: It is primarily used for Neural Architecture Search (NAS) , Auto-encoders for CAD, and Diffusion models applied to mechanical engineering. 0001734440-25-000014.txt - SEC.gov
: Designs are decomposed into various primitives (cubes, cylinders, etc.) and their spatial relationships. 10MDC.7z
: Each entry typically includes physical properties or performance metrics, such as mass, volume, and structural integrity under specific loads. : It is primarily used for Neural Architecture
: It contains 10 million distinct design samples, significantly larger than previous engineering datasets like ModelNet or ShapeNet. : It contains 10 million distinct design samples,
: The .7z file is the standard distribution format for the dataset's raw geometry and metadata, often found on repositories like Hugging Face or institutional data servers. Dataset Composition
: The dataset was created to provide a massive benchmark for generative design and structural optimization, specifically for representing 3D mechanical parts as "capsules" or structured geometric primitives.
The file refers to the compressed dataset for the 10-Million Design Capsules (10MDC) , a large-scale dataset used for training and evaluating Machine Learning models in engineering design. It was introduced in the research paper titled "10MDC: A Large-Scale Dataset for Generative Engineering Design" . Key Details of the 10MDC Paper