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- # import paddle
- class ClsPostProcess(object):
- """ Convert between text-label and text-index """
- def __init__(self, label_list=None, key=None, **kwargs):
- super(ClsPostProcess, self).__init__()
- self.label_list = label_list
- self.key = key
- def __call__(self, preds, label=None, *args, **kwargs):
- if self.key is not None:
- preds = preds[self.key]
- label_list = self.label_list
- if label_list is None:
- label_list = {idx: idx for idx in range(preds.shape[-1])}
- # if isinstance(preds, paddle.Tensor):
- # preds = preds.numpy()
- pred_idxs = preds.argmax(axis=1)
- decode_out = [(label_list[idx], preds[i, idx])
- for i, idx in enumerate(pred_idxs)]
- if label is None:
- return decode_out
- label = [(label_list[idx], 1.0) for idx in label]
- return decode_out, label
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