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docs: Update documentation for 0.4.0 release (apache#1096)
* update TPC-H results * update Maven links * update benchmarking guide and add TPC-DS results * include q72
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README.md

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@@ -49,7 +49,7 @@ The following chart shows the time it takes to run the 22 TPC-H queries against
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using a single executor with 8 cores. See the [Comet Benchmarking Guide](https://datafusion.apache.org/comet/contributor-guide/benchmarking.html)
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for details of the environment used for these benchmarks.
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When using Comet, the overall run time is reduced from 616 seconds to 374 seconds, a 1.6x speedup, with query 1
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When using Comet, the overall run time is reduced from 615 seconds to 364 seconds, a 1.7x speedup, with query 1
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running 9x faster than Spark.
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Running the same queries with DataFusion standalone (without Spark) using the same number of cores results in a 3.6x
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Comet is not yet achieving full DataFusion speeds in all cases, but with future work we aim to provide a 2x-4x speedup
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for a broader set of queries.
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![](docs/source/_static/images/benchmark-results/0.3.0/tpch_allqueries.png)
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![](docs/source/_static/images/benchmark-results/0.4.0/tpch_allqueries.png)
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Here is a breakdown showing relative performance of Spark, Comet, and DataFusion for each TPC-H query.
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![](docs/source/_static/images/benchmark-results/0.3.0/tpch_queries_compare.png)
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![](docs/source/_static/images/benchmark-results/0.4.0/tpch_queries_compare.png)
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The following charts shows how much Comet currently accelerates each query from the benchmark.
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### Relative speedup
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![](docs/source/_static/images/benchmark-results/0.3.0/tpch_queries_speedup_rel.png)
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![](docs/source/_static/images/benchmark-results/0.4.0/tpch_queries_speedup_rel.png)
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### Absolute speedup
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![](docs/source/_static/images/benchmark-results/0.3.0/tpch_queries_speedup_abs.png)
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![](docs/source/_static/images/benchmark-results/0.4.0/tpch_queries_speedup_abs.png)
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These benchmarks can be reproduced in any environment using the documentation in the
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[Comet Benchmarking Guide](https://datafusion.apache.org/comet/contributor-guide/benchmarking.html). We encourage
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docs/source/contributor-guide/benchmark-results/0.3.0/datafusion-python-tpch.json

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