TensorFlow与MindSpore

由社区提供的TensorFlow APIs和MindSpore APIs之间的映射，可能在参数、输入、输出、逻辑功能和特定场景等方面存在差异，可详见各API描述或已提供的差异对比。

也欢迎更多的MindSpore开发者参与完善映射内容。

tf

TensorFlow 1.15 APIs	MindSpore APIs	说明
tf.arg_max	mindspore.Tensor.argmax	差异对比
tf.arg_min	mindspore.Tensor.argmin	差异对比
tf.clip_by_value	mindspore.Tensor.clip	差异对比
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	差异对比
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.repeat	mindspore.Tensor.repeat
tf.reshape	mindspore.ops.Reshape
tf.reshape	mindspore.Tensor.reshape
tf.shape	mindspore.ops.Shape
tf.size	mindspore.ops.Size
tf.slice	mindspore.ops.Slice
tf.squeeze	mindspore.Tensor.squeeze
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	说明
tf.distribute.Strategy	context.set_auto_parallel_context(parallel_mode=ParallelMode.DATA_PARALLEL)	差异对比

tf.image

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

tf.keras

TensorFlow 1.15 APIs	MindSpore APIs	说明
tf.keras.initializers.Constant	mindspore.common.initializer.Constant	差异对比
tf.keras.initializers.Ones	mindspore.common.initializer.One
tf.keras.initializers.RandomNormal	mindspore.common.initializer.Normal	差异对比
tf.keras.initializers.TruncatedNormal	mindspore.common.initializer.TruncatedNormal	差异对比
tf.keras.initializers.RandomUniform	mindspore.common.initializer.Uniform	差异对比
tf.keras.initializers.VarianceScaling	mindspore.common.initializer.XavierUniform	差异对比
tf.keras.initializers.Zeros	mindspore.common.initializer.Zero
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.Model	mindspore.Model	差异对比
tf.keras.Model.fit tf.keras.Model.fit_generator	mindspore.Model.train	差异对比
tf.keras.Model.predict tf.keras.Model.predict_generator	mindspore.Model.eval	差异对比
tf.keras.optimizers.Adagrad	mindspore.nn.Adagrad	差异对比
tf.keras.optimizers.Adam	mindspore.nn.Adam	差异对比
tf.keras.optimizers.Ftrl	mindspore.nn.FTRL	差异对比
tf.keras.optimizers.RMSprop	mindspore.nn.RMSProp	差异对比
tf.keras.optimizers.SGD	mindspore.nn.SGD	差异对比
tf.keras.metrics.Accuracy tf.keras.metrics.BinaryAccuracy tf.keras.metrics.CategoricalAccuracy tf.keras.metrics.SparseCategoricalAccuracy	mindspore.nn.Accuracy	差异对比
tf.keras.metrics.AUC	mindspore.nn.auc	差异对比
tf.keras.metrics.CosineSimilarity	mindspore.nn.CosineSimilarity	差异对比
tf.keras.metrics.Mean	mindspore.nn.Loss
tf.keras.metrics.MeanAbsoluteError	mindspore.nn.MAE
tf.keras.metrics.MeanSquaredError	mindspore.nn.MSE
tf.keras.metrics.Precision	mindspore.nn.Precision	差异对比
tf.keras.metrics.Recall	mindspore.nn.Recall	差异对比

tf.layers

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

tf.linalg

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

tf.math

TensorFlow 1.15 APIs	MindSpore APIs	说明
tf.math.add	mindspore.ops.Add
tf.math.cumsum	mindspore.Tensor.cumsum	差异对比
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.reduce_std	mindspore.Tensor.std	差异对比
tf.math.reduce_sum	mindspore.Tensor.sum	差异对比
tf.math.reduce_variance	mindspore.Tensor.var	差异对比
tf.math.sigmoid	mindspore.nn.Sigmoid
tf.math.subtract	mindspore.ops.Sub

tf.metrics

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

tf.nn

TensorFlow 1.15 APIs	MindSpore APIs	说明
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	差异对比

tf.random

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

tf.sparse

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

tf.train

TensorFlow 1.15 APIs	MindSpore APIs	说明
tf.train.ProximalAdagradOptimizer	mindspore.nn.ProximalAdagrad	差异对比
tf.train.exponential_decay	mindspore.nn.ExponentialDecayLR
tf.train.linear_cosine_decay	mindspore.nn.CosineDecayLR	差异对比
tf.train.MomentumOptimizer	mindspore.nn.Momentum	差异对比

tfp

TensorFlow Probability 0.14.1 APIs	MindSpore APIs	说明
tfp.bijectors.Softplus	mindspore.nn.probability.bijector.Softplus	差异对比