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K �.K-m9�), ).,app()�$.run(debug0, �E=+')a�R�\-?p�@� �hu;�B�_�_�_�_�_&_A���+��*��������������j�Ma�i/�er� t���2*<N �X�'LA�t�GAtt$ al Edge W��\&$_<, �(�*VR@xue-pai/FuxiCTR.��v > I�� Fb� .**SJ�� �� �� �� ref_e5��A !�A6�' < � �� �� �� B� ʆ:nφrk�\ulti-: ;aQC &1 M�]#&�V)d"rA.at2��p|� on.�Pr�>&�n.(0geSn"�.E=:�^� i$!�*- \��5��pM o�Pa2��{wittM�EST&�� �Her-:��{Mk  �:#as)eBa�2�,�j&� � Ey< .�%Oe� B+� �+pooc��"�=7 `@H�{�Nme�L �5 .�Vputux): !<1�]L at2,�R�/���q-P �.�e��N � ��@" �E���J�(WFit GLM�e*�Ai'i�u�@.�23i.���:��d Bs.$E �AchA�%fit�dE.3�BpjQua��IntGH�x MD s (SQUIM) >I-�s **su1�**6� a�s ienh�cCI�,`n OpinAn�7 (MOS))��s!"dop��!|*NORESQA-MOS* :cite:`manocha2022 o`2�MOS)�s�Fr%��!&1n-9Ca�"� 2ssl�ae^{�EI ��,v-*lL*P%~�� �=��E�ph� or (F\P !.�Ve� 3s �rX��i�N be�^bI�5�-9E_a^�_�oa6S(save config����,��6��(�用于 pad 数据的对象。会自动将所有能够 pad (由 fastNLP 根据数据判定能否 pad )的数据都进行 pad 操作,默认 pad 的值为 0。 判定一个 field 是否可以 pad 的方式为: 1. 当前这个 field 是否所有对象都是一样的数据类型;比如,如果某 field 的数据有些是 float ,有些是 int ,则该 field 将被 判定为不可 pad 类型; 2. 当前这个 field 是否每个 sample 都具有一样的深度;比如,如果某 field 的数据转为 batch 类型后为 ``[1, [1,2]]``, 则会 被判定为不可 pad ,因为第一个 sample 与 第二个 sample 深度不同; 3. 当前这个 field 的类型是否是可以 pad (例如 str 类型的数据)。可以通过设置 ``logger.setLevel('debug')`` 来打印是判定不可 pad 的原因。 .. note:: ``Collator`` 的原理是使用第一个 ``batch`` 的数据尝试推断每个 ``field`` 应该使用哪种类型的 ``Padder``,如果第一个 ``batch`` 的数据刚好比较特殊,可能导致在之后的 pad 中遭遇失败,这种情况请通过 :meth:`set_pad` 函数手动设置一下。 .. todo:: 补充 code example 。 如果需要将某个本可以 pad 的 field 设置为不可 pad ,则可以通过 :meth:`~fastNLP.Collator.set_pad` 的 ``pad_val`` 设置为 ``None`` 实现。 如果需要某些 field 不要包含在 pad 之后的结果中,可以使用 :meth:`~fastNLP.Collator.set_ignore` 进行设置。 Collator 在第一次进行 pad 的时候自动根据设置以及数据情况,为每个 field 获取一个 padder ,在之后的每次调用中,都将使用对应 的 Padder 给对应的 field 。由于 Collator 只能在某个 field 内进行 pad ,如果 pad 操作需要同时操作多个 field ,请不要使用 Collator 。 :param backend: 对于可以 pad 的 field,使用哪种 tensor,支持 ``['torch','jittor','paddle','oneflow','numpy','raw', 'auto', None]``。 若为 ``'auto'`` ,则在进行 pad 的时候会根据调用的环境决定其 ``backend`` 。该参数对不能进行 pad 的数据没有影响,无法 pad 的数据返回一定 是 :class:`list` 。�y�UAT +<�X�B��c�~p$ �a� X �����y�@ �!�Xp�@�" ��  � @" Az��.g�?:�[  ��@� �@� ��J  ��@(=4������ @A@ �c�*����#`?0  ;$�# ; e�)��o�� ' ��@!F~��70 "�$ ���� �. &J�7� �(jZ '0$ x������<^, ?@ ����G 348@.� �# @ _�@`��#�� �� "=�_�g�(��p@,� �` `���x& �f � �`��?�����`&L(��(1��8�N�"�:<s@� ���x>��x��(8�� �� ",����m;  ���@"v�$(@ ?��.�K"���A��6��$\��~8"��8��hh` �� �B��$C�  � @ `�!@;��7 �0rH��<, ��X�8 �> 8%�����'I�?x � �`� ����" ����6 aD�L? 2 ��"�D ��g.0s#@b�C>8�~4hD 5���7 w(�. s��.� 6o�"�B$l� ��ۿCp\<@ !B� z`� _~�& P��0;<�, �&g 6�(0@ #R�, 0�8  0 @�s)��u#   $ ;$��` `���?@ � @�!�q�0�#��. ا@�/��� @ � ��ǫ��UG�2 �@ �&a�v ���) �1�[G �x %8�@& �@�����Pφ2R?~3�|  >�4�A �x�� ��0 p��@�@%�� �΁� ���8? 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CI�~x�' 4n�="+ sU�"�G�E@ ��C key-�: pa '%a("in xxx=yyy�mat"Umerged!� fi�?le (dI�8).5"ch�!)B � instead9 }� rser�s1�#A6,'LOCAL_RANK'- $os.environ��#�[.5\Kstr9(.local_rankm�rT@� �m,setup_seeds()A�%%� .run_cfg.+�Yn�)om(# �np+,F manual| 5% `_ paper��1 cardity� %&�>group�$bottleneck163W5 of' b� UprepE>�HG%*�B loadQ =weight)&/?�ctx : Iex&: CPUY�;�&a� whic�qjf \roo�Cs%O�( '~/.mxnet/�s'gLoc%Ɂ  keep#)��a�L ]�! :�MKa"�#- ��( �$: :class:`�.gluon..M`i6Can93�2�N%!<rib_ Sync"�`�$>�MA&|C`�`�5Fs,%-e@8 `S�/s=4&�Df!ʙ"O��� 2�(29�7 , 64*>% ���caf(F��� �9� pksources�r n2�6$_�� �2_ ,�N)�" ) �ؑ��4,�6(�def write_results(detections, filename): """Write prediction results into official formats.""" start = time.time() boxes, labels, scores = detections with pathmgr.open(filename, "w") as f: for key in boxes.keys(): for box, label, score in zip( boxes[key], labels[key], scores[key] ): f.write( "%s,%.03f,%.03f,%.03f,%.03f,%d,%.04f\n" % ( key, box[1], box[0], box[3], box[2], label, score, ) ) logger.info("AVA results wrote to %s" % filename) logger.info("\ttook %d seconds." % (time.time() - start)) �def Bias(x, y, alpha, epsilon, kernel=LinearKernel): """Compute regression bias for epsilon insensitive loss regression""" N = len(alpha) // 2 ap, am = alpha[:N], alpha[N:] sv = SupportVectors(alpha)[0] b = ( epsilon + y[sv] + sum((ap - am) * KernelMatrix(x, x[sv], kernel).ravel()) ) return b ��H�u����def create_initial_project(path: Text) -> None: """Creates directory structure and templates for i Z Z ."""IHfrom distutils.dir_ D import copy_tree .$(scaffold_� (), ) � ��_ l`(args: argparse.Namespace 5^�InitsB� os.chdir( p ^< ".") print(f")1dS d59Dat '{os.getcwd()}'2<,_train_or_in)d ions� ) �)�(find_files(v4root_dir: str,�query: List[str] = ["*.flac", "*.wav"],,include_G0bool = True, EI:3"""Find �0 recursively.)�A!�*Y, (str): Rootto�./� (s ): Q�F*>� (�,): If False,g(name is not8d �Returns�{)B of fou �Is :U�!�!d]�fory,!�0,%+  inA[ walk)�1#4, followlinks=!�Q)�\qD%'�h#8fnmatch.filter( s, qR,s.append(os.A�.join(��)I�if.LY>�P! _.replaceMA� + "/A�")�_�!M]IIr%� K 7i,getregentry( � (codecs.C Info9a!@="shift_jisx0213"i,en;=9(). de2 (incremental :r=IE\m�/ J2/Dl/4streamreader=S R � # writ#W # ) �);Xtest_resize_downsample_4s_cubic(device-Xdata =_1x1x4x4%�1D = np.array([1.0, 3 X3.0], dtype=np.float32))�#� 0onnx.backend.�(.case.node. ��interpol�� nd, �_coeffs�,# expected =:.(�4, lambda x, _:2@((x, A=-0.5)).#!�Zoutput%0=%.as� (np.int64m�5#�[ 6F�[1.54398148, 2.93518519, 4.32638889��>d[7.1087963, 8.5, 9.8912037^1H12.67361111, 14.064x $5.45601852J=��+>)tM�)�_fn(in!l!�M�m�fn.!driiw.tensorM�9kG l%�)�6alignX=06I�_!�=4s.INTERP_CUBIC6,an_ ias=Ɋ5� � 1���(basicConfig�!�='DEBUG9aߨat="%(asctime)s (%(module)s:%(lineno)d) %(l!3*8)s: %(message)s-�)�elF�0� INFO����s� 17�^ WARN�����4warning("Skip %�/!/ -�s"U[)Bif�Lis�A�.NUV ` orted(W jBQ._wi��penj8 as fY8.�F A�.strip()$None, 1)[1� .3W.Ca�.&8if�[0].ends� ("|"='`raise ValueError("Not sup�ed���smat�Z�tBTngt)�j�J@��J7N����ґ ��B�Eif len(Uv ) ==.�)�FileNotF�)�=%�"anyACb �i�� )�Fz> � �] �]l6~#= < i�a��$ess than #&� � f"("={6  } vs. #gt �}).:A0"Please checkC .�"� B���,("The number� utteranceA�%d" %)eni)��if ��P.is_available() and (�"���=^ � s %ae2�'"cpu"I>xv_extra = XVE��"� .#";eJe secs_dict�ict���i,AK��enume� ]��< correspony _lisQ6- {.gto: 6� )�!�6 Q"6I� assert%�F�e�1� | =J�xg&d =Z�)�� a��!e��int16w en_x)�fA�s�@%|��"7"�gt8t:7)YB6peu�я s !=Xf*�k$ = librosa4�F�)*��),fs��2* Amp "�  -1 ~.�en_ama��maxabsolutI�x͑/,>�32) /H�gtsBbt6at `t_^_ N^# X-vee��aD�A.�E x, fs2�Z,E.+#Ft�8 = 1 - spatial.:�.cU6��[xgt �.!�2xf"{};} {|:.4f}]���[,VI�.� statisticIVmean_*)�E!:v��v�\$g.T� ]M8stdBstd�A:�$Average: {�[� ± {m"m #"re%� ze� ��Z� J���Ū V�V� �6�6BWdi�ŞV S$os.makedir� �$, exist_ok� , � f"{v}/utt2!��w">[ ��utt_id%�n /Ikeys(): �4[ A&� f.�� .�\nM�f�^avgMult.txtZ�i#&�: >G s4Ƃ2�0"Successfully� ishedX ea>��x �7".�# ag auto-dl �letes on)�"_%( out =when us�NCCL �E8#A: environ[" 8_BLOCKING_WAIT"�3"1> # set b�� i � but7()�ensj$�s�!jobA60shared across� ranks � $= nowcfg = H.�m�J$�gr.� cfg.�cfg ((setup_seeds # aftnf� only!�)i ster � U!���S{�ty_Z$ task =s. 9 �Af4seta,.buildJ( J % "Krunne� R Bas�{cfg=cfg&� )w= �=h=�= �i �.M�0e(skip_reload���M�L a�� up !�_1dv� 2x2� scal� nJ� � R� !��A�@6K6F*g!2l!*f.[�!,  44J46N+����*�%�= I.a��N*�mka���Yl#connec'�host,  d, user, password, milvus_n�if# �&&X� g7f" h�*{c}:{d}�� F{o}2M {W�14 Lu(. 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""" with open(filename, "w", encoding="utf-8") as f: for sym, i in sym2id.items(): f.write(f"{sym} {i}\n") �def UpliftTreeClassifierTesting(df, x_names, evaluation_function): df_train, df_test = train_test_split( df, test_size=0.2, random_state=RANDOM_SEED ) # Train the UpLift Random Forest classifier uplift_model = UpliftTreeClassifier( control_name=TREATMENT_NAMES[0], random_state=RANDOM_SEED, evaluationFunction=evaluation_function, ) if evaluation_function == "IDDP": assert uplift_model.honesty is True pr = cProfile.Profile( subcalls=True, builtins=True, timeunit=0.001 ) pr.enable() uplift_model.fit( df_train[x_names].values, treatment=df_train["treatment_group_key"].values, y=df_train[CONVERSION].values, ) y_pred = uplift_model.predict(df_test[x_names].values) pr.disable() with open("UpliftTreeClassifier.prof", "w") as f: ps = pstats.Stats(pr, stream=f).sort_stats("cumulative") ps.print_stats() result = pd.DataFrame(y_pred, columns=uplift_model.classes_) result.drop(CONTROL_NAME, axis=1, inplace=True) best_treatment = np.where( (result < 0).all(axis=1), CONTROL_NAME, result.idxmax(axis=1) ) # Create a synthetic population: # Create indicator variables for whether a unit happened to have the # recommended treatment or was in the control group actual_is_best = np.where( df_test["treatment_group_key"] == best_treatment, 1, 0 ) actual_is_control = np.where( df_test["treatment_group_key"] == CONTROL_NAME, 1, 0 ) synthetic = (actual_is_best == 1) | (actual_is_control == 1) synth = result[synthetic] auuc_metrics = synth.assign( is_treated=1 - actual_is_control[synthetic], conversion=df_test.loc[synthetic, CONVERSION].values, uplift_tree=synth.max(axis=1), ).drop(columns=result.columns) cumgain = get_cumgain( auuc_metrics, outcome_col=CONVERSION, treatment_col="is_treated", ) # Check if the cumulative gain of UpLift Random Forest is higher than # random (sometimes IT and IDDP are not better than random) assert cumgain["uplift_tree"].sum() > cumgain["Random"].sum() # Check if the total count is split correctly, at least for control group in the first level def validate_cnt(cur_tree): parent_control_cnt = cur_tree.nodeSummary[0][1] next_level_control_cnt = 0 # assume the depth is at least 2 assert cur_tree.trueBranch or cur_tree.falseBranch if cur_tree.trueBranch: next_level_control_cnt += cur_tree.trueBranch.nodeSummary[ 0 ][1] if cur_tree.falseBranch: next_level_control_cnt += ( cur_tree.falseBranch.nodeSummary[0][1] ) return [parent_control_cnt, next_level_control_cnt] counts = validate_cnt(uplift_model.fitted_uplift_tree) assert counts[0] > 0 and counts[0] == counts[1] # Check if it works as expected after filling with validation data uplift_model.fill( df_test[x_names].values, treatment=df_test["treatment_group_key"].values, y=df_test[CONVERSION].values, ) counts = validate_cnt(uplift_model.fitted_uplift_tree) assert counts[0] > 0 and counts[0] == counts[1] ��D�>��def get_resource( self, request: tracking_rpc.Re *Re0, _context ):=if not >.handler k_  =� ()E elser3:_ 6tryJ5cls =�$.registry[?�type]Eif len(& args) > 0^kwl = decode_tree(utils.unpack_ 6F �checked_J{}�,for argname,  in v.items(-t.Hif isinstance(arg, �1�ObjectJ:-� =o$.storage[" "9#.A0._verifyUK5�2�. 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H8$r is more 9 ^i#�)�  4test_cross_attmodel���_config num_layer��4init_method_st��ba neighbo; <# rotary pos emba�9di~ 128pad_iY19999�atten��_head� /chunk3 ftext_ _siz�6�conF� :r(input_lengt� Ps *R,vocabm2\��rotw +im //N�m)_pos_!= R%(Embed�( J4).cuda().half(% hidden = } ra��0,�, (.�,)�I5^ # (seq ,!� " k _mas�( �)�A�  ��R�N� l:�AvZ�retrieveA3_�>)�,Y�� >- ��S#t0tokens - (numM(,!�$u ,� withE� inuaA�v jM� U� %4[b, np, sq, sk +5�9!=N� n���q�j+)��-�M� �I�I,M�m.# need�add�-��-D, since it will be�uy �<_q}�6�Yv:X +B0- 1, offset=0=ikfi1�%���)V>�S(�,.,j-+dec�uu�red7�m�A�$, "(k n) b ,(b k) n", k=��� �mk��< =N]' ^k r n.^(r n)$ X enc_2�_3�buildm�?P_3*jsource=2@��ar� ;=��'_W 8AttnMaskType.pa�� -r�N�[:,O :, :��� =._normal(!�-�scaled_�BE5�1N��$ �Yh =��P@ C�edC�A��d�=R�)?�= 6%out���.�=F�69 2 =*� J�=J6Qm/�j=di:�precig 2� eA 6:S_)|vv%�out, bia6 9�9� �embaN�2oder_)l=r�6D6)={�� Q ��ou� =�Size([J�ŀ�s���>@di+S* pby_expF g_mi'  �_H F,� ("min") cW4arDownClass(cllreset_o�("1(ute.ops_on_�_frF� super().t2O) a gsetUp>d5)Z�{ , True) hN�tuple_�_i�invalid(-"E[{"x":�� "y": 2}, 3, 45 6}��s� cl[.post("/{ -of-y$s/", json=s �-�B.status�!�422� *se.aKiA =F���ʐ�-�Vl�j��~�2� 5u%X��>�!�(�!q �.W%�IW%�ZW{Yx"items": [["foo", "bar"], ["bazwhatelx "t #much"1}L�`2n�-A�-��oBo{~�]]��Σ�ς��/,�6(�def zeros( sharding_spec: shard_spec.ShardingSpec, *size, dtype=None, layout=torch.strided, requires_grad=False, pin_memory=False, memory_format=torch.contiguous_format, process_group=None, init_rrefs=False, ) -> ShardedTensor: """ Returns a :class:`ShardedTensor` filled with the scalar value 0. Needs to be called on all ranks in an SPMD fashion. Args: sharding_spec (:class:`torch.distributed._shard.sharding_spec.ShardingSpec`): The specification describing how to shard the Tensor. size (int...): a sequence of integers defining the shape of the output tensor. Can be a variable number of arguments or a collection like a list or tuple. Keyword args: dtype (:class:`torch.dtype`, optional): the desired data type of returned tensor. Default: if ``None``, uses a global default (see :func:`torch.set_default_dtype`). layout (:class:`torch.layout`, optional): the desired layout of returned Tensor. Default: ``torch.strided``. requires_grad (bool, optional): If autograd should record operations on the returned tensor. Default: ``False``. pin_memory (bool, optional): If set, returned tensor would be allocated in the pinned memory. Works only for CPU tensors. Default: ``False``. process_group (ProcessGroup, optional): The process group to work on. If None, the default process group will be used. init_rrefs (bool, optional): Whether or not to initialize :class:`torch.distributed.rpc.RRef`s pointing to remote shards. Need to initialize the RPC Framework if specified as ``True``. Default: ``False``. Returns: A :class:`ShardedTensor` object on each rank """ return full( sharding_spec, size, fill_value=0, dtype=dtype, layout=layout, requires_grad=requires_grad, pin_memory=pin_memory, memory_format=memory_format, process_group=process_group, init_rrefs=init_rrefs, ) 0def OnExit(self): stop_java() return 0 ڧA����def test_model_with_tuple_valid(): data = {"items": [["foo", "bar"], ["baz", "whatelse"]]} response = client.post("/s-s-s4/", json=data)xassert CL.status_code == 200, textR6U()1Z ? �8hello(values: T�H[int, int] = Form()-return . % =;,retrieval_de�r(self, �<_parallel_config OXinit_method_std = 0.02 �L# rotary pos emb dim batch = 2 neighbors dim = 128 pad_iZ19999Dnum_attention_head= /chunk3 _!N_$_size = 64E(input_lengt�#s *>1,vocab@20000�_ �//N�+ary_pos_! = R%,Embedding(roL4).cuda().half(I@Xhidden = torch.randint(Z0,�, (%bA� I] # (seq,)�,� " k _mask = (  !=-�A)�  ���N� mJ� � ��dim j# conF�Q%M�eA(~�$)�,Y�, 2F)�%x#utokens -5znumZum+U�a�eqed + �C� inuaA�>� U� %�8[b, np, sq, sk]�u/]�- 11C== (96F�AW ���H)�]M]� �f�f,M�-n layer_typ�,[�LType.en�,J-1�CN%�@)ځ���� len( � ��� =._normal(!��)cscaled_ =JD�1M,�$ ^�LAo MegatronRi4alTransformerD�|Module3�z=R�9i�= 6%out�!�.�=F69���O =dim6 ffn_:! * 46%9�= F#u���,:65,precision=166e� �:F6()A�= #)���out =Q9�-embW ��mMed�ɒ=.�N* emb=8d �� out.shaa��QSize([.. ]) Sl postY ofm s(square{ ,Coordinate,  ]1 � 3 H.WI�� b(� 0_group: ItemG 6H# �� main( &D"""Run SECS calcul�X ."""e�arg�Mget� ,ser().parse_(�W4# logging info9if<0.verbose > 1: ..basicC/ 9�level='DEBUG9�� Lat="%(asctime)s (%(m�@)s:%(lineno)d) %(Ona&4: %(message)s"UIelF�0� INFOb��b�se� WARN����1� warn� "Skip %�/!/ -�s"U[ find file�5@if os.path.isdir(A�4.gen_wavdir_or scq C��orted(W jBQ._a� openj8 as f9�.�&5A�`.strip().split(None, 1)[1��.for3$ in f.readAa�.&8if�[0].ends� ("|"� raise V-8Error("Not supp%8 wav.scp�mat.")#Z�t!�b�t)�j�J@ per�J7N����ґ ��B�Eif Uv��)�,FileNotFound)�=%�f anyAC,erated audioi�.�))�Fz> � �]p �]l6~#��ndtruth mD are less than #ge�i��f"("={ 9 } vs. #gt �}).:AD"Please check the .� directoryB���("The� xv_extra� = XVE��, 5 �#";eJesecs_dic� ict���i,AK_���enumeAX=��<cor _lisQ6-filte*E lambda g�th: _� base( )�!��6 Q"6I� A ApF�e�h |.B�[0��gt� =Z�)�� a��!e��int16%��x)�fA�s�@%|� d� "7��gt8t:7)YB6peuf��яsWR9�k@ = librosa.resamp>� ).as�((np.float),fs��2*Amp No�iz�  -1 ~.�en_ama�np. fabsolutI�x͑/,>�32) /H�gt =Vbt6at `t_^_ N^# X-v�� eG�A.�E x, fsY�gt^,E.+H# Cosine Similarityt��8 - spatial.dist�.c66��[0]%� �.!�2xf"{};} {|:.4f}]���[,I�.��isticIVmean_*)�E!rray([v��v�\$g.X()]M8stdBstd�A:�$Average: {�[� ± {m"m # write_ult � $outdir is � y�Z� v� Ū V͙N6U06�6B dir��NRI%$os.makedir� �4, exist_ok=Tru� � f"{X -}/utt2!�">[ ��utt�in n /I keys"m �4[ A�f.%�� .�\nM�f�^avg_re!� .txtZ�i#&�: >G s4Ƃ2�0"Successfully� ishedX |�x R����r() ->A" .NamespacM�"""Getument %r"� I� .Ar *P�*\descrip�="Ea�a�peaker "�F) I�dr.addL���"N�*�type=st*?$help="Pathf d�  or.� �Ql #eforms. 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