skorch
v0.14.0
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Helper
REST Service
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Customization
Performance
Hugging Face Integration
Support for Large Language Models
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skorch API
skorch
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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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H
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I
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L
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M
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N
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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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U
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V
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W
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Z
A
AccelerateMixin (class in skorch.hf)
add_scalar_maybe() (skorch.callbacks.TensorBoard method)
Ansi (class in skorch.utils)
B
BatchScoring (class in skorch.callbacks)
C
Callback (class in skorch.callbacks)
check_cv() (skorch.dataset.ValidSplit method)
check_indexing() (in module skorch.utils)
check_is_fitted() (in module skorch.utils)
(skorch.net.NeuralNet method)
check_prompt() (skorch.llm.FewShotClassifier method)
(skorch.llm.ZeroShotClassifier method)
check_training_readiness() (skorch.net.NeuralNet method)
check_X_y() (skorch.llm.FewShotClassifier method)
(skorch.llm.ZeroShotClassifier method)
Checkpoint (class in skorch.callbacks)
D
data_from_dataset() (in module skorch.utils)
Dataset (class in skorch.dataset)
DeviceWarning
DistributedHistory (class in skorch.history)
duplicate_items() (in module skorch.utils)
E
EarlyStopping (class in skorch.callbacks)
EpochScoring (class in skorch.callbacks)
EpochTimer (class in skorch.callbacks)
evaluation_step() (skorch.net.NeuralNet method)
ExactGPRegressor (class in skorch.probabilistic)
F
FewShotClassifier (class in skorch.llm)
FirstStepAccumulator (class in skorch.utils)
fit() (skorch.classifier.NeuralNetBinaryClassifier method)
(skorch.classifier.NeuralNetClassifier method)
(skorch.hf.HuggingfacePretrainedTokenizer method)
(skorch.hf.HuggingfaceTokenizer method)
(skorch.llm.FewShotClassifier method)
(skorch.llm.ZeroShotClassifier method)
(skorch.net.NeuralNet method)
(skorch.probabilistic.ExactGPRegressor method)
(skorch.regressor.NeuralNetRegressor method)
fit_loop() (skorch.net.NeuralNet method)
flush() (skorch.hf.HfHubStorage method)
format_row() (skorch.callbacks.PrintLog method)
forward() (skorch.net.NeuralNet method)
(skorch.toy.MLPModule method)
forward_iter() (skorch.net.NeuralNet method)
freeze_parameter() (in module skorch.utils)
Freezer (class in skorch.callbacks)
from_file() (skorch.history.History class method)
G
get_all_learnable_params() (skorch.net.NeuralNet method)
get_dataset() (skorch.net.NeuralNet method)
get_dim() (in module skorch.utils)
get_examples() (skorch.llm.FewShotClassifier method)
get_formatted_files() (skorch.callbacks.Checkpoint method)
get_iterator() (skorch.net.NeuralNet method)
get_loss() (skorch.classifier.NeuralNetClassifier method)
(skorch.net.NeuralNet method)
get_map_location() (in module skorch.utils)
get_params() (skorch.hf.HuggingfaceTokenizer method)
get_params_for() (skorch.hf.HuggingfaceTokenizer method)
(skorch.net.NeuralNet method)
get_params_for_optimizer() (skorch.net.NeuralNet method)
get_prompt() (skorch.llm.FewShotClassifier method)
(skorch.llm.ZeroShotClassifier method)
get_split_datasets() (skorch.net.NeuralNet method)
get_step() (skorch.utils.FirstStepAccumulator method)
get_test_data() (skorch.callbacks.EpochScoring method)
get_train_step_accumulator() (skorch.net.NeuralNet method)
GPBinaryClassifier (class in skorch.probabilistic)
GPRegressor (class in skorch.probabilistic)
GradientNormClipping (class in skorch.callbacks)
H
HfHubStorage (class in skorch.hf)
History (class in skorch.history)
HuggingfacePretrainedTokenizer (class in skorch.hf)
HuggingfaceTokenizer (class in skorch.hf)
I
infer() (skorch.classifier.NeuralNetBinaryClassifier method)
(skorch.net.NeuralNet method)
initialize() (skorch.callbacks.Callback method)
(skorch.callbacks.Checkpoint method)
(skorch.callbacks.EpochScoring method)
(skorch.callbacks.LRScheduler method)
(skorch.callbacks.LoadInitState method)
(skorch.callbacks.MlflowLogger method)
(skorch.callbacks.NeptuneLogger method)
(skorch.callbacks.ParamMapper method)
(skorch.callbacks.PassthroughScoring method)
(skorch.callbacks.PrintLog method)
(skorch.callbacks.SacredLogger method)
(skorch.callbacks.TensorBoard method)
(skorch.callbacks.TrainEndCheckpoint method)
(skorch.callbacks.WandbLogger method)
(skorch.hf.HuggingfaceTokenizer method)
(skorch.net.NeuralNet method)
initialize_callbacks() (skorch.net.NeuralNet method)
initialize_criterion() (skorch.net.NeuralNet method)
initialize_history() (skorch.net.NeuralNet method)
initialize_module() (skorch.net.NeuralNet method)
(skorch.probabilistic.ExactGPRegressor method)
initialize_optimizer() (skorch.net.NeuralNet method)
initialize_trainer() (skorch.hf.HuggingfaceTokenizer method)
initialized_instance() (skorch.hf.HuggingfaceTokenizer method)
(skorch.net.NeuralNet method)
Initializer (class in skorch.callbacks)
InputShapeSetter (class in skorch.callbacks)
is_skorch_dataset() (in module skorch.utils)
L
load_params() (skorch.net.NeuralNet method)
LoadInitState (class in skorch.callbacks)
loss_scoring() (in module skorch.scoring)
LowProbabilityError
LRScheduler (class in skorch.callbacks)
M
make_binary_classifier() (in module skorch.toy)
make_classifier() (in module skorch.toy)
make_regressor() (in module skorch.toy)
MlflowLogger (class in skorch.callbacks)
MLPModule (class in skorch.toy)
multi_indexing() (in module skorch.utils)
N
NeptuneLogger (class in skorch.callbacks)
NeuralNet (class in skorch.net)
NeuralNetBinaryClassifier (class in skorch.classifier)
NeuralNetClassifier (class in skorch.classifier)
NeuralNetRegressor (class in skorch.regressor)
new_batch() (skorch.history.History method)
new_epoch() (skorch.history.History method)
noop() (in module skorch.utils)
notify() (skorch.net.NeuralNet method)
NotInitializedError
O
on_batch_begin() (skorch.callbacks.Callback method)
on_batch_end() (skorch.callbacks.BatchScoring method)
(skorch.callbacks.Callback method)
(skorch.callbacks.EpochScoring method)
(skorch.callbacks.LRScheduler method)
(skorch.callbacks.MlflowLogger method)
(skorch.callbacks.NeptuneLogger method)
(skorch.callbacks.ProgressBar method)
(skorch.callbacks.SacredLogger method)
(skorch.callbacks.TensorBoard method)
on_epoch_begin() (skorch.callbacks.Callback method)
(skorch.callbacks.EpochScoring method)
(skorch.callbacks.EpochTimer method)
(skorch.callbacks.ParamMapper method)
(skorch.callbacks.ProgressBar method)
on_epoch_end() (skorch.callbacks.BatchScoring method)
(skorch.callbacks.Callback method)
(skorch.callbacks.Checkpoint method)
(skorch.callbacks.EarlyStopping method)
(skorch.callbacks.EpochScoring method)
(skorch.callbacks.EpochTimer method)
(skorch.callbacks.LRScheduler method)
(skorch.callbacks.MlflowLogger method)
(skorch.callbacks.NeptuneLogger method)
(skorch.callbacks.PassthroughScoring method)
(skorch.callbacks.PrintLog method)
(skorch.callbacks.ProgressBar method)
(skorch.callbacks.SacredLogger method)
(skorch.callbacks.TensorBoard method)
(skorch.callbacks.WandbLogger method)
on_grad_computed() (skorch.callbacks.Callback method)
(skorch.callbacks.GradientNormClipping method)
on_train_begin() (skorch.callbacks.Callback method)
(skorch.callbacks.EarlyStopping method)
(skorch.callbacks.InputShapeSetter method)
(skorch.callbacks.LRScheduler method)
(skorch.callbacks.LoadInitState method)
(skorch.callbacks.MlflowLogger method)
(skorch.callbacks.NeptuneLogger method)
(skorch.callbacks.WandbLogger method)
on_train_end() (skorch.callbacks.Callback method)
(skorch.callbacks.Checkpoint method)
(skorch.callbacks.EarlyStopping method)
(skorch.callbacks.EpochScoring method)
(skorch.callbacks.MlflowLogger method)
(skorch.callbacks.NeptuneLogger method)
(skorch.callbacks.TensorBoard method)
(skorch.callbacks.TrainEndCheckpoint method)
open_file_like() (in module skorch.utils)
P
ParamMapper (class in skorch.callbacks)
params_for() (in module skorch.utils)
partial_fit() (skorch.net.NeuralNet method)
PassthroughScoring (class in skorch.callbacks)
predict() (skorch.classifier.NeuralNetBinaryClassifier method)
(skorch.classifier.NeuralNetClassifier method)
(skorch.net.NeuralNet method)
(skorch.probabilistic.GPBinaryClassifier method)
predict_proba() (skorch.classifier.NeuralNetClassifier method)
(skorch.net.NeuralNet method)
(skorch.probabilistic.GPBinaryClassifier method)
PrintLog (class in skorch.callbacks)
ProgressBar (class in skorch.callbacks)
R
record() (skorch.history.History method)
record_batch() (skorch.history.DistributedHistory method)
(skorch.history.History method)
reset_params() (skorch.toy.MLPModule method)
run_single_epoch() (skorch.net.NeuralNet method)
S
SacredLogger (class in skorch.callbacks)
save_model() (skorch.callbacks.Checkpoint method)
save_params() (skorch.net.NeuralNet method)
set_params() (skorch.hf.HuggingfaceTokenizer method)
(skorch.net.NeuralNet method)
simulate() (skorch.callbacks.LRScheduler method)
skorch.callbacks (module)
skorch.classifier (module)
skorch.dataset (module)
skorch.exceptions (module)
skorch.hf (module)
skorch.history (module)
skorch.llm (module)
skorch.net (module)
skorch.probabilistic (module)
skorch.regressor (module)
skorch.scoring (module)
skorch.toy (module)
skorch.utils (module)
SkorchAttributeError
SkorchException
SkorchTrainingImpossibleError
SkorchWarning
store_step() (skorch.utils.FirstStepAccumulator method)
sync() (skorch.history.DistributedHistory method)
T
TeeGenerator (class in skorch.utils)
TensorBoard (class in skorch.callbacks)
to_device() (in module skorch.utils)
to_file() (skorch.history.History method)
to_list() (skorch.history.History method)
to_numpy() (in module skorch.utils)
to_tensor() (in module skorch.utils)
torch_compile() (skorch.net.NeuralNet method)
train_step() (skorch.net.NeuralNet method)
train_step_single() (skorch.net.NeuralNet method)
TrainEndCheckpoint (class in skorch.callbacks)
transform() (skorch.dataset.Dataset method)
trim_for_prediction() (skorch.net.NeuralNet method)
U
unfreeze_parameter() (in module skorch.utils)
Unfreezer (class in skorch.callbacks)
unpack_data() (in module skorch.dataset)
V
validation_step() (skorch.net.NeuralNet method)
ValidSplit (class in skorch.dataset)
W
WandbLogger (class in skorch.callbacks)
WarmRestartLR (class in skorch.callbacks)
write() (skorch.hf.HfHubStorage method)
Z
ZeroShotClassifier (class in skorch.llm)
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