From f1220f8496923899bc3a444a9bd0b1769bb17278 Mon Sep 17 00:00:00 2001 From: Matthew Powers Date: Fri, 6 Sep 2024 10:58:27 -0300 Subject: [PATCH] update falsa readme --- README.md | 94 ++++++++++++++++++++++++++++++++------- images/falsa_example.png | Bin 0 -> 516566 bytes 2 files changed, 79 insertions(+), 15 deletions(-) create mode 100644 images/falsa_example.png diff --git a/README.md b/README.md index b5f8190..83cce35 100644 --- a/README.md +++ b/README.md @@ -1,35 +1,99 @@ -# Falsa +# falsa -Falsa is a tool for generating H2O db-like-benchmark. -This implementation is unofficial! For the official implementation please check [DuckDB fork of orginial H2O project](https://github.com/duckdblabs/db-benchmark/tree/main/_data). +falsa makes it easy to generate sample datasets. -## Quick start +Here is how to generate a Parquet file with 100 million rows and 9 columns of data for example: -Falsa is built via maturin and pyo3. It works with python 3.9+. For maturin installation please follow [an official documentation](https://www.maturin.rs/installation). +``` +falsa groupby --path-prefix=~/data --size MEDIUM +``` -### Maturin build +![falsa example](https://github.com/mrpowers-io/falsa/blob/main/images/falsa_example.png) + +Here are the first three rows of data in the file: + +``` +┌───────┬──────────┬──────────────┬─────┬─────┬────────┬─────┬─────┬───────────┐ +│ id1 ┆ id2 ┆ id3 ┆ id4 ┆ id5 ┆ id6 ┆ v1 ┆ v2 ┆ v3 │ +│ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- │ +│ str ┆ str ┆ str ┆ i64 ┆ i64 ┆ i64 ┆ i64 ┆ i64 ┆ f64 │ +╞═══════╪══════════╪══════════════╪═════╪═════╪════════╪═════╪═════╪═══════════╡ +│ id038 ┆ id850817 ┆ id0000837021 ┆ 90 ┆ 8 ┆ 898164 ┆ 4 ┆ 15 ┆ 28.133477 │ +│ id095 ┆ id73309 ┆ id0000312443 ┆ 3 ┆ 75 ┆ 177193 ┆ 1 ┆ 12 ┆ 91.555302 │ +│ id055 ┆ id248099 ┆ id0000141631 ┆ 12 ┆ 94 ┆ 132406 ┆ 1 ┆ 3 ┆ 64.543029 │ +└───────┴──────────┴──────────────┴─────┴─────┴────────┴─────┴─────┴───────────┘ +``` + +With falsa, you can generate many sample datasets. + +## Installation + +### Pip install In virtualenv with python 3.9+: ```sh -maturin develop --release +pip install git+https://github.com/mrpowers-io/falsa.git@main falsa --help ``` -### Pip install +### Maturin build In virtualenv with python 3.9+: + ```sh -pip install git+https://github.com/mrpowers-io/falsa.git@main +maturin develop --release falsa --help ``` -## Supported output formats +## h2o groupby dataset -At the moment the following output formats are supported: +The h2o groupby dataset has 9 columns and 10 million/100 million/1 billion rows of data. -- CSV -- Parquet -- Delta* +Here are three representative rows of data: + +``` +┌───────┬──────────┬──────────────┬─────┬─────┬────────┬─────┬─────┬───────────┐ +│ id1 ┆ id2 ┆ id3 ┆ id4 ┆ id5 ┆ id6 ┆ v1 ┆ v2 ┆ v3 │ +│ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- │ +│ str ┆ str ┆ str ┆ i64 ┆ i64 ┆ i64 ┆ i64 ┆ i64 ┆ f64 │ +╞═══════╪══════════╪══════════════╪═════╪═════╪════════╪═════╪═════╪═══════════╡ +│ id038 ┆ id850817 ┆ id0000837021 ┆ 90 ┆ 8 ┆ 898164 ┆ 4 ┆ 15 ┆ 28.133477 │ +│ id095 ┆ id73309 ┆ id0000312443 ┆ 3 ┆ 75 ┆ 177193 ┆ 1 ┆ 12 ┆ 91.555302 │ +│ id055 ┆ id248099 ┆ id0000141631 ┆ 12 ┆ 94 ┆ 132406 ┆ 1 ┆ 3 ┆ 64.543029 │ +└───────┴──────────┴──────────────┴─────┴─────┴────────┴─────┴─────┴───────────┘ +``` + +Here's a short description of the columns: + +* id1: 100 distinct values between id001 and id100 +* id2: 100 distinct values between id001 and id100 +* id3: 1_000_000 distinct values +* id4: random float values between zero and 100 +* id5: random integer values between zero and 100 +* id6: random integer values between 1 and 1_000_000 +* v1: integer values between 1 and 5 +* v2: integer valuees between 1 and 15 +* v3: floating values between zero and 100 + +Here's the detailed description of the table: + +``` +┌────────────┬───────────┬───────────┬──────────────┬───────────┬───┬───────────────┬──────────┬───────────┬───────────┐ +│ statistic ┆ id1 ┆ id2 ┆ id3 ┆ id4 ┆ … ┆ id6 ┆ v1 ┆ v2 ┆ v3 │ +│ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ ┆ --- ┆ --- ┆ --- ┆ --- │ +│ str ┆ str ┆ str ┆ str ┆ f64 ┆ ┆ f64 ┆ f64 ┆ f64 ┆ f64 │ +╞════════════╪═══════════╪═══════════╪══════════════╪═══════════╪═══╪═══════════════╪══════════╪═══════════╪═══════════╡ +│ count ┆ 100000000 ┆ 100000000 ┆ 100000000 ┆ 1e8 ┆ … ┆ 1e8 ┆ 1e8 ┆ 1e8 ┆ 1e8 │ +│ null_count ┆ 0 ┆ 0 ┆ 0 ┆ 0.0 ┆ … ┆ 0.0 ┆ 0.0 ┆ 0.0 ┆ 0.0 │ +│ mean ┆ null ┆ null ┆ null ┆ 50.500471 ┆ … ┆ 499977.133559 ┆ 3.000173 ┆ 8.0002679 ┆ 50.000731 │ +│ std ┆ null ┆ null ┆ null ┆ 28.864911 ┆ … ┆ 288668.423121 ┆ 1.414225 ┆ 4.320694 ┆ 28.868118 │ +│ min ┆ id001 ┆ id001 ┆ id0000000001 ┆ 1.0 ┆ … ┆ 1.0 ┆ 1.0 ┆ 1.0 ┆ 0.000002 │ +│ 25% ┆ null ┆ null ┆ null ┆ 26.0 ┆ … ┆ 249956.0 ┆ 2.0 ┆ 4.0 ┆ 24.999205 │ +│ 50% ┆ null ┆ null ┆ null ┆ 51.0 ┆ … ┆ 499949.0 ┆ 3.0 ┆ 8.0 ┆ 50.002307 │ +│ 75% ┆ null ┆ null ┆ null ┆ 75.0 ┆ … ┆ 749987.0 ┆ 4.0 ┆ 12.0 ┆ 75.002693 │ +│ max ┆ id100 ┆ id999999 ┆ id0001000000 ┆ 100.0 ┆ … ┆ 1e6 ┆ 5.0 ┆ 15.0 ┆ 100.0 │ +└────────────┴───────────┴───────────┴──────────────┴───────────┴───┴───────────────┴──────────┴───────────┴───────────┘ +``` -_*There is a problem with Delta at the moment: writing to Delta requires materialization of all `pyarrow` batches first and may be slow and tends to OOM-like errors. We are working on it now and will provide a patched version soon._ +The h2o dataset is useful for group by benchmarks. 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