基准数据和人工智能平台：如何选择和使用好的基准测试（重复）.pdf

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1、2024 Databricks Inc.All rights reserved2Benchmarking Benchmarking Data and AI Data and AI PlatformsPlatformsShannon Barrow,Lead Solutions Architect,DatabricksShannon Barrow,Lead Solutions Architect,DatabricksJoe Harris,Sr Software Engineer,DatabricksJoe Harris,Sr Software Engineer,Databricks2024 Dat

2、abricks Inc.All rights reservedBenchmarking Data and AI PlatformsBenchmarking Data and AI Platforms3Joe HarrisJoe Harris,Sr Software EngineerSr Software EngineerShannon Barrow,Lead Solutions ArchitectShannon Barrow,Lead Solutions Architect2024 Databricks Inc.All rights reservedBenchmarking Data and

3、AI PlatformsBenchmarking Data and AI Platforms4Shannon Barrow,Lead Solutions ArchitectShannon Barrow,Lead Solutions ArchitectHow Much You Bench,Bro?How Much You Bench,Bro?Joined Databricks in March 2019Previously:Principal-Innovation and Thought Leadership,Accenture Applied AnalyticsDespite overarch

4、ing benchmark discussion,I may:Put extra focus on TPC-DIPut on my Databricks hat for short segments2024 Databricks Inc.All rights reservedPrimarily TPC but others will be mentionedSuggestion:view the following benchmarks through the lens of a full endfull end-toto-end Lakehouse architectureend Lakeh

5、ouse architectureHow can an organization get a“full picture”of an end-to-end TCO?Highlights and challengesFocus on Gen AIWhatWhat to benchmark?Lessons learned from MosaicLakehouse/OLAPLakehouse/OLAPML/Gen AIML/Gen AI5Todays ScopeTodays ScopeFocus on LAKEHOUSE and AI Related BenchmarksFocus on LAKEHO

6、USE and AI Related Benchmarks2024 Databricks Inc.All rights reservedWhy Benchmark?Why Benchmark?6LevelLevel-setting on the Value and Limitations of Benchmarkssetting on the Value and Limitations of Benchmarkshttps:/ Databricks Inc.All rights reservedWhy Benchmark?Why Benchmark?7LevelLevel-setting on