regular backup

DataContainer/MongoDB.py

@@ -37,6 +37,17 @@ class MongoDB:
                     pass
         return data
     
+    def _break_dataSet(self, dataSet, scanAxis=None):
+        
+        if scanAxis is None:
+            scanAxis = dataSet.attrs['scanAxis'] 
+            
+        dataArray = dataSet.shotNum
+            
+        stackedDataArray = dataArray.stack(_scanAxis=tuple(scanAxis))          
+
+        return stackedDataArray
+        
     def set_date(self, date):
         date = date.split("/")
         self.year = int(date[0])
@@ -52,6 +63,7 @@ class MongoDB:
             'month': self.month,
             'day': self.day,
             'shotNum': shotNum,
+            'runNum': 0,
             'global_parameters' : {},
         }
         
@@ -62,19 +74,72 @@ class MongoDB:
           
         data = self._convert_numpy_type(data)
         
+        if 'scanAxis' in dataSet.attrs:
+            
+            del data['global_parameters']['scanAxis']
+            del data['global_parameters']['scanAxisLength']
+            
+            scanAxis = dataSet.attrs['scanAxis']
+            data['global_parameters'].update(
+                {
+                    key:0
+                    for key in scanAxis
+                }
+            )
+            
+            stackedDataArray = self._break_dataSet(dataSet)
+            stackedDataArray = stackedDataArray.groupby('_scanAxis')
+            
+            for i in stackedDataArray:
+                
+                stackedDataArray_single = i[1]
+                
+                data.update(
+                    {
+                        'runNum': int(stackedDataArray_single.item())
+                    }
+                )
+                
+                data['global_parameters'].update(
+                    {
+                        key: stackedDataArray_single[key].item()
+                        for key in scanAxis
+                    }
+                )
+                
+                if '_id' in data:
+                    del data['_id']
+                
+                self.mongoDB['global'].insert_one(data)
+        
+        else:
             self.mongoDB['global'].insert_one(data)
     
-    def _add_data_normal(self, shotNum, data):
+    def _add_data_normal(self, shotNum, runNum, data):
+        
+        if runNum is None:
+            runNum = 0
+        
         filter = {   
             'year': self.year,
             'month': self.month,
             'day': self.day,
             'shotNum': shotNum,
+            'runNum': runNum,
         }
         
         self.mongoDB['global'].update_one(filter, {"$set": data}, upsert=False)
         
-    def _add_data_xarray_dataArray(self, shotNum, dataArray):
+    def _add_data_xarray_dataArray(self, shotNum, dataArray, scanAxis=None):
+        
+        if scanAxis is None:
+            scanAxis = list(dataArray.coords)
+            
+        dataArray.attrs = self._convert_numpy_type(dataArray.attrs)
+            
+        stackedDataArray = dataArray.stack(_scanAxis=tuple(scanAxis))
+        stackedDataArray = stackedDataArray.groupby('_scanAxis')
+        
         filter = {   
                 'year': self.year,
                 'month': self.month,
@@ -82,9 +147,18 @@ class MongoDB:
                 'shotNum': shotNum,
             }
         
-        dataArray.attrs = self._convert_numpy_type(dataArray.attrs)
+        for i in stackedDataArray:
             
-        mongoID, _ = self.xdb.put(dataArray)
+            stackedDataArray_single = i[1].drop('_scanAxis')
+            
+            global_parameters = {
+                'global_parameters.' + key: stackedDataArray_single[key].item()
+                for key in scanAxis
+            }
+
+            filter.update(global_parameters)
+            
+            mongoID, _ = self.xdb.put(stackedDataArray_single)
             
             data_label = {
                 dataArray.name: 
@@ -98,7 +172,19 @@ class MongoDB:
             
             self.mongoDB['global'].update_one(filter, {"$set": data_label}, upsert=False)
     
-    def _add_data_xarray_dataSet(self, shotNum, dataSet, name):
+    def _add_data_xarray_dataSet(self, shotNum, dataSet, name, scanAxis=None):
+        
+        if scanAxis is None:
+            scanAxis = list(dataSet.coords)
+            
+        dataSet.attrs = self._convert_numpy_type(dataSet.attrs)
+        
+        for key in list(dataSet.data_vars):
+            dataSet[key].attrs = self._convert_numpy_type(dataSet[key].attrs)
+            
+        stackedDataSet = dataSet.stack(_scanAxis=tuple(scanAxis))
+        stackedDataSet = stackedDataSet.groupby('_scanAxis')
+        
         filter = {   
             'year': self.year,
             'month': self.month,
@@ -106,11 +192,16 @@ class MongoDB:
             'shotNum': shotNum,
         }
         
-        dataSet.attrs = self._convert_numpy_type(dataSet.attrs)
+        for i in stackedDataSet:
             
-        for key in list(dataSet.data_vars):
-            dataSet[key].attrs = self._convert_numpy_type(dataSet[key].attrs)
-            print(key)
+            stackedDataSet_single = i[1].drop('_scanAxis')
+            
+            global_parameters = {
+                'global_parameters.' + key: stackedDataSet_single[key].item()
+                for key in scanAxis
+            }
+
+            filter.update(global_parameters)
         
             mongoID, _ = self.xdb.put(dataSet)
         
@@ -126,12 +217,17 @@ class MongoDB:
         
             self.mongoDB['global'].update_one(filter, {"$set": data_label}, upsert=False)
     
-    def _add_data_additional(self, shotNum, data, name):
+    def _add_data_additional(self, shotNum, runNum, data, name):
+        
+        if runNum is None:
+            runNum = 0
+        
         filter = {   
             'year': self.year,
             'month': self.month,
             'day': self.day,
             'shotNum': shotNum,
+            'runNum': runNum,
         }
         
         mongoID = self.mongoDB.additional.insert_one(data).inserted_id
@@ -148,21 +244,21 @@ class MongoDB:
         
         self.mongoDB['global'].update_one(filter, {"$set": data_label}, upsert=False)
         
-    def add_data(self, shotNum, data, date=None, name=None, engine='normal'):
+    def add_data(self, shotNum, data, runNum=None, date=None, name=None, engine='normal'):
         if not date is None:
             self.set_date(date)
             
         if engine == 'normal':
-            self._add_data_normal(shotNum=shotNum, data=data)
+            self._add_data_normal(shotNum=shotNum, runNum=runNum, data=data)
         elif engine == 'xarray':
             if isinstance(data, type(xr.Dataset())):
                 self._add_data_xarray_dataSet(shotNum=shotNum, data=data, name=name)
             else:
                 self._add_data_xarray_dataArray(shotNum=shotNum, data=data, name=name)
         elif engine == 'additional':
-            self._add_data_additional(shotNum=shotNum, data=data, name=name)
+            self._add_data_additional(shotNum=shotNum, runNum=runNum, data=data, name=name)
     
-    def read_global(self, shotNum, date=None):
+    def read_global_single(self, shotNum, runNum, date=None):
         
         if not date is None:
             self.set_date(date)
@@ -172,6 +268,7 @@ class MongoDB:
             'month': self.month,
             'day': self.day,
             'shotNum': shotNum,
+            'runNum': runNum,
         }
         
         return self.mongoDB['global'].find_one(filter)
@@ -182,18 +279,18 @@ class MongoDB:
         if engine == 'additional':
             return self.mongoDB.additional.find_one({'_id': mongoID})
     
-    def load_data_single(self, shotNum=None, globalDict=None, date=None, field=None):
+    def load_data_single(self, shotNum=None, runNum=None, globalDict=None, date=None, field=None):
         
         if not date is None:
             self.set_date(date)
         
         if globalDict is None:
-            globalDict = self.read_global(shotNum)
+            globalDict = self.read_global_single(shotNum=shotNum, runNum=runNum)
         
         if field is None:
             field = globalDict
         
-        res = {}
+        res = field
         
         for key in field:
             if isinstance(globalDict[key], dict) and ('mongoID' in globalDict[key]):

DataContainer/ReadData.py

@@ -326,8 +326,6 @@ def read_hdf5_global(filePath, preprocess=None, join="outer", combine="nested",
     
     datesetOfGlobal.attrs['scanAxis'] = np.setdiff1d(datesetOfGlobal.attrs['scanAxis'], excludeAxis)
         
-    datesetOfGlobal.
-        
     return datesetOfGlobal