Optimizing video encoding with FFmpeg using NVIDIA GPU-based Amazon EC2 instances
Compute Blog
This article compares the performance of video encoding using CPUs and NVIDIA GPUs on AWS EC2 instances. It covers:
- An introduction to video encoding and how NVIDIA GPUs can accelerate it with their NVENC and NVDEC engines
- Benchmark methodology comparing CPU (c6i.4xlarge) and GPU instances (g4dn.xlarge, p3.2xlarge) for batch encoding and live streaming scenarios
- For batch encoding, GPU instances showed around 73-82% better price/performance than CPU, with some quality tradeoffs
- For live streaming, GPU instances could sustain up to 4 parallel 4K streams at lower cost than CPU instances
- Conclusion that GPUs can provide better price/performance for video encoding, but CPU encoding may be preferred if output file size is critical
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