提交 0c3b4db6 编写于 作者: J jiangjiajun

up to 1.4 doc

上级 c725030d
......@@ -4,145 +4,146 @@
| 序号 | TensorFlow接口 | PaddlePaddle接口 | 备注 |
| ---- | ------------------------------------------------------------ | ------------------------------------------------------------ | ------------------------------------------------------------ |
| 1 | [tf.abs](https://www.tensorflow.org/api_docs/python/tf/abs) | [fluid.layers.abs](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#abs) | 功能一致 |
| 2 | [tf.add](https://www.tensorflow.org/api_docs/python/tf/add) | [fluid.layers.elementwise_add](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#elementwise_add) | 功能一致 |
| 3 | [tf.argmax](https://www.tensorflow.org/api_docs/python/tf/argmax) | [fluid.layers.argmax](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#argmax) | 功能一致 |
| 4 | [tf.argmin](https://www.tensorflow.org/api_docs/python/tf/argmin) | [fluid.layers.argmin](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#argmin) | 功能一致 |
| 5 | [tf.assign](https://www.tensorflow.org/api_docs/python/tf/assign) | [fluid.layers.assign](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#assign) | 功能一致 |
| 6 | [tf.assign_add](https://www.tensorflow.org/api_docs/python/tf/assign_add) | [fluid.layers.increment](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#increment) | 功能一致 |
| 7 | [tf.case](https://www.tensorflow.org/api_docs/python/tf/case) | [fluid.layers.Switch](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#Switch) | [差异对比](https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/tf.case.md) |
| 8 | [tf.cast](https://www.tensorflow.org/api_docs/python/tf/cast) | [fluid.layers.cast](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#cast) | 功能一致 |
| 9 | [tf.clip_by_global_norm](https://www.tensorflow.org/api_docs/python/tf/clip_by_global_norm) | [fluid.clip.GradientClipByGlobalNorm](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/clip_cn.html#gradientclipbyglobalnorm) | [差异对比](https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/tf.clip_by_global_norm.md) |
| 1 | [tf.abs](https://www.tensorflow.org/api_docs/python/tf/abs) | [fluid.layers.abs](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#abs) | 功能一致 |
| 2 | [tf.add](https://www.tensorflow.org/api_docs/python/tf/add) | [fluid.layers.elementwise_add](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#elementwise_add) | 功能一致 |
| 3 | [tf.argmax](https://www.tensorflow.org/api_docs/python/tf/argmax) | [fluid.layers.argmax](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#argmax) | 功能一致 |
| 4 | [tf.argmin](https://www.tensorflow.org/api_docs/python/tf/argmin) | [fluid.layers.argmin](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#argmin) | 功能一致 |
| 5 | [tf.assign](https://www.tensorflow.org/api_docs/python/tf/assign) | [fluid.layers.assign](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#assign) | 功能一致 |
| 6 | [tf.assign_add](https://www.tensorflow.org/api_docs/python/tf/assign_add) | [fluid.layers.increment](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#increment) | 功能一致 |
| 7 | [tf.case](https://www.tensorflow.org/api_docs/python/tf/case) | [fluid.layers.Switch](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#Switch) | [差异对比](https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/tf.case.md) |
| 8 | [tf.cast](https://www.tensorflow.org/api_docs/python/tf/cast) | [fluid.layers.cast](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#cast) | 功能一致 |
| 9 | [tf.clip_by_global_norm](https://www.tensorflow.org/api_docs/python/tf/clip_by_global_norm) | [fluid.clip.GradientClipByGlobalNorm](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/clip_cn.html#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/api_docs/python/tf/clip_by_norm) | [fluid.layers.clip_by_norm](http://www.paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#paddle.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/api_docs/python/tf/clip_by_value) | [fluid.layers.clip](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#clip) | 功能一致 |
| 12 | [tf.concat](https://www.tensorflow.org/api_docs/python/tf/concat) | [fluid.layers.concat](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#paddle.fluid.layers.concat) | 功能一致 |
| 13 | [tf.cond](https://www.tensorflow.org/api_docs/python/tf/cond) | [fluid.layers.ifElse](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#ifElse) | 功能一致 |
| 14 | [tf.constant](https://www.tensorflow.org/api_docs/python/tf/constant) | [fluid.layers.fill_constant](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#fill_constant) | 功能一致 |
| 15 | [tf.contrib.layers.batch_norm](https://www.tensorflow.org/api_docs/python/tf/contrib/layers/batch_norm) | [fluid.layers.batch_norm](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#batch_norm) | 功能一致 |
| 16 | [tf.contrib.layers.flatten](https://www.tensorflow.org/api_docs/python/tf/contrib/layers/flatten) | [fluid.layers.flatten](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#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/api_docs/python/tf/contrib/layers/fully_connected) | [fluid.layers.fc](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#fc) | 功能一致 |
| 18 | [tf.contrib.layers.one_hot_encoding](https://www.tensorflow.org/api_docs/python/tf/contrib/layers/one_hot_encoding) | [fluid.layers.one_hot](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#one_hot) | 功能一致 |
| 19 | [tf.contrib.layers.softmax](https://www.tensorflow.org/api_docs/python/tf/contrib/layers/softmax) | [fluid.layers.softmax](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#softmax) | 功能一致 |
| 20 | [tf.contrib.layers.xavier_initializer](https://www.tensorflow.org/api_docs/python/tf/contrib/layers/xavier_initializer) | [fluid.initializer.Xavier](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/initializer_cn.html#xavier) | 功能一致 |
| 21 | [tf.contrib.rnn.GRUCell](https://www.tensorflow.org/api_docs/python/tf/contrib/rnn/GRUCell) | [fluid.layers.gru_unit](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#gru_unit) | [差异对比](https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/tf.contrib.rnn.GRUCell.md) |
| 11 | [tf.clip_by_value](https://www.tensorflow.org/api_docs/python/tf/clip_by_value) | [fluid.layers.clip](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#clip) | 功能一致 |
| 12 | [tf.concat](https://www.tensorflow.org/api_docs/python/tf/concat) | [fluid.layers.concat](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#paddle.fluid.layers.concat) | 功能一致 |
| 13 | [tf.cond](https://www.tensorflow.org/api_docs/python/tf/cond) | [fluid.layers.ifElse](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#ifElse) | 功能一致 |
| 14 | [tf.constant](https://www.tensorflow.org/api_docs/python/tf/constant) | [fluid.layers.fill_constant](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#fill_constant) | 功能一致 |
| 15 | [tf.contrib.layers.batch_norm](https://www.tensorflow.org/api_docs/python/tf/contrib/layers/batch_norm) | [fluid.layers.batch_norm](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#batch_norm) | 功能一致 |
| 16 | [tf.contrib.layers.flatten](https://www.tensorflow.org/api_docs/python/tf/contrib/layers/flatten) | [fluid.layers.flatten](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#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/api_docs/python/tf/contrib/layers/fully_connected) | [fluid.layers.fc](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#fc) | 功能一致 |
| 18 | [tf.contrib.layers.one_hot_encoding](https://www.tensorflow.org/api_docs/python/tf/contrib/layers/one_hot_encoding) | [fluid.layers.one_hot](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#one_hot) | 功能一致 |
| 19 | [tf.contrib.layers.softmax](https://www.tensorflow.org/api_docs/python/tf/contrib/layers/softmax) | [fluid.layers.softmax](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#softmax) | 功能一致 |
| 20 | [tf.contrib.layers.xavier_initializer](https://www.tensorflow.org/api_docs/python/tf/contrib/layers/xavier_initializer) | [fluid.initializer.Xavier](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/initializer_cn.html#xavier) | 功能一致 |
| 21 | [tf.contrib.rnn.GRUCell](https://www.tensorflow.org/api_docs/python/tf/contrib/rnn/GRUCell) | [fluid.layers.gru_unit](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#gru_unit) | [差异对比](https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/tf.contrib.rnn.GRUCell.md) |
| 22 | [tf.contrib.rnn.MultiRNNCell](https://www.tensorflow.org/api_docs/python/tf/contrib/rnn/MultiRNNCell) | 无相应接口 | [Paddle实现方法](https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/tf.nn.rnn_cell.MultiRNNCell.md) |
| 23 | [tf.contrib.rnn.static_rnn](https://www.tensorflow.org/api_docs/python/tf/contrib/rnn/static_rnn) | [fluid.layers.DynamicRNN](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#dynamicrnn) | 功能一致 |
| 24 | [tf.convert_to_tensor](https://www.tensorflow.org/api_docs/python/tf/convert_to_tensor) | [fluid.layers.assign](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#assign) | 功能一致 |
| 25 | [tf.cos](https://www.tensorflow.org/api_docs/python/tf/cos) | [fluid.layers.cos](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#cos) | 功能一致 |
| 26 | [tf.div](https://www.tensorflow.org/api_docs/python/tf/div) | [fluid.layers.elementwise_div](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#paddle.fluid.layers.elementwise_div) | 功能一致 |
| 27 | [tf.divide](https://www.tensorflow.org/api_docs/python/tf/divide) | [fluid.layers.elementwise_div](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#elementwise_div) | 功能一致 |
| 28 | [tf.dropout](https://www.tensorflow.org/api_docs/python/tf/dropout) | [fluid.layers.dropout](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#paddle.fluid.layers.dropout) | [差异对比](https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/tf.nn.dropout.md) |
| 23 | [tf.contrib.rnn.static_rnn](https://www.tensorflow.org/api_docs/python/tf/contrib/rnn/static_rnn) | [fluid.layers.DynamicRNN](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#dynamicrnn) | 功能一致 |
| 24 | [tf.convert_to_tensor](https://www.tensorflow.org/api_docs/python/tf/convert_to_tensor) | [fluid.layers.assign](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#assign) | 功能一致 |
| 25 | [tf.cos](https://www.tensorflow.org/api_docs/python/tf/cos) | [fluid.layers.cos](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#cos) | 功能一致 |
| 26 | [tf.div](https://www.tensorflow.org/api_docs/python/tf/div) | [fluid.layers.elementwise_div](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#paddle.fluid.layers.elementwise_div) | 功能一致 |
| 27 | [tf.divide](https://www.tensorflow.org/api_docs/python/tf/divide) | [fluid.layers.elementwise_div](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#elementwise_div) | 功能一致 |
| 28 | [tf.dropout](https://www.tensorflow.org/api_docs/python/tf/dropout) | [fluid.layers.dropout](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#paddle.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/api_docs/python/tf/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/api_docs/python/tf/exp) | [fluid.layers.exp](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#exp) | 功能一致 |
| 31 | [tf.expand_dims](https://www.tensorflow.org/api_docs/python/tf/expand_dims) | [fluid.layers.unsqueeze](http://paddlepaddle.org/documentation/docs/zh/1.2/api_cn/layers_cn.html#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/api_docs/python/tf/fill) | [fluid.layers.fill_constant](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#paddle.fluid.layers.fill_constant) | 功能一致 |
| 33 | [tf.floor](https://www.tensorflow.org/api_docs/python/tf/floor) | [fluid.layers.floor](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#floor) | 功能一致 |
| 34 | [tf.gather](https://www.tensorflow.org/api_docs/python/tf/gather) | [fluid.layers.gather](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#paddle.fluid.layers.gather) | 功能一致 |
| 30 | [tf.exp](https://www.tensorflow.org/api_docs/python/tf/exp) | [fluid.layers.exp](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#exp) | 功能一致 |
| 31 | [tf.expand_dims](https://www.tensorflow.org/api_docs/python/tf/expand_dims) | [fluid.layers.unsqueeze](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#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/api_docs/python/tf/fill) | [fluid.layers.fill_constant](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#paddle.fluid.layers.fill_constant) | 功能一致 |
| 33 | [tf.floor](https://www.tensorflow.org/api_docs/python/tf/floor) | [fluid.layers.floor](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#floor) | 功能一致 |
| 34 | [tf.gather](https://www.tensorflow.org/api_docs/python/tf/gather) | [fluid.layers.gather](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#paddle.fluid.layers.gather) | 功能一致 |
| 35 | [tf.greater](https://www.tensorflow.org/api_docs/python/tf/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/api_docs/python/tf/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/api_docs/python/tf/image/non_max_suppression) | [fluid.layers.multiclass_nms](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#paddle.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/api_docs/python/tf/image/resize_bilinear) | [fluid.layers.resize_bilinear](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#paddle.fluid.layers.resize_bilinear) | 功能一致 |
| 39 | [tf.image.resize_images](https://www.tensorflow.org/api_docs/python/tf/image/resize_images) | [fluid.layers.image_resize](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#paddle.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/api_docs/python/tf/image/resize_nearest_neighbor) | [fluid.layers.resize_nearest](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#paddle.fluid.layers.resize_nearest) | 功能一致 |
| 41 | [tf.is_finite](https://www.tensorflow.org/api_docs/python/tf/is_finite) | [fluid.layers.isfinite](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#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/api_docs/python/tf/layers/batch_normalization) | [fluid.layers.batch_norm](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#paddle.fluid.layers.batch_norm) | 功能一致 |
| 43 | [tf.layers.conv2d](https://www.tensorflow.org/api_docs/python/tf/layers/conv2d) | [fluid.layers.conv2d](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#paddle.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/api_docs/python/tf/layers/dense) | [fluid.layers.fc](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#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/api_docs/python/tf/layers/dropout) | [fluid.layers.dropout](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#dropout) | 功能一致 |
| 46 | [tf.layers.Dropout](https://www.tensorflow.org/api_docs/python/tf/layers/Dropout) | [fluid.layers.dropout](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#dropout) | 功能一致 |
| 47 | [tf.layers.flatten](https://www.tensorflow.org/api_docs/python/tf/layers/flatten) | [fluid.layers.flatten](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#paddle.fluid.layers.flatten) | 功能一致 |
| 37 | [tf.image.non_max_suppression](https://www.tensorflow.org/api_docs/python/tf/image/non_max_suppression) | [fluid.layers.multiclass_nms](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#paddle.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/api_docs/python/tf/image/resize_bilinear) | [fluid.layers.resize_bilinear](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#paddle.fluid.layers.resize_bilinear) | 功能一致 |
| 39 | [tf.image.resize_images](https://www.tensorflow.org/api_docs/python/tf/image/resize_images) | [fluid.layers.image_resize](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#paddle.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/api_docs/python/tf/image/resize_nearest_neighbor) | [fluid.layers.resize_nearest](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#paddle.fluid.layers.resize_nearest) | 功能一致 |
| 41 | [tf.is_finite](https://www.tensorflow.org/api_docs/python/tf/is_finite) | [fluid.layers.isfinite](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#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/api_docs/python/tf/layers/batch_normalization) | [fluid.layers.batch_norm](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#paddle.fluid.layers.batch_norm) | 功能一致 |
| 43 | [tf.layers.conv2d](https://www.tensorflow.org/api_docs/python/tf/layers/conv2d) | [fluid.layers.conv2d](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#paddle.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/api_docs/python/tf/layers/dense) | [fluid.layers.fc](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#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/api_docs/python/tf/layers/dropout) | [fluid.layers.dropout](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#dropout) | 功能一致 |
| 46 | [tf.layers.Dropout](https://www.tensorflow.org/api_docs/python/tf/layers/Dropout) | [fluid.layers.dropout](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#dropout) | 功能一致 |
| 47 | [tf.layers.flatten](https://www.tensorflow.org/api_docs/python/tf/layers/flatten) | [fluid.layers.flatten](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#paddle.fluid.layers.flatten) | 功能一致 |
| 48 | [tf.less](https://www.tensorflow.org/api_docs/python/tf/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/api_docs/python/tf/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/api_docs/python/tf/log) | [fluid.layers.log](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#paddle.fluid.layers.log) | 功能一致 |
| 51 | [tf.logical_and](https://www.tensorflow.org/api_docs/python/tf/logical_and) | [fluid.layers.logical_and](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#logical_and) | 功能一致 |
| 52 | [tf.logical_not](https://www.tensorflow.org/api_docs/python/tf/logical_not) | [fluid.layers.logical_not](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#logical_not) | 功能一致 |
| 53 | [tf.logical_or](https://www.tensorflow.org/api_docs/python/tf/logical_or) | [fluid.layers.logical_or](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#logical_or) | 功能一致 |
| 54 | [tf.losses.mean_squared_error](https://www.tensorflow.org/api_docs/python/tf/losses/mean_squared_error) | [fluid.layers.square_error_cost](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#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/api_docs/python/tf/losses/sigmoid_cross_entropy) | [fluid.layers.sigmoid_cross_entropy_with_logits](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#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/api_docs/python/tf/losses/softmax_cross_entropy) | [fluid.layers.softmax_with_cross_entropy](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#paddle.fluid.layers.softmax_with_cross_entropy) | 功能一致 |
| 57 | [tf.matmul](https://www.tensorflow.org/api_docs/python/tf/matmul) | [fluid.layers.matmul](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#matmul) | [差异对比](https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/tf.matmul.md) |
| 58 | [tf.maximum](https://www.tensorflow.org/api_docs/python/tf/maximum) | [fluid.layers.elementwise_max](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#paddle.fluid.layers.elementwise_max) | 功能一致 |
| 59 | [tf.metrics.accuracy](https://www.tensorflow.org/api_docs/python/tf/metrics/accuracy) | [fluid.layers.accuracy](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#paddle.fluid.layers.accuracy) | 功能一致 |
| 60 | [tf.metrics.mean](https://www.tensorflow.org/api_docs/python/tf/metrics/mean) | [fluid.layers.mean](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#mean) | 功能一致 |
| 61 | [tf.minimum](https://www.tensorflow.org/api_docs/python/tf/minimum) | [fluid.layers.elementwise_min](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#elementwise_min) | 功能一致 |
| 62 | [tf.multiply](https://www.tensorflow.org/api_docs/python/tf/multiply) | [fluid.layers.elementwise_mul](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#elementwise_mul) | 功能一致 |
| 63 | [tf.nn.avg_pool](https://www.tensorflow.org/api_docs/python/tf/nn/avg_pool) | [fluid.layers.pool2d](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#paddle.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/api_docs/python/tf/nn/batch_normalization) | [fluid.layers.batch_norm](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#paddle.fluid.layers.batch_norm) | 功能一致 |
| 50 | [tf.log](https://www.tensorflow.org/api_docs/python/tf/log) | [fluid.layers.log](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#paddle.fluid.layers.log) | 功能一致 |
| 51 | [tf.logical_and](https://www.tensorflow.org/api_docs/python/tf/logical_and) | [fluid.layers.logical_and](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#logical_and) | 功能一致 |
| 52 | [tf.logical_not](https://www.tensorflow.org/api_docs/python/tf/logical_not) | [fluid.layers.logical_not](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#logical_not) | 功能一致 |
| 53 | [tf.logical_or](https://www.tensorflow.org/api_docs/python/tf/logical_or) | [fluid.layers.logical_or](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#logical_or) | 功能一致 |
| 54 | [tf.losses.mean_squared_error](https://www.tensorflow.org/api_docs/python/tf/losses/mean_squared_error) | [fluid.layers.square_error_cost](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#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/api_docs/python/tf/losses/sigmoid_cross_entropy) | [fluid.layers.sigmoid_cross_entropy_with_logits](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#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/api_docs/python/tf/losses/softmax_cross_entropy) | [fluid.layers.softmax_with_cross_entropy](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#paddle.fluid.layers.softmax_with_cross_entropy) | 功能一致 |
| 57 | [tf.matmul](https://www.tensorflow.org/api_docs/python/tf/matmul) | [fluid.layers.matmul](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#matmul) | [差异对比](https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/tf.matmul.md) |
| 58 | [tf.maximum](https://www.tensorflow.org/api_docs/python/tf/maximum) | [fluid.layers.elementwise_max](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#paddle.fluid.layers.elementwise_max) | 功能一致 |
| 59 | [tf.metrics.accuracy](https://www.tensorflow.org/api_docs/python/tf/metrics/accuracy) | [fluid.layers.accuracy](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#paddle.fluid.layers.accuracy) | 功能一致 |
| 60 | [tf.metrics.mean](https://www.tensorflow.org/api_docs/python/tf/metrics/mean) | [fluid.layers.mean](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#mean) | 功能一致 |
| 61 | [tf.minimum](https://www.tensorflow.org/api_docs/python/tf/minimum) | [fluid.layers.elementwise_min](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#elementwise_min) | 功能一致 |
| 62 | [tf.multiply](https://www.tensorflow.org/api_docs/python/tf/multiply) | [fluid.layers.elementwise_mul](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#elementwise_mul) | 功能一致 |
| 63 | [tf.nn.avg_pool](https://www.tensorflow.org/api_docs/python/tf/nn/avg_pool) | [fluid.layers.pool2d](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#paddle.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/api_docs/python/tf/nn/batch_normalization) | [fluid.layers.batch_norm](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#paddle.fluid.layers.batch_norm) | 功能一致 |
| 65 | [tf.nn.bidirectional_dynamic_rnn](https://www.tensorflow.org/api_docs/python/tf/nn/bidirectional_dynamic_rnn) | 无相应接口 | [Paddle实现方法](https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/tf.nn.bidirectional_dynamic_rnn.md) |
| 66 | [tf.nn.conv2d](https://www.tensorflow.org/api_docs/python/tf/nn/conv2d) | [fluid.layers.conv2d](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#paddle.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/api_docs/python/tf/nn/conv2d_transpose) | [fluid.layers.conv2d_transpose](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#paddle.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/api_docs/python/tf/nn/conv3d_transpose) | [fluid.layers.conv3d_transpose](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#paddle.fluid.layers.conv2d_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/api_docs/python/tf/nn/depthwise_conv2d) | [fluid.layers.conv2d](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#paddle.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/api_docs/python/tf/nn/dynamic_rnn) | [fluid.layers.DynamicRNN](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#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/api_docs/python/tf/nn/l2_normalize) | [fluid.layers.l2_normalize](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#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/api_docs/python/tf/nn/leaky_relu) | [fluid.layers.leaky_relu](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#paddle.fluid.layers.leaky_relu) | 功能一致 |
| 73 | [tf.nn.lrn](https://www.tensorflow.org/api_docs/python/tf/nn/lrn) | [fluid.layers.lrn](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#paddle.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/api_docs/python/tf/nn/max_pool) | [fluid.layers.pool2d](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#paddle.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/api_docs/python/tf/nn/relu) | [fluid.layers.relu](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#relu) | 功能一致 |
| 76 | [tf.nn.relu6](https://www.tensorflow.org/api_docs/python/tf/nn/relu6) | [fluid.layers.relu6](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#paddle.fluid.layers.relu6) | 功能一致 |
| 77 | [tf.nn.rnn_cell.LSTMCell](https://www.tensorflow.org/api_docs/python/tf/nn/rnn_cell/LSTMCell) | [fluid.layers.lstm_unit](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#lstm_unit) | [差异对比](https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/tf.nn.rnn_cell.LSTMCell.md) |
| 66 | [tf.nn.conv2d](https://www.tensorflow.org/api_docs/python/tf/nn/conv2d) | [fluid.layers.conv2d](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#paddle.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/api_docs/python/tf/nn/conv2d_transpose) | [fluid.layers.conv2d_transpose](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#paddle.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/api_docs/python/tf/nn/conv3d_transpose) | [fluid.layers.conv3d_transpose](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#paddle.fluid.layers.conv2d_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/api_docs/python/tf/nn/depthwise_conv2d) | [fluid.layers.conv2d](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#paddle.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/api_docs/python/tf/nn/dynamic_rnn) | [fluid.layers.DynamicRNN](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#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/api_docs/python/tf/nn/l2_normalize) | [fluid.layers.l2_normalize](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#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/api_docs/python/tf/nn/leaky_relu) | [fluid.layers.leaky_relu](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#paddle.fluid.layers.leaky_relu) | 功能一致 |
| 73 | [tf.nn.lrn](https://www.tensorflow.org/api_docs/python/tf/nn/lrn) | [fluid.layers.lrn](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#paddle.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/api_docs/python/tf/nn/max_pool) | [fluid.layers.pool2d](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#paddle.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/api_docs/python/tf/nn/relu) | [fluid.layers.relu](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#relu) | 功能一致 |
| 76 | [tf.nn.relu6](https://www.tensorflow.org/api_docs/python/tf/nn/relu6) | [fluid.layers.relu6](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#paddle.fluid.layers.relu6) | 功能一致 |
| 77 | [tf.nn.rnn_cell.LSTMCell](https://www.tensorflow.org/api_docs/python/tf/nn/rnn_cell/LSTMCell) | [fluid.layers.lstm_unit](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#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/api_docs/python/tf/nn/separable_conv2d) | 无相应接口 | [Paddle实现方法](https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/tf.nn.separable_conv2d.md) |
| 79 | [tf.nn.sigmoid](https://www.tensorflow.org/api_docs/python/tf/nn/sigmoid) | [fluid.layers.sigmoid](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#sigmoid) | 功能一致 |
| 80 | [tf.nn.sigmoid_cross_entropy_with_logits](https://www.tensorflow.org/api_docs/python/tf/nn/sigmoid_cross_entropy_with_logits) | [fluid.layers.sigmoid_cross_entropy_with_logits](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#sigmoid_cross_entropy_with_logits) | 功能一致 |
| 81 | [tf.nn.softmax](https://www.tensorflow.org/api_docs/python/tf/nn/softmax) | [fluid.layers.softmax](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#softmax) | 功能一致 |
| 82 | [tf.nn.softmax_cross_entropy_with_logits](https://www.tensorflow.org/api_docs/python/tf/nn/softmax_cross_entropy_with_logits) | [fluid.layers.softmax_with_cross_entropy](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#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/api_docs/python/tf/nn/softplus) | [fluid.layers.softplus](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#softplus) | 功能一致 |
| 84 | [tf.nn.softsign](https://www.tensorflow.org/api_docs/python/tf/nn/softsign) | [fluid.layers.softsign](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#paddle.fluid.layers.softsign) | 功能一致 |
| 85 | [tf.nn.tanh](https://www.tensorflow.org/api_docs/python/tf/nn/tanh) | [fluid.layers.tanh](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#tanh) | 功能一致 |
| 86 | [tf.one_hot](https://www.tensorflow.org/api_docs/python/tf/one_hot) | [fluid.layers.one_hot](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#paddle.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/api_docs/python/tf/ones) | [fluid.layers.ones](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#ones) | 功能一致 |
| 88 | [tf.ones_initializer](https://www.tensorflow.org/api_docs/python/tf/ones_initializer) | [fluid.initializer.Constant](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/initializer_cn.html#constant) | 功能一致 |
| 89 | [tf.pad](https://www.tensorflow.org/api_docs/python/tf/pad) | [fluid.layers.pad](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#pad) | [差异对比](https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/tf.pad.md) |
| 90 | [tf.placeholder](https://www.tensorflow.org/api_docs/python/tf/placeholder) | [fluid.layers.data](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#paddle.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/api_docs/python/tf/pow) | [fluid.layers.pow](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#pow) | [差异对比](https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/tf.pow.md) |
| 92 | [tf.print](https://www.tensorflow.org/api_docs/python/tf/print) | [fluid.layers.print](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#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/api_docs/python/tf/py_func) | [fluid.layers.py_func](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#paddle.fluid.layers.py_func) | 功能一致 |
| 94 | [tf.random_normal](https://www.tensorflow.org/api_docs/python/tf/random_normal) | [fluid.layers.gaussian_random](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#paddle.fluid.layers.gaussian_random) | 功能一致 |
| 95 | [tf.random_normal_initializer](https://www.tensorflow.org/api_docs/python/tf/random_normal_initializer) | [fluid.initializer.Normal](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/initializer_cn.html#normal) | 功能一致 |
| 96 | [tf.random_uniform](https://www.tensorflow.org/api_docs/python/tf/random_uniform) | [fluid.layers.uniform_random](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#paddle.fluid.layers.uniform_random) | 功能一致 |
| 97 | [tf.random_uniform_initializer](https://www.tensorflow.org/api_docs/python/tf/random_uniform_initializer) | [fluid.initializer.UniformInitializer](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/initializer_cn.html#uniforminitializer) | 功能一致 |
| 79 | [tf.nn.sigmoid](https://www.tensorflow.org/api_docs/python/tf/nn/sigmoid) | [fluid.layers.sigmoid](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#sigmoid) | 功能一致 |
| 80 | [tf.nn.sigmoid_cross_entropy_with_logits](https://www.tensorflow.org/api_docs/python/tf/nn/sigmoid_cross_entropy_with_logits) | [fluid.layers.sigmoid_cross_entropy_with_logits](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#sigmoid_cross_entropy_with_logits) | 功能一致 |
| 81 | [tf.nn.softmax](https://www.tensorflow.org/api_docs/python/tf/nn/softmax) | [fluid.layers.softmax](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#softmax) | 功能一致 |
| 82 | [tf.nn.softmax_cross_entropy_with_logits](https://www.tensorflow.org/api_docs/python/tf/nn/softmax_cross_entropy_with_logits) | [fluid.layers.softmax_with_cross_entropy](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#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/api_docs/python/tf/nn/softplus) | [fluid.layers.softplus](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#softplus) | 功能一致 |
| 84 | [tf.nn.softsign](https://www.tensorflow.org/api_docs/python/tf/nn/softsign) | [fluid.layers.softsign](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#paddle.fluid.layers.softsign) | 功能一致 |
| 85 | [tf.nn.tanh](https://www.tensorflow.org/api_docs/python/tf/nn/tanh) | [fluid.layers.tanh](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#tanh) | 功能一致 |
| 86 | [tf.one_hot](https://www.tensorflow.org/api_docs/python/tf/one_hot) | [fluid.layers.one_hot](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#paddle.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/api_docs/python/tf/ones) | [fluid.layers.ones](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#ones) | 功能一致 |
| 88 | [tf.ones_initializer](https://www.tensorflow.org/api_docs/python/tf/ones_initializer) | [fluid.initializer.Constant](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/initializer_cn.html#constant) | 功能一致 |
| 89 | [tf.pad](https://www.tensorflow.org/api_docs/python/tf/pad) | [fluid.layers.pad](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#pad) | [差异对比](https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/tf.pad.md) |
| 90 | [tf.placeholder](https://www.tensorflow.org/api_docs/python/tf/placeholder) | [fluid.layers.data](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#paddle.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/api_docs/python/tf/pow) | [fluid.layers.pow](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#pow) | [差异对比](https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/tf.pow.md) |
| 92 | [tf.print](https://www.tensorflow.org/api_docs/python/tf/print) | [fluid.layers.print](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#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/api_docs/python/tf/py_func) | [fluid.layers.py_func](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#paddle.fluid.layers.py_func) | 功能一致 |
| 94 | [tf.random_normal](https://www.tensorflow.org/api_docs/python/tf/random_normal) | [fluid.layers.gaussian_random](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#paddle.fluid.layers.gaussian_random) | 功能一致 |
| 95 | [tf.random_normal_initializer](https://www.tensorflow.org/api_docs/python/tf/random_normal_initializer) | [fluid.initializer.Normal](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/initializer_cn.html#normal) | 功能一致 |
| 96 | [tf.random_uniform](https://www.tensorflow.org/api_docs/python/tf/random_uniform) | [fluid.layers.uniform_random](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#paddle.fluid.layers.uniform_random) | 功能一致 |
| 97 | [tf.random_uniform_initializer](https://www.tensorflow.org/api_docs/python/tf/random_uniform_initializer) | [fluid.initializer.UniformInitializer](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/initializer_cn.html#uniforminitializer) | 功能一致 |
| 98 | [tf.reduce_logsumexp](https://www.tensorflow.org/api_docs/python/tf/reduce_logsumexp) | 无相应接口 | [Paddle实现方法](https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/tf.nn.reduce_logsumexp.md) |
| 99 | [tf.reduce_max](https://www.tensorflow.org/api_docs/python/tf/reduce_max) | [fluid.layers.reduce_max](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#reduce_max) | 功能一致 |
| 100 | [tf.reduce_mean](https://www.tensorflow.org/api_docs/python/tf/reduce_mean) | [fluid.layers.reduce_mean](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#reduce_mean) | 功能一致 |
| 101 | [tf.reduce_min](https://www.tensorflow.org/api_docs/python/tf/reduce_min) | [fluid.layers.reduce_min](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#reduce_min) | 功能一致 |
| 102 | [tf.reduce_sum](https://www.tensorflow.org/api_docs/python/tf/reduce_sum) | [fluid.layers.reduce_sum](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#reduce_sum) | 功能一致 |
| 103 | [tf.reshape](https://www.tensorflow.org/api_docs/python/tf/reshape) | [fluid.layers.reshape](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#paddle.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/api_docs/python/tf/reverse) | [fluid.layers.reverse](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#reverse) | 功能一致 |
| 105 | [tf.reverse_sequence](https://www.tensorflow.org/api_docs/python/tf/reverse_sequence) | [fluid.layers.sequence_reverse](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#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/api_docs/python/tf/reverse_v2) | [fluid.layers.reverse](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#paddle.fluid.layers.reverse) | 功能一致 |
| 107 | [tf.round](https://www.tensorflow.org/api_docs/python/tf/round) | [fluid.layers.round](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#paddle.fluid.layers.round) | 功能一致 |
| 99 | [tf.reduce_max](https://www.tensorflow.org/api_docs/python/tf/reduce_max) | [fluid.layers.reduce_max](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#reduce_max) | 功能一致 |
| 100 | [tf.reduce_mean](https://www.tensorflow.org/api_docs/python/tf/reduce_mean) | [fluid.layers.reduce_mean](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#reduce_mean) | 功能一致 |
| 101 | [tf.reduce_min](https://www.tensorflow.org/api_docs/python/tf/reduce_min) | [fluid.layers.reduce_min](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#reduce_min) | 功能一致 |
| 102 | [tf.reduce_sum](https://www.tensorflow.org/api_docs/python/tf/reduce_sum) | [fluid.layers.reduce_sum](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#reduce_sum) | 功能一致 |
| 103 | [tf.reshape](https://www.tensorflow.org/api_docs/python/tf/reshape) | [fluid.layers.reshape](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#paddle.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/api_docs/python/tf/reverse) | [fluid.layers.reverse](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#reverse) | 功能一致 |
| 105 | [tf.reverse_sequence](https://www.tensorflow.org/api_docs/python/tf/reverse_sequence) | [fluid.layers.sequence_reverse](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#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/api_docs/python/tf/reverse_v2) | [fluid.layers.reverse](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#paddle.fluid.layers.reverse) | 功能一致 |
| 107 | [tf.round](https://www.tensorflow.org/api_docs/python/tf/round) | [fluid.layers.round](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#paddle.fluid.layers.round) | 功能一致 |
| 108 | [tf.rsqrt](https://www.tensorflow.org/api_docs/python/tf/rsqrt) | 无相应接口 | [Paddle实现方法](https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/tf.math.rsqrt.md) |
| 109 | [tf.scalar_mul](https://www.tensorflow.org/api_docs/python/tf/scalar_mul) | [fluid.layers.scale](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#scale) | 功能一致 |
| 110 | [tf.scatter_update](https://www.tensorflow.org/api_docs/python/tf/scatter_update) | [fluid.layers.scatter](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#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/api_docs/python/tf/sequence_mask) | [fluid.layers.sequence_mask](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#sequence_mask) | 功能一致 |
| 112 | [tf.shape](https://www.tensorflow.org/api_docs/python/tf/shape) | [fluid.layers.shape](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#shape) | 功能一致 |
| 113 | [tf.sigmoid](https://www.tensorflow.org/api_docs/python/tf/sigmoid) | [fluid.layers.sigmoid](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#sigmoid) | 功能一致 |
| 114 | [tf.sin](https://www.tensorflow.org/api_docs/python/tf/sin) | [fluid.layers.sin](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#paddle.fluid.layers.sin) | 功能一致 |
| 115 | [tf.slice](https://www.tensorflow.org/api_docs/python/tf/slice) | [fluid.layers.slice](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#slice) | [差异对比](https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/tf.slice.md) |
| 116 | [tf.split](https://www.tensorflow.org/api_docs/python/tf/split) | [fluid.layers.split](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#split) | [差异对比](https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/tf.split.md) |
| 117 | [tf.sqrt](https://www.tensorflow.org/api_docs/python/tf/sqrt) | [fluid.layers.sqrt](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#sqrt) | 功能一致 |
| 118 | [tf.square](https://www.tensorflow.org/api_docs/python/tf/square) | [fluid.layers.square](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#paddle.fluid.layers.square) | 功能一致 |
| 109 | [tf.scalar_mul](https://www.tensorflow.org/api_docs/python/tf/scalar_mul) | [fluid.layers.scale](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#scale) | 功能一致 |
| 110 | [tf.scatter_update](https://www.tensorflow.org/api_docs/python/tf/scatter_update) | [fluid.layers.scatter](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#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/api_docs/python/tf/sequence_mask) | [fluid.layers.sequence_mask](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#sequence_mask) | 功能一致 |
| 112 | [tf.shape](https://www.tensorflow.org/api_docs/python/tf/shape) | [fluid.layers.shape](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#shape) | 功能一致 |
| 113 | [tf.sigmoid](https://www.tensorflow.org/api_docs/python/tf/sigmoid) | [fluid.layers.sigmoid](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#sigmoid) | 功能一致 |
| 114 | [tf.sin](https://www.tensorflow.org/api_docs/python/tf/sin) | [fluid.layers.sin](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#paddle.fluid.layers.sin) | 功能一致 |
| 115 | [tf.slice](https://www.tensorflow.org/api_docs/python/tf/slice) | [fluid.layers.slice](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#slice) | [差异对比](https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/tf.slice.md) |
| 116 | [tf.split](https://www.tensorflow.org/api_docs/python/tf/split) | [fluid.layers.split](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#split) | [差异对比](https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/tf.split.md) |
| 117 | [tf.sqrt](https://www.tensorflow.org/api_docs/python/tf/sqrt) | [fluid.layers.sqrt](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#sqrt) | 功能一致 |
| 118 | [tf.square](https://www.tensorflow.org/api_docs/python/tf/square) | [fluid.layers.square](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#paddle.fluid.layers.square) | 功能一致 |
| 119 | [tf.squared_difference](https://www.tensorflow.org/api_docs/python/tf/squared_difference) | 无相应接口 | [Paddle实现方法](https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/tf.squared_difference.md) |
| 120 | [tf.squeeze](https://www.tensorflow.org/api_docs/python/tf/squeeze) | [fluid.layers.squeeze](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#squeeze) | 功能一致 |
| 121 | [tf.stack](https://www.tensorflow.org/api_docs/python/tf/stack) | [fluid.layers.stack](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#stack) | 功能一致 |
| 120 | [tf.squeeze](https://www.tensorflow.org/api_docs/python/tf/squeeze) | [fluid.layers.squeeze](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#squeeze) | 功能一致 |
| 121 | [tf.stack](https://www.tensorflow.org/api_docs/python/tf/stack) | [fluid.layers.stack](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#stack) | 功能一致 |
| 122 | [tf.stop_gradient](https://www.tensorflow.org/api_docs/python/tf/stop_gradient) | 无相应接口 | [Paddle实现方法](https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/tf.stop_gradient.md) |
| 123 | [tf.subtract](https://www.tensorflow.org/api_docs/python/tf/subtract) | [fluid.layers.elementwise_sub](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#paddle.fluid.layers.elementwise_sub) | 功能一致 |
| 124 | [tf.tanh](https://www.tensorflow.org/api_docs/python/tf/tanh) | [fluid.layers.tanh](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#tanh) | 功能一致 |
| 125 | [tf.tile](https://www.tensorflow.org/api_docs/python/tf/tile) | [fluid.layers.expand](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#paddle.fluid.layers.expand) | 功能一致 |
| 126 | [tf.top_k](https://www.tensorflow.org/api_docs/python/tf/top_k) | [fluid.layers.topk](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#paddle.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/api_docs/python/tf/train/AdagradOptimizer) | [fluid.optimizer.AdagradOptimizer](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#paddle.fluid.optimizer.AdagradOptimizer) | 功能一致 |
| 128 | [tf.train.AdamOptimizer](https://www.tensorflow.org/api_docs/python/tf/train/AdamOptimizer) | [fluid.optimizer.Adam](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#paddle.fluid.optimizer.Adam) | 功能一致 |
| 129 | [tf.train.exponential_decay](https://www.tensorflow.org/api_docs/python/tf/train/exponential_decay) | [fluid.layers.exponential_decay](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#paddle.fluid.layers.exponential_decay) | 功能一致 |
| 130 | [tf.train.GradientDescentOptimizer](https://www.tensorflow.org/api_docs/python/tf/train/GradientDescentOptimizer) | [fluid.optimizer.SGDOptimizer](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/optimizer_cn.html#sgdoptimizer) | 功能一致 |
| 131 | [tf.train.MomentumOptimizer](https://www.tensorflow.org/api_docs/python/tf/train/MomentumOptimizer) | [fluid.optimizer.MomentumOptimizer](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/optimizer_cn.html#momentumoptimizer) | 功能一致 |
| 132 | [tf.train.polynomial_decay](https://www.tensorflow.org/api_docs/python/tf/train/polynomial_decay) | [fluid.layers.polynomial_decay](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#paddle.fluid.layers.polynomial_decay) | 功能一致 |
| 133 | [tf.train.RMSPropOptimizer](https://www.tensorflow.org/api_docs/python/tf/train/RMSPropOptimizer) | [fluid.optimizer.RMSPropOptimizer](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#paddle.fluid.optimizer.RMSPropOptimizer) | 功能一致 |
| 134 | [tf.transpose](https://www.tensorflow.org/api_docs/python/tf/transpose) | [fluid.layers.transpose](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#paddle.fluid.layers.transpose) | 功能一致 |
| 135 | [tf.truediv](https://www.tensorflow.org/api_docs/python/tf/truediv) | [fluid.layers.elementwise_div](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#paddle.fluid.layers.elementwise_div) | 功能一致 |
| 136 | [tf.truncated_normal](https://www.tensorflow.org/api_docs/python/tf/truncated_normal) | [fluid.initializer.TruncatedNormal](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/initializer_cn.html#truncatednormal) | 功能一致 |
| 137 | [tf.truncated_normal_initializer](https://www.tensorflow.org/api_docs/python/tf/truncated_normal_initializer) | [fluid.initializer.TruncatedNormal](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#paddle.fluid.initializer.TruncatedNormal) | 功能一致 |
| 138 | [tf.unstack](https://www.tensorflow.org/api_docs/python/tf/unstack) | [fluid.layers.unstack](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#paddle.fluid.layers.unstack) | 功能一致 |
| 139 | [tf.Variable](https://www.tensorflow.org/api_docs/python/tf/Variable) | [fluid.layers.create_parameter](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#create_parameter) | 功能一致 |
| 140 | [tf.while_loop](https://www.tensorflow.org/api_docs/python/tf/while_loop) | [fluid.layers.While](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#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/api_docs/python/tf/zeros) | [fluid.layers.zeros](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#zeros) | 功能一致 |
| 142 | [tf.zeros_initializer](https://www.tensorflow.org/api_docs/python/tf/zeros_initializer) | [fluid.initializer.Constant](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/initializer_cn.html#constant) | 功能一致 |
| 123 | [tf.subtract](https://www.tensorflow.org/api_docs/python/tf/subtract) | [fluid.layers.elementwise_sub](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#paddle.fluid.layers.elementwise_sub) | 功能一致 |
| 124 | [tf.tanh](https://www.tensorflow.org/api_docs/python/tf/tanh) | [fluid.layers.tanh](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#tanh) | 功能一致 |
| 125 | [tf.tile](https://www.tensorflow.org/api_docs/python/tf/tile) | [fluid.layers.expand](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#paddle.fluid.layers.expand) | 功能一致 |
| 126 | [tf.top_k](https://www.tensorflow.org/api_docs/python/tf/top_k) | [fluid.layers.topk](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#paddle.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/api_docs/python/tf/train/AdagradOptimizer) | [fluid.optimizer.AdagradOptimizer](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#paddle.fluid.optimizer.AdagradOptimizer) | 功能一致 |
| 128 | [tf.train.AdamOptimizer](https://www.tensorflow.org/api_docs/python/tf/train/AdamOptimizer) | [fluid.optimizer.Adam](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#paddle.fluid.optimizer.Adam) | 功能一致 |
| 129 | [tf.train.exponential_decay](https://www.tensorflow.org/api_docs/python/tf/train/exponential_decay) | [fluid.layers.exponential_decay](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#paddle.fluid.layers.exponential_decay) | 功能一致 |
| 130 | [tf.train.GradientDescentOptimizer](https://www.tensorflow.org/api_docs/python/tf/train/GradientDescentOptimizer) | [fluid.optimizer.SGDOptimizer](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/optimizer_cn.html#sgdoptimizer) | 功能一致 |
| 131 | [tf.train.MomentumOptimizer](https://www.tensorflow.org/api_docs/python/tf/train/MomentumOptimizer) | [fluid.optimizer.MomentumOptimizer](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/optimizer_cn.html#momentumoptimizer) | 功能一致 |
| 132 | [tf.train.polynomial_decay](https://www.tensorflow.org/api_docs/python/tf/train/polynomial_decay) | [fluid.layers.polynomial_decay](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#paddle.fluid.layers.polynomial_decay) | 功能一致 |
| 133 | [tf.train.RMSPropOptimizer](https://www.tensorflow.org/api_docs/python/tf/train/RMSPropOptimizer) | [fluid.optimizer.RMSPropOptimizer](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#paddle.fluid.optimizer.RMSPropOptimizer) | 功能一致 |
| 134 | [tf.transpose](https://www.tensorflow.org/api_docs/python/tf/transpose) | [fluid.layers.transpose](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#paddle.fluid.layers.transpose) | 功能一致 |
| 135 | [tf.truediv](https://www.tensorflow.org/api_docs/python/tf/truediv) | [fluid.layers.elementwise_div](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#paddle.fluid.layers.elementwise_div) | 功能一致 |
| 136 | [tf.truncated_normal](https://www.tensorflow.org/api_docs/python/tf/truncated_normal) | [fluid.initializer.TruncatedNormal](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/initializer_cn.html#truncatednormal) | 功能一致 |
| 137 | [tf.truncated_normal_initializer](https://www.tensorflow.org/api_docs/python/tf/truncated_normal_initializer) | [fluid.initializer.TruncatedNormal](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#paddle.fluid.initializer.TruncatedNormal) | 功能一致 |
| 138 | [tf.unstack](https://www.tensorflow.org/api_docs/python/tf/unstack) | [fluid.layers.unstack](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#paddle.fluid.layers.unstack) | 功能一致 |
| 139 | [tf.Variable](https://www.tensorflow.org/api_docs/python/tf/Variable) | [fluid.layers.create_parameter](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#create_parameter) | 功能一致 |
| 140 | [tf.while_loop](https://www.tensorflow.org/api_docs/python/tf/while_loop) | [fluid.layers.While](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#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/api_docs/python/tf/zeros) | [fluid.layers.zeros](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#zeros) | 功能一致 |
| 142 | [tf.zeros_initializer](https://www.tensorflow.org/api_docs/python/tf/zeros_initializer) | [fluid.initializer.Constant](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/initializer_cn.html#constant) | 功能一致 |
......@@ -12,7 +12,7 @@ tf.case(
)
```
### [paddle.fluid.layers.While](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#while)
### [paddle.fluid.layers.While](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#while)
```python
class paddle.fluid.layers.Switch(
name=None
......
......@@ -11,7 +11,7 @@ tf.clip_by_global_norm(
)
```
### [paddle.fluid.clip.GradientClipByGlobalNorm](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/clip_cn.html#gradientclipbyglobalnorm)
### [paddle.fluid.clip.GradientClipByGlobalNorm](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/clip_cn.html#gradientclipbyglobalnorm)
```python
paddle.fluid.clip.GradientClipByGlobalNorm(
......
......@@ -12,7 +12,7 @@ tf.clip_by_norm(
```
### [paddle.fluid.layers.clip_by_norm](http://paddlepaddle.org/documentation/docs/zh/develop/api_cn/layers_cn.html#paddle.fluid.layers.clip_by_norm)
### [paddle.fluid.layers.clip_by_norm](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#paddle.fluid.layers.clip_by_norm)
``` python
paddle.fluid.layers.clip_by_norm(
x,
......
......@@ -10,7 +10,7 @@ tf.contrib.layers.flatten(
)
```
### [paddle.fluid.layers.flatten](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#flatten)
### [paddle.fluid.layers.flatten](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#flatten)
```python
paddle.fluid.layers.flatten(
......
......@@ -16,7 +16,7 @@ tf.contrib.rnn.GRUCell(
```
### [paddle.fluid.layers.gru_unit](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#gru-unit)
### [paddle.fluid.layers.gru_unit](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#gru-unit)
```python
paddle.fluid.layers.gru_unit(
......@@ -43,7 +43,7 @@ on Sequence Modeling](https://arxiv.org/pdf/1412.3555.pdf)。
#### 使用方式
TensorFlow:首先定义`GRUCell`对象,定义对象时只需要指定单元数`num_units`;由于`GRUCell`内部定义了`__call__`方法,因而其对象是可调用对象,直接使用`step_output, cur_state = cell(step_input, last_state)`的形式,可以计算得到当前步的输出与状态;
PaddlePaddle:提供op形式的调用接口,通常与[paddle.fluid.layers.DynamicRNN](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#dynamicrnn)配合使用,以获取序列中的单步输入。**注意,为了提高`gru_unit`的计算效率,用户在使用该接口时需要遵从如下约定:假设要指定的GRU单元数为`num_units`,则`size`以及`input.shape[-1]`必须为`3*num_units`,`hidden.shape[-1]`为`num_units`,见如下代码示例小节。**
PaddlePaddle:提供op形式的调用接口,通常与[paddle.fluid.layers.DynamicRNN](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#dynamicrnn)配合使用,以获取序列中的单步输入。**注意,为了提高`gru_unit`的计算效率,用户在使用该接口时需要遵从如下约定:假设要指定的GRU单元数为`num_units`,则`size`以及`input.shape[-1]`必须为`3*num_units`,`hidden.shape[-1]`为`num_units`,见如下代码示例小节。**
#### 返回值
TensorFlow:返回一个二元组,分别是当前时刻的输出值与隐藏状态,实际上输出值与隐藏状态为相同的tensor;
......
......@@ -11,7 +11,7 @@ tf.expand_dims(
)
```
### [paddle.fluid.layers.unsqueeze](http://paddlepaddle.org/documentation/docs/zh/1.2/api_cn/layers_cn.html#unsqueeze)
### [paddle.fluid.layers.unsqueeze](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#unsqueeze)
``` python
paddle.fluid.layers.unsqueeze(
input,
......
......@@ -13,7 +13,7 @@ tf.image.non_max_suppression(
)
```
### [paddle.fluid.layers.multiclass_nms](http://paddlepaddle.org/documentation/docs/en/1.3/api/layers.html#permalink-245-multiclass_nms)
### [paddle.fluid.layers.multiclass_nms](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#paddle.fluid.layers.multiclass_nms)
``` python
paddle.fluid.layers.multiclass_nms(
bboxes,
......@@ -35,7 +35,7 @@ PaddlePaddle:相对比Tensorflow,还支持batch和多类别,`bboxes`的sha
#### 输出格式
TensorFlow: 返回shape为`[N]`的tensor,表示为`boxes`中选取的index集合,长度为`N`
PaddlePaddle: 返回`[N, 6]`[LodTensor](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/fluid_cn.html#lodtensor),其中每行内容为`[lable, confidence, xmin, ymin, xmax, ymax]`
PaddlePaddle: 返回`[N, 6]`[LodTensor](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/fluid_cn.html#lodtensor),其中每行内容为`[lable, confidence, xmin, ymin, xmax, ymax]`
#### 参数差异
TensorFlow: 在所有boxes中,根据其它参数条件,最终选出的boxes数量不超过`max_output_size`
......
......@@ -12,7 +12,7 @@ tf.image.resize_images(
)
```
### [paddle.fluid.layers.image_resize](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#paddle.fluid.layers.image_resize)
### [paddle.fluid.layers.image_resize](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#paddle.fluid.layers.image_resize)
``` python
paddle.fluid.layers.image_resize(
input,
......
......@@ -26,7 +26,7 @@ tf.layers.conv2d(
)
```
### [paddle.fluid.layers.conv2d](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#paddle.fluid.layers.conv2d)
### [paddle.fluid.layers.conv2d](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#paddle.fluid.layers.conv2d)
``` python
paddle.fluid.layers.conv2d(
input,
......@@ -75,7 +75,7 @@ PaddlePaddle:`padding`参数表示在输入图像四周padding的size大小。
#### 参数差异
TensorFlow:深度可分离卷积使用[tf.layers.separable_conv2d](https://www.tensorflow.org/api_docs/python/tf/layers/separable_conv2d)接口;
PaddlePaddle: 使用`paddle.fluid.layers.conv2d`,可参考
[PaddlePaddle对卷积的说明文档](http://paddlepaddle.org/documentation/docs/zh/1.3/api_guides/low_level/layers/conv.html), 同时也可参考[tf.nn.separable_conv2d](https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/tf.nn.separable_conv2d.md)中的代码示例。
[PaddlePaddle对卷积的说明文档](http://paddlepaddle.org/documentation/docs/zh/1.4/api_guides/low_level/layers/conv.html), 同时也可参考[tf.nn.separable_conv2d](https://github.com/PaddlePaddle/X2Paddle/blob/master/tensorflow2fluid/doc/tf.nn.separable_conv2d.md)中的代码示例。
### 代码示例
```python
......
......@@ -21,7 +21,7 @@ tf.layers.dense(
)
```
### [paddle.fluid.layers.fc](http://paddlepaddle.org/documentation/docs/zh/1.2/api_cn/layers_cn.html#fc)
### [paddle.fluid.layers.fc](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#fc)
``` python
paddle.fluid.layers.fc(
input,
......
......@@ -14,7 +14,7 @@ tf.losses.mean_squared_error(
```
### [paddle.fluid.layers.square_error_cost](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#paddle.fluid.layers.square_error_cost)
### [paddle.fluid.layers.square_error_cost](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#paddle.fluid.layers.square_error_cost)
``` python
paddle.fluid.layers.square_error_cost(
input,
......
......@@ -14,7 +14,7 @@ tf.losses.sigmoid_cross_entropy(
)
```
### [paddle.fluid.layers.sigmoid_cross_entropy_with_logit](http://paddlepaddle.org/documentation/docs/zh/1.2/api_cn/layers_cn.html#sigmoid_cross_entropy_with_logits)
### [paddle.fluid.layers.sigmoid_cross_entropy_with_logit](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#sigmoid_cross_entropy_with_logits)
```python
paddle.fluid.layers.sigmoid_cross_entropy_with_logits(
......
......@@ -9,7 +9,7 @@ tf.math.is_finite(
)
```
### [paddle.fluid.layers.isfinite](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#paddle.fluid.layers.isfinite)
### [paddle.fluid.layers.isfinite](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#paddle.fluid.layers.isfinite)
``` python
paddle.fluid.layers.isfinite(x)
```
......
......@@ -16,7 +16,7 @@ tf.matmul(
)
```
### [paddle.fluid.layers.matmul](http://paddlepaddle.org/documentation/docs/zh/1.2/api_cn/layers_cn.html#matmul)
### [paddle.fluid.layers.matmul](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#matmul)
``` python
paddle.fluid.layers.matmul(
x,
......
......@@ -14,7 +14,7 @@ tf.nn.avg_pool(
```
### [paddle.fluid.layers.pool2d](http://paddlepaddle.org/documentation/docs/en/1.3/api/layers.html#permalink-116-pool2d)
### [paddle.fluid.layers.pool2d](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#paddle.fluid.layers.pool2d)
``` python
paddle.fluid.layers.pool2d(
input,
......
......@@ -15,7 +15,7 @@ tf.nn.conv2d(
)
```
### [paddle.fluid.layers.conv2d](http://www.paddlepaddle.org/documentation/docs/zh/1.2/api_cn/layers_cn.html#paddle.fluid.layers.conv2d)
### [paddle.fluid.layers.conv2d](http://www.paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#paddle.fluid.layers.conv2d)
```python
paddle.fluid.layers.conv2d(
......
......@@ -14,7 +14,7 @@ tf.nn.conv2d_transpose(
)
```
### [paddle.fluid.layers.conv2d_transpose](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#paddle.fluid.layers.conv2d_transpose)
### [paddle.fluid.layers.conv2d_transpose](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#paddle.fluid.layers.conv2d_transpose)
``` python
paddle.fluid.layers.conv2d_transpose(
input,
......
......@@ -14,7 +14,7 @@ tf.nn.conv3d_transpose(
)
```
### [paddle.fluid.layers.conv3d_transpose](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#permalink-48-conv3d_transpose)
### [paddle.fluid.layers.conv3d_transpose](http://www.paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#paddle.fluid.layers.conv3d_transpose)
``` python
paddle.fluid.layers.conv3d_transpose(
input,
......
......@@ -14,7 +14,7 @@ tf.nn.depthwise_conv2d(
)
```
### [paddle.fluid.layers.conv2d](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#paddle.fluid.layers.conv2d)
### [paddle.fluid.layers.conv2d](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#paddle.fluid.layers.conv2d)
```python
paddle.fluid.layers.conv2d(
......
......@@ -13,7 +13,7 @@ tf.nn.dropout(
)
```
### [paddle.fluid.layers.dropout](http://paddlepaddle.org/documentation/docs/zh/1.2/api_cn/layers_cn.html#cn-api-fluid-layers-dropout)
### [paddle.fluid.layers.dropout](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#cn-api-fluid-layers-dropout)
``` python
paddle.fluid.layers.dropout(
x,
......
......@@ -15,7 +15,7 @@ tf.nn.dynamic_rnn(
)
```
### [paddle.fluid.layers.DynamicRNN](http://www.paddlepaddle.org/documentation/docs/zh/1.2/api_cn/api_guides/low_level/layers/control_flow.html#dynamicrnn)
### [paddle.fluid.layers.DynamicRNN](http://www.paddlepaddle.org/documentation/docs/zh/1.4/api_cn/api_guides/low_level/layers/control_flow.html#dynamicrnn)
``` python
paddle.fluid.layers.DynamicRNN(name=None)
```
......@@ -28,7 +28,7 @@ PaddlePaddle: 使用`paddle.fluid.layers.DynamicRNN`类实现类似功能 ,通
#### 输入格式
TensorFlow: `tf.nn.dynamic_rnn`输入为序列数据,批输入中的每个序列需要填充到相同的长度
PaddlePaddle: 使用
[LoDTensor](http://www.paddlepaddle.org/documentation/docs/zh/1.2/user_guides/howto/basic_concept/lod_tensor.html)表示一个批输入,用户在使用时不需要进行填充操作。
[LoDTensor](http://www.paddlepaddle.org/documentation/docs/zh/1.4/user_guides/howto/basic_concept/lod_tensor.html)表示一个批输入,用户在使用时不需要进行填充操作。
### 代码示例
......@@ -74,5 +74,5 @@ state = fluid.layers.sequence_last_step(outputs)
### 其他
为了简化用户定义动态RNN的过程,paddle有如下op可供选择:
- [paddle.fluid.layers.dynamic_lstm](http://www.paddlepaddle.org/documentation/docs/zh/1.2/api_cn/layers_cn.html#dynamic-lstm):相当于 `tf.nn.dynamic_rnn`结合`tf.nn.rnn_cell.LSTMCell`
- [paddle.fluid.layers.dynamic_gru](http://www.paddlepaddle.org/documentation/docs/zh/1.2/api_cn/layers_cn.html#dynamic-gru):相当于`tf.nn.dynamic_rnn`结合`tf.nn.rnn_cell.GRUCell`
- [paddle.fluid.layers.dynamic_lstm](http://www.paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#dynamic-lstm):相当于 `tf.nn.dynamic_rnn`结合`tf.nn.rnn_cell.LSTMCell`
- [paddle.fluid.layers.dynamic_gru](http://www.paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#dynamic-gru):相当于`tf.nn.dynamic_rnn`结合`tf.nn.rnn_cell.GRUCell`
......@@ -13,7 +13,7 @@ tf.math.l2_normalize(
)
```
### [paddle.fluid.layers.l2_normalize](http://paddlepaddle.org/documentation/docs/zh/1.2/api_cn/layers_cn.html#l2-normalize)
### [paddle.fluid.layers.l2_normalize](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#l2-normalize)
```python
paddle.fluid.layers.l2_normalize(
......
......@@ -14,7 +14,7 @@ tf.nn.local_response_normalization(
)
```
### [paddle.fluid.layers.lrn](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#paddle.fluid.layers.lrn)
### [paddle.fluid.layers.lrn](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#paddle.fluid.layers.lrn)
```python
paddle.fluid.layers.lrn(
......
......@@ -14,7 +14,7 @@ tf.nn.max_pool(
```
### [paddle.fluid.layers.pool2d](http://paddlepaddle.org/documentation/docs/en/1.3/api/layers.html#permalink-116-pool2d)
### [paddle.fluid.layers.pool2d](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#paddle.fluid.layers.pool2d)
``` python
paddle.fluid.layers.pool2d(
input,
......
......@@ -22,7 +22,7 @@ tf.nn.rnn_cell.LSTMCell(
)
```
### [paddle.fluid.layers.lstm_unit](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#lstm-unit)
### [paddle.fluid.layers.lstm_unit](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#lstm-unit)
```python
paddle.fluid.layers.lstm_unit(
......@@ -41,7 +41,7 @@ paddle.fluid.layers.lstm_unit(
#### 使用方式
TensorFlow:首先定义`LSTMCell`对象,定义对象时只需要指定单元数`num_units`;由于`LSTMCell`内部定义了`__call__`方法,因而其对象是可调用对象,直接使用`step_output, cur_state = cell(step_input, last_state)`的形式,可以计算得到当前步的输出与状态;
PaddlePaddle:提供op形式的调用接口,通常与[paddle.fluid.layers.DynamicRNN](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#dynamicrnn)配合使用,以获取序列中的单步输入。**注意,`lstm_unit`通过`cell_t_prev`最后一个维度来确定lstm的单元数,同时要求`hidden_t_prev`与`cell_t_prev`最后的维度相同。**
PaddlePaddle:提供op形式的调用接口,通常与[paddle.fluid.layers.DynamicRNN](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#dynamicrnn)配合使用,以获取序列中的单步输入。**注意,`lstm_unit`通过`cell_t_prev`最后一个维度来确定lstm的单元数,同时要求`hidden_t_prev`与`cell_t_prev`最后的维度相同。**
#### 窥孔连接
......
......@@ -12,7 +12,7 @@ tf.nn.softmax_cross_entropy_with_logits(
)
```
### [paddle.fluid.layers.softmax_with_cross_entropy](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#softmax-with-cross-entropy)
### [paddle.fluid.layers.softmax_with_cross_entropy](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#softmax-with-cross-entropy)
```python
paddle.fluid.layers.softmax_with_cross_entropy(
logits,
......
......@@ -11,7 +11,7 @@ tf.math.top_k(
)
```
### [paddle.fluid.layers.topk](http://paddlepaddle.org/documentation/docs/zh/1.2/api_cn/layers_cn.html#topk)
### [paddle.fluid.layers.topk](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#topk)
``` python
paddle.fluid.layers.topk(
input,
......
......@@ -14,7 +14,7 @@ tf.one_hot(
)
```
### [paddle.fluid.layers.one_hot](http://paddlepaddle.org/documentation/docs/zh/1.2/api_cn/layers_cn.html#one-hot)
### [paddle.fluid.layers.one_hot](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#one-hot)
``` python
layers.one_hot(;
input,
......
......@@ -12,7 +12,7 @@ tf.pad(
)
```
### [paddle.fluid.layers.pad](http://paddlepaddle.org/documentation/docs/zh/1.2/api_cn/layers_cn.html#cn-api-fluid-layers-pad)
### [paddle.fluid.layers.pad](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#cn-api-fluid-layers-pad)
``` python
paddle.fluid.layers.pad(
x,
......
......@@ -10,7 +10,7 @@ tf.placeholder(
)
```
### [paddle.fluid.layers.data](http://paddlepaddle.org/documentation/docs/zh/1.2/api_cn/layers_cn.html#cn-api-fluid-layers-data)
### [paddle.fluid.layers.data](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#cn-api-fluid-layers-data)
``` python
paddle.fluid.layers.data(
name,
......
......@@ -10,7 +10,7 @@ tf.math.pow(
)
```
### [paddle.fluid.layers.pow](http://paddlepaddle.org/documentation/docs/zh/1.2/api_cn/layers_cn.html#pow)
### [paddle.fluid.layers.pow](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#pow)
```python
paddle.fluid.layers.pow(
......
......@@ -9,7 +9,7 @@ tf.print(
)
```
### [paddle.fluid.layers.Print](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#print)
### [paddle.fluid.layers.Print](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#print)
```python
paddle.fluid.layers.Print(
input,
......
......@@ -10,7 +10,7 @@ tf.reshape(
)
```
### [paddle.fluid.layers.reshape](http://paddlepaddle.org/documentation/docs/zh/1.2/api_cn/layers_cn.html#cn-api-fluid-layers-reshape)
### [paddle.fluid.layers.reshape](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#cn-api-fluid-layers-reshape)
``` python
paddle.fluid.layers.reshape(
x,
......
......@@ -14,7 +14,7 @@ tf.reverse_sequence(
)
```
### [paddle.fluid.layers.sequence_reverse](http://paddlepaddle.org/documentation/docs/zh/1.2/api_cn/layers_cn.html#sequence_reverse)
### [paddle.fluid.layers.sequence_reverse](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#paddle.fluid.layers.sequence_reverse)
```python
paddle.fluid.layers.sequence_reverse(
......@@ -28,7 +28,7 @@ paddle.fluid.layers.sequence_reverse(
#### 输入格式
Tensorflow:`reverse_sequence`中,`input`是一个带padding的tensor,每个序列都会被填充到相同长度;
PaddlePaddle:`sequence_reverse`中,`x`是一个[LoDTensor](http://paddlepaddle.org/documentation/docs/zh/1.2/api_cn/fluid_cn.html#lodtensor)
PaddlePaddle:`sequence_reverse`中,`x`是一个[LoDTensor](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/fluid_cn.html#lodtensor)
不需要进行填充;
#### 参数类型
......
......@@ -12,7 +12,7 @@ tf.scatter_update(
)
```
### [paddle.fluid.layers.scatter](http://paddlepaddle.org/documentation/docs/zh/1.2/api_cn/layers_cn.html#scatter)
### [paddle.fluid.layers.scatter](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#scatter)
```python
paddle.fluid.layers.scatter(
......
......@@ -11,7 +11,7 @@ tf.slice(
)
```
### [paddle.fluid.layers.slice](http://paddlepaddle.org/documentation/docs/zh/1.2/api_cn/layers_cn.html#cn-api-fluid-layers-slice)
### [paddle.fluid.layers.slice](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#cn-api-fluid-layers-slice)
``` python
paddle.fluid.layers.slice(
input,
......
......@@ -12,7 +12,7 @@ tf.split(
)
```
### [paddle.fluid.layers.split](http://paddlepaddle.org/documentation/docs/zh/1.2/api_cn/layers_cn.html#split)
### [paddle.fluid.layers.split](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#split)
```python
paddle.fluid.layers.split(
......
......@@ -17,7 +17,7 @@ tf.while_loop(
)
```
### [paddle.fluid.layers.While](http://paddlepaddle.org/documentation/docs/zh/1.3/api_cn/layers_cn.html#while)
### [paddle.fluid.layers.While](http://paddlepaddle.org/documentation/docs/zh/1.4/api_cn/layers_cn.html#while)
```python
paddle.fluid.layers.While(
cond,
......
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