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K+6� r[on keeE8!�26�*�,"in bal�"�N�P�!�I25BJ1 s too goo��@co���s"YM:��Dool!���1Kll�Eba�Z)��!� lem,6in fac!%�A�qA6�isI0eas�^�F6�*�U�T� 1����se�� s*Eh+�0X3,:v�2-!�2��''�''!x� X !�r�r��2������������������������������������������������������n�. �# Pass the concatenated input through8dense layers ..C>>  #"('):�4def get_noise_�_shape�) �(100,2,�E data.DsjE[F 1,)]B�(conditional�Nc!-(e_generatorN� �dim = %�V�.�:;.=Ps()[0�-O8nn.Sequential(G��,>o]"!{ �Muin^�>�.�>J�Z�.FZ#JMR�U DiH �>�6=l )) Define( funcAO to M e% i)!C_batch(_size}Tmeans = 10 * np.random ([4 , 1]Y/value83normal(mQ(, scale=2.04- ! B a�2�!(gan, |es >�4for _ in range �es�m � l =j2�z = {2 gan.�-� names[0]: c,R1FA8m�26}2yield �=��ޕ�)�wgan =2 learA.$_rate=0.01F�X gradient_penalty=0.1))�ata.5(h$, 500, 100 ).fit_ganE�,1jor_stepsUT, checkpoint_interval= C%f�10q] p5�ypredic}�Bu s=[m!m<]) References -�O .. [1] Arjovsky, Martin, Soumith Chintala, and Léon Bottou. "Wasserstein g��dive adversarial networks."3I!naa�al�� �, on machine 1�0. 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As :func:`auto_label` prepends a prefix to the label, we need to identify whether the label has been processed by :func:`auto_label` or not, which is done by :class:`label`. Generally, it should work like a string which contains the label name.��@������ �����$xt � ����� ���h�� 8��&�u�� : � �@����_� !0� ���$ 6�^( �� ���� *3P~��N( l@$ �ߛy� 3@�1<�;R.��� z����0C@ � ��q@�?& �pO �� ����"&߃�� ��, :������6 �. 0@B H@: ��P :9.׀"& �_�0$�נ��C:? ۟���,$ ?�/@��� �{2ܿ��z� �0��@A�<�*�#�( �?��4, $�D��:0 ��@*O�2#|p8&�_("�'�`A wrapper for Qstat to avoid overloading the SGE/OGS server with rapid continuous qstat requests`A wrapper for Qstat to avoid overloading the SGE/OGS server with rapid continuous qstat requests�Log using `Neptune `_. Install it with pip: .. code-block:: bash pip install neptune or conda: .. code-block:: bash conda install -c conda-forge neptune-client **Quickstart** Pass a NeptuneLogger instance to the Trainer to log metadata with Neptune: .. code-block:: python from lightning.pytorch import Trainer from lightning.pytorch.loggers import NeptuneLogger import neptune neptune_logger = NeptuneLogger( api_key=neptune.ANONYMOUS_API_TOKEN, # replace with your own project="common/pytorch-lightning-integration", # format "workspace-name/project-name" tags=["training", "resnet"], # optional ) trainer = Trainer(max_epochs=10, logger=neptune_logger) **How to use NeptuneLogger?** Use the logger anywhere in your :class:`~lightning.pytorch.core.LightningModule` as follows: .. code-block:: python from neptune.types import File from lightning.pytorch import LightningModule class LitModel(LightningModule): def training_step(self, batch, batch_idx): # log metrics acc = ... self.append("train/loss", loss) >( def any_lim2|_module_function_or_hook(self): 7 ,# log images2 img = ...2B.les�.experiment["train/misclassified_ U@"].append(File.as (img)) 2]<# generic recipe2metadata��your/84/structure"] =O` Note that the syntax ``^�bU�qL)`` is specific to N�e, and extendsu)Qd capabilities. 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In o�{words� S �xa�`$\mathbf{k_{k\dot{q}}} = I}$. Sr� o geT�6�,os���es/H s,Oa�* a�``��C``&� `` �|SoZ�$ U}necessar҆ an i� ity �%xa�an'}v��� compact*��(� s�e95ˇTwoB i�r"���O ��s�=``: on� ��^ !5�ZB�L9to8�xR� Both)} se� fY8%ybeA.res�Sae~ �� ``Ax =�� ``, ��o<�eC�U obta�U���Ͳ @J� 'LU'�� bsta*�!t� , result�ls ��w numb؂f � s!� e weaknes~t!��%odA��Nit% XA$zero divis error!�If s�encouh�ԃa possi�%r �A!�Ac blemA� ``"CRAMERC�� �uses C�  �ru]�.�s.4Qslo��k))inI�9�� 6� . However!;� �a single��L ܙ entr!���so�� Whi���� of!v}��at ƽ+is�1z!'Ly a `��`-*�i�.0U ayk � routine���re� too�<lexn�Xbe�mth��@ifyӏ13!Xu!l< ``lambda A, b: .(�.LUENb))�An�� |�r�"A|� is :� #s set.llv5+ � d�g �2�D (6( �)[0]`P w���!?�� �as ou�b‰�UA{�uniqu*) ���"��=is�A�m �І�8aHdegreg freedomђns�Ao$sp� -�� -damper. �҅/ O,�|�"����sL��nv!Ig���. e�>,their *OQenz臅bint>�.its�����.�>>>,� �J�.�6"8.physics.mechan�L�6�,:3 � �Kv ,"� ,�It=:w('q u'�nqd, udZ', 1* m, c, k =�('m c kMN =:�('N P = �('P.$.set_vel(N',* N.x) Next!�ފJ�nge/sto& &� !��7��ŏKan5m�s. �Ui��2/nbe i�a � . A��\ es/t� must4�um�q� each��in���ǡu"b/wBb�-U�L ��w-!d�T�.)Ha"��}bemd,e ii��E�q*a� assig1�@to it. Finally, a �]�llI�B&h!�[w}ckA�[qd - u]U�dFL = [(P, (-k * q - c * u)M&+paA]�(('pa', P, mY�BM pa] �A^��genera:�Rk F1�/&c�]fb ��9A��P, ��, t��)�!�~�. A&�quant��̚A�&p�3 �s, &E�.�_ �&� � �� ied Ũ(s��z�� docu":�)M�w�Rm FR*iFRAJ# Tlete: Fr + Fr* = 0. WeI�!J� w�isT�4. It makes sen� o re�4C,m though, so�calcu"�A�� �e�a��z term� or E.o.M.�q8: [MM> q�MM��`�qo@ aa8%X ݻ  I�F,��K  r� �" �}p KM =.��{qR=[q], ]=[u], !=kdyJ,(fr, frstar)GM.k�r_5�(BL, FL2MoM.!�u��= KM. 0rhs = MM.inv(a�J!-� `([[(-c*u(t) - k*q(t))/m]]�KM� 8earize(A_and_B=�w 2K [ 0,��1(� [-k/m, -c X Pleۏ lookI�e6� p!��E .��� ow to perAO5Ќ�Q ! deal�V�&m�, 5d.5b� A{.�/into e� nce.� � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � �Lpoint and set its velocity in a frame. >>> from sympy import symbols :"H.physics.mechanics 4 dynamicsy;,, ReferenceFoJmfKP�X, Particle, KanesMethodIq, u =:w('q u')%d, udZ', 1* m, c, k =�('m c kMN =:�('N P = �('P.$.set_vel(N��* N.x) Next we need to arrange/store information!�,the way that2Hrequires. The kine6c dif%� tial equaKsnbe id^�Oa dict. A list of forces/torques must be constructed, where each entry in the lDis a (-�,Vector) or (6,tup!� U the 5(s represent F�IT�.)Ha pM-�s!Q� reat�a it have5Ai(mass assign)�4it. Finally, a5$all bodies7v)Y:w}ckA�[qd - u]U�dFL = [(P, (-k * q - c * u)M&+paA] �(('pa', P, mY�BM pa] �A^,can generate%@Y of moA�rsE�)1)}t objec))4supply an inerE^�P4, coordinates, t4lized speeds, !�A�~�. Addi�$al quantit!qsuch asA�figurE�V �= � :M\EHEg!zof�.�V� b�Y : iterabl6 I I�� RigidBody-�!.k0system. loadsnO��]V��i�describAo��Mbo6}�Z�`6 If a)�b�D� ofݏ!�' oY1Qt solv)�>�%{ �. ��6�+ )%'s"B .�8: [k_d; k_dnh] Q�2�VE+)7: -[fIf I� _kinFQ""ͪ"M�. : k_kqdot�VY6��Z8-(k_ku*u + f_k)2� full��!�u'zq's��q���" s�Z]6�) �`$ Parameter6��  ::� EM!�"� r� � %G�IM. �d}rA��TIn��Z. ��L� . ��:HExpr, ope �Kz; �ich��ly re"_ �L |� !�-F�.6.!F9� FL:�D"� �6Zco*; _c� 0 :hJ C-2�':� <, i.e. holonomic.� !����)h. ����R �!� comb� ion!��8 nonR�e�8:� <9 F=�. accele� ���.V(, by defaulf ese� �Z�16�u_��:F6�:�A"z .�1�B !7.�/or&:[��&��cr+ U����Ue�6l��[� |:�]:z�-��s��ed64 . ex� it���a�boo��Boolean ther!���W ����ms should'1EYh,m (-��im � fo�s.=S�no. "� detail�\_�r : str,zl�B���*���Z�.& Rin�is"�,� �b�valid� %�be yW Q�:� :`�.� ces xbase.� xB �` �ca ��a� i^it�Xa�A at ``f(A,� )``�BL/� s*K&� !�return!1u�r.E�-� uti/ s LU"ve.!�K}:�i&L.�$ҷR.�n���������� Nawg � & ^�el"W Y_ � give�E+6�. In o�{wor�AYS �xa�`$\mathbf{k_{k\dot{q}}} = I}$. Srd�� o ge�y:�,os��tr�/��,Oa�* a�``��C``&� 0``False``. SoZ� $ isa3$ necessari�=5�%xa�is�proI� �act*��(� s�a���TwoB i�r R�Y�)to ``� �``: onl �8��!5�ZB�L9to8�xR� Both)} set���!ybeA.res�a���I ``Ax =��``, w- �o<�eoU obta�k*� �ɑ�@r ``'LU'�M� stand� , result;lk,ly low numbe�ope_ s!� e weaknes�t!��%odA��Nit% XA$zero divis error!�If P encounter�- a possibl�� ver )+may �!�Ac blemA�$``"CRAMER"A�� �uses C� r's rulE�%)Es.4Qslower �k))inI�9��#6�. Howe�it y �a single��L per"e���� Whil��� of �y found at ƽ+B�5zaapy a `��`-*�i�.0u$ yk � roge���re�ntoo�<lexnmbworth��@ ify �{so)3!Xu!l< ``lambda A, b: .(�.LUE b))A;An�� �R!ǁ"A|�is :func Brs set.llv5+ � dE �2�D (6( ��" we selec�f� �as ou�b� �U only�uniqu2SExample�:==�=is�A� e $��aHdegreg 0freedom trans�Aonal sp� -�� -damper. �҅/ O,��k!���s.Iinv!Iss��F e�>,their *OQenz��b� � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � � �Xhen we create a point and set its velocity in a frame. >>> from sympy import symbolsJ"D.physics.mechanics4dynamics ;,, ReferenceFo�KP�X, Particle, KanesMethodIq, u =:w('q u')%d, udZ', 1* m, c, k =! (bols('m c kMN =:�('N P = �('P.$.set_vel(N�,* N.x) Next!��need to arrange/store information in the way that2Hrequires. The kine6c dif%�tial equKsnbe id^�Oa dict. A list of forces/torques must be constructed, where each entry in the lDis a (-�,Vector) or (6,tup!� U the 5(s represent F�IT�.)Ha pM-�s!Q�ed,e ithav6*(mass assign)�4it. Finally, a5$all bodiesTv)Y:w}ckA�[qd - u]U�dFL = [(P, (-k * q - c * u)M&+paA] �(('pa', P, mY�BM pa] �A^ can gener�AFY of moAa�rsE�)1)}t objec�Supply aA�erE^fa�4, coordinates, t,lized speeds)��~�. Addi�$al quantit!qsuch asA�figurE� �� ��0on how to perAO �e8A� !( deal with V�&m�, a�Vd.5bringA,non-contribuE%!R,es into evid�.��� 's mW�� . Explan� = Ta�� is us�)doE�4"book-keeping"��you gra��! UGa��i��� ���: L, T., Levinson, D. Dq ��oryaApplic�Hs. 1985 McGraw-Hill� e at)��r��� �� [B� . A>= � :M\EHEg!zof%!.�V� b�Y : iterabl6 I I�� RigidBody-�!.k0system. loadsnO��]V��i�describAo��Mbo6}�Z�`6 If a)�b�D� ofݏ!�' oY1Qt solv)�>�%{ �. ��6�+ )%'s"B .�8: [k_d; k_dnh] Q�2�VE+)7: -[fIf I� _kinFQ""ͪ"M�. : k_kqdot�VY6��Z8-(k_ku*u + f_k)2� full��!�u'zq's��q���" s�Z]6�) �`$ Parameter6��  ::� EM!�i� r� � %G�IM. �d}rA��TIn��Z. ��L� . ��:HExpr, ope �Kz; �ich��ly re"_ �L |� !�-F�.6.!F9� FL:�D"� �6Zco*; _c� 0 :hJ C-2�':� <, i.e. holonomic.� !����)h. v����R �!� comb� ���%�nonR�e�8:� <9 F=�. accele� ���.V(, by defaulf ese� w Z�16�u_��:F6�:�A"z .�1�B !7.�/or&:[��&��cr+ U����Ue�6l��[� |:�]:z�-��s��ed64 . ex� it���a�boo��Boolean ther!���W ����ms should'1%�h,m (-��im � fo�s.=S�no. "� detail�\_�r : str,zl�B���*���Z�.& Rin�is"�,� �b�valid� %�be yW Q�:� :`sympy.� ces xbase.� xB �` �ca ��a%!.�Xa�A at ``f(A,� )``�BLit)s*K&� !�return)u�r.E�-� uti/ s LU"ve.!�K}:�i&L.�$ҷR.�n���������� Nawg � & ^�el"W Y_ � give�E+6�. In o�{wor�AYS �xa�`$\mathbf{k_{k\dot{q}}} = I}$. Srd�� o ge�y:��Xos��tr�/��,Oa�* a�``��C``&� 0``False``. SoZ� $ isa3$ necessari�=5�%xa�is�proI� �act*��(� s�a���TwoB i�r R�Y�)to ``� �``: onl ����!5�ZB�L9to8�xR� Both)} set���!ybeA.res�a���I ``Ax =��``, w- �o<�eoU obta�k*� �ɑ�@r ``'LU'�M� stand� , result;lk,ly low numbe�ope_ s!� e weaknes�t!��%odA��Nit% XA$zero divis error!�If P encounter� possibl�� ver )+may �!�Ac blemA�$``"CRAMER"A�� �uses C� r's rulE�%)Es.4Qslower �k))inI�9��#6�. 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�A�"B:�D 3Ej�/�2G��I��KʤJڤN��P�D�D*�H:�/⢣I�-Z�-�"+b��ɢW��Y��[ʥ]�_ �a*�cJ�ej�fz�h��j��lڦn��p�r:�tZ�vz�xJ�y��{ʧ}� ��*��J��j����m������ڨ������:��Z��z��������ʩ�꩟ ��*��J��j��������ʪ�ꪯ ��*��J��j��������ʫ�꫿ڢ,*����.J��i�Ǚ�� ��*��J��j�NJ�ɪ��ʬ��� �� ��:����Z��*�׊�٪��ʭ��� ��*��J��j�犮骮�ʮ��� ��*��9��Z��z������������� �+�K�k��� �� ˰ � �+�K�k�����۰۱�� �";�$[�%k�'��)��+˲-�/ �1+�3K�5k�7��9�����;˳=K���?{�@��A+�CK�Ek�G��I��K˴M�O �Q+�SK�Uk�W��Y��[˵]�_ �a+�c �d[�f{�h��i��k��l۶n��p�r;�[K�uk�w �q{�x��z��|۷~�� �~��;��[��{�������K��)�,ڢ.���˸�+� *��i��[��y��[����;��[��{��������۹������;��K��k��������������;�� ��˹�˺�뺯 ��+��K��뺫k��������˺�˻�뻚뢿 ��+��K��k�Nj�ɫ��˼��P�� ��+��*�����K��k�׋�٫��˽����� ��i��I�����)�,ڢ.��;��[��{�蛾껾�۾������;��[��{��������ۿ,ڢ���꿢9��y��[�� �,�L�l��� \� L���� �� �� �,�L�l��������� �!��"<�$\�&|�(��*��,��.��0�2<�4\�6|�8��:��<��>��@ �A�B,�CL�El�G��I��K��F��N��P�R<�T\�V|�X��Z��\�����گ� �+�K�k����^��` �a,�cL�el�g��i��k�l��m��o �q,�sL�ul�w��y��I��|��~�ǀȂ<Ȅ\Ȇ|Ȉ�ȊLȋ�Ȃ,ȍ�Ȃ�Ȑɒ�Yq<ɢZ�\ɖ|ɘ��l���ɜ�Y��ɟ ʡ,ʣLʥlʧ�� ��ʫ�ʭ�ʯ ˱,˳L˵l˷�˹�˻�˽�˿ ��,��L���j��+,��6��(x返回一个不计算梯度的上下文环境用来对模型进行评测; :return: 上下文对象 ``jittor.no_grad``� file_path: Path to a JSONL GPT supervised fine-tuning dataset. Data is formatted as multiple JSON lines with each line formatted as follows. {'input': 'John von Neumann Von Neumann made fundamental contributions .... Q: What did the math of artificial viscosity do?', 'output': 'smoothed the shock transition without sacrificing basic physics'} tokenizer: Tokenizer for the dataset. Instance of a class that inherits TokenizerSpec (ex: YTTM, SentencePiece). max_seq_length (int): maximum sequence length for each dataset examples. Examples will either be truncated to fit this length or dropped if they cannot be truncated. min_seq_length (int): min length of each data example in the dataset. Data examples will be dropped if they do not meet the min length requirements. add_bos (bool): Whether to add a beginning of sentence token to each data example add_eos (bool): Whether to add an end of sentence token to each data example add_sep (bool): Whether to add a separation token to each data example (goes between prompt and answer) tokens_to_generate (int): (inference only) Number of tokens to generate during inference seed: Random seed for data shuffling. max_num_samples: Maximum number of samples to load. This can be > dataset length if you want to oversample data. If None, all samples will be loaded. seed: int = 1234, label_key: Key to use for the label in your JSONL file answer_only_loss: If True, will compute the loss only on the answer part of the input. If False, will compute the loss on the entire input. truncation_field: Field to use for truncation. (Options: keys in prompt_template). Field to be used for truncation if the combined length exceeds the max sequence length. pad_to_max_length: Whether to pad the input to the max sequence length. If False, will pad to the max length of the current batch. index_mapping_dir: Directory to save the index mapping to. If None, will write to the same folder as the dataset. prompt_template: Prompt template to inject via an fstring. Formatted like Q: {context_key} A: {label_key} hf_dataset: Whether to load the json file with the HuggingFace dataset. otherwise, will load the jsonl file with the JSONLMemMapDataset. truncation_method: Truncation from which position. Options: ['left', 'right'] special_tokens: special tokens for the chat prompts, a dictionary of {token_type: token}. Default: {'system_turn_start': '', 'turn_start': '', 'label_start': '', 'end_of_turn': ' ', "end_of_name": " "} is_test: Whether this dataset is the test split. ߺ5�yK*y  h0S���˜o�&H�?$ �B��� � 8�* �AY�j� �4W�I8 _��<+ �mDRy r.9j"!&B�`�*'�P�� @Fx9Tw ��S�x@M0( @��H^����A �J�x���c� ����~��I��c$ tq�W���A �Q� H���jA<?D�* $ @4��x � � �B " ��1``� A�  @0�\b@�� }�7@���#�@�� �&6 .u:>�( �(�{R!.�85:0�=��@���L� } �� q$��t�<$� VB w�0@m�t� � @�a **p u��� G�d `�i ��-�>`0�5&&0  U���A���PA)E� WU��24&���s�UE�<@ �$.�B6�@F��.��. �@0 `�,$ ;�U  ��i� N�@%�0!HE<�C�@"'1pJ��B� ��" @ '�j�.H�6\`����  �@ @�*��;�PT$:����>DMt>#"Hx �(N �@ � 0 �b��,���T �c �`� ��D��� j �N"$ e^��t �L ��"p)��h�����$J݇ XF1@�"6*") h0�t �l��< 5�L$�J ( !l   AB�� >�_,"4}$��&�0 ��! �@p�@0D4������� ာb%@�<�� � T6A" ��� � P�qt!T(/&'�*���Ӡ�j :�S'�`D� .ǿ�<�" ف�� ��h.$0J 0P QP= `� 2 Mn #DX�$�  !4@��#�L '2`�6��q�>R 8�b� ��$�P� *e���R����a� VTests if the expected shape is returned when mitigating a circuit with a single returnR�ZZtwo �s �, ansatz� �Lfile_path: Path to a JSONL GPT supervised fine-tuning dataset. 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