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NVIDIA published this blog post showing how to run GPU-accelerated pandas in the cloud using Coiled. In the example they do some typical data wrangling (read in
by scj13 1y ago
NVIDIA published this blog post showing how to run GPU-accelerated pandas in the cloud using Coiled. In the example they do some typical data wrangling (read in parquet files from S3, do some filtering, aggregation, return a result) and saw ~9x speedup.
They used Coiled to manage the cloud infrastructure, a UX-friendly tool for Python devs who want to use the cloud, without needing to directly manage EC2 instances.
Whether you _should_ be running pandas on cloud GPUs is a whole other question (and probably pretty specific to the use case).