update NAS-Bench-201 API to support str2structure
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		| @@ -251,6 +251,26 @@ class NASBench201API(object): | ||||
|       else: | ||||
|         print('This index ({:}) is out of range (0~{:}).'.format(index, len(self.meta_archs))) | ||||
|  | ||||
|   # This func shows how to read the string0based architecture encoding | ||||
|   #   the same as the `str2structure` func in `AutoDL-Projects/lib/models/cell_searchs/genotypes.py` | ||||
|   # Usage: | ||||
|   #   arch = api.str2structure( '|nor_conv_1x1~0|+|none~0|none~1|+|none~0|none~1|skip_connect~2|' ) | ||||
|   #   print ('there are {:} nodes in this arch'.format(len(arch)+1)) # arch is a list | ||||
|   #   for i, node in enumerate(arch): | ||||
|   #     print('the {:}-th node is the sum of these {:} nodes with op: {:}'.format(i+1, len(node), node)) | ||||
|   @staticmethod | ||||
|   def str2structure(xstr): | ||||
|     assert isinstance(xstr, str), 'must take string (not {:}) as input'.format(type(xstr)) | ||||
|     nodestrs = xstr.split('+') | ||||
|     genotypes = [] | ||||
|     for i, node_str in enumerate(nodestrs): | ||||
|       inputs = list(filter(lambda x: x != '', node_str.split('|'))) | ||||
|       for xinput in inputs: assert len(xinput.split('~')) == 2, 'invalid input length : {:}'.format(xinput) | ||||
|       inputs = ( xi.split('~') for xi in inputs ) | ||||
|       input_infos = tuple( (op, int(IDX)) for (op, IDX) in inputs) | ||||
|       genotypes.append( input_infos ) | ||||
|     return genotypes | ||||
|  | ||||
|  | ||||
|  | ||||
| class ArchResults(object): | ||||
|   | ||||
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