(self, *args, **kwargs)
| 63 | |
| 64 | @wraps(func) |
| 65 | def wrapper(self, *args, **kwargs): |
| 66 | # print ("in model.py wrapper function") |
| 67 | # print ("in model.py wrapper function args[0] shape: ", args[0].shape) |
| 68 | # print ("in model.py self._buffered: ", self._buffered) |
| 69 | # print ("in model.py begin wrapper self._results: ", self._results) |
| 70 | if self.graph_mode and self.training: |
| 71 | if len(args) == 0: |
| 72 | raise ValueError('expect at least one input tensor') |
| 73 | |
| 74 | if isinstance(args[0], list): |
| 75 | assert isinstance( |
| 76 | args[0][0], |
| 77 | Tensor), ('function expects PlaceHolders or Tensors') |
| 78 | dev = args[0][0].device |
| 79 | else: |
| 80 | assert isinstance( |
| 81 | args[0], |
| 82 | Tensor), ('function expects PlaceHolders or Tensors') |
| 83 | dev = args[0].device |
| 84 | |
| 85 | if not self._buffered: |
| 86 | # buffer operations |
| 87 | dev.EnableGraph(True) |
| 88 | # print ("model.py wrap not self._buffered args[0].shape", args[0].shape) |
| 89 | self._results = func(self, *args, **kwargs) |
| 90 | # print ("model.py wrap not self._buffered func: ", func) |
| 91 | dev.Sync() |
| 92 | dev.EnableGraph(False) |
| 93 | self._buffered = True |
| 94 | |
| 95 | # deconstruct Operations before running the entire graph |
| 96 | remove_creator(self._results) |
| 97 | |
| 98 | # make sure all Operations are deallocated |
| 99 | gc.collect() |
| 100 | |
| 101 | # run graph |
| 102 | # print ("in model.py before dev.RunGraph self._results[0] shape: ", self._results[0].shape) |
| 103 | # print ("in model.py before dev.RunGraph args[0] shape: ", args[0].shape) |
| 104 | # print ("in model.py before dev.RunGraph self._results: ", self._results) |
| 105 | dev.RunGraph(self.sequential) |
| 106 | # print ("in model.py after dev.RunGraph") |
| 107 | # print ("in model.py after dev.RunGraph self._results[0] shape: ", self._results[0].shape) |
| 108 | # print ("in model.py after dev.RunGraph self._results: ", self._results) |
| 109 | # print ("in model.py after dev.RunGraph args[0] shape: ", args[0].shape) |
| 110 | return self._results |
| 111 | else: |
| 112 | return func(self, *args, **kwargs) |
| 113 | |
| 114 | print ("model.py return buffer_operation wrapper: ", wrapper) |
| 115 | return wrapper |
nothing calls this directly
no test coverage detected