tensorflow常用函数

统计了2本tensorflow书中tf出现的频率, 适合对tensorflow整体有大致了解后，对API系统性、查缺补漏式的学习。

Tensorflow	Count	Notes
tf.placeholder	262	.
tf.Variable	230	.
tf.Session	149	.
tf.reduce_mean	113	.
tf.constant	99	.
tf.global_variables_initializer	95	.
tf.add	87	.
tf.matmul	83	.
tf.train.GradientDescentOptimizer	72	.
tf.reduce_sum	61	.
tf.expand_dims	55	.
tf.reshape	54	.
tf.nn.conv2d	51	.
tf.float32	48	.
tf.nn.relu	45	.
tf.cast	39	.
tf.nn.embedding_lookup	36	.
tf.name_scope	36	.
tf.squeeze	31	.
tf.multiply	31	.
tf.nn.softmax	23	.
tf.random_normal	19	.
tf.nn.max_pool	19	.
tf.slice	18	.
tf.set_random_seed	18	.
tf.initialize_all_variables	18	.
tf.variable_scope	17	.
tf.train.Saver	17	.
tf.square	17	.
tf.gather	17	.
tf.get_variable	16	.
tf.summary.FileWriter	15	.
tf.div	15	.
tf.train.AdamOptimizer	14	.
tf.sqrt	14	.
tf.sign	14	.
tf.sigmoid	14	.
tf.nn.l2_loss	14	.
tf.argmax	14	.
tf.round	13	.
tf.mul	13	.
tf.summary.merge_all	12	.
tf.exp	12	.
tf.SparseTensor	12	.
tf.Graph	12	.
tf.equal	11	.
11	.
tf.zeros	9	.
tf.train.string_input_producer	9	.
tf.train.start_queue_runners	9	.
tf.train.SummaryWriter	9	.
tf.train.RMSPropOptimizer	9	.
tf.to_float	9	.
tf.subtract	9	.
tf.not_equal	9	.
tf.InteractiveSession	9	.
tf.transpose	8	.
tf.train.Coordinator	8	.
tf.sub	8	.
tf.reduce_prod	8	.
tf.nn.top_k	8	.
tf.edit_distance	8	.
tf.nn.sigmoid	7	.
tf.nn.dynamic_rnn	7	.
tf.nn.dropout	7	.
tf.diag	7	.
tf.app.flags.DEFINE_integer	7	.
tf.scalar_summary	6	.
tf.nn.sparse_softmax_cross_entropy_with_logits	6	.
tf.minimum	6	.
tf.contrib.layers.convolution2d	6	.
tf.concat	6	.
tf.trainable_variables	5	.
tf.train.match_filenames_once	5	.
tf.test.TestCase	5	.
tf.split	5	.
tf.nn.softmax_cross_entropy_with_logits	5	.
tf.nn.rnn_cell.GRUCell	5	.
tf.nn.bias_add	5	.
tf.image.decode_jpeg	5	.
tf.device	5	.
tf.contrib.layers.fully_connected	5	.
tf.clip_by_value	5	.
tf.clip_by_global_norm	5	.
tf.cholesky	5	.
tf.truncated_normal	4	.
tf.truediv	4	.
tf.train.shuffle_batch	4	.
tf.train.MomentumOptimizer	4	.
tf.train.Feature	4	.
tf.summary.scalar	4	.
tf.summary.histogram	4	.
tf.sparse_placeholder	4	.
tf.random_uniform	4	.
tf.parse_single_example	4	.
tf.ones	4	.
tf.nn.tanh	4	.
tf.nn.softsign	4	.
tf.nn.softplus	4	.
tf.nn.sigmoid_cross_entropy_with_logits	4	.
tf.nn.relu6	4	.
tf.nn.elu	4	.
tf.negative	4	.
tf.maximum	4	.
tf.matrix_solve	4	.
tf.matrix_inverse	4	.
tf.log	4	.
tf.linspace	4	.
tf.image.convert_image_dtype	4	.
tf.fill	4	.
tf.contrib.rnn.BasicLSTMCell	4	.
tf.contrib.legacy_seq2seq.sequence_loss_by_example	4	.
tf.contrib.legacy_seq2seq.rnn_decoder	4	.
tf.app.flags.DEFINE_string	4	.
tf.abs	4	.
tf.FixedLenFeature	4	.
tf.uint8	3	.
tf.train.get_checkpoint_state	3	.
tf.train.Example	3	.
tf.test.main	3	.
tf.tanh	3	.
tf.self_adjoint_eig	3	.
tf.map_fn	3	.
tf.logging.set_verbosity	3	.
tf.group	3	.
tf.decode_raw	3	.
tf.arg_min	3	.
tf.app.run	3	.
tf.app.flags.DEFINE_float	3	.
tf.app.flags.DEFINE_boolean	3	.
tf.WholeFileReader	3	.
tf.unsorted_segment_sum	2	.
tf.train.exponential_decay	2	.
tf.train.Server	2	.
tf.train.AdagradOptimizer	2	.
tf.summary.image	2	.
tf.stop_gradient	2	.
tf.sin	2	.
tf.reverse_sequence	2	.
tf.reduce_max	2	.
tf.range	2	.
tf.random_normal_initializer	2	.
tf.python_io.TFRecordWriter	2	.
tf.nn.weighted_cross_entropy_with_logits	2	.
tf.nn.seq2seq.model_with_buckets	2	.
tf.nn.rnn_cell.MultiRNNCell	2	.
tf.nn.lrn	2	.
tf.nn.local_response_normalization	2	.
tf.nn.l2_normalize	2	.
tf.nn.depthwise_conv2d	2	.
tf.nn.conv2d_transpose	2	.
tf.nn.avg_pool	2	.
tf.mod	2	.
tf.merge_all_summaries	2	.
tf.matrix_determinant	2	.
tf.image.rgb_to_grayscale	2	.
tf.image.resize_images	2	.
tf.image.resize_image_with_crop_or_pad	2	.
tf.image.resize_bilinear	2	.
tf.image.random_flip_left_right	2	.
tf.image.decode_png	2	.
tf.image.crop_to_bounding_box	2	.
tf.image.central_crop	2	.
tf.identity	2	.
tf.gradients	2	.
tf.floordiv	2	.
tf.decode_csv	2	.
tf.cross	2	.
tf.cos	2	.
tf.convert_to_tensor	2	.
tf.contrib.rnn.static_bidirectional_rnn	2	.
tf.contrib.rnn.MultiRNNCell	2	.
tf.contrib.rnn.DropoutWrapper	2	.
tf.contrib.rnn.BasicRNNCell	2	.
tf.contrib.learn.preprocessing.VocabularyProcessor	2	.
tf.contrib.keras.datasets.cifar10.load_data	2	.
tf.argmin	2	.
tf.arg_max	2	.
tf.app.flags.FLAGS	2	.
tf.add_n	2	.
tf.TextLineReader	2	.
tf.TFRecordReader	2	.
tf.SparseTensorValue	2	.
tf.train.import_meta_graph	1	.
tf.train.ClusterSpec	1	.
tf.to_int32	1	.
tf.test.is_built_with_cuda	1	.
tf.shape	1	.
tf.reduce_min	1	.
tf.read_file	1	.
tf.pad	1	.
tf.nn.seq2seq.embedding_attention_seq2seq	1	.
tf.nn.separable_conv2d	1	.
tf.nn.rnn_cell.BasicRNNCell	1	.
tf.nn.rnn_cell.BasicLSTMCell	1	.
tf.nn.batch_norm_with_global_normalization	1	.
tf.logical_and	1	.
tf.less	1	.
tf.initialize_all_tables	1	.
tf.import_graph_def	1	.
tf.image_summary	1	.
tf.image.rgb_to_hsv	1	.
tf.image.random_flip_up_down	1	.
tf.image.random_contrast	1	.
tf.image.random_brightness	1	.
tf.image.per_image_standardization	1	.
tf.image.pad_to_bounding_box	1	.
tf.image.hsv_to_rgb	1	.
tf.image.grayscale_to_rgb	1	.
tf.image.flip_up_down	1	.
tf.image.flip_left_right	1	.
tf.image.adjust_saturation	1	.
tf.image.adjust_hue	1	.
tf.image.adjust_contrast	1	.
tf.image.adjust_brightness	1	.
tf.gfile.FastGFile	1	.
tf.contrib.rnn.BasicLSTMCell#tf.nn.rnn_cell.BasicLSTMCell	1	.
tf.contrib.lookup.index_to_string	1	.
tf.contrib.learn.preprocessing.VocabularyProcessor.restore	1	.
tf.version[0]	1	.
tf.GraphDef	1	.
tf.FixedLengthRecordReader	1	.
tf.Example	1	.
tf.ConfigProto	1	.