diff --git a/app/closeLoop/testLacktime.py b/app/closeLoop/testLacktime.py index 3ff034d..46c8c1a 100644 --- a/app/closeLoop/testLacktime.py +++ b/app/closeLoop/testLacktime.py @@ -9,13 +9,13 @@ import datetime as dt rootDB = hydroDL.pathSMAP['DB_L3_NA'] -nEpoch = 20 +nEpoch = 100 outFolder = os.path.join(hydroDL.pathSMAP['outTest'], 'closeLoop') ty1 = [20150406, 20160406] ty2 = [20160406, 20170406] doLst = list() -# doLst.append('train') +doLst.append('train') doLst.append('test') doLst.append('post') diff --git a/app/closeLoop/testPlot.py b/app/closeLoop/testPlot.py deleted file mode 100644 index e5decb1..0000000 --- a/app/closeLoop/testPlot.py +++ /dev/null @@ -1,109 +0,0 @@ -from __future__ import print_function -import matplotlib.pyplot as plt -from matplotlib.lines import Line2D -from matplotlib.patches import Rectangle -from matplotlib.text import Text -from matplotlib.image import AxesImage -import numpy as np -from numpy.random import rand - -if 1: # simple picking, lines, rectangles and text - fig, (ax1, ax2) = plt.subplots(2, 1) - ax1.set_title('click on points, rectangles or text', picker=True) - ax1.set_ylabel('ylabel', picker=True, bbox=dict(facecolor='red')) - line, = ax1.plot(rand(100), 'o', picker=5) # 5 points tolerance - - # pick the rectangle - bars = ax2.bar(range(10), rand(10), picker=True) - for label in ax2.get_xticklabels(): # make the xtick labels pickable - label.set_picker(True) - - def onpick1(event): - if isinstance(event.artist, Line2D): - thisline = event.artist - xdata = thisline.get_xdata() - ydata = thisline.get_ydata() - ind = event.ind - print('onpick1 line:', zip( - np.take(xdata, ind), np.take(ydata, ind))) - elif isinstance(event.artist, Rectangle): - patch = event.artist - print('onpick1 patch:', patch.get_path()) - elif isinstance(event.artist, Text): - text = event.artist - print('onpick1 text:', text.get_text()) - - fig.canvas.mpl_connect('pick_event', onpick1) - -if 1: # picking with a custom hit test function - # you can define custom pickers by setting picker to a callable - # function. The function has the signature - # - # hit, props = func(artist, mouseevent) - # - # to determine the hit test. if the mouse event is over the artist, - # return hit=True and props is a dictionary of - # properties you want added to the PickEvent attributes - - def line_picker(line, mouseevent): - """ - find the points within a certain distance from the mouseclick in - data coords and attach some extra attributes, pickx and picky - which are the data points that were picked - """ - if mouseevent.xdata is None: - return False, dict() - xdata = line.get_xdata() - ydata = line.get_ydata() - maxd = 0.05 - d = np.sqrt((xdata - mouseevent.xdata)**2. + - (ydata - mouseevent.ydata)**2.) - - ind = np.nonzero(np.less_equal(d, maxd)) - if len(ind): - pickx = np.take(xdata, ind) - picky = np.take(ydata, ind) - props = dict(ind=ind, pickx=pickx, picky=picky) - return True, props - else: - return False, dict() - - def onpick2(event): - print('onpick2 line:', event.pickx, event.picky) - - fig, ax = plt.subplots() - ax.set_title('custom picker for line data') - line, = ax.plot(rand(100), rand(100), 'o', picker=line_picker) - fig.canvas.mpl_connect('pick_event', onpick2) - -if 1: # picking on a scatter plot (matplotlib.collections.RegularPolyCollection) - - x, y, c, s = rand(4, 100) - - def onpick3(event): - ind = event.ind - print('onpick3 scatter:', ind, np.take(x, ind), np.take(y, ind)) - - fig, ax = plt.subplots() - col = ax.scatter(x, y, 100 * s, c, picker=True) - #fig.savefig('pscoll.eps') - fig.canvas.mpl_connect('pick_event', onpick3) - -if 1: # picking images (matplotlib.image.AxesImage) - fig, ax = plt.subplots() - im1 = ax.imshow(rand(10, 5), extent=(1, 2, 1, 2), picker=True) - im2 = ax.imshow(rand(5, 10), extent=(3, 4, 1, 2), picker=True) - im3 = ax.imshow(rand(20, 25), extent=(1, 2, 3, 4), picker=True) - im4 = ax.imshow(rand(30, 12), extent=(3, 4, 3, 4), picker=True) - ax.axis([0, 5, 0, 5]) - - def onpick4(event): - artist = event.artist - if isinstance(artist, AxesImage): - im = artist - A = im.get_array() - print('onpick4 image', A.shape) - - fig.canvas.mpl_connect('pick_event', onpick4) - -plt.show() \ No newline at end of file diff --git a/example/data/CONUSv4f1/2015/APCP_FORA.csv b/example/data/CONUSv4f1/2015/APCP_FORA.csv new file mode 100755 index 0000000..0fa3140 --- /dev/null +++ b/example/data/CONUSv4f1/2015/APCP_FORA.csv @@ -0,0 +1,412 @@ 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diff --git a/example/data/CONUSv4f1/2015/DLWRF_FORA.csv b/example/data/CONUSv4f1/2015/DLWRF_FORA.csv new file mode 100755 index 0000000..cc5751f --- /dev/null +++ b/example/data/CONUSv4f1/2015/DLWRF_FORA.csv @@ -0,0 +1,412 @@ 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diff --git a/example/data/CONUSv4f1/2015/SMAP_AM.csv b/example/data/CONUSv4f1/2015/SMAP_AM.csv new file mode 100755 index 0000000..c376202 --- /dev/null +++ b/example/data/CONUSv4f1/2015/SMAP_AM.csv @@ -0,0 +1,412 @@ 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diff --git a/example/data/CONUSv4f1/2015/SPFH_2_FORA.csv b/example/data/CONUSv4f1/2015/SPFH_2_FORA.csv new file mode 100755 index 0000000..a7646ad --- /dev/null +++ b/example/data/CONUSv4f1/2015/SPFH_2_FORA.csv @@ -0,0 +1,412 @@ 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diff --git a/example/data/CONUSv4f1/2015/TMP_2_FORA.csv b/example/data/CONUSv4f1/2015/TMP_2_FORA.csv new file mode 100755 index 0000000..7f6d88f --- /dev/null +++ b/example/data/CONUSv4f1/2015/TMP_2_FORA.csv @@ -0,0 +1,412 @@ 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diff --git a/example/data/CONUSv4f1/2015/UGRD_10_FORA.csv b/example/data/CONUSv4f1/2015/UGRD_10_FORA.csv new file mode 100755 index 0000000..26674d9 --- /dev/null +++ b/example/data/CONUSv4f1/2015/UGRD_10_FORA.csv @@ -0,0 +1,412 @@ 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diff --git a/example/data/CONUSv4f1/2015/VGRD_10_FORA.csv b/example/data/CONUSv4f1/2015/VGRD_10_FORA.csv new file mode 100755 index 0000000..3f6aba9 --- /dev/null +++ b/example/data/CONUSv4f1/2015/VGRD_10_FORA.csv @@ -0,0 +1,412 @@ 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diff --git a/example/data/CONUSv4f1/2016/DSWRF_FORA.csv b/example/data/CONUSv4f1/2016/DSWRF_FORA.csv new file mode 100755 index 0000000..630a911 --- /dev/null +++ b/example/data/CONUSv4f1/2016/DSWRF_FORA.csv @@ -0,0 +1,412 @@ 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diff --git a/example/data/CONUSv4f1/2016/SPFH_2_FORA.csv b/example/data/CONUSv4f1/2016/SPFH_2_FORA.csv new file mode 100755 index 0000000..296b88b --- /dev/null +++ b/example/data/CONUSv4f1/2016/SPFH_2_FORA.csv @@ -0,0 +1,412 @@ 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diff --git a/example/data/CONUSv4f1/2016/TMP_2_FORA.csv b/example/data/CONUSv4f1/2016/TMP_2_FORA.csv new file mode 100755 index 0000000..07c1369 --- /dev/null +++ b/example/data/CONUSv4f1/2016/TMP_2_FORA.csv @@ -0,0 +1,412 @@ 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diff --git a/example/data/CONUSv4f1/2016/UGRD_10_FORA.csv b/example/data/CONUSv4f1/2016/UGRD_10_FORA.csv new file mode 100755 index 0000000..44bb036 --- /dev/null +++ b/example/data/CONUSv4f1/2016/UGRD_10_FORA.csv @@ -0,0 +1,412 @@ 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diff --git a/example/data/CONUSv4f1/2016/VGRD_10_FORA.csv b/example/data/CONUSv4f1/2016/VGRD_10_FORA.csv new file mode 100755 index 0000000..d86dc7c --- /dev/null +++ b/example/data/CONUSv4f1/2016/VGRD_10_FORA.csv @@ -0,0 +1,412 @@ 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diff --git a/example/data/CONUSv4f1/2017/DSWRF_FORA.csv b/example/data/CONUSv4f1/2017/DSWRF_FORA.csv new file mode 100755 index 0000000..ef35036 --- /dev/null +++ b/example/data/CONUSv4f1/2017/DSWRF_FORA.csv @@ -0,0 +1,412 @@ 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diff --git a/example/data/CONUSv4f1/2017/SPFH_2_FORA.csv b/example/data/CONUSv4f1/2017/SPFH_2_FORA.csv new file mode 100755 index 0000000..1c39ec5 --- /dev/null +++ b/example/data/CONUSv4f1/2017/SPFH_2_FORA.csv @@ -0,0 +1,412 @@ 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diff --git a/example/data/CONUSv4f1/2017/TMP_2_FORA.csv b/example/data/CONUSv4f1/2017/TMP_2_FORA.csv new file mode 100755 index 0000000..9d564a6 --- /dev/null +++ b/example/data/CONUSv4f1/2017/TMP_2_FORA.csv @@ -0,0 +1,412 @@ 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diff --git a/example/data/CONUSv4f1/2017/UGRD_10_FORA.csv b/example/data/CONUSv4f1/2017/UGRD_10_FORA.csv new file mode 100755 index 0000000..6b0950d --- /dev/null +++ b/example/data/CONUSv4f1/2017/UGRD_10_FORA.csv @@ -0,0 +1,412 @@ 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diff --git a/example/data/CONUSv4f1/2017/VGRD_10_FORA.csv b/example/data/CONUSv4f1/2017/VGRD_10_FORA.csv new file mode 100755 index 0000000..2a825c8 --- /dev/null +++ b/example/data/CONUSv4f1/2017/VGRD_10_FORA.csv @@ -0,0 +1,412 @@ 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a/example/data/Statistics/UGRD_10_FORA_stat.csv b/example/data/Statistics/UGRD_10_FORA_stat.csv new file mode 100755 index 0000000..2c67a0e --- /dev/null +++ b/example/data/Statistics/UGRD_10_FORA_stat.csv @@ -0,0 +1,4 @@ +-2.5433537 +3.8396 +0.61072299 +1.667775 diff --git a/example/data/Statistics/VGRD_10_FORA_stat.csv b/example/data/Statistics/VGRD_10_FORA_stat.csv new file mode 100755 index 0000000..95772c1 --- /dev/null +++ b/example/data/Statistics/VGRD_10_FORA_stat.csv @@ -0,0 +1,4 @@ +-2.7314801 +4.1073127 +0.71461928 +1.7741145 diff --git a/example/data/Statistics/const_Bulk_stat.csv b/example/data/Statistics/const_Bulk_stat.csv new file mode 100755 index 0000000..cd58d1c --- /dev/null +++ b/example/data/Statistics/const_Bulk_stat.csv @@ -0,0 +1,4 @@ +1.2284069 +1.4390094 +1.3477982 +0.045292087 diff --git a/example/data/Statistics/const_Capa_stat.csv b/example/data/Statistics/const_Capa_stat.csv new file mode 100755 index 0000000..f637c4f --- /dev/null +++ b/example/data/Statistics/const_Capa_stat.csv @@ -0,0 +1,4 @@ +9.9623111 +16.881888 +13.662808 +1.4742949 diff --git a/example/data/Statistics/const_Clay_stat.csv b/example/data/Statistics/const_Clay_stat.csv new file mode 100755 index 0000000..6863dc0 --- /dev/null +++ b/example/data/Statistics/const_Clay_stat.csv @@ -0,0 +1,4 @@ +15.667568 +28.709879 +21.851083 +3.0624235 diff --git a/example/data/Statistics/const_NDVI_stat.csv b/example/data/Statistics/const_NDVI_stat.csv new file mode 100755 index 0000000..096cad0 --- /dev/null +++ b/example/data/Statistics/const_NDVI_stat.csv @@ -0,0 +1,4 @@ +0.098134464 +0.47541813 +0.24048761 +0.10554208 diff --git a/example/data/Statistics/const_Sand_stat.csv b/example/data/Statistics/const_Sand_stat.csv new file mode 100755 index 0000000..d55f6f6 --- /dev/null +++ b/example/data/Statistics/const_Sand_stat.csv @@ -0,0 +1,4 @@ +35.641201 +60.397721 +48.419666 +6.5483999 diff --git a/example/data/Statistics/const_Silt_stat.csv b/example/data/Statistics/const_Silt_stat.csv new file mode 100755 index 0000000..afb7605 --- /dev/null +++ b/example/data/Statistics/const_Silt_stat.csv @@ -0,0 +1,4 @@ +21.425903 +37.313744 +29.179021 +4.4278395 diff --git a/example/data/Statistics/const_flag_albedo_stat.csv b/example/data/Statistics/const_flag_albedo_stat.csv new file mode 100755 index 0000000..569bd57 --- /dev/null +++ b/example/data/Statistics/const_flag_albedo_stat.csv @@ -0,0 +1,4 @@ +0.048263948 +0.056333367 +0.050450533 +0.0013984223 diff --git a/example/data/Statistics/const_flag_extraOrd_stat.csv b/example/data/Statistics/const_flag_extraOrd_stat.csv new file mode 100755 index 0000000..0c8a8f0 --- /dev/null +++ b/example/data/Statistics/const_flag_extraOrd_stat.csv @@ -0,0 +1,4 @@ +0 +5 +0.65219512 +1.6176698 diff --git a/example/data/Statistics/const_flag_landcover_stat.csv b/example/data/Statistics/const_flag_landcover_stat.csv new file mode 100755 index 0000000..4d58f69 --- /dev/null +++ b/example/data/Statistics/const_flag_landcover_stat.csv @@ -0,0 +1,4 @@ +5 +14 +9.6950982 +2.5485604 diff --git a/example/data/Statistics/const_flag_roughness_stat.csv b/example/data/Statistics/const_flag_roughness_stat.csv new file mode 100755 index 0000000..f925f58 --- /dev/null +++ b/example/data/Statistics/const_flag_roughness_stat.csv @@ -0,0 +1,4 @@ +0.10839993 +0.15600009 +0.13541676 +0.016726532 diff --git a/example/data/Statistics/const_flag_vegDense_stat.csv b/example/data/Statistics/const_flag_vegDense_stat.csv new file mode 100755 index 0000000..ae04e9e --- /dev/null +++ b/example/data/Statistics/const_flag_vegDense_stat.csv @@ -0,0 +1,4 @@ +0 +1 +0.23533295 +0.4179131 diff --git a/example/data/Statistics/const_flag_waterbody_stat.csv b/example/data/Statistics/const_flag_waterbody_stat.csv new file mode 100755 index 0000000..4b59ba9 --- /dev/null +++ b/example/data/Statistics/const_flag_waterbody_stat.csv @@ -0,0 +1,4 @@ +0 +0.030989947 +0.0040927104 +0.0067207556 diff --git a/example/data/Subset/CONUSv4f1.csv b/example/data/Subset/CONUSv4f1.csv new file mode 100755 index 0000000..6bdd525 --- /dev/null +++ b/example/data/Subset/CONUSv4f1.csv @@ -0,0 +1,2 @@ +CONUSv4f1 +-1 diff --git a/example/data/Variable/varConstLst.csv b/example/data/Variable/varConstLst.csv new file mode 100755 index 0000000..e2d18c5 --- /dev/null +++ b/example/data/Variable/varConstLst.csv @@ -0,0 +1,12 @@ +Bulk +Capa +Clay +NDVI +Sand +Silt +flag_albedo +flag_extraOrd +flag_landcover +flag_roughness +flag_vegDense +flag_waterbody diff --git a/example/data/Variable/varConstLst_Noah.csv b/example/data/Variable/varConstLst_Noah.csv new file mode 100755 index 0000000..e2d18c5 --- /dev/null +++ b/example/data/Variable/varConstLst_Noah.csv @@ -0,0 +1,12 @@ +Bulk +Capa +Clay +NDVI +Sand +Silt +flag_albedo +flag_extraOrd +flag_landcover +flag_roughness +flag_vegDense +flag_waterbody diff --git a/example/data/Variable/varLst.csv b/example/data/Variable/varLst.csv new file mode 100755 index 0000000..4be1b21 --- /dev/null +++ b/example/data/Variable/varLst.csv @@ -0,0 +1,75 @@ +ACOND_FORB +ACOND_NOAH +ACPCP_FORB +ALBDO_NOAH +APCP_FORA +APCP_FORB +ARAIN_NOAH +ASNOW_NOAH +AVSFT_NOAH +BGRUN_NOAH +CAPE_180-0_FORA +CCOND_NOAH +CNWAT_NOAH +CONVfrac_FORA +DLWRF_FORA +DLWRF_NOAH +DSWRF_FORA +DSWRF_FORB +DSWRF_NOAH +EVBS_NOAH +EVCW_NOAH +EVP_NOAH +GFLUX_NOAH +HGT_hybrid_FORB +LAI_NOAH +LHTFL_NOAH +LSOIL_0-10_NOAH +LSOIL_10-40_NOAH +LSOIL_100-200_NOAH +LSOIL_40-100_NOAH +MSTAV_0-100_NOAH +MSTAV_0-200_NOAH +NLWRS_NOAH +NSWRS_NOAH +PEVAP_FORA +PEVPR_NOAH +PRES_FORA +PRES_hybrid_FORB +RCQ_NOAH +RCSOL_NOAH +RCS_NOAH +RCT_NOAH +RSMACR_NOAH +RSMIN_NOAH +RZS_0-100_NOAH +SBSNO_NOAH +SHTFL_NOAH +SMAP_AM +SMAP_PM +SNOD_NOAH +SNOHF_NOAH +SNOM_NOAH +SNOWC_NOAH +SOILM_0-100_NOAH +SOILM_0-10_NOAH +SOILM_0-200_NOAH +SOILM_10-40_NOAH +SOILM_100-200_NOAH +SOILM_40-100_NOAH +SPFH_2_FORA +SPFH_hybrid_FORB +SSRUN_NOAH +TMP_2_FORA +TMP_hybrid_FORB +TRANS_NOAH +TSOIL_0-10_NOAH +TSOIL_10-40_NOAH +TSOIL_100-200_NOAH +TSOIL_40-100_NOAH +UGRD_10_FORA +UGRD_hybrid_FORB +VEG_NOAH +VGRD_10_FORA +VGRD_hybrid_FORB +WEASD_NOAH diff --git a/example/data/Variable/varLst_APCP_rn1e0.csv b/example/data/Variable/varLst_APCP_rn1e0.csv new file mode 100755 index 0000000..62b7388 --- /dev/null +++ b/example/data/Variable/varLst_APCP_rn1e0.csv @@ -0,0 +1,7 @@ +APCP_FORA_rn1e0 +DLWRF_FORA +DSWRF_FORA +TMP_2_FORA +SPFH_2_FORA +VGRD_10_FORA +UGRD_10_FORA diff --git a/example/data/Variable/varLst_APCP_rn1e1.csv b/example/data/Variable/varLst_APCP_rn1e1.csv new file mode 100755 index 0000000..a0250ad --- /dev/null +++ b/example/data/Variable/varLst_APCP_rn1e1.csv @@ -0,0 +1,7 @@ +APCP_FORA_rn1e1 +DLWRF_FORA +DSWRF_FORA +TMP_2_FORA +SPFH_2_FORA +VGRD_10_FORA +UGRD_10_FORA diff --git a/example/data/Variable/varLst_APCP_rn2e0.csv b/example/data/Variable/varLst_APCP_rn2e0.csv new file mode 100755 index 0000000..ecc20a2 --- /dev/null +++ b/example/data/Variable/varLst_APCP_rn2e0.csv @@ -0,0 +1,7 @@ +APCP_FORA_rn2e0 +DLWRF_FORA +DSWRF_FORA +TMP_2_FORA +SPFH_2_FORA +VGRD_10_FORA +UGRD_10_FORA diff --git a/example/data/Variable/varLst_APCP_rn2e1.csv b/example/data/Variable/varLst_APCP_rn2e1.csv new file mode 100755 index 0000000..58780fa --- /dev/null +++ b/example/data/Variable/varLst_APCP_rn2e1.csv @@ -0,0 +1,7 @@ +APCP_FORA_rn2e1 +DLWRF_FORA +DSWRF_FORA +TMP_2_FORA +SPFH_2_FORA +VGRD_10_FORA +UGRD_10_FORA diff --git a/example/data/Variable/varLst_APCP_rn3e1.csv b/example/data/Variable/varLst_APCP_rn3e1.csv new file mode 100755 index 0000000..d5a586f --- /dev/null +++ b/example/data/Variable/varLst_APCP_rn3e1.csv @@ -0,0 +1,7 @@ +APCP_FORA_rn3e1 +DLWRF_FORA +DSWRF_FORA +TMP_2_FORA +SPFH_2_FORA +VGRD_10_FORA +UGRD_10_FORA diff --git a/example/data/Variable/varLst_APCP_rn4e1.csv b/example/data/Variable/varLst_APCP_rn4e1.csv new file mode 100755 index 0000000..3e8d569 --- /dev/null +++ b/example/data/Variable/varLst_APCP_rn4e1.csv @@ -0,0 +1,7 @@ +APCP_FORA_rn4e1 +DLWRF_FORA +DSWRF_FORA +TMP_2_FORA +SPFH_2_FORA +VGRD_10_FORA +UGRD_10_FORA diff --git a/example/data/Variable/varLst_APCP_rn5e1.csv b/example/data/Variable/varLst_APCP_rn5e1.csv new file mode 100755 index 0000000..37e5dc8 --- /dev/null +++ b/example/data/Variable/varLst_APCP_rn5e1.csv @@ -0,0 +1,7 @@ +APCP_FORA_rn5e1 +DLWRF_FORA +DSWRF_FORA +TMP_2_FORA +SPFH_2_FORA +VGRD_10_FORA +UGRD_10_FORA diff --git a/example/data/Variable/varLst_APCP_rn5e2.csv b/example/data/Variable/varLst_APCP_rn5e2.csv new file mode 100755 index 0000000..804ffe6 --- /dev/null +++ b/example/data/Variable/varLst_APCP_rn5e2.csv @@ -0,0 +1,7 @@ +APCP_FORA_rn5e2 +DLWRF_FORA +DSWRF_FORA +TMP_2_FORA +SPFH_2_FORA +VGRD_10_FORA +UGRD_10_FORA diff --git a/example/data/Variable/varLst_Forcing.csv b/example/data/Variable/varLst_Forcing.csv new file mode 100755 index 0000000..f4ca2a2 --- /dev/null +++ b/example/data/Variable/varLst_Forcing.csv @@ -0,0 +1,7 @@ +APCP_FORA +DLWRF_FORA +DSWRF_FORA +TMP_2_FORA +SPFH_2_FORA +VGRD_10_FORA +UGRD_10_FORA diff --git a/example/data/Variable/varLst_Forcing_noAPCP.csv b/example/data/Variable/varLst_Forcing_noAPCP.csv new file mode 100755 index 0000000..72277e4 --- /dev/null +++ b/example/data/Variable/varLst_Forcing_noAPCP.csv @@ -0,0 +1,6 @@ +DLWRF_FORA +DSWRF_FORA +TMP_2_FORA +SPFH_2_FORA +VGRD_10_FORA +UGRD_10_FORA diff --git a/example/data/Variable/varLst_Forcing_noSPFH.csv b/example/data/Variable/varLst_Forcing_noSPFH.csv new file mode 100755 index 0000000..407f788 --- /dev/null +++ b/example/data/Variable/varLst_Forcing_noSPFH.csv @@ -0,0 +1,6 @@ +APCP_FORA +DLWRF_FORA +DSWRF_FORA +TMP_2_FORA +VGRD_10_FORA +UGRD_10_FORA diff --git a/example/data/Variable/varLst_soilM.csv b/example/data/Variable/varLst_soilM.csv new file mode 100755 index 0000000..dbb20e5 --- /dev/null +++ b/example/data/Variable/varLst_soilM.csv @@ -0,0 +1,8 @@ +APCP_FORA +DLWRF_FORA +DSWRF_FORA +TMP_2_FORA +SPFH_2_FORA +VGRD_10_FORA +UGRD_10_FORA +SOILM_0-10_NOAH diff --git a/example/output/CONUSv4f1/master.json b/example/output/CONUSv4f1/master.json new file mode 100644 index 0000000..55b97ec --- /dev/null +++ b/example/output/CONUSv4f1/master.json @@ -0,0 +1,63 @@ +{ + "out": "/home/kxf227/work/GitHUB/pyRnnSMAP/example/output/CONUSv4f1", + "data": { + "name": "hydroDL.data.dbCsv.DataframeCsv", + "path": "/home/kxf227/work/GitHUB/pyRnnSMAP/example/data", + "subset": "CONUSv4f1", + "varT": [ + "APCP_FORA", + "DLWRF_FORA", + "DSWRF_FORA", + "TMP_2_FORA", + "SPFH_2_FORA", + "VGRD_10_FORA", + "UGRD_10_FORA" + ], + "varC": [ + "Bulk", + "Capa", + "Clay", + "NDVI", + "Sand", + "Silt", + "flag_albedo", + "flag_extraOrd", + "flag_landcover", + "flag_roughness", + "flag_vegDense", + "flag_waterbody" + ], + "target": "SMAP_AM", + "tRange": [ + 20150401, + 20160401 + ], + "doNorm": [ + true, + true + ], + "rmNan": [ + true, + false + ] + }, + "model": { + "name": "hydroDL.model.rnn.CudnnLstmModel", + "nx": 19, + "ny": 1, + "hiddenSize": 256, + "doReLU": true + }, + "loss": { + "name": "hydroDL.model.crit.RmseLoss", + "prior": "gauss" + }, + "train": { + "miniBatch": [ + 100, + 30 + ], + "nEpoch": 500, + "saveEpoch": 100 + } +} \ No newline at end of file diff --git a/example/output/CONUSv4f1/model_Ep100.pt b/example/output/CONUSv4f1/model_Ep100.pt new file mode 100644 index 0000000..826d2db Binary files /dev/null and b/example/output/CONUSv4f1/model_Ep100.pt differ diff --git a/example/output/CONUSv4f1/model_Ep200.pt b/example/output/CONUSv4f1/model_Ep200.pt new file mode 100644 index 0000000..5911512 Binary files /dev/null and b/example/output/CONUSv4f1/model_Ep200.pt differ diff --git a/example/output/CONUSv4f1/model_Ep300.pt b/example/output/CONUSv4f1/model_Ep300.pt new file mode 100644 index 0000000..45d1333 Binary files /dev/null and b/example/output/CONUSv4f1/model_Ep300.pt differ diff --git a/example/output/CONUSv4f1/model_Ep400.pt b/example/output/CONUSv4f1/model_Ep400.pt new file mode 100644 index 0000000..2a3c555 Binary files /dev/null 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+Epoch 402 Loss -1.007 time 3.27 +Epoch 403 Loss -1.008 time 3.28 +Epoch 404 Loss -1.011 time 3.26 +Epoch 405 Loss -1.008 time 3.33 +Epoch 406 Loss -1.010 time 3.29 +Epoch 407 Loss -1.011 time 3.30 +Epoch 408 Loss -1.013 time 3.27 +Epoch 409 Loss -1.017 time 3.24 +Epoch 410 Loss -1.011 time 3.24 +Epoch 411 Loss -1.012 time 3.23 +Epoch 412 Loss -1.015 time 3.24 +Epoch 413 Loss -1.015 time 3.24 +Epoch 414 Loss -1.010 time 3.24 +Epoch 415 Loss -1.012 time 3.23 +Epoch 416 Loss -1.015 time 3.24 +Epoch 417 Loss -1.007 time 3.24 +Epoch 418 Loss -1.023 time 3.24 +Epoch 419 Loss -1.014 time 3.24 +Epoch 420 Loss -1.011 time 3.24 +Epoch 421 Loss -1.011 time 3.25 +Epoch 422 Loss -1.019 time 3.24 +Epoch 423 Loss -1.015 time 3.23 +Epoch 424 Loss -1.013 time 3.23 +Epoch 425 Loss -1.005 time 3.24 +Epoch 426 Loss -1.016 time 3.23 +Epoch 427 Loss -1.023 time 3.23 +Epoch 428 Loss -1.016 time 3.33 +Epoch 429 Loss -1.027 time 3.25 +Epoch 430 Loss -1.015 time 3.24 +Epoch 431 Loss -1.023 time 3.25 +Epoch 432 Loss -1.018 time 3.24 +Epoch 433 Loss -1.019 time 3.26 +Epoch 434 Loss -1.020 time 3.24 +Epoch 435 Loss -1.025 time 3.25 +Epoch 436 Loss -1.025 time 3.26 +Epoch 437 Loss -1.012 time 3.26 +Epoch 438 Loss -1.025 time 3.26 +Epoch 439 Loss -1.015 time 3.25 +Epoch 440 Loss -1.018 time 3.25 +Epoch 441 Loss -1.020 time 3.26 +Epoch 442 Loss -1.022 time 3.25 +Epoch 443 Loss -1.014 time 3.25 +Epoch 444 Loss -1.026 time 3.25 +Epoch 445 Loss -1.020 time 3.24 +Epoch 446 Loss -1.016 time 3.26 +Epoch 447 Loss -1.015 time 3.25 +Epoch 448 Loss -1.024 time 3.25 +Epoch 449 Loss -1.022 time 3.24 +Epoch 450 Loss -1.020 time 3.26 +Epoch 451 Loss -1.016 time 3.25 +Epoch 452 Loss -1.016 time 3.24 +Epoch 453 Loss -1.017 time 3.24 +Epoch 454 Loss -1.023 time 3.24 +Epoch 455 Loss -1.018 time 3.26 +Epoch 456 Loss -1.025 time 3.25 +Epoch 457 Loss -1.028 time 3.25 +Epoch 458 Loss -1.025 time 3.23 +Epoch 459 Loss -1.032 time 3.27 +Epoch 460 Loss -1.032 time 3.34 +Epoch 461 Loss -1.020 time 3.23 +Epoch 462 Loss -1.028 time 3.24 +Epoch 463 Loss -1.024 time 3.24 +Epoch 464 Loss -1.030 time 3.26 +Epoch 465 Loss -1.030 time 3.17 +Epoch 466 Loss -1.022 time 3.25 +Epoch 467 Loss -1.024 time 3.24 +Epoch 468 Loss -1.024 time 3.25 +Epoch 469 Loss -1.028 time 3.17 +Epoch 470 Loss -1.020 time 3.24 +Epoch 471 Loss -1.023 time 3.25 +Epoch 472 Loss -1.029 time 3.24 +Epoch 473 Loss -1.026 time 3.24 +Epoch 474 Loss -1.024 time 3.24 +Epoch 475 Loss -1.023 time 3.27 +Epoch 476 Loss -1.017 time 3.22 +Epoch 477 Loss -1.024 time 3.23 +Epoch 478 Loss -1.027 time 3.24 +Epoch 479 Loss -1.027 time 3.23 +Epoch 480 Loss -1.022 time 3.23 +Epoch 481 Loss -1.031 time 3.28 +Epoch 482 Loss -1.025 time 3.27 +Epoch 483 Loss -1.031 time 3.28 +Epoch 484 Loss -1.029 time 3.28 +Epoch 485 Loss -1.020 time 3.27 +Epoch 486 Loss -1.030 time 3.28 +Epoch 487 Loss -1.029 time 3.28 +Epoch 488 Loss -1.030 time 3.28 +Epoch 489 Loss -1.028 time 3.28 +Epoch 490 Loss -1.026 time 3.30 +Epoch 491 Loss -1.034 time 3.30 +Epoch 492 Loss -1.034 time 3.30 +Epoch 493 Loss -1.033 time 3.30 +Epoch 494 Loss -1.029 time 3.30 +Epoch 495 Loss -1.026 time 3.30 +Epoch 496 Loss -1.029 time 3.30 +Epoch 497 Loss -1.028 time 3.30 +Epoch 498 Loss -1.028 time 3.30 +Epoch 499 Loss -1.038 time 3.31 +Epoch 500 Loss -1.032 time 3.30 diff --git a/example/plot-pred-timeseries.py b/example/plot-pred-timeseries.py new file mode 100644 index 0000000..1650d6e --- /dev/null +++ b/example/plot-pred-timeseries.py @@ -0,0 +1,43 @@ +import os +from hydroDL.data import dbCsv +from hydroDL.post import plot, stat +from hydroDL import master + +cDir = os.path.dirname(os.path.abspath(__file__)) +cDir = r'/home/kxf227/work/GitHUB/pyRnnSMAP/example/' + +rootDB = os.path.join(cDir, 'data') +nEpoch = 500 +out = os.path.join(cDir, 'output', 'CONUSv4f1') +tRange = [20160401, 20170401] + +# load data +df = dbCsv.DataframeCsv( + rootDB=rootDB, subset='CONUSv4f1', tRange=tRange) +yt = df.getData(varT='SMAP_AM', doNorm=False, rmNan=False) +yt = yt.squeeze() + +yp = master.test( + out, tRange=[20160401, 20170401], subset='CONUSv4f1', epoch=500) +yp = yp.squeeze() + +# calculate stat +statErr = stat.statError(yp, yt) +dataGrid = [statErr['RMSE'], statErr['Corr']] +dataTs = [yp, yt] +t = df.getT() +crd = df.getGeo() +mapNameLst = ['RMSE', 'Correlation'] +tsNameLst = ['LSTM', 'SMAP'] +colorMap = None +colorTs = None + +# plot map and time series +plot.plotTsMap( + dataGrid, + dataTs, + crd, + t, + colorMap=colorMap, + mapNameLst=mapNameLst, + tsNameLst=tsNameLst) diff --git a/example/train-lstm-mca.py b/example/train-lstm-mca.py new file mode 100644 index 0000000..cf51b70 --- /dev/null +++ b/example/train-lstm-mca.py @@ -0,0 +1,26 @@ +from hydroDL import pathSMAP, master +import os + +cDir = os.path.dirname(os.path.abspath(__file__)) +cDir = r'/home/kxf227/work/GitHUB/pyRnnSMAP/example/' + +# define training options +optData = master.updateOpt( + master.default.optDataCsv, + path=os.path.join(cDir, 'data'), + subset='CONUSv4f1', + tRange=[20150401, 20160331], +) +optModel = master.default.optLstm +optLoss = master.updateOpt( + master.default.optLoss, name='hydroDL.model.crit.SigmaLoss') +optTrain = master.default.optTrainSMAP +out = os.path.join(cDir, 'output', 'CONUSv4f1_sigma') +masterDict = master.wrapMaster(out, optData, optModel, optLoss, optTrain) + +# train +master.train(masterDict, overwrite=True) + +# test +pred = master.test( + out, tRange=[20160401, 20170331], subset='CONUSv4f1', epoch=500) diff --git a/example/train-lstm.py b/example/train-lstm.py new file mode 100644 index 0000000..084c330 --- /dev/null +++ b/example/train-lstm.py @@ -0,0 +1,20 @@ +from hydroDL import pathSMAP, master +import os + +cDir = os.path.dirname(os.path.abspath(__file__)) +cDir = r'/home/kxf227/work/GitHUB/pyRnnSMAP/example/' + +# define training options +optData = master.updateOpt( + master.default.optDataCsv, + path=os.path.join(cDir, 'data'), + subset='CONUSv4f1', + tRange=[20150401, 20160401]) +optModel = master.default.optLstm +optLoss = master.default.optLoss +optTrain = master.default.optTrainSMAP +out = os.path.join(cDir, 'output', 'CONUSv4f1') +masterDict = master.wrapMaster(out, optData, optModel, optLoss, optTrain) + +# train +master.train(masterDict, overwrite=True) diff --git a/hydroDL/master/default.py b/hydroDL/master/default.py index 900d997..db54f20 100644 --- a/hydroDL/master/default.py +++ b/hydroDL/master/default.py @@ -15,8 +15,8 @@ optLstm = OrderedDict( name='hydroDL.model.rnn.CudnnLstmModel', nx=len(optDataCsv['varT']) + len(optDataCsv['varC']), - ny=2, + ny=1, hiddenSize=256, doReLU=True) -optLoss = OrderedDict(name='hydroDL.model.crit.SigmaLoss', prior='gauss') +optLoss = OrderedDict(name='hydroDL.model.crit.RmseLoss', prior='gauss') optTrainSMAP = OrderedDict(miniBatch=[100, 30], nEpoch=500, saveEpoch=100) diff --git a/hydroDL/master/master.py b/hydroDL/master/master.py index 9a9c0ad..7b789cd 100644 --- a/hydroDL/master/master.py +++ b/hydroDL/master/master.py @@ -53,8 +53,8 @@ def train(mDict, overwrite=False): if eval(optData['name']) is hydroDL.data.dbCsv.DataframeCsv: df = hydroDL.data.dbCsv.DataframeCsv( rootDB=optData['path'], - subsetName=optData['subset'], - tRange=optData['dateRange']) + subset=optData['subset'], + tRange=optData['tRange']) x = df.getData( varT=optData['varT'], varC=optData['varC'], @@ -71,6 +71,11 @@ def train(mDict, overwrite=False): if optModel['ny'] != 2: print('updated ny by sigma loss') optModel['ny'] = 2 + elif eval(optLoss['name']) is hydroDL.model.crit.RmseLoss: + lossFun = hydroDL.model.crit.RmseLoss() + if optModel['ny'] != 1: + print('updated ny by rmse loss') + optModel['ny'] = 1 # model if eval(optModel['name']) is hydroDL.model.rnn.CudnnLstmModel: if optModel['nx'] != nx: