Metadata-Version: 2.1
Name: lsts
Version: 0.2.1
Summary: A lightweight, fast, advanced deep learning time series package for long and short-term forecast and missing value imputation of land surface variables.
License: CC-BY-4.0
Author: lizhuoq
Author-email: m15004059308@163.com
Requires-Python: >=3.8,<4.0
Classifier: License :: Other/Proprietary License
Classifier: Programming Language :: Python :: 3
Classifier: Programming Language :: Python :: 3.8
Classifier: Programming Language :: Python :: 3.9
Classifier: Programming Language :: Python :: 3.10
Classifier: Programming Language :: Python :: 3.11
Classifier: Programming Language :: Python :: 3.12
Requires-Dist: einops (==0.4.0)
Requires-Dist: huggingface_hub (==0.21.4)
Requires-Dist: matplotlib (==3.7.0)
Requires-Dist: numpy (==1.23.5)
Requires-Dist: pandas (==1.5.3)
Requires-Dist: patool (==1.12)
Requires-Dist: reformer-pytorch (==1.4.4)
Requires-Dist: scikit-learn (==1.2.2)
Requires-Dist: scipy (==1.10.1)
Requires-Dist: sktime (==0.16.1)
Requires-Dist: sympy (==1.11.1)
Requires-Dist: torch (==1.7.1)
Requires-Dist: tqdm (==4.64.1)
Description-Content-Type: text/markdown

## Install
![install](pics/lsts_example_1.gif)
## Quick Start
![quick start](pics/lsts_example_2.gif)  
![ealstm quick start](pics/lsts_example_3.gif)
## Data
![data](pics/dataset_details.png)
## Results
### Long-term Forecasting
![ltf results](pics/ltf_results.png)
### Short-term Forecasting
![stf results](pics/stf_results.png)
### Imputation
![imputation results](pics/imputation_results.png)
## Models
### RNN-based
#### LSTM
![lstm](pics/lstm.png)
#### EALSTM
![ealstm](pics/ealstm.png)
### MLP-based
#### DLinear
![dlinear](pics/dlinear-cropped.png)
### Transformer-based
#### iTransformer
![itransformer](pics/itransformer-cropped.png)
#### PatchTST
![patchtst](pics/patchtst-cropped.png)
### CNN-based
#### TimesNet
![timesnet](pics/timesnet-cropped.png)
