!13260 fix SequentialCell and CellList parameter name bug

From: @caozhou_huawei
Reviewed-by: 
Signed-off-by:

mindspore/nn/layer/container.py

@@ -35,6 +35,43 @@ def _valid_cell(cell):
     raise TypeError('Cell {} is not subclass of Cell'.format(cell))
 
 
+def _get_prefix_and_index(cells):
+    """get prefix and index of parameter name in sequential cell or cell list"""
+    prefix = ""
+    index = 0
+    if not cells:
+        return prefix, index
+
+    cell_list = list(cells.items())
+    first_param, first_key = None, None
+    second_param, second_key = None, None
+    for key, cell in cell_list:
+        try:
+            _, param = next(cell.parameters_and_names())
+        except StopIteration:
+            continue
+        if first_param is None:
+            first_param = param
+            first_key = key
+            continue
+        second_param = param
+        second_key = key
+        break
+
+    if first_param is None:
+        return prefix, index
+
+    split_names = first_param.name.split(".")
+    for idx, name in enumerate(split_names):
+        if name == first_key:
+            prefix = ".".join(split_names[:idx])
+            prefix = prefix + "." if prefix else prefix
+            index = idx
+            if second_param is not None and second_param.name.split(".")[idx] == second_key:
+                break
+    return prefix, index
+
+
 class _CellListBase():
     """
     An interface for base the cell as list.
@@ -97,19 +134,26 @@ class SequentialCell(Cell):
     """
     def __init__(self, *args):
         super(SequentialCell, self).__init__()
+        self._is_dynamic_name = []
         if len(args) == 1:
             cells = args[0]
             if isinstance(cells, list):
                 for index, cell in enumerate(cells):
                     self.insert_child_to_cell(str(index), cell)
+                    cell.update_parameters_name(str(index) + ".")
+                    self._is_dynamic_name.append(True)
             elif isinstance(cells, OrderedDict):
                 for name, cell in cells.items():
                     self.insert_child_to_cell(name, cell)
+                    cell.update_parameters_name(name + ".")
+                    self._is_dynamic_name.append(False)
             else:
                 raise TypeError('Cells must be list or orderedDict')
         else:
             for index, cell in enumerate(args):
                 self.insert_child_to_cell(str(index), cell)
+                cell.update_parameters_name(str(index) + ".")
+                self._is_dynamic_name.append(True)
         self.cell_list = list(self._cells.values())
 
     def __getitem__(self, index):
@@ -121,9 +165,11 @@ class SequentialCell(Cell):
 
     def __setitem__(self, index, cell):
         if _valid_cell(cell):
+            prefix, _ = _get_prefix_and_index(self._cells)
             index = _valid_index(len(self), index)
             key = list(self._cells.keys())[index]
             self._cells[key] = cell
+            cell.update_parameters_name(prefix + key + ".")
             self.cell_list = list(self._cells.values())
 
     def __delitem__(self, index):
@@ -131,12 +177,25 @@ class SequentialCell(Cell):
             index = _valid_index(len(self), index)
             key = list(self._cells.keys())[index]
             del self._cells[key]
+            del self._is_dynamic_name[index]
         elif isinstance(index, slice):
             keys = list(self._cells.keys())[index]
             for key in keys:
                 del self._cells[key]
+            del self._is_dynamic_name[index]
         else:
             raise TypeError('Index {} is not int type or slice type'.format(index))
+        prefix, key_index = _get_prefix_and_index(self._cells)
+        temp_dict = OrderedDict()
+        for idx, key in enumerate(self._cells.keys()):
+            cell = self._cells[key]
+            if self._is_dynamic_name[idx]:
+                for _, param in cell.parameters_and_names():
+                    param.name = prefix + str(idx) + "." + ".".join(param.name.split(".")[key_index+1:])
+                temp_dict[str(idx)] = cell
+            else:
+                temp_dict[key] = cell
+        self._cells = temp_dict
         self.cell_list = list(self._cells.values())
 
     def __len__(self):
@@ -165,6 +224,9 @@ class SequentialCell(Cell):
                [26.999863 26.999863]]]]
         """
         if _valid_cell(cell):
+            prefix, _ = _get_prefix_and_index(self._cells)
+            cell.update_parameters_name(prefix + str(len(self)) + ".")
+            self._is_dynamic_name.append(True)
             self._cells[str(len(self))] = cell
         self.cell_list = list(self._cells.values())
 
@@ -202,9 +264,10 @@ class CellList(_CellListBase, Cell):
           (2): ReLU<>
           >
     """
-    def __init__(self, *args):
+    def __init__(self, *args, **kwargs):
+        auto_prefix = kwargs["auto_prefix"] if "auto_prefix" in kwargs.keys() else True
         _CellListBase.__init__(self)
-        Cell.__init__(self)
+        Cell.__init__(self, auto_prefix)
         if len(args) == 1:
             self.extend(args[0])
 
@@ -220,6 +283,9 @@ class CellList(_CellListBase, Cell):
         if not isinstance(index, int) and _valid_cell(cell):
             raise TypeError('Index {} is not int type'.format(index))
         index = _valid_index(len(self), index)
+        if self._auto_prefix:
+            prefix, _ = _get_prefix_and_index(self._cells)
+            cell.update_parameters_name(prefix + str(index) + ".")
         self._cells[str(index)] = cell
 
     def __delitem__(self, index):
@@ -233,8 +299,12 @@ class CellList(_CellListBase, Cell):
         else:
             raise TypeError('Index {} is not int type or slice type'.format(index))
         # adjust orderedDict
+        prefix, key_index = _get_prefix_and_index(self._cells)
         temp_dict = OrderedDict()
         for idx, cell in enumerate(self._cells.values()):
+            if self._auto_prefix:
+                for _, param in cell.parameters_and_names():
+                    param.name = prefix + str(idx) + "." + ".".join(param.name.split(".")[key_index+1:])
             temp_dict[str(idx)] = cell
         self._cells = temp_dict
 
@@ -253,10 +323,17 @@ class CellList(_CellListBase, Cell):
         idx = _valid_index(len(self), index)
         _valid_cell(cell)
         length = len(self)
+        prefix, key_index = _get_prefix_and_index(self._cells)
         while length > idx:
+            if self._auto_prefix:
+                tmp_cell = self._cells[str(length-1)]
+                for _, param in tmp_cell.parameters_and_names():
+                    param.name = prefix + str(length) + "." + ".".join(param.name.split(".")[key_index+1:])
             self._cells[str(length)] = self._cells[str(length - 1)]
             length -= 1
         self._cells[str(idx)] = cell
+        if self._auto_prefix:
+            cell.update_parameters_name(prefix + str(idx) + ".")
 
     def extend(self, cells):
         """
@@ -267,14 +344,20 @@ class CellList(_CellListBase, Cell):
         """
         if not isinstance(cells, list):
             raise TypeError('Cells {} should be list of subcells'.format(cells))
+        prefix, _ = _get_prefix_and_index(self._cells)
         for cell in cells:
             if _valid_cell(cell):
+                if self._auto_prefix:
+                    cell.update_parameters_name(prefix + str(len(self)) + ".")
                 self._cells[str(len(self))] = cell
         return self
 
     def append(self, cell):
         """Appends a given cell to the end of the list."""
         if _valid_cell(cell):
+            if self._auto_prefix:
+                prefix, _ = _get_prefix_and_index(self._cells)
+                cell.update_parameters_name(prefix + str(len(self)) + ".")
             self._cells[str(len(self))] = cell
 
     def set_grad(self, flag=True):

mindspore/nn/optim/optimizer.py

@@ -146,7 +146,8 @@ class Optimizer(Cell):
             self.global_step = Parameter(initializer(0, [1], mindspore.int32), name='global_step')
 
         if self.is_group_lr:
-            self.learning_rate = CellList(self.group_lr) if self.dynamic_lr else ParameterTuple(self.group_lr)
+            self.learning_rate = CellList(self.group_lr, auto_prefix=False) if self.dynamic_lr \
+                else ParameterTuple(self.group_lr)
         else:
             self.learning_rate = self._build_single_lr(learning_rate, 'learning_rate')