forked from mindspore-Ecosystem/mindspore
614 lines
14 KiB
ReStructuredText
614 lines
14 KiB
ReStructuredText
mindspore.ops
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=============
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可用于Cell的构造函数的算子。
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.. code-block::
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import mindspore.ops as ops
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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 `API Updates <https://gitee.com/mindspore/docs/blob/master/resource/api_updates/ops_api_updates.md>`_ 。
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算子原语
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----------
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.. mscnautosummary::
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:toctree: ops
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:nosignatures:
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:template: classtemplate.rst
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mindspore.ops.Primitive
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mindspore.ops.PrimitiveWithCheck
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mindspore.ops.PrimitiveWithInfer
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装饰器
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--------
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.. mscnautosummary::
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:toctree: ops
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:nosignatures:
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:template: classtemplate.rst
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mindspore.ops.constexpr
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mindspore.ops.custom_info_register
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mindspore.ops.ms_hybrid
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mindspore.ops.op_info_register
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mindspore.ops.prim_attr_register
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神经网络层算子
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----------------
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神经网络
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^^^^^^^^^^
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.. mscnplatformautosummary::
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:toctree: ops
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:nosignatures:
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:template: classtemplate.rst
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mindspore.ops.AvgPool
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mindspore.ops.AvgPool3D
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mindspore.ops.BasicLSTMCell
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mindspore.ops.BatchNorm
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mindspore.ops.Conv2D
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mindspore.ops.Conv2DBackpropInput
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mindspore.ops.Conv2DTranspose
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mindspore.ops.Conv3D
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mindspore.ops.Conv3DTranspose
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mindspore.ops.CTCGreedyDecoder
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mindspore.ops.DepthwiseConv2dNative
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mindspore.ops.Dropout
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mindspore.ops.Dropout2D
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mindspore.ops.Dropout3D
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mindspore.ops.DropoutDoMask
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mindspore.ops.DropoutGenMask
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mindspore.ops.DynamicGRUV2
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mindspore.ops.DynamicRNN
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mindspore.ops.Flatten
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mindspore.ops.LayerNorm
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mindspore.ops.LRN
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mindspore.ops.LSTM
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mindspore.ops.MaxPool
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mindspore.ops.MaxPool3D
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mindspore.ops.MaxPoolWithArgmax
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mindspore.ops.MirrorPad
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mindspore.ops.Pad
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mindspore.ops.EmbeddingLookup
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mindspore.ops.Padding
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mindspore.ops.ResizeNearestNeighbor
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mindspore.ops.ResizeBilinear
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损失函数
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^^^^^^^^^^
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.. mscnplatformautosummary::
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:toctree: ops
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:nosignatures:
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:template: classtemplate.rst
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mindspore.ops.BCEWithLogitsLoss
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mindspore.ops.BinaryCrossEntropy
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mindspore.ops.CTCLoss
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mindspore.ops.KLDivLoss
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mindspore.ops.L2Loss
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mindspore.ops.NLLLoss
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mindspore.ops.RNNTLoss
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mindspore.ops.SigmoidCrossEntropyWithLogits
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mindspore.ops.SmoothL1Loss
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mindspore.ops.SoftMarginLoss
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mindspore.ops.SoftmaxCrossEntropyWithLogits
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mindspore.ops.SparseSoftmaxCrossEntropyWithLogits
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激活函数
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^^^^^^^^^^
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.. mscnplatformautosummary::
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:toctree: ops
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:nosignatures:
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:template: classtemplate.rst
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mindspore.ops.Elu
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mindspore.ops.FastGeLU
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mindspore.ops.GeLU
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mindspore.ops.HShrink
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mindspore.ops.HSigmoid
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mindspore.ops.HSwish
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mindspore.ops.LogSoftmax
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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.ReLUV2
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mindspore.ops.SeLU
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mindspore.ops.Sigmoid
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mindspore.ops.Softmax
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mindspore.ops.Softplus
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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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优化器
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^^^^^^^^^^
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.. mscnplatformautosummary::
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:toctree: ops
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:nosignatures:
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:template: classtemplate.rst
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mindspore.ops.Adam
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mindspore.ops.AdamNoUpdateParam
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mindspore.ops.AdamWeightDecay
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mindspore.ops.AdaptiveAvgPool2D
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mindspore.ops.ApplyAdadelta
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mindspore.ops.ApplyAdagrad
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mindspore.ops.ApplyAdagradDA
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mindspore.ops.ApplyAdagradV2
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mindspore.ops.ApplyAdaMax
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mindspore.ops.ApplyAddSign
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mindspore.ops.ApplyCenteredRMSProp
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mindspore.ops.ApplyFtrl
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mindspore.ops.ApplyGradientDescent
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mindspore.ops.ApplyMomentum
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mindspore.ops.ApplyPowerSign
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mindspore.ops.ApplyProximalAdagrad
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mindspore.ops.ApplyProximalGradientDescent
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mindspore.ops.ApplyRMSProp
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mindspore.ops.FusedSparseAdam
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mindspore.ops.FusedSparseFtrl
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mindspore.ops.FusedSparseLazyAdam
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mindspore.ops.FusedSparseProximalAdagrad
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mindspore.ops.LARSUpdate
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mindspore.ops.SparseApplyAdagrad
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mindspore.ops.SparseApplyAdagradV2
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mindspore.ops.SparseApplyProximalAdagrad
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mindspore.ops.SGD
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mindspore.ops.SparseApplyFtrl
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mindspore.ops.SparseApplyFtrlV2
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距离函数
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^^^^^^^^^^
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.. mscnplatformautosummary::
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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.EditDistance
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mindspore.ops.LpNorm
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采样算子
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^^^^^^^^^^
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.. mscnplatformautosummary::
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:toctree: ops
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:nosignatures:
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:template: classtemplate.rst
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mindspore.ops.ComputeAccidentalHits
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mindspore.ops.LogUniformCandidateSampler
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mindspore.ops.UniformCandidateSampler
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图像处理
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^^^^^^^^^^
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.. mscnplatformautosummary::
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:toctree: ops
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:nosignatures:
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:template: classtemplate.rst
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mindspore.ops.BoundingBoxDecode
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mindspore.ops.BoundingBoxEncode
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mindspore.ops.CheckValid
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mindspore.ops.CropAndResize
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mindspore.ops.ExtractVolumePatches
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mindspore.ops.IOU
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mindspore.ops.L2Normalize
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mindspore.ops.NMSWithMask
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mindspore.ops.ROIAlign
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文本处理
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^^^^^^^^^^
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.. mscnplatformautosummary::
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:toctree: ops
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:nosignatures:
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:template: classtemplate.rst
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mindspore.ops.NoRepeatNGram
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数学运算算子
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----------------
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逐元素运算
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^^^^^^^^^^^^^
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.. mscnplatformautosummary::
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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.AccumulateNV2
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mindspore.ops.ACos
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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.AddN
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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.BesselI0e
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mindspore.ops.BesselI1e
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mindspore.ops.BitwiseAnd
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mindspore.ops.BitwiseOr
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mindspore.ops.BitwiseXor
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mindspore.ops.Ceil
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mindspore.ops.Conj
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mindspore.ops.Cos
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mindspore.ops.Cosh
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mindspore.ops.Div
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mindspore.ops.DivNoNan
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mindspore.ops.Einsum
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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.Expm1
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mindspore.ops.Floor
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mindspore.ops.FloorDiv
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mindspore.ops.FloorMod
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mindspore.ops.Imag
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mindspore.ops.Inv
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mindspore.ops.Invert
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mindspore.ops.Lerp
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mindspore.ops.Log
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mindspore.ops.Log1p
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mindspore.ops.LogicalAnd
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mindspore.ops.LogicalNot
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mindspore.ops.LogicalOr
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mindspore.ops.Mod
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mindspore.ops.Mul
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mindspore.ops.MulNoNan
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mindspore.ops.Neg
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mindspore.ops.Pow
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mindspore.ops.Real
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mindspore.ops.RealDiv
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mindspore.ops.Reciprocal
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mindspore.ops.Rint
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mindspore.ops.Round
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mindspore.ops.Rsqrt
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mindspore.ops.Sign
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mindspore.ops.Sin
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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.SquaredDifference
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mindspore.ops.SquareSumAll
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mindspore.ops.Sub
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mindspore.ops.Tan
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mindspore.ops.TruncateDiv
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mindspore.ops.TruncateMod
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mindspore.ops.Xdivy
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mindspore.ops.Xlogy
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Reduction算子
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^^^^^^^^^^^^^
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.. mscnplatformautosummary::
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:toctree: ops
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:nosignatures:
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:template: classtemplate.rst
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mindspore.ops.Argmax
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mindspore.ops.ArgMaxWithValue
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mindspore.ops.Argmin
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mindspore.ops.ArgMinWithValue
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mindspore.ops.ReduceAll
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mindspore.ops.ReduceAny
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mindspore.ops.ReduceMax
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mindspore.ops.ReduceMean
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mindspore.ops.ReduceMin
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mindspore.ops.ReduceProd
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mindspore.ops.ReduceSum
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比较算子
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^^^^^^^^^^^^^
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.. mscnplatformautosummary::
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:toctree: ops
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:nosignatures:
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:template: classtemplate.rst
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mindspore.ops.ApproximateEqual
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mindspore.ops.CheckBprop
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mindspore.ops.Equal
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mindspore.ops.EqualCount
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mindspore.ops.Greater
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mindspore.ops.GreaterEqual
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mindspore.ops.InTopK
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mindspore.ops.IsFinite
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mindspore.ops.IsInf
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mindspore.ops.IsInstance
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mindspore.ops.IsNan
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mindspore.ops.IsSubClass
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mindspore.ops.Less
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mindspore.ops.LessEqual
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mindspore.ops.Maximum
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mindspore.ops.Minimum
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mindspore.ops.NotEqual
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mindspore.ops.SameTypeShape
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mindspore.ops.TopK
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线性代数算子
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^^^^^^^^^^^^^
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.. mscnplatformautosummary::
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:toctree: ops
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:nosignatures:
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:template: classtemplate.rst
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mindspore.ops.BatchMatMul
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mindspore.ops.BiasAdd
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mindspore.ops.Ger
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mindspore.ops.MatMul
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mindspore.ops.MatrixInverse
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Tensor操作算子
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----------------
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Tensor创建
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^^^^^^^^^^^^^
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.. mscnplatformautosummary::
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:toctree: ops
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:nosignatures:
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:template: classtemplate.rst
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mindspore.ops.Eps
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mindspore.ops.Eye
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mindspore.ops.Fill
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mindspore.ops.LinSpace
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mindspore.ops.OneHot
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mindspore.ops.Ones
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mindspore.ops.OnesLike
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mindspore.ops.Zeros
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mindspore.ops.ZerosLike
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随机生成算子
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^^^^^^^^^^^^^^^^
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.. mscnplatformautosummary::
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:toctree: ops
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:nosignatures:
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:template: classtemplate.rst
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mindspore.ops.Gamma
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mindspore.ops.Multinomial
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mindspore.ops.Poisson
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mindspore.ops.RandomCategorical
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mindspore.ops.RandomChoiceWithMask
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mindspore.ops.Randperm
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mindspore.ops.StandardLaplace
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mindspore.ops.StandardNormal
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mindspore.ops.UniformInt
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mindspore.ops.UniformReal
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Array操作
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^^^^^^^^^^^^^^^^
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.. mscnplatformautosummary::
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:toctree: ops
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:nosignatures:
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:template: classtemplate.rst
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mindspore.ops.BatchToSpace
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mindspore.ops.BatchToSpaceND
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mindspore.ops.BroadcastTo
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mindspore.ops.Cast
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mindspore.ops.Concat
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mindspore.ops.CumProd
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mindspore.ops.CumSum
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mindspore.ops.DataFormatDimMap
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mindspore.ops.DepthToSpace
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mindspore.ops.DType
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mindspore.ops.DynamicShape
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mindspore.ops.ExpandDims
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mindspore.ops.FloatStatus
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mindspore.ops.Gather
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mindspore.ops.GatherD
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mindspore.ops.GatherNd
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mindspore.ops.HistogramFixedWidth
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mindspore.ops.Identity
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mindspore.ops.IndexAdd
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mindspore.ops.InplaceAdd
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mindspore.ops.InplaceSub
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mindspore.ops.InplaceUpdate
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mindspore.ops.InvertPermutation
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mindspore.ops.MaskedFill
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mindspore.ops.MaskedSelect
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mindspore.ops.Meshgrid
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mindspore.ops.ParallelConcat
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mindspore.ops.PopulationCount
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mindspore.ops.Range
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mindspore.ops.Rank
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mindspore.ops.Reshape
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mindspore.ops.ReverseSequence
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mindspore.ops.ReverseV2
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mindspore.ops.ScatterNd
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mindspore.ops.Select
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mindspore.ops.Shape
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mindspore.ops.Size
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mindspore.ops.Slice
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mindspore.ops.Sort
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mindspore.ops.SpaceToBatch
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mindspore.ops.SpaceToBatchND
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mindspore.ops.SpaceToDepth
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mindspore.ops.SparseGatherV2
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mindspore.ops.Split
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mindspore.ops.SplitV
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mindspore.ops.Squeeze
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mindspore.ops.Stack
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mindspore.ops.StridedSlice
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mindspore.ops.TensorScatterAdd
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mindspore.ops.TensorScatterDiv
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mindspore.ops.TensorScatterMax
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mindspore.ops.TensorScatterMin
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mindspore.ops.TensorScatterSub
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mindspore.ops.TensorScatterUpdate
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mindspore.ops.TensorShape
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mindspore.ops.Tile
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mindspore.ops.Transpose
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mindspore.ops.Unique
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mindspore.ops.UniqueWithPad
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mindspore.ops.UnsortedSegmentMax
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mindspore.ops.UnsortedSegmentMin
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mindspore.ops.UnsortedSegmentProd
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mindspore.ops.UnsortedSegmentSum
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mindspore.ops.Unstack
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类型转换
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^^^^^^^^^^^^^^^^
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.. mscnplatformautosummary::
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||
:toctree: ops
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:nosignatures:
|
||
:template: classtemplate.rst
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mindspore.ops.ScalarCast
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mindspore.ops.ScalarToArray
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mindspore.ops.ScalarToTensor
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mindspore.ops.TupleToArray
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Parameter操作算子
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--------------------
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.. mscnplatformautosummary::
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||
:toctree: ops
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||
:nosignatures:
|
||
:template: classtemplate.rst
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||
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mindspore.ops.Assign
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mindspore.ops.AssignAdd
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mindspore.ops.AssignSub
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mindspore.ops.ScatterAdd
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mindspore.ops.ScatterDiv
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mindspore.ops.ScatterMax
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mindspore.ops.ScatterMin
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mindspore.ops.ScatterMul
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mindspore.ops.ScatterNdAdd
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mindspore.ops.ScatterNdSub
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mindspore.ops.ScatterNdUpdate
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mindspore.ops.ScatterNonAliasingAdd
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mindspore.ops.ScatterSub
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mindspore.ops.ScatterUpdate
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数据操作算子
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----------------
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.. mscnplatformautosummary::
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||
:toctree: ops
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||
:nosignatures:
|
||
:template: classtemplate.rst
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mindspore.ops.GetNext
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通信算子
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----------------
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注意，以下列表中的接口需要先配置好通信环境变量。
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||
|
||
针对Ascend设备，用户需要准备rank表，设置rank_id和device_id，详见 `Ascend指导文档 \
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<https://www.mindspore.cn/tutorials/experts/zh-CN/master/parallel/train_ascend.html#准备环节>`_ 。
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||
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||
针对GPU设备，用户需要准备host文件和mpi，详见 `GPU指导文档 \
|
||
<https://www.mindspore.cn/tutorials/experts/zh-CN/master/parallel/train_gpu.html#准备环节>`_ 。
|
||
|
||
.. mscnplatformautosummary::
|
||
:toctree: ops
|
||
:nosignatures:
|
||
:template: classtemplate.rst
|
||
|
||
mindspore.ops.AllGather
|
||
mindspore.ops.AllReduce
|
||
mindspore.ops.AlltoAll
|
||
mindspore.ops.Broadcast
|
||
mindspore.ops.NeighborExchange
|
||
mindspore.ops.NeighborExchangeV2
|
||
mindspore.ops.ReduceOp
|
||
mindspore.ops.ReduceScatter
|
||
|
||
调试算子
|
||
----------------
|
||
|
||
.. mscnplatformautosummary::
|
||
:toctree: ops
|
||
:nosignatures:
|
||
:template: classtemplate.rst
|
||
|
||
mindspore.ops.HistogramSummary
|
||
mindspore.ops.ImageSummary
|
||
mindspore.ops.ScalarSummary
|
||
mindspore.ops.TensorSummary
|
||
mindspore.ops.Print
|
||
mindspore.ops.NPUAllocFloatStatus
|
||
mindspore.ops.NPUClearFloatStatus
|
||
mindspore.ops.NPUGetFloatStatus
|
||
|
||
稀疏算子
|
||
----------------
|
||
|
||
.. mscnplatformautosummary::
|
||
:toctree: ops
|
||
:nosignatures:
|
||
:template: classtemplate.rst
|
||
|
||
mindspore.ops.SparseTensorDenseMatmul
|
||
mindspore.ops.SparseToDense
|
||
|
||
其他算子
|
||
----------------
|
||
|
||
.. mscnplatformautosummary::
|
||
:toctree: ops
|
||
:nosignatures:
|
||
:template: classtemplate.rst
|
||
|
||
mindspore.ops.Depend
|
||
mindspore.ops.GradOperation
|
||
mindspore.ops.HookBackward
|
||
mindspore.ops.HyperMap
|
||
mindspore.ops.InsertGradientOf
|
||
mindspore.ops.Map
|
||
mindspore.ops.MultitypeFuncGraph
|
||
mindspore.ops.Partial
|
||
|
||
算子信息注册
|
||
-------------
|
||
|
||
.. mscnautosummary::
|
||
:toctree: ops
|
||
:nosignatures:
|
||
:template: classtemplate.rst
|
||
|
||
mindspore.ops.AiCPURegOp
|
||
mindspore.ops.CustomRegOp
|
||
mindspore.ops.DataType
|
||
mindspore.ops.TBERegOp
|
||
mindspore.ops.get_vm_impl_fn
|
||
|
||
自定义算子
|
||
-------------
|
||
|
||
.. mscnautosummary::
|
||
:toctree: ops
|
||
:nosignatures:
|
||
:template: classtemplate.rst
|
||
|
||
mindspore.ops.Custom
|
||
|