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polars-tpch |
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=========== |
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This repo contains the code used for performance evaluation of polars. The benchmarks are TPC-standardised queries and data designed to test the performance of "real" workflows. |
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From the [TPC website](https://www.tpc.org/tpch/): |
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> TPC-H is a decision support benchmark. It consists of a suite of business-oriented ad hoc queries and concurrent data modifications. The queries and the data populating the database have been chosen to have broad industry-wide relevance. This benchmark illustrates decision support systems that examine large volumes of data, execute queries with a high degree of complexity, and give answers to critical business questions. |
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## Generating TPC-H Data |
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### Project setup |
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```shell |
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# clone this repository |
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git clone https://github.com/pola-rs/tpch.git |
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cd tpch/tpch-dbgen |
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# build tpch-dbgen |
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make |
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``` |
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Notes: |
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- For MacOS, the above `make` command will result in an error while compiling like below, |
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```shell |
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bm_utils.c:71:10: fatal error: 'malloc.h' file not found |
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#include <malloc.h> |
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^~~~~~~~~~ |
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1 error generated. |
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make: *** [bm_utils.o] Error 1 |
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``` |
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To fix this, change the import statement `#include <malloc.h>` to `#include <sys/malloc.h>` in the files where error |
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is reported (`bm_utils.c` and `varsub.c`) and then re-run the command `make`. |
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### Execute |
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```shell |
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# change directory to the root of the repository |
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cd ../ |
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./run.sh |
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``` |
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This will do the following, |
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- Create a new virtual environment with all required dependencies. |
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- Generate data for benchmarks. |
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- Run the benchmark suite. |
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