TensorFlow and MindSpore API Mapping Table

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.

TensorFlow 2.6

tf

TensorFlow 2.6 APIs	MindSpore APIs	Descriptions
tf.math.argmax	mindspore.ops.argmax	Difference comparison is under development.
tf.math.argmin	mindspore.ops.argmin	Difference comparison is under development.
tf.clip_by_value	mindspore.ops.clip_by_value	Difference comparison is under development.
tf.expand_dims	mindspore.ops.expand_dims	Difference comparison is under development.
tf.eye	mindspore.ops.eye	Difference comparison is under development.
tf.fill	mindspore.ops.fill	Difference comparison is under development.

tf.compat.v1

TensorFlow 2.6 APIs	MindSpore APIs	Descriptions
tf.compat.v1.layers.Dense	mindspore.nn.Dense	Difference comparison is under development.
tf.compat.v1.train.MomentumOptimizer	mindspore.nn.Momentum	diff
tf.compat.v1.train.ProximalAdagradOptimizer	mindspore.nn.ProximalAdagrad	Difference comparison is under development.
tf.compat.v1.train.RMSPropOptimizer	mindspore.nn.RMSProp	Difference comparison is under development.
tf.compat.v1.train.exponential_decay	mindspore.nn.exponential_decay_lr	Difference comparison is under development.
tf.compat.v1.train.cosine_decay	mindspore.nn.CosineDecayLR	diff

tf.data

Many data processing operations in MindSpore are shared by each dataset class. The following uses ImageFolderDataset and CSVDataset as examples to compare the API differences, and other dataset classes are the same.

TensorFlow 2.6 APIs	MindSpore APIs	Descriptions
tf.data.Dataset.apply	mindspore.dataset.GeneratorDataset.apply
tf.data.Dataset.batch	mindspore.dataset.GeneratorDataset.batch
tf.data.Dataset.concatenate	mindspore.dataset.GeneratorDataset.concat
tf.data.Dataset.filter	mindspore.dataset.GeneratorDataset.filter
tf.data.Dataset.flat_map	mindspore.dataset.GeneratorDataset.flat_map
tf.data.Dataset.from_generator	mindspore.dataset.GeneratorDataset	diff
tf.data.Dataset.from_tensor_slices	mindspore.dataset.NumpySlicesDataset	diff
tf.data.Dataset.map	mindspore.dataset.GeneratorDataset.map
tf.data.Dataset.prefetch	mindspore.dataset.config.set_prefetch_size	diff
tf.data.Dataset.repeat	mindspore.dataset.GeneratorDataset.repeat
tf.data.Dataset.shuffle	mindspore.dataset.GeneratorDataset.shuffle	diff
tf.data.Dataset.skip	mindspore.dataset.GeneratorDataset.skip
tf.data.Dataset.take	mindspore.dataset.GeneratorDataset.take
tf.data.Dataset.zip	mindspore.dataset.GeneratorDataset.zip
tf.data.TextLineDataset	mindspore.dataset.TextFileDataset	diff
tf.data.TFRecordDataset	mindspore.dataset.TFRecordDataset	diff
tf.data.experimental.bucket_by_sequence_length	mindspore.dataset.GeneratorDataset.bucket_batch_by_length	diff
tf.data.experimental.CsvDataset	mindspore.dataset.CSVDataset	diff

tf.math

TensorFlow 2.6 APIs	MindSpore APIs	Descriptions
tf.math.add	mindspore.ops.add	Difference comparison is under development.
tf.math.cumsum	mindspore.ops.cumsum	Difference comparison is under development.
tf.math.divide	mindspore.ops.div	Difference comparison is under development.
tf.math.erf	mindspore.ops.erf	Difference comparison is under development.

tf.image

TensorFlow 2.6 APIs	MindSpore APIs	Descriptions
tf.image.central_crop	mindspore.dataset.vision.CenterCrop	diff
tf.image.convert_image_dtype	mindspore.dataset.transforms.TypeCast	diff
tf.image.crop_to_bounding_box	mindspore.dataset.vision.Crop	diff
tf.image.flip_left_right	mindspore.dataset.vision.HorizontalFlip
tf.image.flip_up_down	mindspore.dataset.vision.VerticalFlip
tf.image.grayscale_to_rgb	mindspore.dataset.vision.ConvertColor	diff
tf.image.hsv_to_rgb	mindspore.dataset.vision.HsvToRgb
tf.image.pad_to_bounding_box	mindspore.dataset.vision.Pad	diff
tf.image.per_image_standardization	mindspore.dataset.vision.Normalize	diff
tf.image.random_crop	mindspore.dataset.vision.RandomCrop	diff
tf.image.random_flip_left_right	mindspore.dataset.vision.RandomHorizontalFlip	diff
tf.image.random_flip_up_down	mindspore.dataset.vision.RandomVerticalFlip	diff
tf.image.ResizeMethod	mindspore.dataset.vision.Inter
tf.image.resize	mindspore.dataset.vision.Resize	diff
tf.image.rgb_to_grayscale	mindspore.dataset.vision.ConvertColor	diff
tf.image.rot90	mindspore.dataset.vision.Rotate	diff
tf.image.ssim	mindspore.nn.SSIM	Difference comparison is under development.

tf.keras

TensorFlow 2.6 APIs	MindSpore APIs	Descriptions
tf.keras.layers.BatchNormalization	mindspore.nn.BatchNorm2d	Difference comparison is under development.
tf.keras.layers.LSTM	mindspore.nn.LSTM	diff
tf.keras.layers.LayerNormalization	mindspore.nn.LayerNorm	Difference comparison is under development.
tf.keras.layers.PReLU	mindspore.nn.PReLU	Difference comparison is under development.
tf.keras.optimizers.Adagrad	mindspore.nn.Adagrad	diff
tf.keras.optimizers.Adam	mindspore.nn.Adam	diff
tf.keras.optimizers.Ftrl	mindspore.nn.FTRL	Difference comparison is under development.
tf.keras.optimizers.SGD	mindspore.nn.SGD	diff

tf.nn

TensorFlow 2.6 APIs	MindSpore APIs	Descriptions
tf.nn.avg_pool2d	mindspore.nn.AvgPool2d	Difference comparison is under development.
tf.nn.bias_add	mindspore.ops.bias_add	Difference comparison is under development.
tf.nn.conv2d	mindspore.nn.Conv2d	Difference comparison is under development.
tf.nn.conv2d_transpose	mindspore.nn.Conv2dTranspose	Difference comparison is under development.
tf.nn.ctc_loss	mindspore.ops.CTCLoss	Difference comparison is under development.
tf.nn.dropout	mindspore.ops.dropout	Difference comparison is under development.
tf.nn.elu	mindspore.ops.elu	Difference comparison is under development.)
tf.nn.leaky_relu	mindspore.nn.LeakyReLU	Difference comparison is under development.
tf.nn.max_pool2d	mindspore.nn.MaxPool2d	Difference comparison is under development.
tf.nn.moments	mindspore.nn.Moments	Difference comparison is under development.
tf.nn.relu	mindspore.nn.ReLU	Difference comparison is under development.
tf.nn.softmax	mindspore.nn.Softmax	Difference comparison is under development.
tf.nn.softmax_cross_entropy_with_logits	mindspore.nn.SoftmaxCrossEntropyWithLogits	diff

TensorFlow 1.15

tf

TensorFlow 1.15 APIs	MindSpore APIs	Descriptions
tf.gather	mindspore.ops.Gather
tf.gradients	mindspore.grad	diff
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.arg_max	mindspore.Tensor.argmax
tf.arg_min	mindspore.Tensor.argmin
tf.clip_by_value	mindspore.Tensor.clip

tf.io

TensorFlow 1.15 APIs	MindSpore APIs	Descriptions
tf.io.decode_image	mindspore.dataset.vision.Decode	diff

tf.keras

TensorFlow 1.15 APIs	MindSpore APIs	Descriptions
tf.keras.Model	mindspore.train.Model	Difference comparison is under development.
tf.keras.Model.fit tf.keras.Model.fit_generator	mindspore.train.Model.train	Difference comparison is under development.
tf.keras.Model.predict tf.keras.Model.predict_generator	mindspore.train.Model.eval	Difference comparison is under development.
tf.keras.backend.batch_dot	mindspore.ops.batch_dot	Difference comparison is under development.
tf.keras.backend.dot	mindspore.ops.dot	Difference comparison is under development.
tf.keras.datasets.cifar10	mindspore.dataset.Cifar10Dataset	diff
tf.keras.datasets.cifar100	mindspore.dataset.Cifar100Dataset	diff
tf.keras.datasets.fashion_mnist	mindspore.dataset.FashionMnistDataset	diff
tf.keras.datasets.imdb	mindspore.dataset.IMDBDataset	diff
tf.keras.datasets.mnist	mindspore.dataset.MnistDataset	diff
tf.keras.initializers.Constant	mindspore.common.initializer.Constant	Difference comparison is under development.
tf.keras.initializers.Ones	mindspore.common.initializer.One
tf.keras.initializers.RandomNormal	mindspore.common.initializer.Normal	Difference comparison is under development.
tf.keras.initializers.RandomUniform	mindspore.common.initializer.Uniform	Difference comparison is under development.
tf.keras.initializers.TruncatedNormal	mindspore.common.initializer.TruncatedNormal	Difference comparison is under development.
tf.keras.initializers.VarianceScaling	mindspore.common.initializer.XavierUniform	Difference comparison is under development.
tf.keras.initializers.Zeros	mindspore.common.initializer.Zero
tf.keras.layers.Embedding	mindspore.nn.Embedding
tf.keras.layers.Flatten	mindspore.nn.Flatten
tf.keras.layers.RNN	mindspore.ops.DynamicRNN
tf.keras.metrics.Accuracy tf.keras.metrics.BinaryAccuracy tf.keras.metrics.CategoricalAccuracy tf.keras.metrics.SparseCategoricalAccuracy	mindspore.train.Accuracy	Difference comparison is under development.
tf.keras.metrics.AUC	mindspore.train.auc	Difference comparison is under development.
tf.keras.metrics.CosineSimilarity	mindspore.train.CosineSimilarity	Difference comparison is under development.
tf.keras.metrics.Mean	mindspore.train.Loss
tf.keras.metrics.MeanAbsoluteError	mindspore.train.MAE
tf.keras.metrics.MeanSquaredError	mindspore.train.MSE
tf.keras.metrics.Precision	mindspore.train.Precision	Difference comparison is under development.
tf.keras.metrics.Recall	mindspore.train.Recall	Difference comparison is under development.
tf.keras.preprocessing.image.random_rotation	mindspore.dataset.vision.RandomRotation	diff
tf.keras.preprocessing.image.random_shear	mindspore.dataset.vision.RandomAffine	diff
tf.keras.preprocessing.image.random_shift	mindspore.dataset.vision.RandomAffine	diff

tf.layers

TensorFlow 1.15 APIs	MindSpore APIs	Descriptions

tf.linalg

TensorFlow 1.15 APIs	MindSpore APIs	Descriptions
tf.linalg.matmul	mindspore.ops.MatMul

tf.math

TensorFlow 1.15 APIs	MindSpore APIs	Descriptions
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	Difference comparison is under development.
tf.math.reduce_sum	mindspore.Tensor.sum	Difference comparison is under development.
tf.math.reduce_variance	mindspore.Tensor.var	Difference comparison is under development.
tf.math.sigmoid	mindspore.nn.Sigmoid
tf.math.subtract	mindspore.ops.Sub

tf.metrics

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

tf.nn

TensorFlow 1.15 APIs	MindSpore APIs	Descriptions
tf.nn.batch_normalization	mindspore.ops.BatchNorm
tf.nn.l2_loss	mindspore.ops.L2Loss
tf.nn.l2_normalize	mindspore.ops.L2Normalize
tf.nn.max_pool_with_argmax	mindspore.ops.MaxPoolWithArgmax
tf.nn.selu	mindspore.ops.SeLU
tf.nn.sigmoid_cross_entropy_with_logits	mindspore.ops.SigmoidCrossEntropyWithLogits

tf.random

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

tf.sparse

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

tf.train

TensorFlow 1.15 APIs	MindSpore APIs	Descriptions

tfp

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