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Yiming Cui, Ting Liu, etc. 请直接使用从 **fastNLP** 下载的数据进行处理。该数据集未提供测试集,测试需要通过上传到对应的系统进行评测。 读取之后训练集 :class:`~fastNLP.core.DataSet` 将具备以下的内容,每个问题的答案只有一个: .. csv-table:: :header: "title", "context", "question", "answers", "answer_starts", "id" "范廷颂", "范廷颂枢机(,),圣名保禄·若瑟()...", "范廷颂是什么时候被任为主教的?", ["1963年"], ["30"], "TRAIN_186_QUERY_0" "范廷颂", "范廷颂枢机(,),圣名保禄·若瑟()...", "1990年,范廷颂担任什么职务?", ["1990年被擢升为天..."], ["41"],"TRAIN_186_QUERY_1" "...", "...", "...","...", ".", "..." 其中 ``title`` 是文本的标题,多条记录可能是相同的 ``title`` ;``id`` 是该问题的 id,具备唯一性。 验证集 :class:`~fastNLP.core.DataSet` 将具备以下的内容,每个问题的答案可能有三个(有时候只是3个重复的答案): .. csv-table:: :header: "title", "context", "question", "answers", "answer_starts", "id" "战国无双3", "《战国无双3》()是由光荣和ω-force开发...", "《战国无双3》是由哪两个公司合作开发的?", "['光荣和ω-force', '光荣和ω-force', '光荣和ω-force']", "[30, 30, 30]", "DEV_0_QUERY_0" "战国无双3", "《战国无双3》()是由光荣和ω-force开发...", "男女主角亦有专属声优这一模式是由谁改编的?", "['村雨城', '村雨城', '任天堂游戏谜之村雨城']", "[226, 226, 219]", "DEV_0_QUERY_1" "...", "...", "...","...", ".", "..." 其中 ``answer_starts`` 是从 0 开始的 index。例如 ``"我来自a复旦大学?"`` ,其中 ``"复"`` 的开始 index 为 **4**。另外 ``"Russell评价说"`` 中的 ``"说"`` 的 index 为 **9** , 因为英文和数字都直接按照 character 计量的。��2�ST? ���(��8(s.. 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"� - Baye&)� sd PyP�ql�zF D-and-D- D -in- D0|SROIE Txt1,mat Text Det%3��o�PW��(r�a��!A����*T�is ��"txt� es, w�S8b{� &��at�Pxx1, y1, x2, y2, x3, y3, x4, y4,H cri'.�Vse�Ttor.�b�[�zele a2Z.��to ','�i�S.Yi6#be dC '### = �.= %@iP1Y2CU�T'x1,y1,x2,y2,x3,y3,x4,P b���*�%Bf%�Zk utf-8-sig Z2�A*� ���o�}s+&Jc�to�\remove_strs (List[str], ano�WU���+ redund�S�a$Yh%�nU}C-{)��&%',� k�--box vnR. S�ed%�c'xywh'e�'xyxy'Jz��������������������������������������������������������������������������������������������������������������������������������������������������������������������������������N�������������������������������������������������������������������������������������������������������������error = np.eye(dim_x, dtype=dt) *array( [1.0, 2 2.0]8+) 0A5>�BQ�,��'72> �D() Results are inM�yAkf.x[a�a�6$ferences -X .. [1] Dan Simon. "Opa� l St!\Ei�\ion." John Wiley & Sons.oDp. 208-212. (2006) X@2] Roger Labbe. 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JA~2���(7��L�r��$e)MyJT�R��\%+[�JW�r���%*c�JYΒ����-q�K]��e/Q�J_����%��aӒ�,�1���d"R��df3��K`6�Ќ�4�IMfVs��L�5���ljs���7� �p�s��,�9ω�t�s��l�;� �x�s����=��|�s���?� Ѐ t�-�A zP�&T� ehC�P�FT��hE-zQ�fT��hG=�Q��T�#%iIMzR��T�+eiK]�R��T� 3�iMmzS��T�;�iO}�S�U�C%jQ�zT�&U�KejS��T�FU��ӻ��.,� 6(�def zero_optim_wrapper( model: nn.Module, optimizer: torch.optim.Optimizer, initial_scale: float = 2**16, growth_factor: float = 2, backoff_factor: float = 0.5, growth_interval: int = 1000, hysteresis: int = 2, min_scale: float = 1, max_scale: float = 2**32, max_norm: float = 0.0, norm_type: float = 2.0, optim_config: Optional[Dict] = None, verbose: bool = False, ): """This wrapper function is used to wrap your training optimizer for ZeRO DDP. Args: model (nn.Module): Your model wrapped by `zero_model_wrapper` optimizer (torch.optim.Optimizer): Your initialized optimizer initial_scale (float, optional): initial_scale used by DynamicGradScaler. min_scale (float, optional): min_scale used by DynamicGradScaler. growth_factor (float, optional): growth_factor used by DynamicGradScaler. backoff_factor (float, optional): backoff_factor used by DynamicGradScaler. growth_interval (float, optional): growth_interval used by DynamicGradScaler. hysteresis (float, optional): hysteresis used by DynamicGradScaler. max_scale (int, optional): max_scale used by DynamicGradScaler. max_norm (float, optional): max_norm used for `clip_grad_norm`. You should notice that you shall not do clip_grad_norm by yourself when using ZeRO DDP. The ZeRO optimizer will take care of clip_grad_norm. norm_type (float, optional): norm_type used for `clip_grad_norm`. optim_config (dict, optional): The configuration used for the ZeRO optimizer. Example: >>> zero2_config = dict(reduce_bucket_size=12 * 1024 * 1024, overlap_communication=True) >>> optim = zero_optim_wrapper(model, optim, optim_config=zero2_config) verbose (bool, optional): Whether to print the verbose info. """ assert hasattr( model, "_colo_zero_stage" ), "You should use `zero_ddp_wrapper` first" zero_stage = getattr(model, "_colo_zero_stage") assert ( norm_type == 2.0 ), "Current ZeRO optimizers only support 'norm_type=2'" if optim_config is None: config_dict = dict() else: config_dict = copy(optim_config) config_dict["initial_scale"] = initial_scale config_dict["growth_factor"] = growth_factor config_dict["backoff_factor"] = backoff_factor config_dict["growth_interval"] = growth_interval config_dict["hysteresis"] = hysteresis config_dict["min_scale"] = min_scale config_dict["max_scale"] = max_scale if zero_stage in [1, 2]: from colossalai.zero.low_level import LowLevelZeroOptimizer config_dict["partition_grad"] = zero_stage == 2 config_dict["clip_grad_norm"] = max_norm return LowLevelZeroOptimizer( optimizer, **config_dict, verbose=verbose ) else: from colossalai.zero.gemini.gemini_optimizer import ( GeminiOptimizer, ) config_dict["clipping_norm"] = max_norm return GeminiOptimizer( optimizer, model, **config_dict, verbose=verbose ) >def F(theta): return -np.sum(np.square(theta - solution)) ��]� ����� �def collater(self, samples): @d = self.dataset.5 /.if len( d) == 0:returnT indicesat;8["id"].tolist() _ptarget = [s["label"] for s in��s ? _]l�>4= torch.stack( a, dim=0) �f �,add_to_input�Rnet "]._! � V> )�(__getitem__-�index-�%)9�[ �_g)Olf. 2% �(multi_class�B.�)zeros� .num 4es)�!�il%n� tUv_-�, is not None6/il�25[il �t� = 1.0%�elsZ2*5�tensor(0E�w2<b��2I�N�[Fa�MyM#� �m�__init__ �E,om� � =� =�=� 3�.�=True, M�super().� � ��)AV =6f�' � =.�<.� =2�%if.�Aq� and.PY}assert��]�Z=M�eni%2N.60 <�8load_config(arg-� _file)�\ overwrite_fairseq=False-�P"""TODO (huxu): move );\ to another function."""�if �.�9'�!vrgs.task ? , = recursive� �-i����_sub�YingV� batch_siz�i `. �S2�//1M�.|*��print6q"adjust�e!\{} du .�${}.".forma:HA1�r�� � =kɓis_tesaF� H5 plit.�5!aQR- == "WIU �a�oHqYVif{ R1� checkpoin�^x���C���2PJ�"update ��2as"�.��6:Ͳ� OmegaConfE�y� �= , f=os.Aw.join]" ".yaml"�M}2iBJ5A}�M>.$2'�B}[@# flatten fields.>= group@ � n6�)=F)[A]60Z�"�� ." + _6�"R6� �[�]FL9�setattr��, �rU C ~ b! ^nA$-� """allows%R� ��o�M any depth" i =]����a%ՙsinclude29�= \0G t.pop("/]�basVNi2 � P2�merge(J1| 6Vf6��&-imax_i:-1�A�search�Kin���IE <f /�rtswith(6g�� d.("_=5cur ��$s[1])r� ��s) > 1� M � max( , S25Z� � + "_austr F + 1)) eM�u�!/Mh$, replace,%�di11!]key!V)�]i,f isinstance H[key],|)��.j%�A%dir=� wCU�. �Efdir�).j�o�\.dict ig.Dict�"ig:�N4�u99 >u "� � Q� 4GlobalAvgPool, *� ) : BforwardA, �m= th.mean(xY,[-2, -1]) � � get_model� �� �Y.type!� ["2d", "3vmz s ae"D� 6� 2d"Y�"Load��@2D-ResNet-152 ...}+importvis �s as ;  = Ts.resnet152(pretrained:� 20nn.Sequential6s*�()H.children())[:-2], 2�(YN :�.cuda 'elB&!Ob'VMZ:$from vmz341((r2plus1d_34F6�9�D=%�vmzI6F1*B =487(�AJ9@# we use one copy�#s3steaddup"B'��0feature extraT�3%58mmpt.processorsMT.s3dg1KS3DFCS3D("�%�s/s3d_�$.npy", 512:�.�_stat�Jc:vth ^Z0howto100m.pth}:d>d�Je3j�3e�neXt-101Roideocnn-31.elxt u%snextq�016{2?00Y? shortcut_�}="B: 4cardinality=32:;�=11V durap=166=last_fc�zp��_� -�eS-%101I9eZ:VE .*O *J��xy5E� openaivae1�`OpenAIParallelDiscreteVAEF�b+���>rn�B�" 9|sup��ed yet��@ .eva�N�-loadedM���, {�2C,Ŷ���I26��k.!�@kl_weigh�ge. 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""" x, y = xyxy[0], xyxy[1] w = xyxy[2] - x + 1 h = xyxy[3] - y + 1 return [x, y, w, h] � def AlexNet_v1(im_height=224, im_width=224, class_num=1000): # tensorflow中的tensor通道排序是NHWC input_image = layers.Input( shape=(im_height, im_width, 3), dtype="float32" ) # output(None, 224, 224, 3) x = layers.ZeroPadding2D(((1, 2), (1, 2)))( input_image ) # output(None, 227, 227, 3) x = layers.Conv2D( 48, kernel_size=11, strides=4, activation="relu" )( x ) # output(None, 55, 55, 48) x = layers.MaxPool2D(pool_size=3, strides=2)( x ) # output(None, 27, 27, 48) x = layers.Conv2D( 128, kernel_size=5, padding="same", activation="relu" )( x ) # output(None, 27, 27, 128) x = layers.MaxPool2D(pool_size=3, strides=2)( x ) # output(None, 13, 13, 128) x = layers.Conv2D( 192, kernel_size=3, padding="same", activation="relu" )( x ) # output(None, 13, 13, 192) x = layers.Conv2D( 192, kernel_size=3, padding="same", activation="relu" )( x ) # output(None, 13, 13, 192) x = layers.Conv2D( 128, kernel_size=3, padding="same", activation="relu" )( x ) # output(None, 13, 13, 128) x = layers.MaxPool2D(pool_size=3, strides=2)( x ) # output(None, 6, 6, 128) x = layers.Flatten()(x) # output(None, 6*6*128) x = layers.Dropout(0.2)(x) x = layers.Dense(2048, activation="relu")(x) # output(None, 2048) x = layers.Dropout(0.2)(x) x = layers.Dense(2048, activation="relu")(x) # output(None, 2048) x = layers.Dense(class_num)(x) # output(None, 5) predict = layers.Softmax()(x) model = models.Model(inputs=input_image, outputs=predict) return model ��i�� �def __init__( self,  in_feats out.Taggregator_type="mean" +6 _drop=0.0 0bias=True, ):hxif HAS_PYLIBCUGRAPHOPS is False %`raise ModuleNotFoundError �f"{��.__class__.__name__} requires pylibcugraphops=23.04. 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") &'e�A S� ݍ�%E�eA�= u �%.��8ў " ��  )�S.�W� "  �a S.mu%�� ppz$S ��&��:--�-ppm��- $>�y� cD��d ���Ս�(plot_tsne(z�,K p��(mat/libI� .use("Agg�B1.py; as pj& $numpynp%\��4 sklearn.manif�( - TSNE |S �. SNE(��%=2>d*))zs*b�<.detach().cpu().��Sz_embfl .fit&�(O ]��= n^fig =! .figure uic[10-�in291n� � y � )[:, icK&p0�'=( coloN)4plt.cm.Set1(icc scat�%�-7[i, >j J#>��*i��=6� title("Laz Vari(!T-SNE{� M�$fig.savefi�f"./vae_)s/�)+�WH+ "I3;_N4.A+ ".png+ Q.�>�.~@rJ) ���mnist_la�_ssvae�M  'ferMu"�" +u�"to gen�+-sne e*��ss-va&E�!is:- $= "SS-VAE"EN���O6 ��WO# .� )4 �A�%N9 "d�,�cal�G%,.encoder_z([f,2[] np>6., name) ���ƹO,� 6(�def zpkfreqz(z, p, k, worN=None): """ Frequency response of a filter in zpk format, using mpmath. This is the same calculation as scipy.signal.freqz, but the input is in zpk format, the calculation is performed using mpath, and the results are returned in lists instead of NumPy arrays. """ if worN is None or isinstance(worN, int): N = worN or 512 ws = [mpmath.pi * mpmath.mpf(j) / N for j in range(N)] else: ws = worN h = [] for wk in ws: zm1 = mpmath.exp(1j * wk) numer = _prod([zm1 - t for t in z]) denom = _prod([zm1 - t for t in p]) hk = k * numer / denom h.append(hk) return ws, h �def AutogradCrypTensor(tensor, requires_grad=True): """ DEPRECATED: CrypTensor with support for autograd, akin to the `Variable` originally in PyTorch. """ raise DeprecationWarning( "AutogradCrypTensor is deprecated. Please set the " "requires_grad attribute on the CrypTensor instead." ) if torch.is_tensor(tensor): tensor = crypten.cryptensor(tensor) tensor.requires_grad = requires_grad return tensor ��hX� @def mnist_te4sne(vae=None, loader$): """�This is used to generate a t-sne embedding of the vae:B(name = "VAE Sdata =.y. set.� .float()J �labelsn9 "30z_loc, z_scal,vae.encoder(a Zplot_% 1.k,�) -D-(vae_samples!E<, visdom_session->vi�6�x�Horch.zeros([1, 784] �@for i in range(10 OimageV[]J0rr.1.24# get loc from%�modelC �!2 _i =%+%(x �img =2.4[0].view(1, 28).cpu()%�.numpy-� �(.append(imgd vis. 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THe currentEco!FurB%{ionary� b8ifed � �ed= #y!^� ( ): C g�r,t's6p�<�EBaL+Z9-$ (st*): If�t %yed�%C-conunts I(1U!��[25(s R��M?^:��R��F�,6�,b�,%� �: �,t 1�F��,][.�, =16�,Y6�U C =R5�-n-e 6DfHB@ifQ�SMu`ME�y%has)8ed:Ygp4s �46�"Q�""�4>c)K i<� ��Z�imgs:"�6,� maskb#"�**�V,!Dict[Any�V��Eq 6� �A�3�_� imag.�`(B H, W� �B@OD>?��9�"�: A��0 `{f_i: t_i}`A�ed by^4ted� �"s `f_i`[��their6� t0s `t_i`:�E�$, H_i, W_i�1?� N�0����!2[2. ,�2&7�3"�?oke�2[ }2AI�1a�.L�2i�� (�2� _tokens �����Z,� 6(�def zero_grad(self): if self.set_grad_none: for group in self.param_groups: for p in group["params"]: p.grad = None else: super(FusedAdam, self).zero_grad() �def AssertEquivalentNodes(self, expected_node, actual_node): """Asserts that actual_node is equivalent to expected_node. Asserts that actual_node (a DOM node object) is equivalent to expected_node (another DOM node object), in that either both of them are CDATA nodes and have the same value, or both are DOM elements and actual_node meets all of the following conditions: * It has the same tag name as expected_node. * It has the same set of attributes as expected_node, each with the same value as the corresponding attribute of expected_node. Exceptions are any attribute named "time", which needs only be convertible to a floating-point number and any attribute named "type_param" which only has to be non-empty. * It has an equivalent set of child nodes (including elements and CDATA sections) as expected_node. Note that we ignore the order of the children as they are not guaranteed to be in any particular order. Args: expected_node: expected DOM node object actual_node: actual DOM node object """ if expected_node.nodeType == Node.CDATA_SECTION_NODE: self.assertEqual( Node.CDATA_SECTION_NODE, actual_node.nodeType ) self.assertEqual( expected_node.nodeValue, actual_node.nodeValue ) return self.assertEqual(Node.ELEMENT_NODE, actual_node.nodeType) self.assertEqual(Node.ELEMENT_NODE, expected_node.nodeType) self.assertEqual(expected_node.tagName, actual_node.tagName) expected_attributes = expected_node.attributes actual_attributes = actual_node.attributes self.assertEqual( expected_attributes.length, actual_attributes.length, "attribute numbers differ in element %s:\nExpected: %r\nActual: %r" % ( actual_node.tagName, expected_attributes.keys(), actual_attributes.keys(), ), ) for i in range(expected_attributes.length): expected_attr = expected_attributes.item(i) actual_attr = actual_attributes.get(expected_attr.name) self.assertTrue( actual_attr is not None, "expected attribute %s not found in element %s" % (expected_attr.name, actual_node.tagName), ) self.assertEqual( expected_attr.value, actual_attr.value, " values of attribute %s in element %s differ: %s vs %s" % ( expected_attr.name, actual_node.tagName, expected_attr.value, actual_attr.value, ), ) expected_children = self._GetChildren(expected_node) actual_children = self._GetChildren(actual_node) self.assertEqual( len(expected_children), len(actual_children), "number of child elements differ in element " + actual_node.tagName, ) for child_id, child in expected_children.items(): self.assertTrue( child_id in actual_children, "<%s> is not in <%s> (in element %s)" % (child_id, actual_children, actual_node.tagName), ) self.AssertEquivalentNodes(child, actual_children[child_id]) ��{�� def __init__( self,  4base_optimizerG..SGD � }test_sam.�& 8SAM:��.y&(=�J|)�lr=�G,momentum=0.9 &�(assertEqual��:�(.__class__,)0�j ) �)l��� zinI�D: Union[int, Tuple int]] +U�: U�A�_drop.F0 0(concat: boo!�!� A��Op�hal�] =E� &4negative_slope.`��residualb Fals =allow_A�$_in_degreeN(A� �Q���V�1I =5T5ky� =9G<���/ds��\dgl.utils.expand_as_pair)�1V]P5� =9�%A.5�$n.Dropout(J)� =-�D9� ==�!6�j2�)N��*F���(isinstance(1,A�-��l��Linea=::90*9�,E=EM�)6�j!��nRn&s+,�wG��I$�mdst�m�if=�z6Af�i趇��.g kP�y�D(.Tensor(3 *Vg)� J�register&V (��",�� <�2��% ifE� andm�&' ���>2U�,Y�) �el._ni��c�3X.� �5Zbuffer("�5S� (�� = 9��%'uVa!�n.YV � J:�a^) =�^m^�~ �nn1 �V6� ) � valid� 0boro_df(df, c sensi�H�ҭ*H"""Tests a GeoDataFB  that� � been read in from the nybb dataset"9 �.�}.W �(# Make sure�Q$columns ar|end geometrie)D# wxproperly loaded as MultiPolygon , �,len(df) == 5%�m(= ("BoroCoda� Nam 0Shape_Leng",  Area&� 6VYDforb!0 i �co#df. &�6�K.lower()vy+ dfco#V-:�)� �QSe!� (df.-�y _typ-�. na.eq(".�-G +) �� get_srid!�)?�turn I�`�rs`U�if�rZ�r A 68.to_epsg() or 0% ! 0 oC creaN spat< te(con, d� 5R Za S* Lite�?ne? 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