INTRODUCTION  
1 LARGE-SCALE DL SERVING SYSTEM: A NOVEL TAXONOMY  
2 COMPUTING SCALING: TRENDING TO MULTI-INSTANCE SINGLE-DEVICE (MISD)  
3 MODEL SCALING: TRENDING TO SINGLE INSTANCE MULTI DEVICE (SIMD)  
4 CONCLUSION  