chainer_chemistry.models.BaseForwardModel¶
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class
chainer_chemistry.models.BaseForwardModel[source]¶ A base model which supports forward functionality.
It also supports device id management and pickle save/load functionality.
Parameters: device (int) – GPU device id of this model to be used. -1 indicates to use in CPU. Methods
__init__()Initialize self. add_hook(hook[, name])Registers a link hook. add_link(name, link)Registers a child link to this chain. add_param(name[, shape, dtype, initializer])Registers a parameter to the link. add_persistent(name, value)Registers a persistent value to the link. addgrads(link)Accumulates gradient values from given link. children()Returns a generator of all child links. cleargrads()Clears all gradient arrays. copy([mode])Copies the link hierarchy to new one. copyparams(link[, copy_persistent])Copies all parameters from given link. count_params()Counts the total number of parameters. delete_hook(name)Unregisters the link hook. disable_update()Disables update rules of all parameters under the link hierarchy. enable_update()Enables update rules of all parameters under the link hierarchy. get_device()init_scope()Creates an initialization scope. initialize([device])Initialization of the model. links([skipself])Returns a generator of all links under the hierarchy. load_pickle(filepath[, device])Load the model from filepath of pickle file, and send to device namedlinks([skipself])Returns a generator of all (path, link) pairs under the hierarchy. namedparams([include_uninit])Returns a generator of all (path, param) pairs under the hierarchy. params([include_uninit])Returns a generator of all parameters under the link hierarchy. register_persistent(name)Registers an attribute of a given name as a persistent value. repeat(n_repeat[, mode])Repeats this link multiple times to make a Sequential.save_pickle(filepath[, protocol])Save the model to filepath as a pickle file serialize(serializer)Serializes the link object. to_cpu()Copies parameter variables and persistent values to CPU. to_gpu([device])Copies parameter variables and persistent values to GPU. to_intel64()Copies parameter variables and persistent values to CPU. update_device([device])zerograds()Initializes all gradient arrays by zero. Attributes
local_link_hooksOrdered dictionary of registered link hooks. update_enabledTrueif at least one parameter has an update rule enabled.within_init_scopeTrue if the current code is inside of an initialization scope. xpArray module for this link.