3 papers
cs.DC2026
CCL-Bench 1.0: A Trace-Based Benchmark for LLM Infrastructure
Eric Ding, Byungsoo Oh, Bhaskar Kataria +8
Evaluative claims about LLM infrastructure -- ``workload X is fastest on hardware Y with software Z'' -- depend on a complex configuration space spanning hardware accelerators, int…
cs.DC2024
Improving training time and GPU utilization in geo-distributed language model training
Palak, Tella Rajashekhar Reddy, Bhaskar Kataria +4
The widespread adoption of language models (LMs) has caused a huge surge in demand for GPUs. Training large LMs requires tens of thousands of GPUs and housing them in the same data…
cs.NI2024
Saving Private WAN: Using Internet Paths to Offload WAN Traffic in Conferencing Services
Bhaskar Kataria, Palak LNU, Rahul Bothra +11
Large-scale video conferencing services incur significant network cost while serving surging global demands. Our work systematically explores the opportunity to offload a fraction…