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Compared with the previous version, the added, deleted and supported platforms change information of mindspore.ops operators in MindSpore, is shown in the following table.
| API | Status | Description | Support Platform | Class |
|---|---|---|---|---|
| mindspore.ops.acos | New | Refer to mindspore.ops.ACos. | r1.5: Ascend/GPU/CPU | functional |
| mindspore.ops.acosh | New | Refer to mindspore.ops.Acosh. | r1.5: Ascend/GPU/CPU | functional |
| mindspore.ops.add | New | Refer to mindspore.ops.Add. | r1.5: Ascend/GPU/CPU | functional |
| mindspore.ops.array_reduce | Deleted | Reduce the dimension of the array. | functional | |
| mindspore.ops.array_to_scalar | Deleted | Convert the array to a scalar. | functional | |
| mindspore.ops.asin | New | Refer to mindspore.ops.Asin. | r1.5: Ascend/GPU/CPU | functional |
| mindspore.ops.asinh | New | Refer to mindspore.ops.Asinh. | r1.5: Ascend/GPU/CPU | functional |
| mindspore.ops.atan | New | Refer to mindspore.ops.Atan. | r1.5: Ascend/GPU/CPU | functional |
| mindspore.ops.atan2 | New | Refer to mindspore.ops.Atan2. | r1.5: Ascend/CPU/GPU | functional |
| mindspore.ops.atanh | New | Refer to mindspore.ops.Atanh. | r1.5: Ascend/CPU | functional |
| mindspore.ops.bitwise_and | New | Refer to mindspore.ops.BitwiseAnd. | r1.5: Ascend | functional |
| mindspore.ops.bitwise_or | New | Refer to mindspore.ops.BitwiseOr. | r1.5: Ascend | functional |
| mindspore.ops.bitwise_xor | New | Refer to mindspore.ops.BitwiseXor. | r1.5: Ascend | functional |
| mindspore.ops.cos | New | Refer to mindspore.ops.Cos. | r1.5: Ascend/GPU/CPU | functional |
| mindspore.ops.cosh | New | Refer to mindspore.ops.Cosh. | r1.5: Ascend/CPU | functional |
| mindspore.ops.cumprod | New | Refer to mindspore.ops.CumProd. | r1.5: Ascend/GPU | functional |
| mindspore.ops.cumsum | New | Refer to mindspore.ops.CumSum. | r1.5: Ascend/GPU/CPU | functional |
| mindspore.ops.depend | New | Refer to mindspore.ops.Depend. | r1.5: Ascend/GPU/CPU | functional |
| mindspore.ops.div | New | Refer to mindspore.ops.RealDiv. | r1.5: Ascend/GPU/CPU | functional |
| mindspore.ops.erf | New | Refer to mindspore.ops.Erf. | r1.5: Ascend/GPU | functional |
| mindspore.ops.erfc | New | Refer to mindspore.ops.Erfc. | r1.5: Ascend/GPU | functional |
| mindspore.ops.exp | New | Refer to mindspore.ops.Exp. | r1.5: Ascend/GPU/CPU | functional |
| mindspore.ops.eye | New | Refer to mindspore.ops.Eye. | r1.5: Ascend/GPU/CPU | functional |
| mindspore.ops.floor | New | Refer to mindspore.ops.Floor. | r1.5: Ascend/GPU/CPU | functional |
| mindspore.ops.floordiv | New | Refer to mindspore.ops.FloorDiv. | r1.5: Ascend/GPU/CPU | functional |
| mindspore.ops.floormod | New | Refer to mindspore.ops.FloorMod. | r1.5: Ascend/GPU/CPU | functional |
| mindspore.ops.gather_d | New | Refer to mindspore.ops.GatherD. | r1.5: Ascend/GPU/CPU | functional |
| mindspore.ops.ge | New | Refer to mindspore.ops.GreaterEqual. | r1.5: Ascend/GPU/CPU | functional |
| mindspore.ops.gt | New | Refer to mindspore.ops.Greater. | r1.5: Ascend/GPU/CPU | functional |
| mindspore.ops.hastype | Deleted | Determine whether the object has the specified type. | functional | |
| mindspore.ops.invert | New | Refer to mindspore.ops.Invert. | r1.5: Ascend | functional |
| mindspore.ops.isfinite | New | Refer to mindspore.ops.IsFinite. | r1.5: Ascend/GPU/CPU | functional |
| mindspore.ops.isnan | New | Refer to mindspore.ops.IsNan. | r1.5: GPU/CPU | functional |
| mindspore.ops.le | New | Refer to mindspore.ops.LessEqual. | r1.5: Ascend/GPU/CPU | functional |
| mindspore.ops.less | New | Refer to mindspore.ops.Less. | r1.5: Ascend/GPU/CPU | functional |
| mindspore.ops.log | New | Refer to mindspore.ops.Log. | r1.5: Ascend/GPU/CPU | functional |
| mindspore.ops.make_row_tensor | Deleted | Generate row tensor. | functional | |
| mindspore.ops.make_sparse_tensor | Deleted | Generate sparse tensor. | functional | |
| mindspore.ops.maximum | New | Refer to mindspore.ops.Maximum. | r1.5: Ascend/GPU/CPU | functional |
| mindspore.ops.minimum | New | Refer to mindspore.ops.Minimum. | r1.5: Ascend/GPU/CPU | functional |
| mindspore.ops.mixed_precision_cast | Deleted | A temporary ops for mixed precision will be converted to cast after the step of compiling. | functional | |
| mindspore.ops.mul | New | Refer to mindspore.ops.Mul. | r1.5: Ascend/GPU/CPU | functional |
| mindspore.ops.pows | New | Refer to mindspore.ops.Pow. | r1.5: Ascend/GPU/CPU | functional |
| mindspore.ops.reduce_max | New | Refer to mindspore.ops.ReduceMax. | r1.5: Ascend/GPU/CPU | functional |
| mindspore.ops.reduce_mean | New | Refer to mindspore.ops.ReduceMean. | r1.5: Ascend/GPU/CPU | functional |
| mindspore.ops.reduce_min | New | Refer to mindspore.ops.ReduceMin. | r1.5: Ascend/GPU/CPU | functional |
| mindspore.ops.reduce_prod | New | Refer to mindspore.ops.ReduceProd. | r1.5: Ascend/GPU | functional |
| mindspore.ops.reduce_sum | New | Refer to mindspore.ops.ReduceSum. | r1.5: Ascend/GPU/CPU | functional |
| mindspore.ops.reduced_shape | Deleted | Calculate the shape of the reduction operator. | functional | |
| mindspore.ops.row_tensor_get_dense_shape | Deleted | Get corresponding dense shape of row tensor. | functional | |
| mindspore.ops.row_tensor_get_indices | Deleted | Get indices of row tensor. | functional | |
| mindspore.ops.row_tensor_get_values | Deleted | Get values of row tensor. | functional | |
| mindspore.ops.sin | New | Refer to mindspore.ops.Sin. | r1.5: Ascend/GPU/CPU | functional |
| mindspore.ops.sinh | New | Refer to mindspore.ops.Sinh. | r1.5: Ascend/CPU | functional |
| mindspore.ops.sort | New | Refer to mindspore.ops.Sort. | r1.5: Ascend/GPU/CPU | functional |
| mindspore.ops.sparse_tensor_get_dense_shape | Deleted | Get corresponding dense shape of sparse tensor. | functional | |
| mindspore.ops.sparse_tensor_get_indices | Deleted | Get indices of sparse tensor. | functional | |
| mindspore.ops.sparse_tensor_get_values | Deleted | Get values of sparse tensor. | functional | |
| mindspore.ops.squeeze | New | Refer to mindspore.ops.Squeeze. | r1.5: Ascend/GPU/CPU | functional |
| mindspore.ops.sub | New | Refer to mindspore.ops.Sub. | r1.5: Ascend/GPU/CPU | functional |
| mindspore.ops.tan | New | Refer to mindspore.ops.Tan. | r1.5: Ascend/CPU | functional |
| mindspore.ops.tanh | New | Refer to mindspore.ops.Tanh. | r1.5: GPU/ /CPU | functional |
| mindspore.ops.tensor_add | New | Refer to mindspore.ops.Add. | r1.5: Ascend/GPU/CPU | functional |
| mindspore.ops.tensor_exp | New | Refer to mindspore.ops.Exp. | r1.5: Ascend/GPU/CPU | functional |
| mindspore.ops.tensor_expm1 | New | Refer to mindspore.ops.Expm1. | r1.5: Ascend/GPU/CPU | functional |
| mindspore.ops.tensor_scatter_add | New | Refer to mindspore.ops.TensorScatterAdd. | r1.5: GPU | functional |
| mindspore.ops.tensor_scatter_update | New | Refer to mindspore.ops.TensorScatterUpdate. | r1.5: Ascend/GPU/CPU | functional |
| mindspore.ops.tensor_slice | New | Refer to mindspore.ops.Slice. | r1.5: Ascend/GPU/CPU | functional |
| mindspore.ops.transpose | New | Refer to mindspore.ops.Transpose. | r1.5: Ascend/GPU/CPU | functional |
| mindspore.ops.MaskedFill | New | Fills elements of self tensor with value where mask is True. | r1.5: Ascend | operations--Array Operators |
| mindspore.ops.SplitV | New | Splits the input tensor into num_split tensors along the given dimension. | r1.5: Ascend | operations--Array Operators |
| mindspore.ops.TensorScatterMax | New | By comparing the value at the position indicated by the index in input_x with the value in the update, the value at the index will eventually be equal to the largest one to create a new tensor. | r1.5: GPU | operations--Array Operators |
| mindspore.ops.TensorScatterMin | New | By comparing the value at the position indicated by the index in input_x with the value in the updates , the value at the index will eventually be equal to the smallest one to create a new tensor. | r1.5: GPU | operations--Array Operators |
| mindspore.ops.TensorScatterSub | New | Creates a new tensor by subtracting the values from the positions in input_x indicicated by indices , with values from updates . | r1.5: GPU | operations--Array Operators |
| mindspore.ops.HookBackward | New | This operation is used as a tag to hook gradient in intermediate variables. | r1.5: To Be Developed | operations--Debug Operators |
| mindspore.ops.Conj | New | Returns a Tensor that is the real part of the input. | r1.5: GPU | operations--Math Operators |
| mindspore.ops.Erfinv | New | Computes the inverse error function of input. | r1.5: Ascend | operations--Math Operators |
| mindspore.ops.Imag | New | Returns a new tensor containing imaginary value of the input. | r1.5: GPU | operations--Math Operators |
| mindspore.ops.Lerp | New | Does a linear interpolation of two tensors start and end based on a float or tensor weight. | r1.5: Ascend | operations--Math Operators |
| mindspore.ops.Real | New | Returns a Tensor that is the real part of the input. | r1.5: GPU | operations--Math Operators |
| mindspore.ops.AdamWeightDecay | New | Updates gradients by the Adaptive Moment Estimation (AdamWeightDecay) algorithm with weight decay. | r1.5: GPU/CPU | operations--Neural Network Operators |
| mindspore.ops.ApplyAdagradDA | New | Update var according to the proximal adagrad scheme. | r1.5: Ascend | operations--Neural Network Operators |
| mindspore.ops.BNTrainingReduce | Deleted | For the BatchNorm operation this operator updates the moving averages for training and is used in conjunction with BNTrainingUpdate. | Ascend | operations--Neural Network Operators |
| mindspore.ops.BNTrainingUpdate | Deleted | For the BatchNorm operation, this operator updates the moving averages for training and is used in conjunction with BNTrainingReduce. | Ascend | operations--Neural Network Operators |
| mindspore.ops.HShrink | New | Applies the hard shrinkage function element-wise, each element complies the follow function: | r1.5: Ascend | operations--Neural Network Operators |
| mindspore.ops.SoftMarginLoss | New | SoftMarginLoss operation. | r1.5: Ascend | operations--Neural Network Operators |
| mindspore.ops.SoftShrink | New | Applies the soft shrinkage function elementwise. | r1.5: Ascend | operations--Neural Network Operators |
| mindspore.ops.AngleAtomEnergy | Deleted | Add the potential energy caused by angle terms to the total potential energy of each atom. | GPU | operations--Sponge Operators |
| mindspore.ops.AngleEnergy | Deleted | Calculate the energy caused by 3-atoms angle term. | GPU | operations--Sponge Operators |
| mindspore.ops.AngleForce | Deleted | Calculate the force exerted by angles made of 3 atoms on the corresponding atoms. | GPU | operations--Sponge Operators |
| mindspore.ops.AngleForceWithAtomEnergy | Deleted | Calculate angle force and potential energy together. | GPU | operations--Sponge Operators |
| mindspore.ops.BondAtomEnergy | Deleted | Add the potential energy caused by simple harmonic bonds to the total potential energy of each atom. | GPU | operations--Sponge Operators |
| mindspore.ops.BondEnergy | Deleted | Calculate the harmonic potential energy between each bonded atom pair. | GPU | operations--Sponge Operators |
| mindspore.ops.BondForce | Deleted | Calculate the force exerted by the simple harmonic bond on the corresponding atoms. | GPU | operations--Sponge Operators |
| mindspore.ops.BondForceWithAtomEnergy | Deleted | Calculate bond force and harmonic potential energy together. | GPU | operations--Sponge Operators |
| mindspore.ops.BondForceWithAtomVirial | Deleted | Calculate bond force and the virial coefficient caused by simple harmonic bond for each atom together. | GPU | operations--Sponge Operators |
| mindspore.ops.Dihedral14CFAtomEnergy | Deleted | Add the potential energy caused by Coulumb energy correction for each necessary dihedral 1,4 terms to the total potential energy of each atom. | GPU | operations--Sponge Operators |
| mindspore.ops.Dihedral14CFEnergy | Deleted | Calculate the Coulumb part of 1,4 dihedral energy correction for each necessary dihedral terms on the corresponding atoms. | GPU | operations--Sponge Operators |
| mindspore.ops.Dihedral14LJAtomEnergy | Deleted | Add the potential energy caused by Lennard-Jones energy correction for each necessary dihedral 1,4 terms to the total potential energy of each atom. | GPU | operations--Sponge Operators |
| mindspore.ops.Dihedral14LJCFForceWithAtomEnergy | Deleted | Calculate the Lennard-Jones and Coulumb energy correction and force correction for each necessary dihedral 1,4 terms together and add them to the total force and potential energy for each atom. | GPU | operations--Sponge Operators |
| mindspore.ops.Dihedral14LJEnergy | Deleted | Calculate the Lennard-Jones part of 1,4 dihedral energy correction for each necessary dihedral terms on the corresponding atoms. | GPU | operations--Sponge Operators |
| mindspore.ops.Dihedral14LJForce | Deleted | Calculate the Lennard-Jones part of 1,4 dihedral force correction for each necessary dihedral terms on the corresponding atoms. | GPU | operations--Sponge Operators |
| mindspore.ops.Dihedral14LJForceWithDirectCF | Deleted | Calculate the Lennard-Jones part and the Coulomb part of force correction for each necessary dihedral 1,4 terms. | GPU | operations--Sponge Operators |
| mindspore.ops.DihedralAtomEnergy | Deleted | Add the potential energy caused by dihedral terms to the total potential energy of each atom. | GPU | operations--Sponge Operators |
| mindspore.ops.DihedralEnergy | Deleted | Calculate the potential energy caused by dihedral terms for each 4-atom pair. | GPU | operations--Sponge Operators |
| mindspore.ops.DihedralForce | Deleted | Calculate the force exerted by the dihedral term which made of 4-atoms on the corresponding atoms. | GPU | operations--Sponge Operators |
| mindspore.ops.DihedralForceWithAtomEnergy | Deleted | Calculate dihedral force and potential energy together. | GPU | operations--Sponge Operators |
| mindspore.ops.LJEnergy | Deleted | Calculate the Van der Waals interaction energy described by Lennard-Jones potential for each atom. | GPU | operations--Sponge Operators |
| mindspore.ops.LJForce | Deleted | Calculate the Van der Waals interaction force described by Lennard-Jones potential energy for each atom. | GPU | operations--Sponge Operators |
| mindspore.ops.LJForceWithPMEDirectForce | Deleted | Calculate the Lennard-Jones force and PME direct force together. | GPU | operations--Sponge Operators |
| mindspore.ops.MDIterationLeapFrog | Deleted | One step of classical leap frog algorithm to solve the finite difference Hamiltonian equations of motion for certain system. | GPU | operations--Sponge Operators |
| mindspore.ops.MDIterationLeapFrogLiujian | Deleted | One step of classical leap frog algorithm to solve the finite difference Hamiltonian equations of motion for certain system, using Langevin dynamics with Liu’s thermostat scheme. | GPU | operations--Sponge Operators |
| mindspore.ops.NeighborListUpdate | Deleted | Update (or construct if first time) the Verlet neighbor list for the calculation of short-ranged force. | GPU | operations--Sponge Operators |
| mindspore.ops.PMEEnergy | Deleted | Calculate the Coulumb energy of the system using PME method. | GPU | operations--Sponge Operators |
| mindspore.ops.PMEExcludedForce | Deleted | Calculate the excluded part of long-range Coulumb force using PME(Particle Meshed Ewald) method. | GPU | operations--Sponge Operators |
| mindspore.ops.PMEReciprocalForce | Deleted | Calculate the reciprocal part of long-range Coulumb force using PME(Particle Meshed Ewald) method. | GPU | operations--Sponge Operators |
| mindspore.ops.Abs | Changed | r1.5: Returns absolute value of a tensor element-wise. | r1.5: Ascend/GPU/CPU | operations--r1.3: Math Operators => r1.5: functional |
| mindspore.ops.Add | Changed | r1.5: Adds two input tensors element-wise. | r1.5: Ascend/GPU/CPU | r1.3: functional => r1.5: operations--Math Operators |
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