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Home»ADOPTION NEWS»NVIDIA Grace CPU: ETL efficiency of polars and apache spark
ADOPTION NEWS

NVIDIA Grace CPU: ETL efficiency of polars and apache spark

By Crypto FlexsMarch 12, 20253 Mins Read
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NVIDIA Grace CPU: ETL efficiency of polars and apache spark
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Zach Anderson
March 12, 2025 01:57

NVIDIA’s Grace CPU Superchip improves ETL workload efficiency, providing better performance and energy saving than conventional X86 CPUs.





NVIDIA’s Grace CPU Superchip sets new standards in the ETL (Extract, Transform, Load) workload area to provide unparalleled performance and energy efficiency in data centers and cloud environments. According to NVIDIA, the Grace CPU is equipped with high -performance ARM NEOVERSE V2 CORES, fast -expandable consistency fabrics and high -powered bandwidth LPDDR5X memory, which is an ideal choice for data processing.

CPU’s single node polar

Polars, an open source library for data processing, uses the power of NVIDIA’s Grace CPU to greatly improve the single node workload. Python API and optimized lazeframe tasks enable polars to be efficient data analysis as shown in the PDS benchmark. In particular, the Grace CPU was 25% compared to AMD Turin, the fastest x86 CPU, and the performance gain was the performance gain due to the size of the 64K basic page compared to the small page size of the x86.

The PDS benchmark, which runs 22 analysis queries, emphasized the excellent performance and energy efficiency of the Grace CPU. Energy consumption decreased 65% compared to the X86 server, which has shifted to 2.7 times per watt and 1.6 times better per dollar.

CPU’s multi -node apache spark

In multi -node settings, Apache Spark also uses the function of the Grace CPU. NVIDIA’s Open-Source NDS benchmark toolset has shown that the 8 node cluster using the Grace CPU consists of a much less energy energy, almost consistent with the performance of the AMD GenoA cluster. This efficiency allows the Grace CPU cluster to provide almost 40% more performance at the same power level.

Industrial impact

The introduction of the Grace CPU indicates a significant transition to more energy efficient and cost -effective data processing solutions. By optimizing the ETL workload, the organization can reduce the operating cost and get deeper insights. Grace Architecture’s high -performance core, fast fabric and large -scale memory bandwidth are particularly helpful for data -intensive work.

The transition to ARM -based architecture, such as NVIDIA Grace, also opens the way of integrated CPU and GPU solutions to improve the functions of AI and machine learning applications. Compatibility with the ARM ecosystem of the Grace CPU further simplifies the standardization of the data center.

Overall, the NVIDIA Grace CPU not only improves ETL workload performance, but also provides significant cost savings and environmental advantages by becoming a sustainable choice for future data centers.

Image Source: Shutter Stock


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