INFO:mylog:sysdir: D:\estar-proj\microproduct-l-sar\vegetationPhenology-L-SAR INFO:mylog:init algXML succeed INFO:mylog:create new workspace success! INFO:mylog:check_source success! INFO:mylog:progress bar: 10% INFO:root:scope0:[[130.58930555555554, 47.875416666666666], [131.11458333333331, 47.875416666666666], [130.58930555555554, 47.428472222222226], [131.11458333333331, 47.428472222222226]] INFO:root:scope1:[[130.58930555555554, 47.875416666666666], [131.11458333333331, 47.875416666666666], [130.58930555555554, 47.428472222222226], [131.11458333333331, 47.428472222222226]] INFO:root:scope2:[[130.40576233571758, 47.936153520704124], [131.8327786879565, 47.936153520704124], [130.40576233571758, 47.10644445056424], [131.8327786879565, 47.10644445056424]] INFO:root:scope roi :[(130.58930555555554, 47.428472222222226), (130.58930555555554, 47.875416666666666), (131.11458333333331, 47.875416666666666), (131.11458333333331, 47.428472222222226)] INFO:mylog:cut LT1B_MONO_MYC_STRIP4_005860_E130.9_N47.7_20230327_SLC_AHV_L1A_0000086966-ortho_sim_ori success! INFO:mylog:cut Covering success! INFO:mylog:preprocess_handle success! INFO:mylog:progress bar: 10% INFO:mylog:1,water,num:89608 INFO:mylog:max number =45047, random select45047 point as train data! INFO:mylog:2,road,num:148509 INFO:mylog:max number =45047, random select45047 point as train data! INFO:mylog:3,crop,num:45047 INFO:mylog:max number =45047, random select45047 point as train data! INFO:mylog:read phenology Measure.csv success! INFO:mylog:img to T3 success! INFO:mylog:refine_lee filter success! INFO:mylog:Freeman successful INFO:mylog:Yamaguchi successful INFO:mylog:create_features success! INFO:mylog:progress bar: 20% INFO:mylog:gene_train_set success! INFO:mylog:feature_list:['0: cal_HH_geo.tif', '1: cal_HV_geo.tif', '2: cal_VH_geo.tif', '3: cal_VV_geo.tif', '4: Freeman_Dbl_geo.tif', '5: Freeman_Odd_geo.tif', '6: Freeman_Vol_geo.tif', '7: Yamaguchi4_Dbl_geo.tif', '8: Yamaguchi4_Hlx_geo.tif', '9: Yamaguchi4_Odd_geo.tif', '10: Yamaguchi4_Vol_geo.tif'] INFO:mylog:generate train and test set success! INFO:mylog:progress bar: 30% INFO:mylog:importances:[0.09458846 0.08363802 0.08078314 0.08770963 0.01286091 0.07668415 0.19425902 0.03393433 0.08086596 0.10875317 0.1459232 ],threshold=0.3 INFO:mylog:optimal_feature:[] ERROR:mylog:optimal_feature is empty INFO:mylog:correlation_map: [[0. 0.89669853 0.36250247 0.54096578 0.55566001 0.68216415 0.53162444 0.66207904 0.14878515 0.05603344 0.08118538] [0. 0. 0.20614772 0.44334943 0.44261674 0.64655166 0.31650541 0.63030371 0.07994019 0.07328678 0.08304854] [0. 0. 0. 0.78700075 0.80270095 0.05622829 0.06194139 0.04058282 0.93765372 0.10138055 0.04717627] [0. 0. 0. 0. 0.75486302 0.24527038 0.11191999 0.23066594 0.71337575 0.05500618 0.01930217] [0. 0. 0. 0. 0. 0.2416038 0.11133691 0.22635695 0.71240404 0.06161477 0.00976045] [0. 0. 0. 0. 0. 0. 0.53839074 0.6678504 0.03032301 0.08340211 0.07148501] [0. 0. 0. 0. 0. 0. 0. 0.52828615 0.11860571 0.13358313 0.07271544] [0. 0. 0. 0. 0. 0. 0. 0. 0.04270052 0.09119102 0.07322994] [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.132366 0.06687343] [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.670045 ] [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. ]] INFO:mylog:validity_list_corr:[6 9 1 8 2 7 4] INFO:mylog:[6 9 1 8 2 7 4] INFO:mylog:train_feature:['6: Freeman_Vol_geo.tif' '9: Yamaguchi4_Odd_geo.tif' '1: cal_HV_geo.tif' '8: Yamaguchi4_Hlx_geo.tif' '2: cal_VH_geo.tif' '7: Yamaguchi4_Dbl_geo.tif' '4: Freeman_Dbl_geo.tif'] INFO:mylog:RF trainning INFO:mylog:RF train success! INFO:mylog:mode testing INFO:mylog:block size is :3072 INFO:mylog:test_feature:dict_keys(['cal_HV_geo', 'cal_VH_geo', 'Freeman_Dbl_geo', 'Freeman_Vol_geo', 'Yamaguchi4_Dbl_geo', 'Yamaguchi4_Hlx_geo', 'Yamaguchi4_Odd_geo']) INFO:mylog:blocking tifs success! INFO:mylog:create features matrix success! INFO:mylog:trans_tif2mask success, path: D:\micro\LWork\VegetationPhenology\Temporary\processing\tif_mask.tif INFO:mylog:create ROI image success! INFO:mylog:combine_mask success, path: D:\micro\LWork\VegetationPhenology\Temporary\processing\LT1B_MONO_MYC_STRIP4_005860_E130.9_N47.7_20230327_SLC_AHV_L1A_0000086966-ortho\bare_land_mask.tif INFO:mylog:cal_roi success, path: D:\micro\LWork\VegetationPhenology\Temporary\processing\product\LT1B_MONO_MYC_STRIP4_005860_E130.9_N47.7_20230327_SLC_AHV_L1A_0000086966-ortho-VP.tif INFO:mylog:mode test success! INFO:mylog:progress bar: 80% INFO:mylog:progress bar: 100% INFO:mylog:successful production of VegetationPhenology products! INFO:mylog:running use time: 0:27:02.038659