Operations

See the official TensorFlow documentation for a complete description of these operations.

Basic operations

placeholder
constant
concat
pack
split
expand_dims
argmin
one_hot
random_uniform

Variables

Variable
initialize_all_variables
variable_scope
get_variable
ConstantInitializer

Reductions

reduce_sum
reduce_prod
reduce_min
reduce_max
reduce_all
reduce_any
reduce_mean

Comparisons

equal
not_equal
less
less_equal
greater
greater_equal
select
where

Images

image.decode_jpeg
image.decode_png
image.resize_images

Neural networks

Convolutions

nn.conv2d
nn.max_pool

Embeddings

embedding_lookup

Recurrent neural nets

nn.rnn
nn.dynamic_rnn
nn.zero_state
nn.output_size
nn.zero_state

Nonlinearities

nn.relu
nn.relu6
nn.elu
nn.softplus
nn.softsign
nn.softmax
nn.sigmoid
nn.tanh

Losses

nn.l2_loss

Regularizations

nn.dropout

Logic

logical_and
logical_not
logical_or
logical_xor

Control flow

identity
make_tuple
group
no_op
cond

Tensorboard summaries

scalar_summary
histogram_summary
image_summary
merge_summary
merge_all_summaries