Table 3 Experimental environment configuration.

From: A painting art rendering system by deep learning framework and machine translation

Category

Configuration

Hardware

CPU: Intel Xeon Gold 6338 2.0 GHz ×2 GPU: NVIDIA A100 80GB ×4 (CUDA 12.0 supported) Memory: 256GB DDR4 3200 MHz Storage: 2 TB SSD + 16 TB HDD

Software

OS: Ubuntu 22.04 LTS DL Frameworks: PyTorch 2.0.1, TensorFlow 2.12.0 Machine Translation: Hugging Face Transformers 4.30.2 Image Processing: OpenCV 4.8.0, PIL 9.4.0 Programming Language: Python 3.9.16 Data Management: MySQL 8.0.33, MongoDB 6.0.5