TensorFlow-Fluid 常用接口对应表¶

本文档基于 TensorFlow v1.13 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。

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