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siqi committed Aug 26, 2023
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👐 With FEBench, we preliminarily investigate the effectiveness of feature extraction systems together with advanced hardwares, focusing on aspects like overall latency, tail latency, and concurrency performance.

For further insights, please check out our detailed [Technical Report](https://github.com/decis-bench/febench/blob/main/report/febench.pdf) and [Standard Specification](https://github.com/decis-bench/febench/blob/main/report/Feature_Extraction_Benchmark_Standard_Specification.pdf)!
For further insights, please check out our detailed [Technical Report](report/febench.pdf) and [Standard Specification](report/Feature_Extraction_Benchmark_Standard_Specification.pdf)!

## 👫 Community

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## 📜 Data and Query

We have conducted an analysis of both the schema of our datasets and the characteristics of the queries. Please refer to our detailed [data schema analysis](https://github.com/decis-bench/febench/blob/main/report/tableSchema.md) and [query analysis](https://github.com/decis-bench/febench/blob/main/report/queryAnalysis.md) for further information.
We have conducted an analysis of both the schema of our datasets and the characteristics of the queries. Please refer to our detailed [data schema analysis](report/tableSchema.md) and [query analysis](report/queryAnalysis.md) for further information.

<span id="-quickstart"></span>

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| Memory (GB) | 20 | 6 | 6 | 160 | 50 | 570 |
| Exe. Time | 15min | 15min | 15min | 1hr | 4hrs | 2.5hrs |

Note that for larger datasets like Q3, Q4 and Q5, please make sure enough memory is allocated. You can reduce the memory usage by setting the table replica numbers to 1 with `OPTIONS(replicanum=1)`, for example [here](https://github.com/decis-bench/febench/blob/main/OpenMLDB/fequery/Q3/Q3_create_benchmark.sql).
Note that for larger datasets like Q3, Q4 and Q5, please make sure enough memory is allocated. You can reduce the memory usage by setting the table replica numbers to 1 with `OPTIONS(replicanum=1)`, for example [here](OpenMLDB/fequery/Q3/Q3_create_benchmark.sql).


## ⚡️ Customized Implementation
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