LBANN  0.103.0
LivermoreBigArtificialNeuralNetworkToolkit
lbann::callback::sync_layers Class Reference

#include <sync_layers.hpp>

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Public Member Functions

 sync_layers (bool sync_gpus=true, bool sync_mpi=true, bool only_input=false)
 
 sync_layers (const sync_layers &)=default
 
sync_layersoperator= (const sync_layers &)=default
 
sync_layerscopy () const override
 
std::string name () const override
 Return this callback's name. More...
 
void on_forward_prop_end (model *m, Layer *l) override
 Called when a layer ends forward propagation. More...
 
void on_backward_prop_end (model *m, Layer *l) override
 Called when a layer ends backward propagation. More...
 
Serialization
template<class Archive >
void serialize (Archive &ar)
 Store state to archive for checkpoint and restart. More...
 
- Public Member Functions inherited from lbann::callback_base
 callback_base (int batch_interval=1)
 Initialize a callback with an optional batch interval. More...
 
 callback_base (const callback_base &)=default
 
virtual ~callback_base ()=default
 
virtual void setup (trainer *t)
 Called once to set up the callback on the trainer. More...
 
virtual void setup (model *m)
 Called once to set up the callback on the model (after all layers are set up). More...
 
virtual void on_setup_end (model *m)
 Called at the end of setup. More...
 
virtual void on_train_begin (model *m)
 Called at the beginning of training. More...
 
virtual void on_train_end (model *m)
 Called at the end of training. More...
 
virtual void on_phase_end (model *m)
 Called at the end of every phase (multiple epochs) in a layer-wise model training. More...
 
virtual void on_epoch_begin (model *m)
 Called at the beginning of each epoch. More...
 
virtual void on_epoch_end (model *m)
 Called immediate after the end of each epoch. More...
 
virtual void on_batch_begin (model *m)
 Called at the beginning of a (mini-)batch. More...
 
virtual void on_batch_end (model *m)
 Called immediately after the end of a (mini-)batch. More...
 
virtual void on_test_begin (model *m)
 Called at the beginning of testing. More...
 
virtual void on_test_end (model *m)
 Called immediately after the end of testing. More...
 
virtual void on_validation_begin (model *m)
 Called at the beginning of validation. More...
 
virtual void on_validation_end (model *m)
 Called immediately after the end of validation. More...
 
virtual void on_forward_prop_begin (model *m)
 Called when a model begins forward propagation. More...
 
virtual void on_forward_prop_begin (model *m, Layer *l)
 Called when a layer begins forward propagation. More...
 
virtual void on_forward_prop_end (model *m)
 Called when a model ends forward propagation. More...
 
virtual void on_backward_prop_begin (model *m)
 Called when a model begins backward propagation. More...
 
virtual void on_backward_prop_begin (model *m, Layer *l)
 Called when a layer begins backward propagation. More...
 
virtual void on_backward_prop_end (model *m)
 Called when a model ends backward propagation. More...
 
virtual void on_optimize_begin (model *m)
 Called when a model begins optimization. More...
 
virtual void on_optimize_begin (model *m, weights *w)
 Called when weights begins optimization. More...
 
virtual void on_optimize_end (model *m)
 Called when a model ends optimization. More...
 
virtual void on_optimize_end (model *m, weights *w)
 Called when weights ends optimization. More...
 
virtual void on_batch_evaluate_begin (model *m)
 Called at the beginning of a (mini-)batch evaluation (validation / testing). More...
 
virtual void on_batch_evaluate_end (model *m)
 Called at the end of a (mini-)batch evaluation (validation / testing). More...
 
virtual void on_evaluate_forward_prop_begin (model *m)
 Called when a model begins forward propagation for evaluation (validation / testing). More...
 
virtual void on_evaluate_forward_prop_begin (model *m, Layer *l)
 Called when a layer begins forward propagation for evaluation (validation / testing). More...
 
virtual void on_evaluate_forward_prop_end (model *m)
 Called when a model ends forward propagation for evaluation (validation / testing). More...
 
virtual void on_evaluate_forward_prop_end (model *m, Layer *l)
 Called when a layer ends forward propagation for evaluation (validation / testing). More...
 
int get_batch_interval () const
 Return the batch interval. More...
 
virtual description get_description () const
 Human-readable description. More...
 
template<class Archive >
void serialize (Archive &ar)
 Store state to archive for checkpoint and restart. More...
 
void write_proto (lbann_data::Callback &proto) const
 Write a protobuf description of the callback. More...
 

Protected Member Functions

void write_specific_proto (lbann_data::Callback &proto) const final
 
virtual void do_sync (Layer *l)
 
- Protected Member Functions inherited from lbann::callback_base
std::string get_multi_trainer_path (const model &m, const std::string &root_dir)
 Build a standard directory hierarchy including trainer ID. More...
 
std::string get_multi_trainer_ec_model_path (const model &m, const std::string &root_dir)
 Build a standard directory hierachy including trainer, execution context, and model information (in that order). More...
 
std::string get_multi_trainer_model_path (const model &m, const std::string &root_dir)
 Build a standard directory hierachy including trainer, model information in that order. More...
 
callback_baseoperator= (const callback_base &)=default
 Copy-assignment operator. More...
 

Protected Attributes

bool m_sync_gpus
 
bool m_sync_mpi
 
bool m_only_input
 
- Protected Attributes inherited from lbann::callback_base
int m_batch_interval
 Batch methods should once every this many steps. More...
 

Detailed Description

Synchronize layers after forward and backward prop. Additionally updates layer timing information to account for this. Note that this callback should come before the summarizer callback to report time correctly (otherwise it will be shifted by one mini-batch).

Definition at line 42 of file sync_layers.hpp.

Constructor & Destructor Documentation

◆ sync_layers() [1/2]

lbann::callback::sync_layers::sync_layers ( bool  sync_gpus = true,
bool  sync_mpi = true,
bool  only_input = false 
)
inline
Parameters
sync_gpusThe GPU stream will be synchronized.
sync_mpiA global barrier will synchronize processes.
only_inputThe only synchronization will be after the input layer in forward prop.

Definition at line 51 of file sync_layers.hpp.

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◆ sync_layers() [2/2]

lbann::callback::sync_layers::sync_layers ( const sync_layers )
default

Member Function Documentation

◆ copy()

sync_layers* lbann::callback::sync_layers::copy ( ) const
inlineoverridevirtual

Implements lbann::callback_base.

Definition at line 61 of file sync_layers.hpp.

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◆ do_sync()

virtual void lbann::callback::sync_layers::do_sync ( Layer l)
protectedvirtual

◆ name()

std::string lbann::callback::sync_layers::name ( ) const
inlineoverridevirtual

Return this callback's name.

Implements lbann::callback_base.

Definition at line 62 of file sync_layers.hpp.

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◆ on_backward_prop_end()

void lbann::callback::sync_layers::on_backward_prop_end ( model m,
Layer l 
)
overridevirtual

Called when a layer ends backward propagation.

Reimplemented from lbann::callback_base.

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◆ on_forward_prop_end()

void lbann::callback::sync_layers::on_forward_prop_end ( model m,
Layer l 
)
overridevirtual

Called when a layer ends forward propagation.

Reimplemented from lbann::callback_base.

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◆ operator=()

sync_layers& lbann::callback::sync_layers::operator= ( const sync_layers )
default
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◆ serialize()

template<class Archive >
void lbann::callback::sync_layers::serialize ( Archive &  ar)

Store state to archive for checkpoint and restart.

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◆ write_specific_proto()

void lbann::callback::sync_layers::write_specific_proto ( lbann_data::Callback &  proto) const
finalprotectedvirtual

Add callback specific data to prototext

Implements lbann::callback_base.

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Member Data Documentation

◆ m_only_input

bool lbann::callback::sync_layers::m_only_input
protected

Whether to only synchronize after the input layer.

Definition at line 88 of file sync_layers.hpp.

◆ m_sync_gpus

bool lbann::callback::sync_layers::m_sync_gpus
protected

Whether to synchronize GPUs.

Definition at line 84 of file sync_layers.hpp.

◆ m_sync_mpi

bool lbann::callback::sync_layers::m_sync_mpi
protected

Whether to do a global synchronization.

Definition at line 86 of file sync_layers.hpp.


The documentation for this class was generated from the following file: