Datasets:
ArXiv:
License:
| { | |
| "dataset": "DeepMind CylinderFlow / Vortex Shedding", | |
| "modelscope_dataset_id": "OneScience/cylinder_flow", | |
| "format": "tfrecord", | |
| "data_root": "data/cylinder_flow", | |
| "splits": { | |
| "train": "data/cylinder_flow/train.tfrecord", | |
| "valid": "data/cylinder_flow/valid.tfrecord", | |
| "test": "data/cylinder_flow/test.tfrecord" | |
| }, | |
| "metadata": "data/cylinder_flow/meta.json", | |
| "stats": { | |
| "edge": "data/cylinder_flow/stats/edge_stats.json", | |
| "node": "data/cylinder_flow/stats/node_stats.json" | |
| }, | |
| "trajectory_length": 600, | |
| "dt": 0.01, | |
| "simulator": "comsol", | |
| "features": { | |
| "cells": {"type": "static", "shape": [1, -1, 3], "dtype": "int32"}, | |
| "mesh_pos": {"type": "static", "shape": [1, -1, 2], "dtype": "float32"}, | |
| "node_type": {"type": "static", "shape": [1, -1, 1], "dtype": "int32"}, | |
| "velocity": {"type": "dynamic", "shape": [600, -1, 2], "dtype": "float32"}, | |
| "pressure": {"type": "dynamic", "shape": [600, -1, 1], "dtype": "float32"} | |
| }, | |
| "normalization_stats": { | |
| "edge_stats": ["edge_mean", "edge_std"], | |
| "node_stats": [ | |
| "velocity_mean", | |
| "velocity_std", | |
| "velocity_diff_mean", | |
| "velocity_diff_std", | |
| "pressure_mean", | |
| "pressure_std" | |
| ] | |
| }, | |
| "default_model_config_usage": { | |
| "train_samples": 400, | |
| "train_steps": 300, | |
| "val_samples": 10, | |
| "val_steps": 300, | |
| "test_samples": 10, | |
| "test_steps": 300 | |
| } | |
| } | |