TensorFlow-Fluid.rst

.. _TensorFlow-Fluid:

###############################
TensorFlow-Fluid常用接口对应表
###############################

本文档基于TensorFlow v1.15梳理了常用API与PaddlePaddle API对应关系和差异分析。根据文档对应关系，有TensorFlow使用经验的用户，可根据对应关系，快速熟悉PaddlePaddle的接口使用。 

..  csv-table:: 
    :header: "序号", "TensorFlow接口", "Fluid接口", "备注"
    :widths: 1, 8, 8, 3

    "1", "`tf.abs <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/math/abs>`_", ":ref:`cn_api_fluid_layers_abs`", "功能一致"
    "2", "`tf.add <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/math/add>`_", ":ref:`cn_api_fluid_layers_elementwise_add`", "功能一致"
    "3", "`tf.argmax <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/math/argmax>`_", ":ref:`cn_api_fluid_layers_argmax`", "功能一致"
    "4", "`tf.argmin <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/math/argmin>`_", ":ref:`cn_api_fluid_layers_argmin`", "功能一致"
    "5", "`tf.assign <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/assign>`_", ":ref:`cn_api_fluid_layers_assign`", "功能一致"
    "6", "`tf.assign_add <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/assign_add>`_", ":ref:`cn_api_fluid_layers_increment`", "功能一致"
    "7", "`tf.case <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/case>`_", ":ref:`cn_api_fluid_layers_Switch`", "`差异对比 <https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/tf.case.md>`_"
    "8", "`tf.cast <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/dtypes/cast>`_", ":ref:`cn_api_fluid_layers_cast`", "功能一致"
    "9", "`tf.clip_by_global_norm <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/clip_by_global_norm>`_", ":ref:`cn_api_fluid_clip_GradientClipByGlobalNorm`", "`差异对比 <https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/tf.clip_by_global_norm.md>`_"
    "10", "`tf.clip_by_norm <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/clip_by_norm>`_", ":ref:`cn_api_fluid_layers_clip_by_norm`", "`差异对比 <https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/tf.clip_by_norm.md>`_"
    "11", "`tf.clip_by_value <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/clip_by_value>`_", ":ref:`cn_api_fluid_layers_clip`", "功能一致"
    "12", "`tf.concat <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/concat>`_", ":ref:`cn_api_fluid_layers_concat`", "功能一致"
    "13", "`tf.cond <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/cond>`_", ":ref:`cn_api_fluid_layers_ifElse`", "功能一致"
    "14", "`tf.constant <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/constant>`_", ":ref:`cn_api_fluid_layers_fill_constant`", "功能一致"
    "15", "`tf.contrib.layers.batch_norm <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/contrib/layers/batch_norm>`_", ":ref:`cn_api_fluid_layers_batch_norm`", "功能一致"
    "16", "`tf.contrib.layers.flatten <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/contrib/layers/flatten>`_", ":ref:`cn_api_fluid_layers_flatten`", "`差异对比 <https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/tf.contrib.layers.flatten.md>`_"
    "17", "`tf.contrib.layers.fully_connected <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/contrib/layers/fully_connected>`_", ":ref:`cn_api_fluid_layers_fc`", "功能一致"
    "18", "`tf.contrib.layers.one_hot_encoding <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/contrib/layers/one_hot_encoding>`_", ":ref:`cn_api_fluid_layers_one_hot`", "功能一致"
    "19", "`tf.contrib.layers.softmax <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/contrib/layers/softmax>`_", ":ref:`cn_api_fluid_layers_softmax`", "功能一致"
    "20", "`tf.contrib.layers.xavier_initializer <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/contrib/layers/xavier_initializer>`_", ":ref:`cn_api_fluid_initializer_Xavier`", "功能一致"
    "21", "`tf.nn.rnn.GRUCell <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/nn/rnn_cell/GRUCell>`_", ":ref:`cn_api_fluid_layers_gru_unit`", "`差异对比 <https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/tf.nn.rnn.GRUCell.md>`_"
    "22", "`tf.nn.rnn.MultiRNNCell <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/nn/rnn_cell/MultiRNNCell>`_", "无相应接口", "`Fluid实现 <https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/tf.nn.rnn_cell.MultiRNNCell.md>`_"
    "23", "`tf.nn.rnn.static_rnn <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/nn/static_rnn>`_", ":ref:`cn_api_fluid_layers_DynamicRNN`", "功能一致"
    "24", "`tf.convert_to_tensor <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/convert_to_tensor>`_", ":ref:`cn_api_fluid_layers_assign`", "功能一致"
    "25", "`tf.cos <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/math/cos>`_", ":ref:`cn_api_fluid_layers_cos`", "功能一致"
    "26", "`tf.div <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/div>`_", ":ref:`cn_api_fluid_layers_elementwise_div`", "功能一致"
    "27", "`tf.divide <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/math/divide>`_", ":ref:`cn_api_fluid_layers_elementwise_div`", "功能一致"
    "28", "`tf.dropout <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/nn/dropout>`_", ":ref:`cn_api_fluid_layers_dropout`", "`差异对比 <https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/tf.nn.dropout.md>`_"
    "29", "`tf.equal <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/math/equal>`_", "`运算符== <https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/compare_op.md>`_", "功能一致"
    "30", "`tf.exp <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/math/exp>`_", ":ref:`cn_api_fluid_layers_exp`", "功能一致"
    "31", "`tf.expand_dims <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/expand_dims>`_", ":ref:`cn_api_fluid_layers_unsqueeze`", "`差异对比 <https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/tf.expand_dims.md>`_"
    "32", "`tf.fill <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/fill>`_", ":ref:`cn_api_fluid_layers_fill_constant`", "功能一致"
    "33", "`tf.floor <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/math/floor>`_", ":ref:`cn_api_fluid_layers_floor`", "功能一致"
    "34", "`tf.gather <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/gather>`_", ":ref:`cn_api_fluid_layers_gather`", "功能一致"
    "35", "`tf.greater <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/math/greater>`_", "`运算符> <https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/compare_op.md>`_", "功能一致"
    "36", "`tf.greater_equal <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/math/greater_equal>`_", "`运算符>= <https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/compare_op.md>`_", "功能一致"
    "37", "`tf.image.non_max_suppression <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/image/non_max_suppression>`_", ":ref:`cn_api_fluid_layers_multiclass_nms`", "`差异对比 <https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/tf.image.non_max_suppression.md>`_"
    "38", "`tf.image.resize_bilinear <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/image/resize_bilinear>`_", ":ref:`cn_api_fluid_layers_resize_bilinear`", "功能一致"
    "39", "`tf.image.resize_images <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/image/resize_images>`_", ":ref:`cn_api_fluid_layers_image_resize`", "`差异对比 <https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/tf.image.resize_images.md>`_"
    "40", "`tf.image.resize_nearest_neighbor <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/image/resize_nearest_neighbor>`_", ":ref:`cn_api_fluid_layers_resize_nearest`", "功能一致"
    "41", "`tf.is_finite <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/math/is_finite>`_", ":ref:`cn_api_fluid_layers_isfinite`", "`差异对比 <https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/tf.math.is_finite.md>`_"
    "42", "`tf.layers.batch_normalization <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/layers/batch_normalization>`_", ":ref:`cn_api_fluid_layers_batch_norm`", "功能一致"
    "43", "`tf.layers.conv2d <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/layers/conv2d>`_", ":ref:`cn_api_fluid_layers_conv2d`", "`差异对比 <https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/tf.layers.conv2d.md>`_"
    "44", "`tf.layers.dense <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/layers/dense>`_", ":ref:`cn_api_fluid_layers_fc`", "`差异对比 <https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/tf.layers.dense.md>`_"
    "45", "`tf.layers.dropout <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/layers/dropout>`_", ":ref:`cn_api_fluid_layers_dropout`", "功能一致"
    "46", "`tf.layers.Dropout <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/layers/Dropout>`_", ":ref:`cn_api_fluid_layers_dropout`", "功能一致"
    "47", "`tf.layers.flatten <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/layers/flatten>`_", ":ref:`cn_api_fluid_layers_flatten`", "功能一致"
    "48", "`tf.less <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/math/less>`_", "`运算符< <https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/compare_op.md>`_", "功能一致"
    "49", "`tf.less_equal <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/math/less_equal>`_", "`运算符<= <https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/compare_op.md>`_", "功能一致"
    "50", "`tf.log <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/math/log>`_", ":ref:`cn_api_fluid_layers_log`", "功能一致"
    "51", "`tf.logical_and <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/math/logical_and>`_", ":ref:`cn_api_fluid_layers_logical_and`", "功能一致"
    "52", "`tf.logical_not <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/math/logical_not>`_", ":ref:`cn_api_fluid_layers_logical_not`", "功能一致"
    "53", "`tf.logical_or <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/math/logical_or>`_", ":ref:`cn_api_fluid_layers_logical_or`", "功能一致"
    "54", "`tf.losses.mean_squared_error <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/losses/mean_squared_error>`_", ":ref:`cn_api_fluid_layers_square_error_cost`", "`差异对比 <https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/tf.losses.mean_and_squared_error.md>`_"
    "55", "`tf.losses.sigmoid_cross_entropy <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/losses/sigmoid_cross_entropy>`_", ":ref:`cn_api_fluid_layers_sigmoid_cross_entropy_with_logits`", "`差异对比 <https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/tf.losses.sigmoid_cross_entropy.md>`_"
    "56", "`tf.losses.softmax_cross_entropy <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/losses/softmax_cross_entropy>`_", ":ref:`cn_api_fluid_layers_softmax_with_cross_entropy`", "功能一致"
    "57", "`tf.matmul <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/linalg/matmul>`_", ":ref:`cn_api_fluid_layers_matmul`", "`差异对比 <https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/tf.matmul.md>`_"
    "58", "`tf.maximum <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/math/maximum>`_", ":ref:`cn_api_fluid_layers_elementwise_max`", "功能一致"
    "59", "`tf.metrics.accuracy <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/metrics/accuracy>`_", ":ref:`cn_api_fluid_layers_accuracy`", "功能一致"
    "60", "`tf.metrics.mean <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/metrics/mean>`_", ":ref:`cn_api_fluid_layers_mean`", "功能一致"
    "61", "`tf.minimum <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/math/minimum>`_", ":ref:`cn_api_fluid_layers_elementwise_min`", "功能一致"
    "62", "`tf.multiply <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/math/multiply>`_", ":ref:`cn_api_fluid_layers_elementwise_mul`", "功能一致"
    "63", "`tf.nn.avg_pool <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/nn/avg_pool>`_", ":ref:`cn_api_fluid_layers_pool2d`", "`差异对比 <https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/tf.nn.avg_pool.md>`_"
    "64", "`tf.nn.batch_normalization <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/nn/batch_normalization>`_", ":ref:`cn_api_fluid_layers_batch_norm`", "功能一致"
    "65", "`tf.nn.bidirectional_dynamic_rnn <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/nn/bidirectional_dynamic_rnn>`_", "无相应接口", "`Fluid实现 <https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/tf.nn.bidirectional_dynamic_rnn.md>`_"
    "66", "`tf.nn.conv2d <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/nn/conv2d>`_", ":ref:`cn_api_fluid_layers_conv2d`", "`差异对比 <https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/tf.nn.conv2d.md>`_"
    "67", "`tf.nn.conv2d_transpose <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/nn/conv2d_transpose>`_", ":ref:`cn_api_fluid_layers_conv2d_transpose`", "`差异对比 <https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/tf.nn.conv2d_transpose.md>`_"
    "68", "`tf.nn.conv3d_transpose <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/nn/conv3d_transpose>`_", ":ref:`cn_api_fluid_layers_conv3d_transpose`", "`差异对比 <https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/tf.nn.conv3d_transpose.md>`_"
    "69", "`tf.nn.depthwise_conv2d <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/nn/depthwise_conv2d>`_", ":ref:`cn_api_fluid_layers_conv2d`", "`差异对比 <https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/tf.nn.depthwise_conv2d.md>`_"
    "70", "`tf.nn.dynamic_rnn <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/nn/dynamic_rnn>`_", ":ref:`cn_api_fluid_layers_DynamicRNN`", "`差异对比 <https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/tf.nn.dynamic_rnn.md>`_"
    "71", "`tf.nn.l2_normalize <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/math/l2_normalize>`_", ":ref:`cn_api_fluid_layers_l2_normalize`", "`差异对比 <https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/tf.nn.l2_normalize.md>`_"
    "72", "`tf.nn.leaky_relu <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/nn/leaky_relu>`_", ":ref:`cn_api_fluid_layers_leaky_relu`", "功能一致"
    "73", "`tf.nn.lrn <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/nn/local_response_normalization>`_", ":ref:`cn_api_fluid_layers_lrn`", "`差异对比 <https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/tf.nn.lrn.md>`_"
    "74", "`tf.nn.max_pool <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/nn/max_pool>`_", ":ref:`cn_api_fluid_layers_pool2d`", "`差异对比 <https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/tf.nn.max_pool.md>`_"
    "75", "`tf.nn.relu <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/nn/relu>`_", ":ref:`cn_api_fluid_layers_relu`", "功能一致"
    "76", "`tf.nn.relu6 <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/nn/relu6>`_", ":ref:`cn_api_fluid_layers_relu6`", "功能一致"
    "77", "`tf.nn.rnn_cell.LSTMCell <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/nn/rnn_cell/LSTMCell>`_", ":ref:`cn_api_fluid_layers_lstm_unit`", "`差异对比 <https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/tf.nn.rnn_cell.LSTMCell.md>`_"
    "78", "`tf.nn.separable_conv2d <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/nn/separable_conv2d>`_", "无相应接口", "`Fluid实现 <https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/tf.nn.separable_conv2d.md>`_"
    "79", "`tf.nn.sigmoid <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/math/sigmoid>`_", ":ref:`cn_api_fluid_layers_sigmoid`", "功能一致"
    "80", "`tf.nn.sigmoid_cross_entropy_with_logits <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/nn/sigmoid_cross_entropy_with_logits>`_", ":ref:`cn_api_fluid_layers_sigmoid_cross_entropy_with_logits`", "功能一致"
    "81", "`tf.nn.softmax <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/nn/softmax>`_", ":ref:`cn_api_fluid_layers_softmax`", "功能一致"
    "82", "`tf.nn.softmax_cross_entropy_with_logits <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/nn/softmax_cross_entropy_with_logits>`_", ":ref:`cn_api_fluid_layers_softmax_with_cross_entropy`", "`差异对比 <https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/tf.nn.softmax_cross_entropy_with_logits.md>`_"
    "83", "`tf.nn.softplus <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/math/softplus>`_", ":ref:`cn_api_fluid_layers_softplus`", "功能一致"
    "84", "`tf.nn.softsign <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/nn/softsign>`_", ":ref:`cn_api_fluid_layers_softsign`", "功能一致"
    "85", "`tf.nn.tanh <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/math/tanh>`_", ":ref:`cn_api_fluid_layers_tanh`", "功能一致"
    "86", "`tf.one_hot <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/one_hot>`_", ":ref:`cn_api_fluid_layers_one_hot`", "`差异对比 <https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/tf.one_hot.md>`_"
    "87", "`tf.ones <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/ones>`_", ":ref:`cn_api_fluid_layers_ones`", "功能一致"
    "88", "`tf.intializers.ones <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/initializers/ones>`_", ":ref:`cn_api_fluid_initializer_Constant`", "功能一致"
    "89", "`tf.pad <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/pad>`_", ":ref:`cn_api_fluid_layers_pad`", "`差异对比 <https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/tf.pad.md>`_"
    "90", "`tf.placeholder <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/placeholder>`_", ":ref:`cn_api_fluid_layers_data`", "`差异对比 <https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/tf.placeholder.md>`_"
    "91", "`tf.pow <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/math/pow>`_", ":ref:`cn_api_fluid_layers_pow`", "`差异对比 <https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/tf.pow.md>`_"
    "92", "`tf.print <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/print>`_", ":ref:`cn_api_fluid_layers_print`", "`差异对比 <https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/tf.print.md>`_"
    "93", "`tf.py_func <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/py_func>`_", ":ref:`cn_api_fluid_layers_py_func`", "功能一致"
    "94", "`tf.random_normal <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/random/normal>`_", ":ref:`cn_api_fluid_layers_gaussian_random`", "功能一致"
    "95", "`tf.random_normal_initializer <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/initializers/random_normal>`_", ":ref:`cn_api_fluid_initializer_Normal`", "功能一致"
    "96", "`tf.random_uniform <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/random/uniform>`_", ":ref:`cn_api_fluid_layers_uniform_random`", "功能一致"
    "97", "`tf.random_uniform_initializer <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/initializers/random_uniform>`_", ":ref:`cn_api_fluid_initializer_UniformInitializer`", "功能一致"
    "98", "`tf.reduce_logsumexp <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/math/reduce_logsumexp>`_", "无相应接口", "`Fluid实现 <https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/tf.nn.reduce_logsumexp.md>`_"
    "99", "`tf.reduce_max <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/math/reduce_max>`_", ":ref:`cn_api_fluid_layers_reduce_max`", "功能一致"
    "100", "`tf.reduce_mean <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/math/reduce_mean>`_", ":ref:`cn_api_fluid_layers_reduce_mean`", "功能一致"
    "101", "`tf.reduce_min <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/math/reduce_min>`_", ":ref:`cn_api_fluid_layers_reduce_min`", "功能一致"
    "102", "`tf.reduce_sum <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/math/reduce_sum>`_", ":ref:`cn_api_fluid_layers_reduce_sum`", "功能一致"
    "103", "`tf.reshape <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/reshape>`_", ":ref:`cn_api_fluid_layers_reshape`", "`差异对比 <https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/tf.reshape.md>`_"
    "104", "`tf.reverse <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/reverse>`_", ":ref:`cn_api_fluid_layers_reverse`", "功能一致"
    "105", "`tf.reverse_sequence <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/reverse_sequence>`_", ":ref:`cn_api_fluid_layers_sequence_reverse`", "`差异对比 <https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/tf.reverse_sequence.md>`_"
    "106", "`tf.reverse_v2 <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/reverse>`_", ":ref:`cn_api_fluid_layers_reverse`", "功能一致"
    "107", "`tf.round <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/math/round>`_", ":ref:`cn_api_fluid_layers_round`", "功能一致"
    "108", "`tf.rsqrt <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/math/rsqrt>`_", ":ref:`cn_api_fluid_layers_rsqrt`", "功能一致"
    "109", "`tf.scalar_mul <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/math/scalar_mul>`_", ":ref:`cn_api_fluid_layers_scale`", "功能一致"
    "110", "`tf.scatter_update <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/scatter_update>`_", ":ref:`cn_api_fluid_layers_scatter`", "`差异对比 <https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/tf.scatter_update.md>`_"
    "111", "`tf.sequence_mask <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/sequence_mask>`_", ":ref:`cn_api_fluid_layers_sequence_mask`", "功能一致"
    "112", "`tf.shape <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/shape>`_", ":ref:`cn_api_fluid_layers_shape`", "功能一致"
    "113", "`tf.sigmoid <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/math/sigmoid>`_", ":ref:`cn_api_fluid_layers_sigmoid`", "功能一致"
    "114", "`tf.sin <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/math/sin>`_", ":ref:`cn_api_fluid_layers_sin`", "功能一致"
    "115", "`tf.slice <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/slice>`_", ":ref:`cn_api_fluid_layers_slice`", "`差异对比 <https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/tf.slice.md>`_"
    "116", "`tf.split <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/split>`_", ":ref:`cn_api_fluid_layers_split`", "`差异对比 <https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/tf.split.md>`_"
    "117", "`tf.sqrt <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/math/sqrt>`_", ":ref:`cn_api_fluid_layers_sqrt`", "功能一致"
    "118", "`tf.square <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/math/square>`_", ":ref:`cn_api_fluid_layers_square`", "功能一致"
    "119", "`tf.squared_difference <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/math/squared_difference>`_", "无相应接口", "`Fluid实现 <https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/tf.squared_difference.md>`_"
    "120", "`tf.squeeze <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/squeeze>`_", ":ref:`cn_api_fluid_layers_squeeze`", "功能一致"
    "121", "`tf.stack <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/stack>`_", ":ref:`cn_api_fluid_layers_stack`", "功能一致"
    "122", "`tf.stop_gradient <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/stop_gradient>`_", "无相应接口", "`Fluid实现 <https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/tf.stop_gradient.md>`_"
    "123", "`tf.subtract <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/math/subtract>`_", ":ref:`cn_api_fluid_layers_elementwise_sub`", "功能一致"
    "124", "`tf.tanh <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/math/tanh>`_", ":ref:`cn_api_fluid_layers_tanh`", "功能一致"
    "125", "`tf.tile <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/tile>`_", ":ref:`cn_api_fluid_layers_expand`", "功能一致"
    "126", "`tf.top_k <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/math/top_k>`_", ":ref:`cn_api_fluid_layers_topk`", "`差异对比 <https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/tf.nn.top_k.md>`_"
    "127", "`tf.train.AdagradOptimizer <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/train/AdagradOptimizer>`_", ":ref:`cn_api_fluid_optimizer_AdagradOptimizer`", "功能一致"
    "128", "`tf.train.AdamOptimizer <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/train/AdamOptimizer>`_", ":ref:`cn_api_fluid_optimizer_Adam`", "功能一致"
    "129", "`tf.train.exponential_decay <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/train/exponential_decay>`_", ":ref:`cn_api_fluid_layers_exponential_decay`", "功能一致"
    "130", "`tf.train.GradientDescentOptimizer <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/train/GradientDescentOptimizer>`_", ":ref:`cn_api_fluid_optimizer_SGDOptimizer`", "功能一致"
    "131", "`tf.train.MomentumOptimizer <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/train/MomentumOptimizer>`_", ":ref:`cn_api_fluid_optimizer_MomentumOptimizer`", "功能一致"
    "132", "`tf.train.polynomial_decay <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/train/polynomial_decay>`_", ":ref:`cn_api_fluid_layers_polynomial_decay`", "功能一致"
    "133", "`tf.train.RMSPropOptimizer <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/train/RMSPropOptimizer>`_", ":ref:`cn_api_fluid_optimizer_RMSPropOptimizer`", "功能一致"
    "134", "`tf.transpose <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/transpose>`_", ":ref:`cn_api_fluid_layers_transpose`", "功能一致"
    "135", "`tf.truediv <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/math/truediv>`_", ":ref:`cn_api_fluid_layers_elementwise_div`", "功能一致"
    "136", "`tf.truncated_normal <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/random/truncated_normal>`_", ":ref:`cn_api_fluid_initializer_TruncatedNormal`", "功能一致"
    "137", "`tf.truncated_normal_initializer <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/initializers/truncated_normal>`_", ":ref:`cn_api_fluid_initializer_TruncatedNormal`", "功能一致"
    "138", "`tf.unstack <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/unstack>`_", ":ref:`cn_api_fluid_layers_unstack`", "功能一致"
    "139", "`tf.Variable <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/Variable>`_", ":ref:`cn_api_fluid_layers_create_parameter`", "功能一致"
    "140", "`tf.while_loop <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/while_loop>`_", ":ref:`cn_api_fluid_layers_While`", "`差异对比 <https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/tf.while_loop.md>`_"
    "141", "`tf.zeros <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/zeros>`_", ":ref:`cn_api_fluid_layers_zeros`", "功能一致"
    "142", "`tf.zeros_initializer <https://www.tensorflow.org/versions/r1.15/api_docs/python/tf/zeros_initializer>`_", ":ref:`cn_api_fluid_initializer_Constant`", "功能一致"