variable
tflearn.variables.variable (args, *kwargs)
Instantiate a new variable.
Arguments
- name:
str
. A name for this variable. - shape: list of
int
. The variable shape (optional). - dtype:
type
. The variable data type. - initializer:
str
orTensor
. The variable initialization. (See tflearn.initializations for references). - regularizer:
str
orTensor
. The variable regularizer. (See tflearn.losses for references). - trainable:
bool
. If True, this variable weights will be trained. - collections:
str
. A collection to add the new variable to (optional). - caching_device:
str
. Optional device string or function describing where the Variable should be cached for reading. Defaults to the Variable's device. - validate_shape:
bool
. Validate or not shape when restoring. - device:
str
. Optional device ID to store the variable. - restore:
bool
. Restore or not this variable when loading a pre-trained model (Only compatible with tflearn pre-built training functions).
Returns
A Variable.
get_all_variables
tflearn.variables.get_all_variables ()
Get all Graph variables.
Returns
A list of Variables.
get_all_variables
tflearn.variables.get_all_trainable_variable ()
Get all Graph trainable variables.
Returns
A list of Variables.
get_layer_variables_by_name
tflearn.variables.get_layer_variables_by_name (name)
Retrieve a layer's variables, given its name.
Arguments
- name:
str
. The layer name.
Returns
A list of Variables.
get_value
tflearn.variables.get_value (var, session=None)
Get a variable's value. If no session provided, use default one.
Arguments
- var:
Variable
. The variable to get value from. - session:
Session
. The session to run the op. Default: the default session.
Returns
The variable's value.
set_value
tflearn.variables.set_value (var, value, session=None)
Set a variable's value. If no session provided, use default one.
Arguments
- var:
Variable
. The variable to assign a value. - value: The value to assign. Must be compatible with variable dtype.
- session:
Session
. The session to perform the assignation. Default: the default session.