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:ahv transform to polsarpro T3 matrix success!
INFO:mylog:progress bar: 20%
INFO:mylog:run h_a_alpha_decomposition_T3!
INFO:mylog:run h_a_alpha_eigenvalue_set_T3!
INFO:mylog:run h_a_alpha_eigenvector_set_T3!
INFO:mylog:[<multiprocessing.pool.ApplyResult object at 0x0000029CBF9649D0>, <multiprocessing.pool.ApplyResult object at 0x0000029C8062CD60>, <multiprocessing.pool.ApplyResult object at 0x0000029C8062C100>]
INFO:mylog:progress bar: 60%
INFO:mylog:run h_a_alpha_decomposition_T3 success!
INFO:mylog:run h_a_alpha_eigenvalue_set_T3 success!
INFO:mylog:run h_a_alpha_eigenvector_set_T3 success!
INFO:mylog:refine_lee filter success!
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:[0.09366354 0.08247629 0.08278855 0.09190203 0.0128178  0.07695573
 0.18334338 0.03336854 0.08245138 0.10931978 0.15091298],threshold=0.3
INFO:mylog:optimal_feature:[]
ERROR:mylog:optimal_feature is empty
INFO:mylog:correlation_map:
 [[0.         0.89764159 0.36366804 0.53662808 0.55155136 0.65806677
  0.67906142 0.52742026 0.15078757 0.05888882 0.0831669 ]
 [0.         0.         0.20696051 0.43913559 0.4372231  0.63202245
  0.65091895 0.31918803 0.08108438 0.07461908 0.0833972 ]
 [0.         0.         0.         0.79240334 0.80649182 0.04294505
  0.05924523 0.06692297 0.93861459 0.0948229  0.04284254]
 [0.         0.         0.         0.         0.75958324 0.22892378
  0.24249527 0.10827974 0.72258898 0.04866064 0.01802373]
 [0.         0.         0.         0.         0.         0.22118146
  0.2386202  0.10192295 0.71663836 0.05991084 0.01111095]
 [0.         0.         0.         0.         0.         0.
  0.65698974 0.51606685 0.04084964 0.09065002 0.0764337 ]
 [0.         0.         0.         0.         0.         0.
  0.         0.52279475 0.02769209 0.08604649 0.07512323]
 [0.         0.         0.         0.         0.         0.
  0.         0.         0.12146051 0.13680229 0.07556712]
 [0.         0.         0.         0.         0.         0.
  0.         0.         0.         0.12628824 0.06411015]
 [0.         0.         0.         0.         0.         0.
  0.         0.         0.         0.         0.68123913]
 [0.         0.         0.         0.         0.         0.
  0.         0.         0.         0.         0.        ]]
INFO:mylog:validity_list_corr:[6 9 2 1 8 7 4]
INFO:mylog:[6 9 2 1 8 7 4]
INFO:mylog:train_feature:['6: Freeman_Vol_geo.tif' '9: Yamaguchi4_Odd_geo.tif' '2: cal_VH_geo.tif'
 '1: cal_HV_geo.tif' '8: Yamaguchi4_Hlx_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: 0:29:27.130152