fix a serial bugs on importing

fastNLP/core/dist_trainer.py

@@ -1,3 +1,6 @@
+"""
+正在开发中的分布式训练代码
+"""
 import torch
 import torch.cuda
 import torch.optim
@@ -41,7 +44,8 @@ def get_local_rank():
 
 
 class DistTrainer():
-    """Distributed Trainer that support distributed and mixed precision training
+    """
+    Distributed Trainer that support distributed and mixed precision training
     """
     def __init__(self, train_data, model, optimizer=None, loss=None,
                  callbacks_all=None, callbacks_master=None,

fastNLP/embeddings/contextual_embedding.py

@@ -1,4 +1,3 @@
-
 from abc import abstractmethod
 import torch
 
@@ -9,6 +8,10 @@ from ..core.sampler import SequentialSampler
 from ..core.utils import _move_model_to_device, _get_model_device
 from .embedding import TokenEmbedding
 
+__all__ = [
+    "ContextualEmbedding"
+]
+
 
 class ContextualEmbedding(TokenEmbedding):
     def __init__(self, vocab: Vocabulary, word_dropout:float=0.0, dropout:float=0.0):

fastNLP/io/config_io.py

@@ -1,7 +1,9 @@
 """
 用于读入和处理和保存 config 文件
- .. todo::
+
+.. todo::
     这个模块中的类可能被抛弃？
+
 """
 __all__ = [
     "ConfigLoader",

fastNLP/io/loader/conll.py

@@ -1,12 +1,12 @@
 from typing import Dict, Union
 
 from .loader import Loader
-from ... import DataSet
+from ...core.dataset import DataSet
 from ..file_reader import _read_conll
-from ... import Instance
+from ...core.instance import Instance
 from .. import DataBundle
 from ..utils import check_loader_paths
-from ... import Const
+from ...core.const import Const
 
 
 class ConllLoader(Loader):

fastNLP/io/loader/cws.py

@@ -1,6 +1,6 @@
-
 from .loader import Loader
-from ...core import DataSet, Instance
+from ...core.dataset import DataSet
+from ...core.instance import Instance
 
 
 class CWSLoader(Loader):

fastNLP/io/loader/loader.py

@@ -1,4 +1,4 @@
-from ... import DataSet
+from ...core.dataset import DataSet
 from .. import DataBundle
 from ..utils import check_loader_paths
 from typing import Union, Dict

fastNLP/io/loader/matching.py

@@ -1,12 +1,12 @@
 import warnings
 from .loader import Loader
 from .json import JsonLoader
-from ...core import Const
+from ...core.const import Const
 from .. import DataBundle
 import os
 from typing import Union, Dict
-from ...core import DataSet
-from ...core import Instance
+from ...core.dataset import DataSet
+from ...core.instance import Instance
 
 
 class MNLILoader(Loader):

fastNLP/io/pipe/classification.py

@@ -4,13 +4,14 @@ from ..base_loader import DataBundle
 from ...core.vocabulary import Vocabulary
 from ...core.const import Const
 from ..loader.classification import IMDBLoader, YelpFullLoader, SSTLoader, SST2Loader, YelpPolarityLoader
-from ...core import DataSet, Instance
+from ...core.dataset import DataSet
+from ...core.instance import Instance
 
 from .utils import get_tokenizer, _indexize, _add_words_field, _drop_empty_instance
 from .pipe import Pipe
 import re
 nonalpnum = re.compile('[^0-9a-zA-Z?!\']+')
-from ...core import cache_results
+from ...core.utils import cache_results
 
 class _CLSPipe(Pipe):
     """

fastNLP/io/pipe/conll.py

@@ -1,7 +1,7 @@
 from .pipe import Pipe
 from .. import DataBundle
 from .utils import iob2, iob2bioes
-from ... import Const
+from ...core.const import Const
 from ..loader.conll import Conll2003NERLoader, OntoNotesNERLoader
 from .utils import _indexize, _add_words_field
 

fastNLP/io/pipe/matching.py

@@ -2,8 +2,8 @@ import math
 
 from .pipe import Pipe
 from .utils import get_tokenizer
-from ...core import Const
-from ...core import Vocabulary
+from ...core.const import Const
+from ...core.vocabulary import Vocabulary
 from ..loader.matching import SNLILoader, MNLILoader, QNLILoader, RTELoader, QuoraLoader
 
 

fastNLP/io/pipe/utils.py

@@ -1,6 +1,6 @@
 from typing import List
-from ...core import Vocabulary
-from ...core import Const
+from ...core.vocabulary import Vocabulary
+from ...core.const import Const
 
 def iob2(tags:List[str])->List[str]:
     """

reproduction/seqence_labelling/chinese_ner/data/ChineseNER.py

@@ -51,7 +51,7 @@ class ChineseNERLoader(DataSetLoader):
         :param paths:
         :param bool, bigrams: 是否包含生成bigram feature, [a, b, c, d] -> [ab, bc, cd, d<eos>]
         :param bool, trigrams: 是否包含trigram feature，[a, b, c, d] -> [abc, bcd, cd<eos>, d<eos><eos>]
-        :return: DataBundle
+        :return: ~fastNLP.io.DataBundle
             包含以下的fields
                 raw_chars: List[str]
                 chars: List[int]