Index: wflow-py/notebooks/BMI-Test-Reservoir.ipynb =================================================================== diff -u -r7a1b4459699193da5494716e8af474d62e866ec9 -r11a0610cf0cab88c73a9870530fcdea0d46395bb --- wflow-py/notebooks/BMI-Test-Reservoir.ipynb (.../BMI-Test-Reservoir.ipynb) (revision 7a1b4459699193da5494716e8af474d62e866ec9) +++ wflow-py/notebooks/BMI-Test-Reservoir.ipynb (.../BMI-Test-Reservoir.ipynb) (revision 11a0610cf0cab88c73a9870530fcdea0d46395bb) @@ -9,7 +9,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 1, "metadata": { "collapsed": false }, @@ -20,14 +20,6 @@ "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING: pylab import has clobbered these variables: ['grid']\n", - "`%matplotlib` prevents importing * from pylab and numpy\n" - ] } ], "source": [ @@ -41,7 +33,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 2, "metadata": { "collapsed": true }, @@ -70,15 +62,15 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# This is the LAnd Atmophere (LA) model\n", "LA_model = bmi.wflowbmi_csdms()\n", - "LA_model.initialize('wflow_rhine_sbm/wflow_sbm.ini',loglevel=logging.ERROR)\n" + "LA_model.initialize('../../examples/wflow_rhine_sbm/wflow_sbm.ini',loglevel=logging.ERROR)\n" ] }, { @@ -90,7 +82,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 14, "metadata": { "collapsed": false, "scrolled": true @@ -112,7 +104,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 15, "metadata": { "collapsed": false }, @@ -123,7 +115,7 @@ "'0'" ] }, - "execution_count": 18, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -134,49 +126,200 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 16, "metadata": { "collapsed": false }, + "outputs": [], + "source": [ + "LA_model.set_attribute_value(\"run:reinit\",'1')\n", + "LA_model.get_attribute_value(\"run:reinit\")\n", + "LA_model.set_attribute_value(\"summary:self.TopoLdd\",\"ldd\")" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "collapsed": false + }, "outputs": [ { "data": { "text/plain": [ - "'1'" + "['inputmapstacks:Precipitation',\n", + " 'inputmapstacks:EvapoTranspiration',\n", + " 'inputmapstacks:Temperature',\n", + " 'inputmapstacks:Inflow',\n", + " 'run:starttime',\n", + " 'run:endtime',\n", + " 'run:runinfo',\n", + " 'run:timestepsecs',\n", + " 'run:reinit',\n", + " 'model:modeltype',\n", + " 'model:AnnualDischarge',\n", + " 'model:Alpha',\n", + " 'model:ModelSnow',\n", + " 'model:ScalarInput',\n", + " 'model:InterpolationMethod',\n", + " 'model:WIMaxScale',\n", + " 'model:Tslice',\n", + " 'model:UpdMaxDist',\n", + " 'model:origTopogLateral',\n", + " 'model:configfile',\n", + " 'model:reinit',\n", + " 'model:fewsrun',\n", + " 'model:OverWriteInit',\n", + " 'model:updating',\n", + " 'model:updateFile',\n", + " 'model:lateralmethod',\n", + " 'model:sCatch',\n", + " 'model:intbl',\n", + " 'model:timestepsecs',\n", + " 'model:MaxUpdMult',\n", + " 'model:MinUpdMult',\n", + " 'model:UpFrac',\n", + " 'model:waterdem',\n", + " 'model:reInfilt',\n", + " 'model:MassWasting',\n", + " 'model:wflow_subcatch',\n", + " 'model:wflow_dem',\n", + " 'model:wflow_ldd',\n", + " 'model:wflow_river',\n", + " 'model:wflow_riverlength',\n", + " 'model:wflow_riverlength_fact',\n", + " 'model:wflow_landuse',\n", + " 'model:wflow_soil',\n", + " 'model:wflow_gauges',\n", + " 'model:wflow_inflow',\n", + " 'model:wflow_riverwidth',\n", + " 'model:RunoffGenSigmaFunction',\n", + " 'model:SubCatchFlowOnly',\n", + " 'model:TemperatureCorrectionMap',\n", + " 'framework:outputformat',\n", + " 'framework:debug',\n", + " 'framework:netcdfinput',\n", + " 'framework:netcdfoutput',\n", + " 'framework:netcdfstaticoutput',\n", + " 'framework:netcdfstaticinput',\n", + " 'framework:EPSG',\n", + " 'layout:sizeinmetres',\n", + " 'outputmaps:self.Inflow',\n", + " 'outputmaps:self.SurfaceRunoff',\n", + " 'outputmaps:self.WaterLevel',\n", + " 'outputmaps:self.FirstZoneDepth',\n", + " 'outputmaps:self.InwaterMM',\n", + " 'outputmaps:self.PotenEvap',\n", + " 'outputmaps:self.Precipitation',\n", + " 'outputmaps:self.MassBalKinWave',\n", + " 'summary:self.MaxLeakage',\n", + " 'summary:self.TopoLdd',\n", + " 'summary_sum:self.Precipitation',\n", + " 'summary_max:self.Precipitation',\n", + " 'summary_avg:self.Precipitation',\n", + " 'summary_avg:self.QCatchmentMM',\n", + " 'outputcsv_0:samplemap',\n", + " 'outputcsv_0:self.Transfer',\n", + " 'outputtss_0:samplemap',\n", + " 'outputtss_0:self.SurfaceRunoff',\n", + " 'outputtss_0:self.WaterLevel',\n", + " 'outputtss_1:samplemap',\n", + " 'outputtss_1:self.ActLeakage',\n", + " 'outputcsv_1:samplemap',\n", + " 'outputcsv_1:self.InwaterMM',\n", + " 'outputcsv_1:self.Precipitation',\n", + " 'outputcsv_1:self.ActEvap+self.Interception',\n", + " 'outputcsv_1:self.UStoreDepth + self.FirstZoneDepth + self.CanopyStorage',\n", + " 'API:CanopyStorage',\n", + " 'API:FirstZoneDepth',\n", + " 'API:LowerZoneStorage',\n", + " 'API:Snow',\n", + " 'API:SnowWater',\n", + " 'API:SurfaceRunoff',\n", + " 'API:SurfaceRunoffDyn',\n", + " 'API:TSoil',\n", + " 'API:UStoreDepth',\n", + " 'API:WaterLevel',\n", + " 'API:WaterLevelDyn',\n", + " 'API:PotTransSoil',\n", + " 'API:Transpiration',\n", + " 'API:ActEvapOpenWater',\n", + " 'API:soilevap',\n", + " 'API:Interception',\n", + " 'API:ActEvap',\n", + " 'API:SurfaceRunoffCatchmentMM',\n", + " 'API:ExcessWater',\n", + " 'API:InfiltExcess',\n", + " 'API:ActInfilt',\n", + " 'API:zi',\n", + " 'API:Transfer',\n", + " 'API:CapFlux',\n", + " 'API:RunoffCoeff',\n", + " 'API:M',\n", + " 'API:thetaR',\n", + " 'API:thetaS',\n", + " 'API:FirstZoneKsatVer',\n", + " 'API:PathFrac',\n", + " 'API:InfiltCapSoil',\n", + " 'API:InfiltCapPath',\n", + " 'API:FirstZoneMinCapacity',\n", + " 'API:FirstZoneCapacity',\n", + " 'API:RootingDepth',\n", + " 'API:MaxLeakage',\n", + " 'API:CapScale',\n", + " 'API:RunoffGeneratingGWPerc',\n", + " 'API:rootdistpar',\n", + " 'API:CanopyGapFraction',\n", + " 'API:MaxCanopyStorage',\n", + " 'API:EoverR',\n", + " 'API:N',\n", + " 'API:N_river',\n", + " 'API:cf_soil',\n", + " 'API:TTI',\n", + " 'API:TT',\n", + " 'API:Cfmax',\n", + " 'API:WHC',\n", + " 'API:w_soil',\n", + " 'API:Altitude',\n", + " 'API:Bw',\n", + " 'API:River',\n", + " 'API:DLC',\n", + " 'API:IF',\n", + " 'outputcsv_2:samplemap',\n", + " 'outputtss_2:samplemap']" ] }, - "execution_count": 19, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "LA_model.set_attribute_value(\"run:reinit\",'1')\n", - "LA_model.get_attribute_value(\"run:reinit\")" + "LA_model.get_attribute_names()" ] }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 20, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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gwKIy30I0EOvEOSVMQCbwt/O5P0lPPvw+DYzgTFAsdNomfdkFS0WYovTnKW4R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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -196,7 +339,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 20, "metadata": { "collapsed": false }, @@ -207,7 +350,7 @@ "28" ] }, - "execution_count": 21, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -223,7 +366,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 21, "metadata": { "collapsed": false }, @@ -236,7 +379,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 22, "metadata": { "collapsed": false }, @@ -258,7 +401,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 23, "metadata": { "collapsed": false }, @@ -340,7 +483,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 24, "metadata": { "collapsed": false },