torchbearer
0.1.4
Examples
Quickstart Guide
Defining the Model
Training on Cifar10
Source Code
Training a Variational Auto-Encoder
Defining the Model
Defining the Data
Defining the Loss
PyTorch method
Using Torchbearer State
Visualising Results
Training the Model
Source Code
Training a GAN
Data and Constants
Model
Loss
Metrics
Training
Visualising
Source Code
Package Reference
torchbearer
torchbearer.callbacks
Model Checkpointers
Logging
Tensorboard
Early Stopping
Gradient Clipping
Learning Rate Schedulers
Weight Decay
Decorators
torchbearer.metrics
Base Classes
Decorators - The Decorator API
Metric Wrappers
Metric Aggregators
Base Metrics
torchbearer
Docs
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Index
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Index
A
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B
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C
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D
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E
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F
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G
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I
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L
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M
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O
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P
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R
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S
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T
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W
A
add_child() (torchbearer.metrics.metrics.MetricTree method)
add_to_loss() (in module torchbearer.callbacks.decorators)
AdvancedMetric (class in torchbearer.metrics.metrics)
B
BatchLambda (class in torchbearer.metrics.wrappers)
Best (class in torchbearer.callbacks.checkpointers)
build() (torchbearer.metrics.metrics.MetricFactory method)
C
Callback (class in torchbearer.callbacks.callbacks)
CallbackList (class in torchbearer.callbacks.callbacks)
CategoricalAccuracy (class in torchbearer.metrics.primitives)
ConsolePrinter (class in torchbearer.callbacks.printer)
CosineAnnealingLR (class in torchbearer.callbacks.torch_scheduler)
cpu() (torchbearer.torchbearer.Model method)
CSVLogger (class in torchbearer.callbacks.csv_logger)
cuda() (torchbearer.torchbearer.Model method)
D
default_for_key() (in module torchbearer.metrics.decorators)
E
EarlyStopping (class in torchbearer.callbacks.early_stopping)
Epoch (class in torchbearer.metrics.primitives)
EpochLambda (class in torchbearer.metrics.wrappers)
eval() (torchbearer.metrics.metrics.AdvancedMetric method)
(torchbearer.metrics.metrics.Metric method)
(torchbearer.metrics.metrics.MetricList method)
(torchbearer.metrics.metrics.MetricTree method)
(torchbearer.metrics.wrappers.ToDict method)
(torchbearer.torchbearer.Model method)
evaluate() (torchbearer.torchbearer.Model method)
evaluate_generator() (torchbearer.torchbearer.Model method)
ExponentialLR (class in torchbearer.callbacks.torch_scheduler)
F
fit() (torchbearer.torchbearer.Model method)
fit_generator() (torchbearer.torchbearer.Model method)
G
get_train_valid_sets() (in module torchbearer.cv_utils)
GradientClipping (class in torchbearer.callbacks.gradient_clipping)
GradientNormClipping (class in torchbearer.callbacks.gradient_clipping)
I
Interval (class in torchbearer.callbacks.checkpointers)
L
L1WeightDecay (class in torchbearer.callbacks.weight_decay)
L2WeightDecay (class in torchbearer.callbacks.weight_decay)
lambda_metric() (in module torchbearer.metrics.decorators)
LambdaLR (class in torchbearer.callbacks.torch_scheduler)
load_state_dict() (torchbearer.torchbearer.Model method)
Loss (class in torchbearer.metrics.primitives)
M
Mean (class in torchbearer.metrics.aggregators)
mean() (in module torchbearer.metrics.decorators)
Metric (class in torchbearer.metrics.metrics)
MetricFactory (class in torchbearer.metrics.metrics)
MetricList (class in torchbearer.metrics.metrics)
MetricTree (class in torchbearer.metrics.metrics)
Model (class in torchbearer.torchbearer)
ModelCheckpoint() (in module torchbearer.callbacks.checkpointers)
MostRecent (class in torchbearer.callbacks.checkpointers)
MultiStepLR (class in torchbearer.callbacks.torch_scheduler)
O
on_backward() (in module torchbearer.callbacks.decorators)
(torchbearer.callbacks.callbacks.Callback method)
(torchbearer.callbacks.callbacks.CallbackList method)
(torchbearer.callbacks.gradient_clipping.GradientClipping method)
(torchbearer.callbacks.gradient_clipping.GradientNormClipping method)
on_criterion() (in module torchbearer.callbacks.decorators)
(torchbearer.callbacks.callbacks.Callback method)
(torchbearer.callbacks.callbacks.CallbackList method)
(torchbearer.callbacks.weight_decay.WeightDecay method)
on_end() (in module torchbearer.callbacks.decorators)
(torchbearer.callbacks.callbacks.Callback method)
(torchbearer.callbacks.callbacks.CallbackList method)
(torchbearer.callbacks.csv_logger.CSVLogger method)
(torchbearer.callbacks.early_stopping.EarlyStopping method)
(torchbearer.callbacks.tensor_board.TensorBoard method)
(torchbearer.callbacks.tensor_board.TensorBoardImages method)
(torchbearer.callbacks.tensor_board.TensorBoardProjector method)
on_end_epoch() (in module torchbearer.callbacks.decorators)
(torchbearer.callbacks.callbacks.Callback method)
(torchbearer.callbacks.callbacks.CallbackList method)
(torchbearer.callbacks.checkpointers.Best method)
(torchbearer.callbacks.checkpointers.Interval method)
(torchbearer.callbacks.checkpointers.MostRecent method)
(torchbearer.callbacks.csv_logger.CSVLogger method)
(torchbearer.callbacks.early_stopping.EarlyStopping method)
(torchbearer.callbacks.tensor_board.TensorBoard method)
(torchbearer.callbacks.tensor_board.TensorBoardImages method)
(torchbearer.callbacks.tensor_board.TensorBoardProjector method)
(torchbearer.callbacks.terminate_on_nan.TerminateOnNaN method)
(torchbearer.callbacks.torch_scheduler.TorchScheduler method)
on_end_training() (in module torchbearer.callbacks.decorators)
(torchbearer.callbacks.callbacks.Callback method)
(torchbearer.callbacks.callbacks.CallbackList method)
(torchbearer.callbacks.printer.ConsolePrinter method)
(torchbearer.callbacks.printer.Tqdm method)
on_end_validation() (in module torchbearer.callbacks.decorators)
(torchbearer.callbacks.callbacks.Callback method)
(torchbearer.callbacks.callbacks.CallbackList method)
(torchbearer.callbacks.printer.ConsolePrinter method)
(torchbearer.callbacks.printer.Tqdm method)
on_forward() (in module torchbearer.callbacks.decorators)
(torchbearer.callbacks.callbacks.Callback method)
(torchbearer.callbacks.callbacks.CallbackList method)
on_forward_validation() (in module torchbearer.callbacks.decorators)
(torchbearer.callbacks.callbacks.Callback method)
(torchbearer.callbacks.callbacks.CallbackList method)
on_sample() (in module torchbearer.callbacks.decorators)
(torchbearer.callbacks.callbacks.Callback method)
(torchbearer.callbacks.callbacks.CallbackList method)
(torchbearer.callbacks.tensor_board.TensorBoard method)
(torchbearer.callbacks.torch_scheduler.TorchScheduler method)
on_sample_validation() (in module torchbearer.callbacks.decorators)
(torchbearer.callbacks.callbacks.Callback method)
(torchbearer.callbacks.callbacks.CallbackList method)
on_start() (in module torchbearer.callbacks.decorators)
(torchbearer.callbacks.callbacks.Callback method)
(torchbearer.callbacks.callbacks.CallbackList method)
(torchbearer.callbacks.checkpointers.Best method)
(torchbearer.callbacks.early_stopping.EarlyStopping method)
(torchbearer.callbacks.gradient_clipping.GradientClipping method)
(torchbearer.callbacks.gradient_clipping.GradientNormClipping method)
(torchbearer.callbacks.tensor_board.TensorBoard method)
(torchbearer.callbacks.tensor_board.TensorBoardImages method)
(torchbearer.callbacks.tensor_board.TensorBoardProjector method)
(torchbearer.callbacks.torch_scheduler.TorchScheduler method)
(torchbearer.callbacks.weight_decay.WeightDecay method)
on_start_epoch() (in module torchbearer.callbacks.decorators)
(torchbearer.callbacks.callbacks.Callback method)
(torchbearer.callbacks.callbacks.CallbackList method)
(torchbearer.callbacks.tensor_board.TensorBoard method)
on_start_training() (in module torchbearer.callbacks.decorators)
(torchbearer.callbacks.callbacks.Callback method)
(torchbearer.callbacks.callbacks.CallbackList method)
(torchbearer.callbacks.printer.Tqdm method)
(torchbearer.callbacks.torch_scheduler.TorchScheduler method)
on_start_validation() (in module torchbearer.callbacks.decorators)
(torchbearer.callbacks.callbacks.Callback method)
(torchbearer.callbacks.callbacks.CallbackList method)
(torchbearer.callbacks.printer.Tqdm method)
on_step_training() (in module torchbearer.callbacks.decorators)
(torchbearer.callbacks.callbacks.Callback method)
(torchbearer.callbacks.callbacks.CallbackList method)
(torchbearer.callbacks.csv_logger.CSVLogger method)
(torchbearer.callbacks.printer.ConsolePrinter method)
(torchbearer.callbacks.printer.Tqdm method)
(torchbearer.callbacks.tensor_board.TensorBoard method)
(torchbearer.callbacks.terminate_on_nan.TerminateOnNaN method)
(torchbearer.callbacks.torch_scheduler.TorchScheduler method)
on_step_validation() (in module torchbearer.callbacks.decorators)
(torchbearer.callbacks.callbacks.Callback method)
(torchbearer.callbacks.callbacks.CallbackList method)
(torchbearer.callbacks.printer.ConsolePrinter method)
(torchbearer.callbacks.printer.Tqdm method)
(torchbearer.callbacks.tensor_board.TensorBoard method)
(torchbearer.callbacks.tensor_board.TensorBoardImages method)
(torchbearer.callbacks.tensor_board.TensorBoardProjector method)
(torchbearer.callbacks.terminate_on_nan.TerminateOnNaN method)
P
predict() (torchbearer.torchbearer.Model method)
predict_generator() (torchbearer.torchbearer.Model method)
process() (torchbearer.metrics.aggregators.Mean method)
(torchbearer.metrics.aggregators.Std method)
(torchbearer.metrics.metrics.AdvancedMetric method)
(torchbearer.metrics.metrics.Metric method)
(torchbearer.metrics.metrics.MetricList method)
(torchbearer.metrics.metrics.MetricTree method)
(torchbearer.metrics.primitives.Epoch method)
(torchbearer.metrics.primitives.Loss method)
(torchbearer.metrics.wrappers.BatchLambda method)
process_final() (torchbearer.metrics.aggregators.Mean method)
(torchbearer.metrics.aggregators.Std method)
(torchbearer.metrics.metrics.AdvancedMetric method)
(torchbearer.metrics.metrics.Metric method)
(torchbearer.metrics.metrics.MetricList method)
(torchbearer.metrics.metrics.MetricTree method)
(torchbearer.metrics.primitives.Epoch method)
process_final_train() (torchbearer.metrics.metrics.AdvancedMetric method)
(torchbearer.metrics.wrappers.EpochLambda method)
(torchbearer.metrics.wrappers.ToDict method)
process_final_validate() (torchbearer.metrics.metrics.AdvancedMetric method)
(torchbearer.metrics.wrappers.EpochLambda method)
(torchbearer.metrics.wrappers.ToDict method)
process_train() (torchbearer.metrics.aggregators.RunningMetric method)
(torchbearer.metrics.metrics.AdvancedMetric method)
(torchbearer.metrics.wrappers.EpochLambda method)
(torchbearer.metrics.wrappers.ToDict method)
process_validate() (torchbearer.metrics.metrics.AdvancedMetric method)
(torchbearer.metrics.wrappers.EpochLambda method)
(torchbearer.metrics.wrappers.ToDict method)
R
ReduceLROnPlateau (class in torchbearer.callbacks.torch_scheduler)
reset() (torchbearer.metrics.aggregators.Mean method)
(torchbearer.metrics.aggregators.RunningMetric method)
(torchbearer.metrics.aggregators.Std method)
(torchbearer.metrics.metrics.Metric method)
(torchbearer.metrics.metrics.MetricList method)
(torchbearer.metrics.metrics.MetricTree method)
(torchbearer.metrics.wrappers.EpochLambda method)
(torchbearer.metrics.wrappers.ToDict method)
RocAucScore (class in torchbearer.metrics.roc_auc_score)
running_mean() (in module torchbearer.metrics.decorators)
RunningMean (class in torchbearer.metrics.aggregators)
RunningMetric (class in torchbearer.metrics.aggregators)
S
state_dict() (torchbearer.torchbearer.Model method)
state_key() (in module torchbearer.state)
Std (class in torchbearer.metrics.aggregators)
std() (in module torchbearer.metrics.decorators)
StepLR (class in torchbearer.callbacks.torch_scheduler)
T
TensorBoard (class in torchbearer.callbacks.tensor_board)
TensorBoardImages (class in torchbearer.callbacks.tensor_board)
TensorBoardProjector (class in torchbearer.callbacks.tensor_board)
TerminateOnNaN (class in torchbearer.callbacks.terminate_on_nan)
to() (torchbearer.torchbearer.Model method)
to_dict() (in module torchbearer.metrics.decorators)
ToDict (class in torchbearer.metrics.wrappers)
torchbearer (module)
torchbearer.callbacks (module)
torchbearer.callbacks.callbacks (module)
torchbearer.callbacks.checkpointers (module)
torchbearer.callbacks.csv_logger (module)
torchbearer.callbacks.decorators (module)
torchbearer.callbacks.early_stopping (module)
torchbearer.callbacks.gradient_clipping (module)
torchbearer.callbacks.printer (module)
torchbearer.callbacks.tensor_board (module)
torchbearer.callbacks.terminate_on_nan (module)
torchbearer.callbacks.torch_scheduler (module)
torchbearer.callbacks.weight_decay (module)
torchbearer.cv_utils (module)
torchbearer.metrics (module)
torchbearer.metrics.aggregators (module)
torchbearer.metrics.decorators (module)
torchbearer.metrics.metrics (module)
torchbearer.metrics.primitives (module)
torchbearer.metrics.roc_auc_score (module)
torchbearer.metrics.wrappers (module)
torchbearer.state (module)
torchbearer.torchbearer (module)
TorchScheduler (class in torchbearer.callbacks.torch_scheduler)
Tqdm (class in torchbearer.callbacks.printer)
train() (torchbearer.metrics.metrics.AdvancedMetric method)
(torchbearer.metrics.metrics.Metric method)
(torchbearer.metrics.metrics.MetricList method)
(torchbearer.metrics.metrics.MetricTree method)
(torchbearer.metrics.wrappers.ToDict method)
(torchbearer.torchbearer.Model method)
train_valid_splitter() (in module torchbearer.cv_utils)
W
WeightDecay (class in torchbearer.callbacks.weight_decay)
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