/14 19:24:45]     [35mhead[0m : 
[02/14 19:24:45]         [35mdrop_ratio[0m : [92m0.5[0m
[02/14 19:24:45]         [35min_channels[0m : [92m2048[0m
[02/14 19:24:45]         [35mname[0m : [92mTSMHead[0m
[02/14 19:24:45]         [35mnum_classes[0m : [92m8[0m
[02/14 19:24:45]         [35mstd[0m : [92m0.01[0m
[02/14 19:24:45] ------------------------------------------------------------
[02/14 19:24:45] [35mOPTIMIZER[0m : 
[02/14 19:24:45]     [35mlearning_rate[0m : 
[02/14 19:24:45]         [35mboundaries[0m : [92m[40, 60][0m
[02/14 19:24:45]         [35mname[0m : [92mPiecewiseDecay[0m
[02/14 19:24:45]         [35mvalues[0m : [92m[0.01, 0.001, 0.0001][0m
[02/14 19:24:45]     [35mmomentum[0m : [92m0.9[0m
[02/14 19:24:45]     [35mname[0m : [92mMomentum[0m
[02/14 19:24:45]     [35mweight_decay[0m : 
[02/14 19:24:45]         [35mname[0m : [92mL2[0m
[02/14 19:24:45]         [35mvalue[0m : [92m0.0002[0m
[02/14 19:24:45] ------------------------------------------------------------
[02/14 19:24:45] [35mPIPELINE[0m : 
[02/14 19:24:45]     [35mtest[0m : 
[02/14 19:24:45]         [35mdecode[0m : 
[02/14 19:24:45]             [35mname[0m : [92mFrameDecoder[0m
[02/14 19:24:45]         [35msample[0m : 
[02/14 19:24:45]             [35mname[0m : [92mSamplerPkl[0m
[02/14 19:24:45]             [35mnum_seg[0m : [92m8[0m
[02/14 19:24:45]             [35mseg_len[0m : [92m1[0m
[02/14 19:24:45]             [35mvalid_mode[0m : [92mTrue[0m
[02/14 19:24:45]         [35mtransform[0m : 
[02/14 19:24:45]             [35mScale[0m : 
[02/14 19:24:45]                 [35mfixed_ratio[0m : [92mFalse[0m
[02/14 19:24:45]                 [35mshort_size[0m : [92m256[0m
[02/14 19:24:45]             [35mCenterCrop[0m : 
[02/14 19:24:45]                 [35mtarget_size[0m : [92m224[0m
[02/14 19:24:45]             [35mImage2Array[0m : [92mNone[0m
[02/14 19:24:45]             [35mNormalization[0m : 
[02/14 19:24:45]                 [35mmean[0m : [92m[0.485, 0.456, 0.406][0m
[02/14 19:24:45]                 [35mstd[0m : [92m[0.229, 0.224, 0.225][0m
[02/14 19:24:45]     [35mtrain[0m : 
[02/14 19:24:45]         [35mdecode[0m : 
[02/14 19:24:45]             [35mname[0m : [92mFrameDecoder[0m
[02/14 19:24:45]         [35msample[0m : 
[02/14 19:24:45]             [35mname[0m : [92mSamplerPkl[0m
[02/14 19:24:45]             [35mnum_seg[0m : [92m8[0m
[02/14 19:24:45]             [35mseg_len[0m : [92m1[0m
[02/14 19:24:45]             [35mvalid_mode[0m : [92mFalse[0m
[02/14 19:24:45]         [35mtransform[0m : 
[02/14 19:24:45]             [35mMultiScaleCrop[0m : 
[02/14 19:24:45]                 [35mtarget_size[0m : [92m224[0m
[02/14 19:24:45]             [35mRandomFlip[0m : [92mNone[0m
[02/14 19:24:45]             [35mImage2Array[0m : [92mNone[0m
[02/14 19:24:45]             [35mNormalization[0m : 
[02/14 19:24:45]                 [35mmean[0m : [92m[0.485, 0.456, 0.406][0m
[02/14 19:24:45]                 [35mstd[0m : [92m[0.229, 0.224, 0.225][0m
[02/14 19:24:45]     [35mvalid[0m : 
[02/14 19:24:45]         [35mdecode[0m : 
[02/14 19:24:45]             [35mname[0m : [92mFrameDecoder[0m
[02/14 19:24:45]         [35msample[0m : 
[02/14 19:24:45]             [35mname[0m : [92mSamplerPkl[0m
[02/14 19:24:45]             [35mnum_seg[0m : [92m8[0m
[02/14 19:24:45]             [35mseg_len[0m : [92m1[0m
[02/14 19:24:45]             [35mvalid_mode[0m : [92mTrue[0m
[02/14 19:24:45]         [35mtransform[0m : 
[02/14 19:24:45]             [35mScale[0m : 
[02/14 19:24:45]                 [35mfixed_ratio[0m : [92mFalse[0m
[02/14 19:24:45]                 [35mshort_size[0m : [92m256[0m
[02/14 19:24:45]             [35mCenterCrop[0m : 
[02/14 19:24:45]                 [35mtarget_size[0m : [92m224[0m
[02/14 19:24:45]             [35mImage2Array[0m : [92mNone[0m
[02/14 19:24:45]             [35mNormalization[0m : 
[02/14 19:24:45]                 [35mmean[0m : [92m[0.485, 0.456, 0.406][0m
[02/14 19:24:45]                 [35mstd[0m : [92m[0.229, 0.224, 0.225][0m
[02/14 19:24:45] ------------------------------------------------------------
[02/14 19:24:45] [35mepochs[0m : [92m80[0m
[02/14 19:24:45] [35mlog_interval[0m : [92m20[0m
[02/14 19:24:45] [35mlog_level[0m : [92mINFO[0m
[02/14 19:24:45] [35mmodel_name[0m : [92mTSM[0m
[02/14 19:24:45] [35moutput_dir[0m : [92mapplications/FootballAction/train_tsm/[0m
[02/14 19:24:45] [35mresume_from[0m : [92m[0m
[02/14 19:25:45] DALI is not installed, you can improve performance if use DALI
[02/14 19:25:45] A new filed (output_dir) detected!
[02/14 19:25:45] [35mDATASET[0m : 
[02/14 19:25:45]     [35mbatch_size[0m : [92m8[0m
[02/14 19:25:45]     [35mnum_workers[0m : [92m0[0m
[02/14 19:25:45]     [35mtest[0m : 
[02/14 19:25:45]         [35mdata_prefix[0m : [92m[0m
[02/14 19:25:45]         [35mfile_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_tsn/val.list[0m
[02/14 19:25:45]         [35mformat[0m : [92mFrameDataset_Sport[0m
[02/14 19:25:45]         [35msuffix[0m : [92mimg_{:05}.jpg[0m
[02/14 19:25:45]     [35mtest_batch_size[0m : [92m8[0m
[02/14 19:25:45]     [35mtrain[0m : 
[02/14 19:25:45]         [35mdata_prefix[0m : [92m[0m
[02/14 19:25:45]         [35mfile_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_tsn/train.list[0m
[02/14 19:25:45]         [35mformat[0m : [92mFrameDataset_Sport[0m
[02/14 19:25:45]         [35msuffix[0m : [92mimg_{:05}.jpg[0m
[02/14 19:25:45]     [35mvalid[0m : 
[02/14 19:25:45]         [35mdata_prefix[0m : [92m[0m
[02/14 19:25:45]         [35mfile_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_tsn/val.list[0m
[02/14 19:25:45]         [35mformat[0m : [92mFrameDataset_Sport[0m
[02/14 19:25:45]         [35msuffix[0m : [92mimg_{:05}.jpg[0m
[02/14 19:25:45] ------------------------------------------------------------
[02/14 19:25:45] [35mINFERENCE[0m : 
[02/14 19:25:45]     [35mname[0m : [92mTSM_Inference_helper[0m
[02/14 19:25:45]     [35mnum_seg[0m : [92m8[0m
[02/14 19:25:45]     [35mtarget_size[0m : [92m224[0m
[02/14 19:25:45] ------------------------------------------------------------
[02/14 19:25:45] [35mMETRIC[0m : 
[02/14 19:25:45]     [35mname[0m : [92mCenterCropMetric[0m
[02/14 19:25:45] ------------------------------------------------------------
[02/14 19:25:45] [35mMODEL[0m : 
[02/14 19:25:45]     [35mbackbone[0m : 
[02/14 19:25:45]         [35mdepth[0m : [92m50[0m
[02/14 19:25:45]         [35mname[0m : [92mResNetTSM[0m
[02/14 19:25:45]         [35mnum_seg[0m : [92m8[0m
[02/14 19:25:45]         [35mpretrained[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/pretrain/ResNet50_pretrain.pdparams[0m
[02/14 19:25:45]     [35mframework[0m : [92mRecognizer2D[0m
[02/14 19:25:45]     [35mhead[0m : 
[02/14 19:25:45]         [35mdrop_ratio[0m : [92m0.5[0m
[02/14 19:25:45]         [35min_channels[0m : [92m2048[0m
[02/14 19:25:45]         [35mname[0m : [92mTSMHead[0m
[02/14 19:25:45]         [35mnum_classes[0m : [92m8[0m
[02/14 19:25:45]         [35mstd[0m : [92m0.01[0m
[02/14 19:25:45] ------------------------------------------------------------
[02/14 19:25:45] [35mOPTIMIZER[0m : 
[02/14 19:25:45]     [35mlearning_rate[0m : 
[02/14 19:25:45]         [35mboundaries[0m : [92m[40, 60][0m
[02/14 19:25:45]         [35mname[0m : [92mPiecewiseDecay[0m
[02/14 19:25:45]         [35mvalues[0m : [92m[0.01, 0.001, 0.0001][0m
[02/14 19:25:45]     [35mmomentum[0m : [92m0.9[0m
[02/14 19:25:45]     [35mname[0m : [92mMomentum[0m
[02/14 19:25:45]     [35mweight_decay[0m : 
[02/14 19:25:45]         [35mname[0m : [92mL2[0m
[02/14 19:25:45]         [35mvalue[0m : [92m0.0002[0m
[02/14 19:25:45] ------------------------------------------------------------
[02/14 19:25:45] [35mPIPELINE[0m : 
[02/14 19:25:45]     [35mtest[0m : 
[02/14 19:25:45]         [35mdecode[0m : 
[02/14 19:25:45]             [35mname[0m : [92mFrameDecoder[0m
[02/14 19:25:45]         [35msample[0m : 
[02/14 19:25:45]             [35mname[0m : [92mSamplerPkl[0m
[02/14 19:25:45]             [35mnum_seg[0m : [92m8[0m
[02/14 19:25:45]             [35mseg_len[0m : [92m1[0m
[02/14 19:25:45]             [35mvalid_mode[0m : [92mTrue[0m
[02/14 19:25:45]         [35mtransform[0m : 
[02/14 19:25:45]             [35mScale[0m : 
[02/14 19:25:45]                 [35mfixed_ratio[0m : [92mFalse[0m
[02/14 19:25:45]                 [35mshort_size[0m : [92m256[0m
[02/14 19:25:45]             [35mCenterCrop[0m : 
[02/14 19:25:45]                 [35mtarget_size[0m : [92m224[0m
[02/14 19:25:45]             [35mImage2Array[0m : [92mNone[0m
[02/14 19:25:45]             [35mNormalization[0m : 
[02/14 19:25:45]                 [35mmean[0m : [92m[0.485, 0.456, 0.406][0m
[02/14 19:25:45]                 [35mstd[0m : [92m[0.229, 0.224, 0.225][0m
[02/14 19:25:45]     [35mtrain[0m : 
[02/14 19:25:45]         [35mdecode[0m : 
[02/14 19:25:45]             [35mname[0m : [92mFrameDecoder[0m
[02/14 19:25:45]         [35msample[0m : 
[02/14 19:25:45]             [35mname[0m : [92mSamplerPkl[0m
[02/14 19:25:45]             [35mnum_seg[0m : [92m8[0m
[02/14 19:25:45]             [35mseg_len[0m : [92m1[0m
[02/14 19:25:45]             [35mvalid_mode[0m : [92mFalse[0m
[02/14 19:25:45]         [35mtransform[0m : 
[02/14 19:25:45]             [35mMultiScaleCrop[0m : 
[02/14 19:25:45]                 [35mtarget_size[0m : [92m224[0m
[02/14 19:25:45]             [35mRandomFlip[0m : [92mNone[0m
[02/14 19:25:45]             [35mImage2Array[0m : [92mNone[0m
[02/14 19:25:45]             [35mNormalization[0m : 
[02/14 19:25:45]                 [35mmean[0m : [92m[0.485, 0.456, 0.406][0m
[02/14 19:25:45]                 [35mstd[0m : [92m[0.229, 0.224, 0.225][0m
[02/14 19:25:45]     [35mvalid[0m : 
[02/14 19:25:45]         [35mdecode[0m : 
[02/14 19:25:45]             [35mname[0m : [92mFrameDecoder[0m
[02/14 19:25:45]         [35msample[0m : 
[02/14 19:25:45]             [35mname[0m : [92mSamplerPkl[0m
[02/14 19:25:45]             [35mnum_seg[0m : [92m8[0m
[02/14 19:25:45]             [35mseg_len[0m : [92m1[0m
[02/14 19:25:45]             [35mvalid_mode[0m : [92mTrue[0m
[02/14 19:25:45]         [35mtransform[0m : 
[02/14 19:25:45]             [35mScale[0m : 
[02/14 19:25:45]                 [35mfixed_ratio[0m : [92mFalse[0m
[02/14 19:25:45]                 [35mshort_size[0m : [92m256[0m
[02/14 19:25:45]             [35mCenterCrop[0m : 
[02/14 19:25:45]                 [35mtarget_size[0m : [92m224[0m
[02/14 19:25:45]             [35mImage2Array[0m : [92mNone[0m
[02/14 19:25:45]             [35mNormalization[0m : 
[02/14 19:25:45]                 [35mmean[0m : [92m[0.485, 0.456, 0.406][0m
[02/14 19:25:45]                 [35mstd[0m : [92m[0.229, 0.224, 0.225][0m
[02/14 19:25:45] ------------------------------------------------------------
[02/14 19:25:45] [35mepochs[0m : [92m80[0m
[02/14 19:25:45] [35mlog_interval[0m : [92m20[0m
[02/14 19:25:45] [35mlog_level[0m : [92mINFO[0m
[02/14 19:25:45] [35mmodel_name[0m : [92mTSM[0m
[02/14 19:25:45] [35moutput_dir[0m : [92mapplications/FootballAction/train_tsm/[0m
[02/14 19:25:45] [35mresume_from[0m : [92m[0m
[02/14 19:26:22] DALI is not installed, you can improve performance if use DALI
[02/14 19:26:22] A new filed (output_dir) detected!
[02/14 19:26:22] [35mDATASET[0m : 
[02/14 19:26:22]     [35mbatch_size[0m : [92m8[0m
[02/14 19:26:22]     [35mnum_workers[0m : [92m0[0m
[02/14 19:26:22]     [35mtest[0m : 
[02/14 19:26:22]         [35mdata_prefix[0m : [92m[0m
[02/14 19:26:22]         [35mfile_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_tsn/val.list[0m
[02/14 19:26:22]         [35mformat[0m : [92mFrameDataset_Sport[0m
[02/14 19:26:22]         [35msuffix[0m : [92mimg_{:05}.jpg[0m
[02/14 19:26:22]     [35mtest_batch_size[0m : [92m8[0m
[02/14 19:26:22]     [35mtrain[0m : 
[02/14 19:26:22]         [35mdata_prefix[0m : [92m[0m
[02/14 19:26:22]         [35mfile_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_tsn/train.list[0m
[02/14 19:26:22]         [35mformat[0m : [92mFrameDataset_Sport[0m
[02/14 19:26:22]         [35msuffix[0m : [92mimg_{:05}.jpg[0m
[02/14 19:26:22]     [35mvalid[0m : 
[02/14 19:26:22]         [35mdata_prefix[0m : [92m[0m
[02/14 19:26:22]         [35mfile_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_tsn/val.list[0m
[02/14 19:26:22]         [35mformat[0m : [92mFrameDataset_Sport[0m
[02/14 19:26:22]         [35msuffix[0m : [92mimg_{:05}.jpg[0m
[02/14 19:26:22] ------------------------------------------------------------
[02/14 19:26:22] [35mINFERENCE[0m : 
[02/14 19:26:22]     [35mname[0m : [92mTSM_Inference_helper[0m
[02/14 19:26:22]     [35mnum_seg[0m : [92m8[0m
[02/14 19:26:22]     [35mtarget_size[0m : [92m224[0m
[02/14 19:26:22] ------------------------------------------------------------
[02/14 19:26:22] [35mMETRIC[0m : 
[02/14 19:26:22]     [35mname[0m : [92mCenterCropMetric[0m
[02/14 19:26:22] ------------------------------------------------------------
[02/14 19:26:22] [35mMODEL[0m : 
[02/14 19:26:22]     [35mbackbone[0m : 
[02/14 19:26:22]         [35mdepth[0m : [92m50[0m
[02/14 19:26:22]         [35mname[0m : [92mResNetTSM[0m
[02/14 19:26:22]         [35mnum_seg[0m : [92m8[0m
[02/14 19:26:22]         [35mpretrained[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/pretrain/ResNet50_vd_ssld_v2_pretrained.pdparams[0m
[02/14 19:26:22]     [35mframework[0m : [92mRecognizer2D[0m
[02/14 19:26:22]     [35mhead[0m : 
[02/14 19:26:22]         [35mdrop_ratio[0m : [92m0.5[0m
[02/14 19:26:22]         [35min_channels[0m : [92m2048[0m
[02/14 19:26:22]         [35mname[0m : [92mTSMHead[0m
[02/14 19:26:22]         [35mnum_classes[0m : [92m8[0m
[02/14 19:26:22]         [35mstd[0m : [92m0.01[0m
[02/14 19:26:22] ------------------------------------------------------------
[02/14 19:26:22] [35mOPTIMIZER[0m : 
[02/14 19:26:22]     [35mlearning_rate[0m : 
[02/14 19:26:22]         [35mboundaries[0m : [92m[40, 60][0m
[02/14 19:26:22]         [35mname[0m : [92mPiecewiseDecay[0m
[02/14 19:26:22]         [35mvalues[0m : [92m[0.01, 0.001, 0.0001][0m
[02/14 19:26:22]     [35mmomentum[0m : [92m0.9[0m
[02/14 19:26:22]     [35mname[0m : [92mMomentum[0m
[02/14 19:26:22]     [35mweight_decay[0m : 
[02/14 19:26:22]         [35mname[0m : [92mL2[0m
[02/14 19:26:22]         [35mvalue[0m : [92m0.0002[0m
[02/14 19:26:22] ------------------------------------------------------------
[02/14 19:26:22] [35mPIPELINE[0m : 
[02/14 19:26:22]     [35mtest[0m : 
[02/14 19:26:22]         [35mdecode[0m : 
[02/14 19:26:22]             [35mname[0m : [92mFrameDecoder[0m
[02/14 19:26:22]         [35msample[0m : 
[02/14 19:26:22]             [35mname[0m : [92mSamplerPkl[0m
[02/14 19:26:22]             [35mnum_seg[0m : [92m8[0m
[02/14 19:26:22]             [35mseg_len[0m : [92m1[0m
[02/14 19:26:22]             [35mvalid_mode[0m : [92mTrue[0m
[02/14 19:26:22]         [35mtransform[0m : 
[02/14 19:26:22]             [35mScale[0m : 
[02/14 19:26:22]                 [35mfixed_ratio[0m : [92mFalse[0m
[02/14 19:26:22]                 [35mshort_size[0m : [92m256[0m
[02/14 19:26:22]             [35mCenterCrop[0m : 
[02/14 19:26:22]                 [35mtarget_size[0m : [92m224[0m
[02/14 19:26:22]             [35mImage2Array[0m : [92mNone[0m
[02/14 19:26:22]             [35mNormalization[0m : 
[02/14 19:26:22]                 [35mmean[0m : [92m[0.485, 0.456, 0.406][0m
[02/14 19:26:22]                 [35mstd[0m : [92m[0.229, 0.224, 0.225][0m
[02/14 19:26:22]     [35mtrain[0m : 
[02/14 19:26:22]         [35mdecode[0m : 
[02/14 19:26:22]             [35mname[0m : [92mFrameDecoder[0m
[02/14 19:26:22]         [35msample[0m : 
[02/14 19:26:22]             [35mname[0m : [92mSamplerPkl[0m
[02/14 19:26:22]             [35mnum_seg[0m : [92m8[0m
[02/14 19:26:22]             [35mseg_len[0m : [92m1[0m
[02/14 19:26:22]             [35mvalid_mode[0m : [92mFalse[0m
[02/14 19:26:22]         [35mtransform[0m : 
[02/14 19:26:22]             [35mMultiScaleCrop[0m : 
[02/14 19:26:22]                 [35mtarget_size[0m : [92m224[0m
[02/14 19:26:22]             [35mRandomFlip[0m : [92mNone[0m
[02/14 19:26:22]             [35mImage2Array[0m : [92mNone[0m
[02/14 19:26:22]             [35mNormalization[0m : 
[02/14 19:26:22]                 [35mmean[0m : [92m[0.485, 0.456, 0.406][0m
[02/14 19:26:22]                 [35mstd[0m : [92m[0.229, 0.224, 0.225][0m
[02/14 19:26:22]     [35mvalid[0m : 
[02/14 19:26:22]         [35mdecode[0m : 
[02/14 19:26:22]             [35mname[0m : [92mFrameDecoder[0m
[02/14 19:26:22]         [35msample[0m : 
[02/14 19:26:22]             [35mname[0m : [92mSamplerPkl[0m
[02/14 19:26:22]             [35mnum_seg[0m : [92m8[0m
[02/14 19:26:22]             [35mseg_len[0m : [92m1[0m
[02/14 19:26:22]             [35mvalid_mode[0m : [92mTrue[0m
[02/14 19:26:22]         [35mtransform[0m : 
[02/14 19:26:22]             [35mScale[0m : 
[02/14 19:26:22]                 [35mfixed_ratio[0m : [92mFalse[0m
[02/14 19:26:22]                 [35mshort_size[0m : [92m256[0m
[02/14 19:26:22]             [35mCenterCrop[0m : 
[02/14 19:26:22]                 [35mtarget_size[0m : [92m224[0m
[02/14 19:26:22]             [35mImage2Array[0m : [92mNone[0m
[02/14 19:26:22]             [35mNormalization[0m : 
[02/14 19:26:22]                 [35mmean[0m : [92m[0.485, 0.456, 0.406][0m
[02/14 19:26:22]                 [35mstd[0m : [92m[0.229, 0.224, 0.225][0m
[02/14 19:26:22] ------------------------------------------------------------
[02/14 19:26:22] [35mepochs[0m : [92m80[0m
[02/14 19:26:22] [35mlog_interval[0m : [92m20[0m
[02/14 19:26:22] [35mlog_level[0m : [92mINFO[0m
[02/14 19:26:22] [35mmodel_name[0m : [92mTSM[0m
[02/14 19:26:22] [35moutput_dir[0m : [92mapplications/FootballAction/train_tsm/[0m
[02/14 19:26:22] [35mresume_from[0m : [92m[0m
[02/14 19:28:06] DALI is not installed, you can improve performance if use DALI
[02/14 19:28:06] A new filed (output_dir) detected!
[02/14 19:28:06] [35mDATASET[0m : 
[02/14 19:28:06]     [35mbatch_size[0m : [92m8[0m
[02/14 19:28:06]     [35mnum_workers[0m : [92m0[0m
[02/14 19:28:06]     [35mtest[0m : 
[02/14 19:28:06]         [35mdata_prefix[0m : [92m[0m
[02/14 19:28:06]         [35mfile_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_pptsm/val.list[0m
[02/14 19:28:06]         [35mformat[0m : [92mFrameDataset_Sport[0m
[02/14 19:28:06]         [35msuffix[0m : [92mimg_{:05}.jpg[0m
[02/14 19:28:06]     [35mtest_batch_size[0m : [92m8[0m
[02/14 19:28:06]     [35mtrain[0m : 
[02/14 19:28:06]         [35mdata_prefix[0m : [92m[0m
[02/14 19:28:06]         [35mfile_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_pptsm/train.list[0m
[02/14 19:28:06]         [35mformat[0m : [92mFrameDataset_Sport[0m
[02/14 19:28:06]         [35msuffix[0m : [92mimg_{:05}.jpg[0m
[02/14 19:28:06]     [35mvalid[0m : 
[02/14 19:28:06]         [35mdata_prefix[0m : [92m[0m
[02/14 19:28:06]         [35mfile_path[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/datasets/EuroCup2016/input_for_pptsm/val.list[0m
[02/14 19:28:06]         [35mformat[0m : [92mFrameDataset_Sport[0m
[02/14 19:28:06]         [35msuffix[0m : [92mimg_{:05}.jpg[0m
[02/14 19:28:06] ------------------------------------------------------------
[02/14 19:28:06] [35mINFERENCE[0m : 
[02/14 19:28:06]     [35mname[0m : [92mTSM_Inference_helper[0m
[02/14 19:28:06]     [35mnum_seg[0m : [92m8[0m
[02/14 19:28:06]     [35mtarget_size[0m : [92m224[0m
[02/14 19:28:06] ------------------------------------------------------------
[02/14 19:28:06] [35mMETRIC[0m : 
[02/14 19:28:06]     [35mname[0m : [92mCenterCropMetric[0m
[02/14 19:28:06] ------------------------------------------------------------
[02/14 19:28:06] [35mMODEL[0m : 
[02/14 19:28:06]     [35mbackbone[0m : 
[02/14 19:28:06]         [35mdepth[0m : [92m50[0m
[02/14 19:28:06]         [35mname[0m : [92mResNetTSM[0m
[02/14 19:28:06]         [35mnum_seg[0m : [92m8[0m
[02/14 19:28:06]         [35mpretrained[0m : [92m/home/aistudio/PaddleVideo/applications/FootballAction/pretrain/ResNet50_vd_ssld_v2_pretrained.pdparams[0m
[02/14 19:28:06]     [35mframework[0m : [92mRecognizer2D[0m
[02/14 19:28:06]     [35mhead[0m : 
[02/14 19:28:06]         [35mdrop_ratio[0m : [92m0.5[0m
[02/14 19:28:06]         [35min_channels[0m : [92m2048[0m
[02/14 19:28:06]         [35mname[0m : [92mTSMHead[0m
[02/14 19:28:06]         [35mnum_classes[0m : [92m8[0m
[02/14 19:28:06]         [35mstd[0m : [92m0.01[0m
[02/14 19:28:06] ------------------------------------------------------------
[02/14 19:28:06] [35mOPTIMIZER[0m : 
[02/14 19:28:06]     [35mlearning_rate[0m : 
[02/14 19:28:06]         [35mboundaries[0m : [92m[40, 60][0m
[02/14 19:28:06]         [35mname[0m : [92mPiecewiseDecay[0m
[02/14 19:28:06]         [35mvalues[0m : [92m[0.01, 0.001, 0.0001][0m
[02/14 19:28:06]     [35mmomentum[0m : [92m0.9[0m
[02/14 19:28:06]     [35mname[0m : [92mMomentum[0m
[02/14 19:28:06]     [35mweight_decay[0m : 
[02/14 19:28:06]         [35mname[0m : [92mL2[0m
[02/14 19:28:06]         [35mvalue[0m : [92m0.0002[0m
[02/14 19:28:06] ------------------------------------------------------------
[02/14 19:28:06] [35mPIPELINE[0m : 
[02/14 19:28:06]     [35mtest[0m : 
[02/14 19:28:06]         [35mdecode[0m : 
[02/14 19:28:06]             [35mname[0m : [92mFrameDecoder[0m
[02/14 19:28:06]         [35msample[0m : 
[02/14 19:28:06]             [35mname[0m : [92mSamplerPkl[0m
[02/14 19:28:06]             [35mnum_seg[0m : [92m8[0m
[02/14 19:28:06]             [35mseg_len[0m : [92m1[0m
[02/14 19:28:06]             [35mvalid_mode[0m : [92mTrue[0m
[02/14 19:28:06]         [35mtransform[0m : 
[02/14 19:28:06]             [35mScale[0m : 
[02/14 19:28:06]                 [35mfixed_ratio[0m : [92mFalse[0m
[02/14 19:28:06]                 [35mshort_size[0m : [92m256[0m
[02/14 19:28:06]             [35mCenterCrop[0m : 
[02/14 19:28:06]                 [35mtarget_size[0m : [92m224[0m
[02/14 19:28:06]             [35mImage2Array[0m : [92mNone[0m
[02/14 19:28:06]             [35mNormalization[0m : 
[02/14 19:28:06]                 [35mmean[0m : [92m[0.485, 0.456, 0.406][0m
[02/14 19:28:06]                 [35mstd[0m : [92m[0.229, 0.224, 0.225][0m
[02/14 19:28:06]     [35mtrain[0m : 
[02/14 19:28:06]         [35mdecode[0m : 
[02/14 19:28:06]             [35mname[0m : [92mFrameDecoder[0m
[02/14 19:28:06]         [35msample[0m : 
[02/14 19:28:06]             [35mname[0m : [92mSamplerPkl[0m
[02/14 19:28:06]             [35mnum_seg[0m : [92m8[0m
[02/14 19:28:06]             [35mseg_len[0m : [92m1[0m
[02/14 19:28:06]             [35mvalid_mode[0m : [92mFalse[0m
[02/14 19:28:06]         [35mtransform[0m : 
[02/14 19:28:06]             [35mMultiScaleCrop[0m : 
[02/14 19:28:06]                 [35mtarget_size[0m : [92m224[0m
[02/14 19:28:06]             [35mRandomFlip[0m : [92mNone[0m
[02/14 19:28:06]             [35mImage2Array[0m : [92mNone[0m
[02/14 19:28:06]             [35mNormalization[0m : 
[02/14 19:28:06]                 [35mmean[0m : [92m[0.485, 0.456, 0.406][0m
[02/14 19:28:06]                 [35mstd[0m : [92m[0.229, 0.224, 0.225][0m
[02/14 19:28:06]     [35mvalid[0m : 
[02/14 19:28:06]         [35mdecode[0m : 
[02/14 19:28:06]             [35mname[0m : [92mFrameDecoder[0m
[02/14 19:28:06]         [35msample[0m : 
[02/14 19:28:06]             [35mname[0m : [92mSamplerPkl[0m
[02/14 19:28:06]             [35mnum_seg[0m : [92m8[0m
[02/14 19:28:06]             [35mseg_len[0m : [92m1[0m
[02/14 19:28:06]             [35mvalid_mode[0m : [92mTrue[0m
[02/14 19:28:06]         [35mtransform[0m : 
[02/14 19:28:06]             [35mScale[0m : 
[02/14 19:28:06]                 [35mfixed_ratio[0m : [92mFalse[0m
[02/14 19:28:06]                 [35mshort_size[0m : [92m256[0m
[02/14 19:28:06]             [35mCenterCrop[0m : 
[02/14 19:28:06]                 [35mtarget_size[0m : [92m224[0m
[02/14 19:28:06]             [35mImage2Array[0m : [92mNone[0m
[02/14 19:28:06]             [35mNormalization[0m : 
[02/14 19:28:06]                 [35mmean[0m : [92m[0.485, 0.456, 0.406][0m
[02/14 19:28:06]                 [35mstd[0m : [92m[0.229, 0.224, 0.225][0m
[02/14 19:28:06] ------------------------------------------------------------
[02/14 19:28:06] [35mepochs[0m : [92m80[0m
[02/14 19:28:06] [35mlog_interval[0m : [92m20[0m
[02/14 19:28:06] [35mlog_level[0m : [92mINFO[0m
[02/14 19:28:06] [35mmodel_name[0m : [92mTSM[0m
[02/14 19:28:06] [35moutput_dir[0m : [92mapplications/FootballAction/train_tsm/[0m
[02/14 19:28:06] [35mresume_from[0m : [92m[0m
[02/14 19:28:16] [35mepoch:[  1/80 ][0m [95mtrain step:0   [0m [92mloss: 1.73800 lr: 0.010000 top1: 0.50000 top5: 0.87500[0m [92mbatch_cost: 1.45726 sec,[0m [92mreader_cost: 1.24633 sec,[0m ips: 5.48975 instance/sec.
[02/14 19:28:40] epoch:[  1/80 ] [95mtrain step:20  [0m [92mloss: 20.73693 lr: 0.010000 top1: 0.25000 top5: 0.87500[0m [92mbatch_cost: 1.22979 sec,[0m [92mreader_cost: 1.02812 sec,[0m ips: 6.50515 instance/sec.
[02/14 19:28:42] [31mEND epoch:1  [0m [95mtrain[0m [92mloss_avg: 22.66623  top1_avg: 0.52174 top5_avg: 0.91848[0m [92mavg_batch_cost: 1.21054 sec,[0m [92mavg_reader_cost: 1.01189 sec,[0m [92mbatch_cost_sum: 28.06091 sec,[0m avg_ips: 6.55716 instance/sec.
[02/14 19:28:44] [35mepoch:[  1/80 ][0m [95mval step:0   [0m [92mloss: 4694066.00000 top1: 0.62500 top5: 0.75000[0m [92mbatch_cost: 1.26812 sec,[0m [92mreader_cost: 0.00000 sec,[0m ips: 6.30854 instance/sec.
[02/14 19:28:51] main proc 1779 exit, kill process group 1779
