forked from mindspore-Ecosystem/mindspore
767 lines
18 KiB
ReStructuredText
767 lines
18 KiB
ReStructuredText
mindspore.ops
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=============================
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MindSpore中 `mindspore.ops` 接口与上一版本相比，新增、删除和支持平台的变化信息请参考 `mindspore.ops API接口变更 <https://gitee.com/mindspore/docs/blob/master/resource/api_updates/func_api_updates_cn.md>`_ 。
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神经网络层函数
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----------------
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神经网络
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^^^^^^^^
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.. mscnplatwarnautosummary::
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:toctree: ops
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:nosignatures:
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:template: classtemplate.rst
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mindspore.ops.adaptive_avg_pool1d
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mindspore.ops.adaptive_avg_pool2d
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mindspore.ops.adaptive_avg_pool3d
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mindspore.ops.adaptive_max_pool1d
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mindspore.ops.adaptive_max_pool2d
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mindspore.ops.adaptive_max_pool3d
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mindspore.ops.avg_pool1d
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mindspore.ops.avg_pool2d
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mindspore.ops.avg_pool3d
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mindspore.ops.batch_norm
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mindspore.ops.bias_add
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mindspore.ops.ctc_greedy_decoder
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mindspore.ops.conv2d
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mindspore.ops.conv3d
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mindspore.ops.deformable_conv2d
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mindspore.ops.dropout
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mindspore.ops.dropout1d
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mindspore.ops.dropout2d
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mindspore.ops.dropout3d
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mindspore.ops.flatten
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mindspore.ops.unfold
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mindspore.ops.fold
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mindspore.ops.fractional_max_pool2d
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mindspore.ops.fractional_max_pool3d
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mindspore.ops.lp_pool1d
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mindspore.ops.lp_pool2d
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mindspore.ops.lrn
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mindspore.ops.max_pool3d
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mindspore.ops.max_unpool1d
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mindspore.ops.max_unpool2d
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mindspore.ops.max_unpool3d
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损失函数
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^^^^^^^^^^
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.. mscnplatwarnautosummary::
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:toctree: ops
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:nosignatures:
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:template: classtemplate.rst
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mindspore.ops.binary_cross_entropy
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mindspore.ops.binary_cross_entropy_with_logits
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mindspore.ops.cosine_embedding_loss
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mindspore.ops.cross_entropy
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mindspore.ops.ctc_loss
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mindspore.ops.gaussian_nll_loss
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mindspore.ops.hinge_embedding_loss
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mindspore.ops.huber_loss
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mindspore.ops.kl_div
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mindspore.ops.l1_loss
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mindspore.ops.margin_ranking_loss
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mindspore.ops.mse_loss
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mindspore.ops.multi_margin_loss
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mindspore.ops.multilabel_margin_loss
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mindspore.ops.multilabel_soft_margin_loss
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mindspore.ops.nll_loss
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mindspore.ops.smooth_l1_loss
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mindspore.ops.triplet_margin_loss
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激活函数
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^^^^^^^^^^
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.. mscnplatwarnautosummary::
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:toctree: ops
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:nosignatures:
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:template: classtemplate.rst
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mindspore.ops.celu
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mindspore.ops.elu
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mindspore.ops.fast_gelu
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mindspore.ops.gelu
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mindspore.ops.glu
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mindspore.ops.gumbel_softmax
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mindspore.ops.hardshrink
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mindspore.ops.hardsigmoid
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mindspore.ops.hardswish
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mindspore.ops.hardtanh
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mindspore.ops.leaky_relu
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mindspore.ops.log_softmax
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mindspore.ops.logsigmoid
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mindspore.ops.mish
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mindspore.ops.prelu
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mindspore.ops.relu
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mindspore.ops.relu6
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mindspore.ops.rrelu
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mindspore.ops.selu
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mindspore.ops.sigmoid
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mindspore.ops.silu
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mindspore.ops.softmax
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mindspore.ops.softmin
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mindspore.ops.softshrink
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mindspore.ops.softsign
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mindspore.ops.tanh
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mindspore.ops.threshold
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距离函数
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^^^^^^^^^^
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.. mscnplatwarnautosummary::
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:toctree: ops
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:nosignatures:
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:template: classtemplate.rst
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mindspore.ops.cdist
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mindspore.ops.dist
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mindspore.ops.pdist
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采样函数
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^^^^^^^^^^
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.. mscnplatwarnautosummary::
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:toctree: ops
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:nosignatures:
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:template: classtemplate.rst
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mindspore.ops.choice_with_mask
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mindspore.ops.random_categorical
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mindspore.ops.log_uniform_candidate_sampler
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mindspore.ops.uniform_candidate_sampler
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图像函数
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^^^^^^^^^^
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.. mscnplatwarnautosummary::
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:toctree: ops
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:nosignatures:
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:template: classtemplate.rst
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mindspore.ops.affine_grid
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mindspore.ops.bounding_box_decode
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mindspore.ops.bounding_box_encode
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mindspore.ops.col2im
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mindspore.ops.check_valid
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mindspore.ops.crop_and_resize
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mindspore.ops.grid_sample
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mindspore.ops.interpolate
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mindspore.ops.iou
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mindspore.ops.pad
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mindspore.ops.padding
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mindspore.ops.pixel_shuffle
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mindspore.ops.pixel_unshuffle
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数学运算函数
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----------------
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逐元素运算
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^^^^^^^^^^^^^
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.. mscnplatwarnautosummary::
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:toctree: ops
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:nosignatures:
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:template: classtemplate.rst
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mindspore.ops.abs
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mindspore.ops.absolute
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mindspore.ops.accumulate_n
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mindspore.ops.acos
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mindspore.ops.arccos
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mindspore.ops.acosh
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mindspore.ops.add
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mindspore.ops.addcdiv
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mindspore.ops.addcmul
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mindspore.ops.addmv
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mindspore.ops.addn
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mindspore.ops.angle
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mindspore.ops.arccosh
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mindspore.ops.arcsin
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mindspore.ops.arcsinh
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mindspore.ops.arctan
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mindspore.ops.arctanh
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mindspore.ops.arctan2
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mindspore.ops.asin
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mindspore.ops.asinh
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mindspore.ops.atan
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mindspore.ops.atan2
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mindspore.ops.atanh
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mindspore.ops.atleast_1d
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mindspore.ops.atleast_2d
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mindspore.ops.atleast_3d
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mindspore.ops.bessel_i0
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mindspore.ops.bessel_i0e
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mindspore.ops.bessel_i1
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mindspore.ops.bessel_i1e
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mindspore.ops.bessel_j0
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mindspore.ops.bessel_j1
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mindspore.ops.bessel_k0
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mindspore.ops.bessel_k0e
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mindspore.ops.bessel_k1
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mindspore.ops.bessel_k1e
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mindspore.ops.bessel_y0
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mindspore.ops.bessel_y1
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mindspore.ops.bitwise_and
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mindspore.ops.bitwise_left_shift
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mindspore.ops.bitwise_or
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mindspore.ops.bitwise_right_shift
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mindspore.ops.bitwise_xor
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mindspore.ops.ceil
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mindspore.ops.clamp
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mindspore.ops.clip
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mindspore.ops.combinations
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mindspore.ops.copysign
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mindspore.ops.cos
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mindspore.ops.cosh
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mindspore.ops.cosine_similarity
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mindspore.ops.cov
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mindspore.ops.diag_embed
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mindspore.ops.diff
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mindspore.ops.deg2rad
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mindspore.ops.digamma
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mindspore.ops.div
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mindspore.ops.divide
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mindspore.ops.erf
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mindspore.ops.erfc
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mindspore.ops.erfinv
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mindspore.ops.exp
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mindspore.ops.exp2
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mindspore.ops.expm1
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mindspore.ops.floor
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mindspore.ops.floor_div
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mindspore.ops.floor_mod
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mindspore.ops.float_power
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mindspore.ops.fmod
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mindspore.ops.frac
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mindspore.ops.gcd
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mindspore.ops.hypot
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mindspore.ops.igamma
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mindspore.ops.igammac
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mindspore.ops.imag
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mindspore.ops.i0
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mindspore.ops.inv
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mindspore.ops.invert
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mindspore.ops.lcm
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mindspore.ops.ldexp
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mindspore.ops.lerp
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mindspore.ops.lgamma
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mindspore.ops.log
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mindspore.ops.log2
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mindspore.ops.log10
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mindspore.ops.log1p
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mindspore.ops.logaddexp
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mindspore.ops.logaddexp2
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mindspore.ops.logical_and
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mindspore.ops.logical_not
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mindspore.ops.logical_or
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mindspore.ops.logical_xor
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mindspore.ops.logit
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mindspore.ops.mul
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mindspore.ops.multiply
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mindspore.ops.mvlgamma
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mindspore.ops.nanquantile
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mindspore.ops.neg
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mindspore.ops.negative
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mindspore.ops.polygamma
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mindspore.ops.positive
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mindspore.ops.pow
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mindspore.ops.quantile
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mindspore.ops.rad2deg
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mindspore.ops.ravel
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mindspore.ops.real
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mindspore.ops.reciprocal
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mindspore.ops.remainder
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mindspore.ops.roll
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mindspore.ops.rot90
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mindspore.ops.round
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mindspore.ops.rsqrt
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mindspore.ops.sgn
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mindspore.ops.sign
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mindspore.ops.signbit
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mindspore.ops.sin
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mindspore.ops.sinc
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mindspore.ops.sinh
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mindspore.ops.sqrt
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mindspore.ops.square
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mindspore.ops.sub
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mindspore.ops.subtract
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mindspore.ops.t
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mindspore.ops.tan
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mindspore.ops.tanhshrink
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mindspore.ops.trapz
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mindspore.ops.tril_indices
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mindspore.ops.triu_indices
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mindspore.ops.true_divide
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mindspore.ops.trunc
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mindspore.ops.truncate_div
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mindspore.ops.truncate_mod
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mindspore.ops.xdivy
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mindspore.ops.xlogy
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Reduction函数
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^^^^^^^^^^^^^
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.. mscnplatwarnautosummary::
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:toctree: ops
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:nosignatures:
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:template: classtemplate.rst
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mindspore.ops.all
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mindspore.ops.amax
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mindspore.ops.amin
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mindspore.ops.aminmax
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mindspore.ops.any
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mindspore.ops.argmax
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mindspore.ops.argmin
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mindspore.ops.cummax
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mindspore.ops.cummin
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mindspore.ops.cumprod
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mindspore.ops.cumsum
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mindspore.ops.fmax
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mindspore.ops.fmin
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mindspore.ops.logsumexp
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mindspore.ops.max
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mindspore.ops.mean
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mindspore.ops.median
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mindspore.ops.min
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mindspore.ops.norm
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mindspore.ops.prod
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mindspore.ops.std
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mindspore.ops.std_mean
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mindspore.ops.var
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mindspore.ops.var_mean
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比较函数
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^^^^^^^^^^^^^
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.. mscnplatwarnautosummary::
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:toctree: ops
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:nosignatures:
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:template: classtemplate.rst
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mindspore.ops.argsort
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mindspore.ops.approximate_equal
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mindspore.ops.equal
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mindspore.ops.ge
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mindspore.ops.greater
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mindspore.ops.greater_equal
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mindspore.ops.gt
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mindspore.ops.intopk
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mindspore.ops.isclose
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mindspore.ops.isfinite
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mindspore.ops.isinf
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mindspore.ops.isnan
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mindspore.ops.isneginf
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mindspore.ops.isposinf
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mindspore.ops.isreal
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mindspore.ops.is_complex
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mindspore.ops.is_floating_point
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mindspore.ops.le
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mindspore.ops.less
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mindspore.ops.less_equal
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mindspore.ops.lt
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mindspore.ops.maximum
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mindspore.ops.minimum
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mindspore.ops.msort
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mindspore.ops.ne
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mindspore.ops.not_equal
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mindspore.ops.searchsorted
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mindspore.ops.topk
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线性代数函数
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^^^^^^^^^^^^^
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.. mscnplatwarnautosummary::
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:toctree: ops
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:nosignatures:
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:template: classtemplate.rst
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mindspore.ops.bmm
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mindspore.ops.addbmm
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mindspore.ops.addmm
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mindspore.ops.baddbmm
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mindspore.ops.addr
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mindspore.ops.adjoint
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mindspore.ops.cholesky
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mindspore.ops.cholesky_inverse
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mindspore.ops.batch_dot
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mindspore.ops.det
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mindspore.ops.dot
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mindspore.ops.inner
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mindspore.ops.inverse
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mindspore.ops.ger
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mindspore.ops.kron
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mindspore.ops.lstsq
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mindspore.ops.matmul
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mindspore.ops.matrix_solve
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mindspore.ops.matrix_exp
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mindspore.ops.matrix_diag
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mindspore.ops.matrix_diag_part
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mindspore.ops.matrix_power
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mindspore.ops.matrix_set_diag
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mindspore.ops.mm
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mindspore.ops.mv
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mindspore.ops.outer
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mindspore.ops.orgqr
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mindspore.ops.pinv
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mindspore.ops.svd
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mindspore.ops.tensor_dot
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mindspore.ops.logdet
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mindspore.ops.slogdet
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谱函数
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^^^^^^^^^^^^^
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.. mscnplatwarnautosummary::
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:toctree: ops
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:nosignatures:
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:template: classtemplate.rst
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mindspore.ops.bartlett_window
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mindspore.ops.blackman_window
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mindspore.ops.hamming_window
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mindspore.ops.hann_window
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mindspore.ops.kaiser_window
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Tensor操作函数
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----------------
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Tensor创建
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^^^^^^^^^^^^^
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.. mscnplatwarnautosummary::
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:toctree: ops
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:nosignatures:
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:template: classtemplate.rst
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mindspore.ops.eye
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mindspore.ops.fill
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mindspore.ops.full
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mindspore.ops.full_like
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mindspore.ops.linspace
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mindspore.ops.logspace
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mindspore.ops.one_hot
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mindspore.ops.ones
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mindspore.ops.ones_like
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mindspore.ops.arange
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mindspore.ops.range
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mindspore.ops.zeros
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mindspore.ops.zeros_like
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mindspore.ops.heaviside
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随机生成函数
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^^^^^^^^^^^^^^^^
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.. mscnplatwarnautosummary::
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:toctree: ops
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:nosignatures:
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:template: classtemplate.rst
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mindspore.ops.bernoulli
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mindspore.ops.gamma
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mindspore.ops.laplace
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mindspore.ops.multinomial
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mindspore.ops.rand
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mindspore.ops.rand_like
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mindspore.ops.randint
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mindspore.ops.randint_like
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mindspore.ops.randn
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mindspore.ops.randn_like
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mindspore.ops.random_gamma
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mindspore.ops.random_poisson
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mindspore.ops.randperm
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mindspore.ops.standard_laplace
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mindspore.ops.standard_normal
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mindspore.ops.uniform
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Array操作
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^^^^^^^^^^^^^^^^
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.. mscnplatwarnautosummary::
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:toctree: ops
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:nosignatures:
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:template: classtemplate.rst
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mindspore.ops.argwhere
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mindspore.ops.batch_to_space_nd
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mindspore.ops.bincount
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mindspore.ops.block_diag
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mindspore.ops.broadcast_to
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mindspore.ops.cat
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mindspore.ops.chunk
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mindspore.ops.column_stack
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mindspore.ops.concat
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mindspore.ops.conj
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mindspore.ops.count_nonzero
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mindspore.ops.diag
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mindspore.ops.diagflat
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mindspore.ops.diagonal
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mindspore.ops.dyn_shape
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mindspore.ops.dsplit
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mindspore.ops.dstack
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mindspore.ops.einsum
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mindspore.ops.expand
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mindspore.ops.expand_dims
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mindspore.ops.flip
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mindspore.ops.fliplr
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mindspore.ops.flipud
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mindspore.ops.gather
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mindspore.ops.gather_d
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mindspore.ops.gather_elements
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mindspore.ops.gather_nd
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mindspore.ops.hsplit
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mindspore.ops.hstack
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mindspore.ops.index_add
|
|
mindspore.ops.index_fill
|
|
mindspore.ops.index_select
|
|
mindspore.ops.inplace_add
|
|
mindspore.ops.inplace_sub
|
|
mindspore.ops.inplace_update
|
|
mindspore.ops.masked_fill
|
|
mindspore.ops.masked_select
|
|
mindspore.ops.meshgrid
|
|
mindspore.ops.moveaxis
|
|
mindspore.ops.movedim
|
|
mindspore.ops.narrow
|
|
mindspore.ops.nan_to_num
|
|
mindspore.ops.nansum
|
|
mindspore.ops.normal
|
|
mindspore.ops.nonzero
|
|
mindspore.ops.numel
|
|
mindspore.ops.permute
|
|
mindspore.ops.population_count
|
|
mindspore.ops.rank
|
|
mindspore.ops.repeat_elements
|
|
mindspore.ops.repeat_interleave
|
|
mindspore.ops.reshape
|
|
mindspore.ops.reverse
|
|
mindspore.ops.reverse_sequence
|
|
mindspore.ops.scatter
|
|
mindspore.ops.scatter_nd
|
|
mindspore.ops.select
|
|
mindspore.ops.sequence_mask
|
|
mindspore.ops.shape
|
|
mindspore.ops.shuffle
|
|
mindspore.ops.size
|
|
mindspore.ops.slice
|
|
mindspore.ops.sort
|
|
mindspore.ops.space_to_batch_nd
|
|
mindspore.ops.sparse_segment_mean
|
|
mindspore.ops.split
|
|
mindspore.ops.squeeze
|
|
mindspore.ops.stack
|
|
mindspore.ops.strided_slice
|
|
mindspore.ops.sum
|
|
mindspore.ops.swapaxes
|
|
mindspore.ops.swapdims
|
|
mindspore.ops.tensor_scatter_add
|
|
mindspore.ops.tensor_scatter_div
|
|
mindspore.ops.tensor_scatter_max
|
|
mindspore.ops.tensor_scatter_min
|
|
mindspore.ops.tensor_scatter_mul
|
|
mindspore.ops.tensor_scatter_sub
|
|
mindspore.ops.tensor_scatter_elements
|
|
mindspore.ops.tensor_split
|
|
mindspore.ops.tile
|
|
mindspore.ops.tril
|
|
mindspore.ops.transpose
|
|
mindspore.ops.unbind
|
|
mindspore.ops.unique
|
|
mindspore.ops.unique_consecutive
|
|
mindspore.ops.unique_with_pad
|
|
mindspore.ops.unsorted_segment_max
|
|
mindspore.ops.unsorted_segment_min
|
|
mindspore.ops.unsorted_segment_prod
|
|
mindspore.ops.unsorted_segment_sum
|
|
mindspore.ops.unsqueeze
|
|
mindspore.ops.unstack
|
|
mindspore.ops.view_as_real
|
|
mindspore.ops.vsplit
|
|
mindspore.ops.vstack
|
|
mindspore.ops.where
|
|
mindspore.ops.cross
|
|
mindspore.ops.renorm
|
|
|
|
类型转换
|
|
^^^^^^^^^^^^^^^^
|
|
|
|
.. mscnplatwarnautosummary::
|
|
:toctree: ops
|
|
:nosignatures:
|
|
:template: classtemplate.rst
|
|
|
|
mindspore.ops.is_tensor
|
|
mindspore.ops.scalar_cast
|
|
mindspore.ops.scalar_to_tensor
|
|
mindspore.ops.tuple_to_array
|
|
|
|
梯度剪裁
|
|
^^^^^^^^
|
|
|
|
.. mscnplatwarnautosummary::
|
|
:toctree: ops
|
|
:nosignatures:
|
|
:template: classtemplate.rst
|
|
|
|
mindspore.ops.clip_by_global_norm
|
|
mindspore.ops.clip_by_value
|
|
|
|
Parameter操作函数
|
|
--------------------
|
|
|
|
.. mscnplatwarnautosummary::
|
|
:toctree: ops
|
|
:nosignatures:
|
|
:template: classtemplate.rst
|
|
|
|
mindspore.ops.assign
|
|
mindspore.ops.assign_add
|
|
mindspore.ops.assign_sub
|
|
mindspore.ops.scatter_add
|
|
mindspore.ops.scatter_div
|
|
mindspore.ops.scatter_max
|
|
mindspore.ops.scatter_min
|
|
mindspore.ops.scatter_mul
|
|
mindspore.ops.scatter_nd_add
|
|
mindspore.ops.scatter_nd_div
|
|
mindspore.ops.scatter_nd_max
|
|
mindspore.ops.scatter_nd_min
|
|
mindspore.ops.scatter_nd_mul
|
|
mindspore.ops.scatter_nd_sub
|
|
mindspore.ops.scatter_update
|
|
|
|
微分函数
|
|
----------------
|
|
|
|
.. mscnplatwarnautosummary::
|
|
:toctree: ops
|
|
:nosignatures:
|
|
:template: classtemplate.rst
|
|
|
|
mindspore.ops.derivative
|
|
mindspore.ops.jet
|
|
mindspore.ops.stop_gradient
|
|
|
|
调试函数
|
|
----------------
|
|
|
|
.. mscnplatwarnautosummary::
|
|
:toctree: ops
|
|
:nosignatures:
|
|
:template: classtemplate.rst
|
|
|
|
mindspore.ops.print_
|
|
|
|
稀疏函数
|
|
----------------
|
|
|
|
.. mscnplatwarnautosummary::
|
|
:toctree: ops
|
|
:nosignatures:
|
|
:template: classtemplate.rst
|
|
|
|
mindspore.ops.dense_to_sparse_coo
|
|
mindspore.ops.dense_to_sparse_csr
|
|
mindspore.ops.csr_to_coo
|
|
|
|
COO函数
|
|
^^^^^^^^^^^^^^^^
|
|
|
|
.. mscnplatwarnautosummary::
|
|
:toctree: ops
|
|
:nosignatures:
|
|
:template: classtemplate.rst
|
|
|
|
mindspore.ops.coo_abs
|
|
mindspore.ops.coo_acos
|
|
mindspore.ops.coo_acosh
|
|
mindspore.ops.coo_add
|
|
mindspore.ops.coo_asin
|
|
mindspore.ops.coo_asinh
|
|
mindspore.ops.coo_atan
|
|
mindspore.ops.coo_atanh
|
|
mindspore.ops.coo_ceil
|
|
mindspore.ops.coo_concat
|
|
mindspore.ops.coo_cos
|
|
mindspore.ops.coo_cosh
|
|
mindspore.ops.coo_exp
|
|
mindspore.ops.coo_expm1
|
|
mindspore.ops.coo_floor
|
|
mindspore.ops.coo_inv
|
|
mindspore.ops.coo_isfinite
|
|
mindspore.ops.coo_isinf
|
|
mindspore.ops.coo_isnan
|
|
mindspore.ops.coo_log
|
|
mindspore.ops.coo_log1p
|
|
mindspore.ops.coo_neg
|
|
mindspore.ops.coo_relu
|
|
mindspore.ops.coo_relu6
|
|
mindspore.ops.coo_round
|
|
mindspore.ops.coo_sigmoid
|
|
mindspore.ops.coo_sin
|
|
mindspore.ops.coo_sinh
|
|
mindspore.ops.coo_softsign
|
|
mindspore.ops.coo_sqrt
|
|
mindspore.ops.coo_square
|
|
mindspore.ops.coo_tan
|
|
mindspore.ops.coo_tanh
|
|
|
|
CSR函数
|
|
^^^^^^^^^^^^^^^^
|
|
|
|
.. mscnplatwarnautosummary::
|
|
:toctree: ops
|
|
:nosignatures:
|
|
:template: classtemplate.rst
|
|
|
|
mindspore.ops.csr_abs
|
|
mindspore.ops.csr_acos
|
|
mindspore.ops.csr_acosh
|
|
mindspore.ops.csr_add
|
|
mindspore.ops.csr_asin
|
|
mindspore.ops.csr_asinh
|
|
mindspore.ops.csr_atan
|
|
mindspore.ops.csr_atanh
|
|
mindspore.ops.csr_ceil
|
|
mindspore.ops.csr_cos
|
|
mindspore.ops.csr_cosh
|
|
mindspore.ops.csr_exp
|
|
mindspore.ops.csr_expm1
|
|
mindspore.ops.csr_floor
|
|
mindspore.ops.csr_inv
|
|
mindspore.ops.csr_isfinite
|
|
mindspore.ops.csr_isinf
|
|
mindspore.ops.csr_isnan
|
|
mindspore.ops.csr_log
|
|
mindspore.ops.csr_log1p
|
|
mindspore.ops.csr_mm
|
|
mindspore.ops.csr_neg
|
|
mindspore.ops.csr_relu
|
|
mindspore.ops.csr_relu6
|
|
mindspore.ops.csr_round
|
|
mindspore.ops.csr_sigmoid
|
|
mindspore.ops.csr_sin
|
|
mindspore.ops.csr_sinh
|
|
mindspore.ops.csr_softmax
|
|
mindspore.ops.csr_softsign
|
|
mindspore.ops.csr_sqrt
|
|
mindspore.ops.csr_square
|
|
mindspore.ops.csr_tan
|
|
mindspore.ops.csr_tanh
|
|
|
|
Other函数
|
|
^^^^^^^^^^^^^^^^
|
|
|
|
.. mscnplatwarnautosummary::
|
|
:toctree: ops
|
|
:nosignatures:
|
|
:template: classtemplate.rst
|
|
|
|
mindspore.ops.depend
|
|
mindspore.ops.partial
|