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SIAM j�J�pmputing, 32(1), pp.48-77.](ht�Hcseweb.ucsd.edu/~yf�/papers/M�.pdf)Խ[Ad}��l B���a�Ah` Algorithm — Jeremy KunwjLkun.com/2013/11/08/a\- |8-and-the-exp3-a\/�������������������������������� AÈcoG�c3��� ly m������ clas݅"#�a� ��of $�gers,��[�]�Ot�%�� :math:`\{-�a+1, \do��a+n-1 \}��S�:: * 4>>> Discrete(2"8�# {� }F(3,� rt=-��# {�,)Pe`�s humau�ndE���anV d�p�ɔ��s "rgb2�"r;Z����tiG�rly9� ��ߍ havem ��|�Jw�p� ,e RGB imagesy�@n't:C}�� �%z 6 he !Ieь�� wantu����r� your.sB me��to-� y ``- _fps"`` Ӎ metaw�A>K%1 e `` �_mode``*� ��9�mus�� eit��``'5�':r2_A�'`.QU':�"LunarLaA -v2"� �==�)B�= HACR0ing� B&�I�#�~�stw�)a�2��e irE alsoG)�direcF�EV!7*��A���ti��,6�ply�passing 2}="e"``�``�``b��e b&��&he2|x� s��ik-�nÓ ly (@�2�`c�not���Ad�)&�f�NoNb5�J� Q)� # J30�2ib�U�� [��War�: I֤��P�� uses6-]�E�"``, its-Y!�*>G 's*)Mxa�ho�%�alway��V���mpty aO�����G �i&K�P*1a%u)ya�([] #2#��!�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-�-6-�H,�H,�H,�H,2H,� � � � � � � � � � � � � � � � � u�1i��&��er�. *�����i�put�/4size [b, s, h];r�+a: out*e�s2�1.�y�y�&�&�&�&2&��C��C��C��C��C��C��C��C��C��C��C��C��C��CJ�C�Ue pulled during the burn-in phase. This is useful to mitigate selection bias. seedN�>Random number generator seed for reproducibility. Examples ---< >>> import gym$from riverbanditZprobaZstats eenv =d(.make( ... 'j_ cTs/CandyCaneContest-v0',)c_ =J.reset(�=426ac!._space."(123) �policy = �<.Exp3(gamma=0.5,%<Qmmetric = �.Sum( k(while True:� w = d.!�$(range(env6�n))8observa�H, reward, terminate runc info-step( tL �.update U& �& sif~ or ��break.(L Sum: 799. Referenc]k�i-- [^1]: [Auer, P., Cesa-Bianchi, N., Freund, Y. and Schapire, R.E., 2002. The nonstochastic multiarmed baA�E��Llem. SIAM journal on computing, 32(1), pp.48-77.](https://cseweb.ucsd.edu/~yf�/papers/M� .pdf) [^2�,dversarial Be1s �a�Ahd Algorithm — Jeremy Kun]wjLkun.com/2013/11/08/a\- |8-and-the-exp3-a\/)p )Q �eI#D works by maintain��a weight�>each arm��ese $s are used��r��0ly decide whi 5a=2;increa@or de , depend�on%3I�(. An egalit!Znism fac��$\e�, \in [0, 1]$�Cinclude9o tuneNdesire�ick an�0 uniformly at ��at is,a d= 1$,Iarm)Hed NC, Parameters�k-- ��� The R�. 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 j$ objectnesIy�;h, w =%�.�} [:2] WifZ�� xminI�cli*7 np��or()L[:, 0].min()).astype!Rin��,   - W�� xmaxjf ceil:eax�ey��1v�hZ�y��ej�^em�a�[�: x+1%�:)T+b ean(�#� 9� mask.�)�zeros((A8),!�)�U0cv2.fillPoly(C, [IB�], 1.0F� call-overA � produc�� *�x �np.sum( ,) / count_non� |�:8bitmap_to_boxes�%���n.  56�t�')K�LNotImplementedError �,�,,� 6(�def write_panel_to_tsfile( data, path, target=None, problem_name="sample_data", header=None ): """Write an sktime multi-instance dataset to text file in .ts format. Write metadata and data stored in sktime compatible data set to file. A description of the ts format is in docs/source/api_reference/data_format.rst Parameters ---------- data : Panel. dataset containing multiple time series instances, referred to as a Panel in sktime. Series can univariate, multivariate, equal or unequal length path : String. Location of the directory to write file target: None or ndarray, default = None Response variable, discrete for classification, continuous for regression None if clustering. problem_name : String, default = "sample_data" The file is written to //.ts header: String, default = None Optional text at the top of the file that is ignored when loading. """ data_valid, _, data_metadata = check_is_scitype( data, scitype="Panel", return_metadata=True ) if not data_valid: raise TypeError(" Wrong input data type ", type(data)) if data_metadata["is_equal_length"]: # check class labels data = convert_to( data, to_type="numpy3D", as_scitype="Panel", store_behaviour="freeze", ) series_length = data.shape[2] write_ndarray_to_tsfile( data, path, problem_name=problem_name, class_value_list=target, equal_length=True, series_length=series_length, comment=header, ) else: write_dataframe_to_tsfile( data, path, problem_name=problem_name, class_value_list=target, equal_length=False, comment=header, ) `def CMD_COMPILE(self) -> List[str]: """The command to compile the generated source code.""" �� �  �@��H���8���&@� X�Ȁ6��x� �F@���(H� V����0�� f@���8ȁv����@��@�"�HH����&8� I�B�0*T� W�B��.t� _C�02�� g@C԰6�� o�C�0:��w�C��>Ԡ~� !�A��8"��E0��x$"!�IP���&2��Mp���(B!�Q���8*R��U���x&` Ŷ���-p� ]����/� a ��0�1�� e,��p�3� iL�հ�5�� ml����7�q���0�9Бu���p�;�ỹ���=�}����?� � 1�A��,�! q�C �L�"��E0��l�#��G@���$%1�IP����%-q�K`�̄&5��Mp���'=��~��e(D)�Q����(e)Li�S���He*T��U����he+\�J����E,c!KY�r��E-kaK[����E.s�K]�r��E/{�K_���F0�!La s�$F1�aLc��DF2��Le,s�dF3��Lg<�ЄF4�!MiLsԤF5�aMk\���F6��Mmls��F7��Mo|��G8�!Nq�s�$G9�aNs���DG:ӡNu�s�dG;��Nw����G<�!y�c��'=�Q�z����>�Q�z���̇>���}���g?��y�����=���$ �ć<"P� ���=��{ȃ�)hA �O�� EHB��|(T! �G=�aO{�s! eHC�P�<�����=Q�D4"��D'BxԳ��'E*"ϊ�â��E0���fD���F8�O|r���<�Y{��#���G@ |�#�!�H�i�{�����HHJ���Ĥ&9��!��$�*��LebO{�t&4�'MjZ���7�)N둓z�D�:��Nxʓ��ħ>��O� ���3(B�P�BT��(F5�Q��x�)IM�R��ԥ0�)��GS��T�<�)P�'T��Je�S�*U�Z�Z�W�*V���je�[�*W���z�_+X���e�c!+Y�Z���gA+ZҚ��e�ka+[�����o�+\���e�s�+]�Z���w�+^���e�{�+_�����,`� f��!,a [�氇A,b��*f��a,c��:汏�,d"�Jf���,e*[�Z沗�,f2��jf���,g:s��v�����=��xz����g�Q�π4� �hE3�ѐ�4�- >�ay�����=�yԢ&��Q�jV�ֲ���q�k^���&���'>�![��v6��Mmkc[���6��-nr���f��� <�Y{�㞼�mo|�xԳ���=��y��7�Np�#\� ����p�CxԳ��'q�[����=�q�� 9�M�r����0���=��|6ǹ�y�s� ��F���=�!]�Lw:�g=�i�{��.u�[�Z��ć<�{�����nv�]�lw;��Nw��]{:����w�^��7<�G=�a�{�g��!/y�Q�zأ��,�y�s����Ioz�aO{�����zճ����=�m�{�����>�=�q��g>�ć<�C�zҧ��o}�k������>�!��g>�̏~੟���o�Y{����O=��y@�G=�aO{�3@Ѐ����@��=�O|ȳ@6Ё�`%8��PP=����`0�� ;���0��!GH��G=�aO{�c��>�!O U�B�P=�aO{����p���yb(��P=5�� ������=�O|ȃ��p�<���1�B�z�Þ���9��y� ��E4"xԳ��=HL����&�ljO$�(�)R��V�z�Þ��>�"���-r��^�"����=�q��H�2��h�"Ө�5��`l#|�C7��q���C�g=�i�{�XG;����|����Q�{�c��G@&(��!xԳ���Q��$d! yHD&R��dd#���GB2���$y�C�JZ��̤&7�I�g=�i�{��IO~�� �zD9JR�Ҕ�\{��T�R���O|XI�V�򕰌�,gI�Z����yp�K]�<�Y{���ć<��/ �` s��,�1���d*s��l�3� �hJs�Ԭ�5���ljs���z�Þ������&8�)�q���O|�i�s�3��$�:��Nw�>��z�Þx�s����=����3���'?�C�~�� �@JЂ��M�B�І:����D'JъZ��ͨF7�юz�� �HGJҒ���(M�JW�Җ���0��LgJӚ���8ͩNw�Ӟ���@ �P�JԢ��HM�R��Ԧ:��P��T�JժZ��XͪV��ծz��` �X�Jֲ���hM�Z��ֶ���p��\�J׺���xͫ^��׾���� �`K�����M�b���:V���ld%;Y�Vֲ~�,`+X��5����f9�Y�~���hI[ZӞ��U�jY�Z׾����li[[������ny�[�����p�[\���U�r��\�>�ѕ�t�[]�^����v��]�~���x�[^���U�z��^�����|�[_������~��_����� \`� V���`?����)\a _����9�a�!�I\b��)V�Y�b��1��i\c��9��y�c��A�\d#�IV��d'?�Q��\e+_� Y���e/�a��\f3��iV���f7��q���\g;�������G,� 6(Qdef zero_grads(self): # Left for backward compatibility self.zerograds() � def Allreduce(net, blobs, reduced_affix="_reduced", gpu_indices=None): """The general Allreduce interface that reroutes the function calls. CPUs and AMD GPUs are not supported because GetGpuPeerAccessPattern is called to get gpu peer access pattern. """ if gpu_indices is None: gpu_indices = list(range(len(blobs))) if len(gpu_indices) != len(blobs): raise RuntimeError( "gpu_indices length and blobs length mismatch: %d vs %d" % (len(gpu_indices), len(blobs)) ) pattern = workspace.GetGpuPeerAccessPattern() if ( len(blobs) == 2 and pattern.shape[0] >= 2 and np.all(pattern[:2, :2]) ): return Allreduce2(net, blobs, reduced_affix, gpu_indices) elif ( len(blobs) == 4 and pattern.shape[0] >= 4 and np.all(pattern[:4, :4]) ): return Allreduce4(net, blobs, reduced_affix, gpu_indices) elif ( len(blobs) == 4 and pattern.shape[0] >= 4 and np.all(pattern[:2, :2]) and np.all(pattern[2:4, 2:4]) ): return Allreduce4Group2( net, blobs, reduced_affix, gpu_indices ) elif ( len(blobs) == 8 and pattern.shape[0] >= 8 and np.all(pattern[:8, :8]) ): return Allreduce8(net, blobs, reduced_affix, gpu_indices) else: return AllreduceFallback( net, blobs, reduced_affix, gpu_indices ) ��s��  def __call__( self,  Pproba_map, ) -> List[0np.ndarray]]:6�"""Performs postprocessing for a list of model outputs < Args F ----: $bility mapHHshape (N, H, W, C) :ReturnP.S�PN class predictions (�`each input sample), where F6is� C tensors�of� *, 5) or  6)"""if �!h$.ndim != 4)(raise Asser�Error)�f"arg `5/`��expected to be 4-dimensional, got {1w}. �-K# Ero3 + dila�0 on the binar%��bin� = [ = ��Xthresh).astype(np.uint8 N]I�rE�=6afT.bitmap_to_boxes(pmaps.�s[! \���e, [�zip�,1� p] l�$ initF$e,_%Q0: Tuple[int, ]�K$embed_dim:%m patch_sizB:]�q Nonei super()._� �Dheight, width, _ =.�f%ik =x!$interpolat"Y� Truee��[0] =.E0[1] else Fals S �z grid� = t!(u[s // p%�s, Eq!�(2�)M��)I�e num_ es M�x�*:�[1M�� cls_token<add_w%Z�%�=(1, 1,9�))�A8ializer="zeros"$trainable=!Qname="� 2� posi�w�v��.+��J��J� roje�P< = layers.Conv2D9Jfilters=u9��E/=�%�%stridesf!4padding="valid �data_�@at="channels_last%use_bias:� �2�$glorot_uniUD@6+>)�9/ = ) ���(! , x: tf.T�Z, **kwa1 Any��+B, = x��eta�D}�H %I29ga. == 01 ), "Image�h must�N,divisible by�O "�CBiWJi1�G>i��nh! g# {ify i��˙9bY�x9E3) # (b��, }B , d_� i�_tf.�ap��  , (B��2J-1 E�q���upea.�elf��,!�axis=-ZB�1:�# conc��jto��e�aT � 29R[;,9], �1BF�=��2h# addI ��to�RifI�ݺi�+�( _pos_enco�(,i9)���rP�)��M >i�$extra_repre�e�stm� 7f"�"={%� }" � B_�L2|H attr, gamma, powertit=4, targe optimř ) �k_H = 1WU < 0 (� ValueJ� T"InverseShift does not�0port negative Yi�)i � t= #� ������it �j�5 =9 5i2 x�_v� =�  p-�z��%�,��er-V.i Kget(%�er �4# ensure that �is se �Q�!�9� _�!9et!�(���%�� P�i)�Z�,resum�0rom a snapsho � vupdate)"Ft` �6M�B�) �� !Cconv_out0 ( , k,8 0, cover_all=F� , d=1-�"""Calcu� s w ?�Tolua .i�This fun�takes� 2�  feat!�,a�ide, andEY pool!I,of one parti�r "�,\n��t l � eL��E,C �4.. seealso:: :�@:`~chainer.utils.!Ede�1G` �&g$(int): The ofF�,. 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�����A,� 6(�	def write_off(data: Data, path: str) -> None:
    r"""Writes a :class:`torch_geometric.data.Data` object to an OFF (Object
    File Format) file.

    Args:
        data (:class:`torch_geometric.data.Data`): The data object.
        path (str): The path to the file.
    """
    assert data.pos is not None
    assert data.face is not None

    num_nodes, num_faces = data.pos.size(0), data.face.size(1)

    pos = data.pos.to(torch.float)
    face = data.face.t()
    num_vertices = torch.full(
        (num_faces, 1), face.size(1), dtype=torch.long
    )
    face = torch.cat([num_vertices, face], dim=-1)

    threshold = PRINT_OPTS.threshold
    torch.set_printoptions(threshold=float("inf"))

    pos_repr = re.sub(",", "", _tensor_str(pos, indent=0))
    pos_repr = "\n".join([x[2:-1] for x in pos_repr.split("\n")])[:-1]

    face_repr = re.sub(",", "", _tensor_str(face, indent=0))
    face_repr = "\n".join([x[2:-1] for x in face_repr.split("\n")])[
        :-1
    ]

    with open(path, "w") as f:
        f.write(f"OFF\n{num_nodes} {num_faces} 0\n")
        f.write(pos_repr)
        f.write("\n")
        f.write(face_repr)
        f.write("\n")
    torch.set_printoptions(threshold=threshold)
�def MobileNetV2(
    im_height=224,
    im_width=224,
    num_classes=1000,
    alpha=1.0,
    round_nearest=8,
    include_top=True,
):
    block = InvertedResidual
    input_channel = _make_divisible(32 * alpha, round_nearest)
    last_channel = _make_divisible(1280 * alpha, round_nearest)
    inverted_residual_setting = [
        # t, c, n, s
        [1, 16, 1, 1],
        [6, 24, 2, 2],
        [6, 32, 3, 2],
        [6, 64, 4, 2],
        [6, 96, 3, 1],
        [6, 160, 3, 2],
        [6, 320, 1, 1],
    ]

    input_image = layers.Input(
        shape=(im_height, im_width, 3), dtype="float32"
    )
    # conv1
    x = ConvBNReLU(input_channel, stride=2, name="Conv")(input_image)
    # building inverted residual residual blockes
    for idx, (t, c, n, s) in enumerate(inverted_residual_setting):
        output_channel = _make_divisible(c * alpha, round_nearest)
        for i in range(n):
            stride = s if i == 0 else 1
            x = block(
                x.shape[-1], output_channel, stride, expand_ratio=t
            )(x)
    # building last several layers
    x = ConvBNReLU(last_channel, kernel_size=1, name="Conv_1")(x)

    if include_top is True:
        # building classifier
        x = layers.GlobalAveragePooling2D()(x)  # pool + flatten
        x = layers.Dropout(0.2)(x)
        output = layers.Dense(num_classes, name="Logits")(x)
    else:
        output = x

    model = Model(inputs=input_image, outputs=output)
    return model
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Args: examples: A PCollection of example dicts. desired_batch_size: Batch size. The output Arrow record batches will have as many rows as the `desired_batch_size`. Returns: A PCollection of Arrow record batches. 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