metadata
license: mit
dataset_info:
features:
- name: vector_field
dtype: string
- name: lyap_fn
dtype: string
splits:
- name: train
num_bytes: 958156691
num_examples: 1013380
- name: valid
num_bytes: 190205
num_examples: 200
- name: test
num_bytes: 180265
num_examples: 200
download_size: 1537893828
dataset_size: 958527161
configs:
- config_name: default
data_files:
- split: train
path: data/train-*
- split: valid
path: data/valid-*
- split: test
path: data/test-*
Reproduced the dataset from the paper "Global Lyapunov functions: a long-standing open problem in mathematics, with symbolic transformers" by (Alberto Alfarano, François Charton, Amaury Hayat). The code for generating this dataset is 100% written by the authors.
The dataset was generated by cloning their GitHub Repository and running the following command:
python train.py --dump_path dataset/ --export_data true --reload_data '' --env_base_seed -1 --num_workers 64 --max_degree 12 --lyap_n_terms 24 --lyap_nb_ops_lyap 24 --lyap_strict True