TensorFlow and MindSpore

Mapping between TensorFlow APIs and MindSpore APIs, which is provided by the community. There may be differences in parameters, inputs, outputs, logic functions, and specific scenarios. For details, see the description of each API or the difference comparison provided.

More MindSpore developers are also welcome to participate in improving the mapping content.

tf

TensorFlow 1.15 APIs	MindSpore APIs	Description
tf.expand_dims	mindspore.ops.ExpandDims
tf.eye	mindspore.ops.Eye
tf.fill	mindspore.ops.Fill
tf.gather	mindspore.ops.Gather
tf.gradients	mindspore.ops.GradOperation	diff
tf.norm	mindspore.nn.Norm
tf.one_hot	mindspore.nn.OneHot
tf.ones_like	mindspore.ops.OnesLike
tf.pad	mindspore.nn.Pad
tf.print	mindspore.ops.Print
tf.reshape	mindspore.ops.Reshape
tf.shape	mindspore.ops.Shape
tf.size	mindspore.ops.Size
tf.slice	mindspore.ops.Slice
tf.stop_gradient	mindspore.ops.stop_gradient
tf.Tensor	mindspore.Tensor
tf.tile	mindspore.ops.Tile
tf.transpose	mindspore.ops.Transpose
tf.zeros_like	mindspore.ops.ZerosLike

tf.distribute

TensorFlow 1.15 APIs	MindSpore APIs	Description
tf.distribute.Strategy	context.set_auto_parallel_context(parallel_mode=ParallelMode.DATA_PARALLEL)	diff

tf.image

TensorFlow 1.15 APIs	MindSpore APIs	Description
tf.image.ssim	mindspore.nn.SSIM

tf.keras

TensorFlow 1.15 APIs	MindSpore APIs	Description
tf.keras.backend.batch_dot	mindspore.ops.batch_dot
tf.keras.backend.dot	mindspore.ops.dot
tf.keras.layers.Embedding	mindspore.nn.Embedding
tf.keras.layers.Flatten	mindspore.nn.Flatten
tf.keras.layers.LayerNormalization	mindspore.nn.LayerNorm
tf.keras.layers.LSTM	mindspore.nn.LSTM
tf.keras.layers.PReLU	mindspore.nn.PReLU
tf.keras.layers.RNN	mindspore.ops.DynamicRNN
tf.keras.optimizers.Adagrad	mindspore.nn.Adagrad	diff
tf.keras.optimizers.Adam	mindspore.nn.Adam	diff
tf.keras.optimizers.SGD	mindspore.nn.SGD	diff

tf.layers

TensorFlow 1.15 APIs	MindSpore APIs	Description
tf.layers.Dense	mindspore.nn.Dense

tf.linalg

TensorFlow 1.15 APIs	MindSpore APIs	Description
tf.linalg.inv	mindspore.ops.Inv
tf.linalg.matmul	mindspore.nn.MatMul

tf.math

TensorFlow 1.15 APIs	MindSpore APIs	Description
tf.math.add	mindspore.ops.Add
tf.math.add_n	mindspore.ops.AddN
tf.math.divide	mindspore.ops.Div
tf.math.erf	mindspore.ops.Erf
tf.math.greater	mindspore.ops.Greater
tf.math.less_equal	mindspore.ops.LessEqual
tf.math.log	mindspore.ops.Log
tf.math.multiply	mindspore.ops.Mul
tf.math.pow	mindspore.ops.Pow
tf.math.sigmoid	mindspore.nn.Sigmoid
tf.math.subtract	mindspore.ops.Sub

tf.metrics

TensorFlow 1.15 APIs	MindSpore APIs	Description
tf.metrics.mean_iou	mindspore.ops.IOU

tf.nn

TensorFlow 1.15 APIs	MindSpore APIs	Description
tf.nn.avg_pool2d	mindspore.nn.AvgPool2d
tf.nn.batch_normalization	mindspore.ops.BatchNorm
tf.nn.bias_add	mindspore.ops.BiasAdd
tf.nn.conv2d	mindspore.nn.Conv2d
tf.nn.conv2d_transpose	mindspore.nn.Conv2dTranspose
tf.nn.ctc_loss	mindspore.ops.CTCLoss
tf.nn.dropout	mindspore.nn.Dropout
tf.nn.elu	mindspore.nn.ELU
tf.nn.l2_loss	mindspore.ops.L2Loss
tf.nn.l2_normalize	mindspore.ops.L2Normalize
tf.nn.leaky_relu	mindspore.nn.LeakyReLU
tf.nn.max_pool_with_argmax	mindspore.ops.MaxPoolWithArgmax
tf.nn.max_pool2d	mindspore.nn.MaxPool2d
tf.nn.moments	mindspore.nn.Moments
tf.nn.relu	mindspore.nn.ReLU
tf.nn.selu	mindspore.ops.SeLU
tf.nn.sigmoid_cross_entropy_with_logits	mindspore.ops.SigmoidCrossEntropyWithLogits
tf.nn.softmax	mindspore.nn.Softmax
tf.nn.softmax_cross_entropy_with_logits	mindspore.nn.SoftmaxCrossEntropyWithLogits	diff

tf.random

TensorFlow 1.15 APIs	MindSpore APIs	Description
tf.random.gamma	mindspore.ops.Gamma
tf.random.uniform	mindspore.ops.uniform

tf.sparse

TensorFlow 1.15 APIs	MindSpore APIs	Description
tf.sparse.SparseTensor	mindspore.SparseTensor

tf.train

TensorFlow 1.15 APIs	MindSpore APIs	Description
tf.train.exponential_decay	mindspore.nn.ExponentialDecayLR
tf.train.linear_cosine_decay	mindspore.nn.CosineDecayLR	diff
tf.train.MomentumOptimizer	mindspore.nn.Momentum	diff

tfp

TensorFlow Probability 0.14.1 APIs	MindSpore APIs	Description
tfp.bijectors.Softplus	mindspore.nn.probability.bijector.Softplus	diff