spacetimeformer
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Installation
Basic API Usage
Input/Output Format
Notebook tutorials
Tutorial (TBA): Simple use
About
spacetimeformer Basic Functions
Welcome to the documentation for spacetimeformer!
What is spacetimeformer?
Where should I start?
Features
How to Cite spacetimeformer
Main Paper: spacetimeformer: arxiv
Our Presentation Summary on spacetimeformer
Our Github on spacetimeformer: https://github.com/QData/spacetimeformer
Frequently Asked Questions
Via python library call API
Via our papers: More details on results
Via readthedocs: More details on APIs
Developer Guide
Contributing
Ways to contribute
Submitting a new issue or feature request
Found a bug?
Do you want a new feature: a component, a recipe, or something else?
Start contributing! (Pull Requests)
Checklist
Tests
This guide was heavily inspired by the awesome transformers guide to contributing
spacetimeformer package
spacetimeformer.data package
spacetimeformer.data.metr_la package
spacetimeformer.data.pems_bay package
spacetimeformer.data.precip package
spacetimeformer.linear_model package
spacetimeformer.lr_scheduler package
spacetimeformer.lstm_model package
spacetimeformer.lstnet_model package
spacetimeformer.mtgnn_model package
spacetimeformer.spacetimeformer_model package
spacetimeformer.spacetimeformer_model.nn package
spacetimeformer.spacetimeformer_model.utils package
spacetimeformer
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Index
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Index
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A
add_cli() (spacetimeformer.callbacks.TeacherForcingAnnealCallback class method)
(spacetimeformer.callbacks.TimeMaskedLossCallback class method)
(spacetimeformer.data.csv_dataset.CSVTimeSeries class method)
(spacetimeformer.data.csv_dataset.CSVTorchDset class method)
(spacetimeformer.data.datamodule.DataModule class method)
(spacetimeformer.data.metr_la.metr_la.METR_LA_Data class method)
(spacetimeformer.data.precip.geo_data.GeoDset class method)
(spacetimeformer.data.precip.geo_data.StationGridDset class method)
(spacetimeformer.forecaster.Forecaster class method)
(spacetimeformer.linear_model.linear_model.Linear_Forecaster class method)
(spacetimeformer.lstm_model.lstm_model.LSTM_Forecaster class method)
(spacetimeformer.lstnet_model.lstnet_model.LSTNet_Forecaster class method)
(spacetimeformer.mtgnn_model.mtgnn_model.MTGNN_Forecaster class method)
(spacetimeformer.spacetimeformer_model.spacetimeformer_model.Spacetimeformer_Forecaster class method)
allow_zero_length_dataloader_with_multiple_devices (spacetimeformer.linear_model.linear_model.Linear_Forecaster attribute)
(spacetimeformer.lstm_model.lstm_model.LSTM_Forecaster attribute)
(spacetimeformer.lstnet_model.lstnet_model.LSTNet_Forecaster attribute)
(spacetimeformer.mtgnn_model.mtgnn_model.MTGNN_Forecaster attribute)
(spacetimeformer.spacetimeformer_model.spacetimeformer_model.Spacetimeformer_Forecaster attribute)
apply_scaling() (spacetimeformer.data.csv_dataset.CSVTimeSeries method)
apply_scaling_df() (spacetimeformer.data.csv_dataset.CSVTimeSeries method)
AttentionLayer (class in spacetimeformer.spacetimeformer_model.nn.attn)
AttentionMatrixCallback (class in spacetimeformer.plot)
attn_plot() (in module spacetimeformer.plot)
B
BenchmarkAttention (class in spacetimeformer.spacetimeformer_model.nn.attn)
C
classification_loss() (spacetimeformer.spacetimeformer_model.spacetimeformer_model.Spacetimeformer_Forecaster method)
compute_loss() (spacetimeformer.forecaster.Forecaster method)
(spacetimeformer.spacetimeformer_model.spacetimeformer_model.Spacetimeformer_Forecaster method)
configure_optimizers() (spacetimeformer.forecaster.Forecaster method)
(spacetimeformer.spacetimeformer_model.spacetimeformer_model.Spacetimeformer_Forecaster method)
CONUS_Precip (class in spacetimeformer.data.precip.geo_data)
create_callbacks() (in module spacetimeformer.train)
create_dset() (in module spacetimeformer.train)
create_model() (in module spacetimeformer.train)
create_parser() (in module spacetimeformer.train)
CSVTimeSeries (class in spacetimeformer.data.csv_dataset)
CSVTorchDset (class in spacetimeformer.data.csv_dataset)
D
DataDropout (class in spacetimeformer.spacetimeformer_model.nn.data_dropout)
DataModule (class in spacetimeformer.data.datamodule)
Decoder (class in spacetimeformer.spacetimeformer_model.nn.decoder)
DecoderLayer (class in spacetimeformer.spacetimeformer_model.nn.decoder)
DownsampleConv (class in spacetimeformer.spacetimeformer_model.nn.encoder)
E
Encoder (class in spacetimeformer.spacetimeformer_model.nn.encoder)
EncoderLayer (class in spacetimeformer.spacetimeformer_model.nn.encoder)
eval_step_forward_kwargs (spacetimeformer.forecaster.Forecaster property)
(spacetimeformer.linear_model.linear_model.Linear_Forecaster property)
(spacetimeformer.lstm_model.lstm_model.LSTM_Forecaster property)
(spacetimeformer.lstnet_model.lstnet_model.LSTNet_Forecaster property)
(spacetimeformer.mtgnn_model.mtgnn_model.MTGNN_Forecaster property)
(spacetimeformer.spacetimeformer_model.spacetimeformer_model.Spacetimeformer_Forecaster property)
extra_repr() (spacetimeformer.spacetimeformer_model.nn.powernorm.MaskPowerNorm method)
F
Forecaster (class in spacetimeformer.forecaster)
forecasting_loss() (spacetimeformer.forecaster.Forecaster method)
forward() (spacetimeformer.forecaster.Forecaster method)
(spacetimeformer.linear_model.linear_ar.LinearModel method)
(spacetimeformer.lstm_model.lstm_model.LSTM_Decoder method)
(spacetimeformer.lstm_model.lstm_model.LSTM_Encoder method)
(spacetimeformer.lstm_model.lstm_model.LSTM_Seq2Seq method)
(spacetimeformer.lstnet_model.LSTNet.LSTNet method)
(spacetimeformer.spacetimeformer_model.nn.attn.AttentionLayer method)
(spacetimeformer.spacetimeformer_model.nn.attn.BenchmarkAttention method)
(spacetimeformer.spacetimeformer_model.nn.attn.FullAttention method)
(spacetimeformer.spacetimeformer_model.nn.attn.LocalAttentionLayer method)
(spacetimeformer.spacetimeformer_model.nn.attn.NystromSelfAttention method)
(spacetimeformer.spacetimeformer_model.nn.attn.PerformerAttention method)
(spacetimeformer.spacetimeformer_model.nn.attn.ProbAttention method)
(spacetimeformer.spacetimeformer_model.nn.data_dropout.DataDropout method)
(spacetimeformer.spacetimeformer_model.nn.decoder.Decoder method)
(spacetimeformer.spacetimeformer_model.nn.decoder.DecoderLayer method)
(spacetimeformer.spacetimeformer_model.nn.encoder.DownsampleConv method)
(spacetimeformer.spacetimeformer_model.nn.encoder.Encoder method)
(spacetimeformer.spacetimeformer_model.nn.encoder.EncoderLayer method)
(spacetimeformer.spacetimeformer_model.nn.encoder.Normalization method)
(spacetimeformer.spacetimeformer_model.nn.encoder.VariableDownsample method)
(spacetimeformer.spacetimeformer_model.nn.model.Spacetimeformer method)
(spacetimeformer.spacetimeformer_model.nn.powernorm.MaskPowerNorm method)
(spacetimeformer.spacetimeformer_model.nn.scalenorm.ScaleNorm method)
(spacetimeformer.time2vec.Time2Vec method)
forward_model_pass() (spacetimeformer.forecaster.Forecaster method)
(spacetimeformer.linear_model.linear_model.Linear_Forecaster method)
(spacetimeformer.lstm_model.lstm_model.LSTM_Forecaster method)
(spacetimeformer.lstnet_model.lstnet_model.LSTNet_Forecaster method)
(spacetimeformer.mtgnn_model.mtgnn_model.MTGNN_Forecaster method)
(spacetimeformer.spacetimeformer_model.spacetimeformer_model.Spacetimeformer_Forecaster method)
FullAttention (class in spacetimeformer.spacetimeformer_model.nn.attn)
G
GeoDset (class in spacetimeformer.data.precip.geo_data)
get_locations() (spacetimeformer.data.precip.geo_data.CONUS_Precip method)
(spacetimeformer.data.precip.geo_data.StationGridDset method)
get_lr() (spacetimeformer.lr_scheduler.lr_scheduler.LearningRateScheduler method)
get_slice() (spacetimeformer.data.csv_dataset.CSVTimeSeries method)
GIVEN (spacetimeformer.spacetimeformer_model.nn.embed.SpacetimeformerEmbedding attribute)
gmae() (in module spacetimeformer.eval_stats)
gmrae() (in module spacetimeformer.eval_stats)
I
inrse() (in module spacetimeformer.eval_stats)
inverse_scale() (spacetimeformer.data.metr_la.metr_la.METR_LA_Data method)
L
LearningRateScheduler (class in spacetimeformer.lr_scheduler.lr_scheduler)
length() (spacetimeformer.data.csv_dataset.CSVTimeSeries method)
Linear_Forecaster (class in spacetimeformer.linear_model.linear_model)
LinearModel (class in spacetimeformer.linear_model.linear_ar)
load_state_dict() (spacetimeformer.lr_scheduler.warmup_reduce_lr_on_plateau_scheduler.WarmupReduceLROnPlateauScheduler method)
LocalAttentionLayer (class in spacetimeformer.spacetimeformer_model.nn.attn)
loss_fn() (spacetimeformer.forecaster.Forecaster method)
LSTM_Decoder (class in spacetimeformer.lstm_model.lstm_model)
LSTM_Encoder (class in spacetimeformer.lstm_model.lstm_model)
LSTM_Forecaster (class in spacetimeformer.lstm_model.lstm_model)
LSTM_Seq2Seq (class in spacetimeformer.lstm_model.lstm_model)
LSTNet (class in spacetimeformer.lstnet_model.LSTNet)
LSTNet_Forecaster (class in spacetimeformer.lstnet_model.lstnet_model)
M
maape() (in module spacetimeformer.eval_stats)
mad() (in module spacetimeformer.eval_stats)
mae() (in module spacetimeformer.eval_stats)
main() (in module spacetimeformer.train)
mape() (in module spacetimeformer.eval_stats)
mase() (in module spacetimeformer.eval_stats)
mask (spacetimeformer.spacetimeformer_model.utils.masking.ProbMask property)
(spacetimeformer.spacetimeformer_model.utils.masking.TriangularCausalMask property)
MaskPowerNorm (class in spacetimeformer.spacetimeformer_model.nn.powernorm)
mbrae() (in module spacetimeformer.eval_stats)
mda() (in module spacetimeformer.eval_stats)
mdae() (in module spacetimeformer.eval_stats)
mdape() (in module spacetimeformer.eval_stats)
mdrae() (in module spacetimeformer.eval_stats)
me() (in module spacetimeformer.eval_stats)
METR_LA_Data (class in spacetimeformer.data.metr_la.metr_la)
METR_LA_Torch() (in module spacetimeformer.data.metr_la.metr_la)
module
spacetimeformer
spacetimeformer.callbacks
spacetimeformer.data
spacetimeformer.data.csv_dataset
spacetimeformer.data.datamodule
spacetimeformer.data.metr_la
spacetimeformer.data.metr_la.metr_la
spacetimeformer.data.pems_bay
spacetimeformer.data.precip
spacetimeformer.data.precip.geo_data
spacetimeformer.data.timefeatures
spacetimeformer.eval_stats
spacetimeformer.forecaster
spacetimeformer.linear_model
spacetimeformer.linear_model.linear_ar
spacetimeformer.linear_model.linear_model
spacetimeformer.lr_scheduler
spacetimeformer.lr_scheduler.lr_scheduler
spacetimeformer.lr_scheduler.reduce_lr_on_plateau_lr_scheduler
spacetimeformer.lr_scheduler.transformer_lr_scheduler
spacetimeformer.lr_scheduler.warmup_lr_scheduler
spacetimeformer.lr_scheduler.warmup_reduce_lr_on_plateau_scheduler
spacetimeformer.lstm_model
spacetimeformer.lstm_model.lstm_model
spacetimeformer.lstnet_model
spacetimeformer.lstnet_model.LSTNet
spacetimeformer.lstnet_model.lstnet_model
spacetimeformer.mtgnn_model
spacetimeformer.mtgnn_model.mtgnn_model
spacetimeformer.plot
spacetimeformer.spacetimeformer_model
spacetimeformer.spacetimeformer_model.nn
spacetimeformer.spacetimeformer_model.nn.attn
spacetimeformer.spacetimeformer_model.nn.data_dropout
spacetimeformer.spacetimeformer_model.nn.decoder
spacetimeformer.spacetimeformer_model.nn.embed
spacetimeformer.spacetimeformer_model.nn.encoder
spacetimeformer.spacetimeformer_model.nn.model
spacetimeformer.spacetimeformer_model.nn.powernorm
spacetimeformer.spacetimeformer_model.nn.scalenorm
spacetimeformer.spacetimeformer_model.spacetimeformer_model
spacetimeformer.spacetimeformer_model.utils
spacetimeformer.spacetimeformer_model.utils.masking
spacetimeformer.time2vec
spacetimeformer.train
mpe() (in module spacetimeformer.eval_stats)
mrae() (in module spacetimeformer.eval_stats)
mre() (in module spacetimeformer.eval_stats)
mse() (in module spacetimeformer.eval_stats)
MTGNN (class in spacetimeformer.mtgnn_model.mtgnn_model)
MTGNN_Forecaster (class in spacetimeformer.mtgnn_model.mtgnn_model)
N
Normalization (class in spacetimeformer.spacetimeformer_model.nn.encoder)
nrmse() (in module spacetimeformer.eval_stats)
NystromSelfAttention (class in spacetimeformer.spacetimeformer_model.nn.attn)
O
on_train_batch_end() (spacetimeformer.callbacks.TimeMaskedLossCallback method)
on_train_start() (spacetimeformer.callbacks.TimeMaskedLossCallback method)
on_validation_end() (spacetimeformer.plot.AttentionMatrixCallback method)
(spacetimeformer.plot.PredictionPlotterCallback method)
on_validation_epoch_end() (spacetimeformer.callbacks.TeacherForcingAnnealCallback method)
P
PerformerAttention (class in spacetimeformer.spacetimeformer_model.nn.attn)
plot() (in module spacetimeformer.plot)
precision (spacetimeformer.linear_model.linear_model.Linear_Forecaster attribute)
(spacetimeformer.lstm_model.lstm_model.LSTM_Forecaster attribute)
(spacetimeformer.lstnet_model.lstnet_model.LSTNet_Forecaster attribute)
(spacetimeformer.mtgnn_model.mtgnn_model.MTGNN_Forecaster attribute)
(spacetimeformer.spacetimeformer_model.spacetimeformer_model.Spacetimeformer_Forecaster attribute)
predict() (spacetimeformer.forecaster.Forecaster method)
predict_step() (spacetimeformer.forecaster.Forecaster method)
PredictionPlotterCallback (class in spacetimeformer.plot)
prepare_data_per_node (spacetimeformer.linear_model.linear_model.Linear_Forecaster attribute)
(spacetimeformer.lstm_model.lstm_model.LSTM_Forecaster attribute)
(spacetimeformer.lstnet_model.lstnet_model.LSTNet_Forecaster attribute)
(spacetimeformer.mtgnn_model.mtgnn_model.MTGNN_Forecaster attribute)
(spacetimeformer.spacetimeformer_model.spacetimeformer_model.Spacetimeformer_Forecaster attribute)
ProbAttention (class in spacetimeformer.spacetimeformer_model.nn.attn)
ProbMask (class in spacetimeformer.spacetimeformer_model.utils.masking)
R
RADAR (spacetimeformer.data.precip.geo_data.CONUS_Precip attribute)
rae() (in module spacetimeformer.eval_stats)
ReduceLROnPlateauScheduler (class in spacetimeformer.lr_scheduler.reduce_lr_on_plateau_lr_scheduler)
reverse_scaling() (spacetimeformer.data.csv_dataset.CSVTimeSeries method)
reverse_scaling_df() (spacetimeformer.data.csv_dataset.CSVTimeSeries method)
rmdspe() (in module spacetimeformer.eval_stats)
rmse() (in module spacetimeformer.eval_stats)
rmspe() (in module spacetimeformer.eval_stats)
rmsse() (in module spacetimeformer.eval_stats)
rrse() (in module spacetimeformer.eval_stats)
S
scale() (spacetimeformer.data.metr_la.metr_la.METR_LA_Data method)
ScaleNorm (class in spacetimeformer.spacetimeformer_model.nn.scalenorm)
set_inv_scaler() (spacetimeformer.forecaster.Forecaster method)
set_lr() (spacetimeformer.lr_scheduler.lr_scheduler.LearningRateScheduler static method)
set_null_value() (spacetimeformer.forecaster.Forecaster method)
set_scaler() (spacetimeformer.forecaster.Forecaster method)
smape() (in module spacetimeformer.eval_stats)
smdape() (in module spacetimeformer.eval_stats)
SPACE (spacetimeformer.spacetimeformer_model.nn.embed.SpacetimeformerEmbedding attribute)
spacetimeformer
module
Spacetimeformer (class in spacetimeformer.spacetimeformer_model.nn.model)
spacetimeformer.callbacks
module
spacetimeformer.data
module
spacetimeformer.data.csv_dataset
module
spacetimeformer.data.datamodule
module
spacetimeformer.data.metr_la
module
spacetimeformer.data.metr_la.metr_la
module
spacetimeformer.data.pems_bay
module
spacetimeformer.data.precip
module
spacetimeformer.data.precip.geo_data
module
spacetimeformer.data.timefeatures
module
spacetimeformer.eval_stats
module
spacetimeformer.forecaster
module
spacetimeformer.linear_model
module
spacetimeformer.linear_model.linear_ar
module
spacetimeformer.linear_model.linear_model
module
spacetimeformer.lr_scheduler
module
spacetimeformer.lr_scheduler.lr_scheduler
module
spacetimeformer.lr_scheduler.reduce_lr_on_plateau_lr_scheduler
module
spacetimeformer.lr_scheduler.transformer_lr_scheduler
module
spacetimeformer.lr_scheduler.warmup_lr_scheduler
module
spacetimeformer.lr_scheduler.warmup_reduce_lr_on_plateau_scheduler
module
spacetimeformer.lstm_model
module
spacetimeformer.lstm_model.lstm_model
module
spacetimeformer.lstnet_model
module
spacetimeformer.lstnet_model.LSTNet
module
spacetimeformer.lstnet_model.lstnet_model
module
spacetimeformer.mtgnn_model
module
spacetimeformer.mtgnn_model.mtgnn_model
module
spacetimeformer.plot
module
spacetimeformer.spacetimeformer_model
module
spacetimeformer.spacetimeformer_model.nn
module
spacetimeformer.spacetimeformer_model.nn.attn
module
spacetimeformer.spacetimeformer_model.nn.data_dropout
module
spacetimeformer.spacetimeformer_model.nn.decoder
module
spacetimeformer.spacetimeformer_model.nn.embed
module
spacetimeformer.spacetimeformer_model.nn.encoder
module
spacetimeformer.spacetimeformer_model.nn.model
module
spacetimeformer.spacetimeformer_model.nn.powernorm
module
spacetimeformer.spacetimeformer_model.nn.scalenorm
module
spacetimeformer.spacetimeformer_model.spacetimeformer_model
module
spacetimeformer.spacetimeformer_model.utils
module
spacetimeformer.spacetimeformer_model.utils.masking
module
spacetimeformer.time2vec
module
spacetimeformer.train
module
Spacetimeformer_Forecaster (class in spacetimeformer.spacetimeformer_model.spacetimeformer_model)
SpacetimeformerEmbedding (class in spacetimeformer.spacetimeformer_model.nn.embed)
spatio_temporal_embed() (spacetimeformer.spacetimeformer_model.nn.embed.SpacetimeformerEmbedding method)
state_dict() (spacetimeformer.lr_scheduler.warmup_reduce_lr_on_plateau_scheduler.WarmupReduceLROnPlateauScheduler method)
StationGridDset (class in spacetimeformer.data.precip.geo_data)
std_ae() (in module spacetimeformer.eval_stats)
std_ape() (in module spacetimeformer.eval_stats)
step() (spacetimeformer.forecaster.Forecaster method)
(spacetimeformer.lr_scheduler.lr_scheduler.LearningRateScheduler method)
(spacetimeformer.lr_scheduler.reduce_lr_on_plateau_lr_scheduler.ReduceLROnPlateauScheduler method)
(spacetimeformer.lr_scheduler.transformer_lr_scheduler.TransformerLRScheduler method)
(spacetimeformer.lr_scheduler.warmup_lr_scheduler.WarmupLRScheduler method)
(spacetimeformer.lr_scheduler.warmup_reduce_lr_on_plateau_scheduler.WarmupReduceLROnPlateauScheduler method)
(spacetimeformer.spacetimeformer_model.spacetimeformer_model.Spacetimeformer_Forecaster method)
T
TeacherForcingAnnealCallback (class in spacetimeformer.callbacks)
temporal_embed() (spacetimeformer.spacetimeformer_model.nn.embed.SpacetimeformerEmbedding method)
test_data (spacetimeformer.data.csv_dataset.CSVTimeSeries property)
(spacetimeformer.data.precip.geo_data.GeoDset property)
test_dataloader() (spacetimeformer.data.datamodule.DataModule method)
test_step() (spacetimeformer.forecaster.Forecaster method)
test_step_end() (spacetimeformer.forecaster.Forecaster method)
TIME (spacetimeformer.spacetimeformer_model.nn.embed.SpacetimeformerEmbedding attribute)
Time2Vec (class in spacetimeformer.time2vec)
time_features() (in module spacetimeformer.data.timefeatures)
time_mask (spacetimeformer.callbacks.TimeMaskedLossCallback property)
TimeMaskedLossCallback (class in spacetimeformer.callbacks)
train_data (spacetimeformer.data.csv_dataset.CSVTimeSeries property)
(spacetimeformer.data.precip.geo_data.GeoDset property)
train_dataloader() (spacetimeformer.data.datamodule.DataModule method)
train_step_forward_kwargs (spacetimeformer.forecaster.Forecaster property)
(spacetimeformer.linear_model.linear_model.Linear_Forecaster property)
(spacetimeformer.lstm_model.lstm_model.LSTM_Forecaster property)
(spacetimeformer.lstnet_model.lstnet_model.LSTNet_Forecaster property)
(spacetimeformer.mtgnn_model.mtgnn_model.MTGNN_Forecaster property)
(spacetimeformer.spacetimeformer_model.spacetimeformer_model.Spacetimeformer_Forecaster property)
training (spacetimeformer.forecaster.Forecaster attribute)
(spacetimeformer.linear_model.linear_ar.LinearModel attribute)
(spacetimeformer.linear_model.linear_model.Linear_Forecaster attribute)
(spacetimeformer.lstm_model.lstm_model.LSTM_Decoder attribute)
(spacetimeformer.lstm_model.lstm_model.LSTM_Encoder attribute)
(spacetimeformer.lstm_model.lstm_model.LSTM_Forecaster attribute)
(spacetimeformer.lstm_model.lstm_model.LSTM_Seq2Seq attribute)
(spacetimeformer.lstnet_model.LSTNet.LSTNet attribute)
(spacetimeformer.lstnet_model.lstnet_model.LSTNet_Forecaster attribute)
(spacetimeformer.mtgnn_model.mtgnn_model.MTGNN_Forecaster attribute)
(spacetimeformer.spacetimeformer_model.nn.attn.AttentionLayer attribute)
(spacetimeformer.spacetimeformer_model.nn.attn.BenchmarkAttention attribute)
(spacetimeformer.spacetimeformer_model.nn.attn.FullAttention attribute)
(spacetimeformer.spacetimeformer_model.nn.attn.LocalAttentionLayer attribute)
(spacetimeformer.spacetimeformer_model.nn.attn.NystromSelfAttention attribute)
(spacetimeformer.spacetimeformer_model.nn.attn.PerformerAttention attribute)
(spacetimeformer.spacetimeformer_model.nn.attn.ProbAttention attribute)
(spacetimeformer.spacetimeformer_model.nn.data_dropout.DataDropout attribute)
(spacetimeformer.spacetimeformer_model.nn.decoder.Decoder attribute)
(spacetimeformer.spacetimeformer_model.nn.decoder.DecoderLayer attribute)
(spacetimeformer.spacetimeformer_model.nn.embed.SpacetimeformerEmbedding attribute)
(spacetimeformer.spacetimeformer_model.nn.encoder.DownsampleConv attribute)
(spacetimeformer.spacetimeformer_model.nn.encoder.Encoder attribute)
(spacetimeformer.spacetimeformer_model.nn.encoder.EncoderLayer attribute)
(spacetimeformer.spacetimeformer_model.nn.encoder.Normalization attribute)
(spacetimeformer.spacetimeformer_model.nn.encoder.VariableDownsample attribute)
(spacetimeformer.spacetimeformer_model.nn.model.Spacetimeformer attribute)
(spacetimeformer.spacetimeformer_model.nn.powernorm.MaskPowerNorm attribute)
(spacetimeformer.spacetimeformer_model.nn.scalenorm.ScaleNorm attribute)
(spacetimeformer.spacetimeformer_model.spacetimeformer_model.Spacetimeformer_Forecaster attribute)
(spacetimeformer.time2vec.Time2Vec attribute)
training_step() (spacetimeformer.forecaster.Forecaster method)
training_step_end() (spacetimeformer.forecaster.Forecaster method)
TransformerLRScheduler (class in spacetimeformer.lr_scheduler.transformer_lr_scheduler)
TriangularCausalMask (class in spacetimeformer.spacetimeformer_model.utils.masking)
U
umbrae() (in module spacetimeformer.eval_stats)
use_amp (spacetimeformer.linear_model.linear_model.Linear_Forecaster attribute)
(spacetimeformer.lstm_model.lstm_model.LSTM_Forecaster attribute)
(spacetimeformer.lstnet_model.lstnet_model.LSTNet_Forecaster attribute)
(spacetimeformer.mtgnn_model.mtgnn_model.MTGNN_Forecaster attribute)
(spacetimeformer.spacetimeformer_model.spacetimeformer_model.Spacetimeformer_Forecaster attribute)
V
VAL (spacetimeformer.spacetimeformer_model.nn.embed.SpacetimeformerEmbedding attribute)
val_data (spacetimeformer.data.csv_dataset.CSVTimeSeries property)
(spacetimeformer.data.precip.geo_data.GeoDset property)
val_dataloader() (spacetimeformer.data.datamodule.DataModule method)
validation_step() (spacetimeformer.forecaster.Forecaster method)
validation_step_end() (spacetimeformer.forecaster.Forecaster method)
VariableDownsample (class in spacetimeformer.spacetimeformer_model.nn.encoder)
W
WarmupLRScheduler (class in spacetimeformer.lr_scheduler.warmup_lr_scheduler)
WarmupReduceLROnPlateauScheduler (class in spacetimeformer.lr_scheduler.warmup_reduce_lr_on_plateau_scheduler)
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