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‎post_processing/README.md‎

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# Post Processing of CBT results
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## Description
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A set of tools that can be used to post process the data from any run of CBT. It provides a report in github markdown,
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and optionally pdf, format that contains a set of hockey-stick curves generated from the CBT run.
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The tool set consists of three separate tools that can be run stand-alone. The eventual aim is to integrate the post
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processing into CBT once more benchmark types are supported.
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There are three components to the post processing which are:
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* [formatter](formatter/README.md)
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* [plotter](plotter/README.md)
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* [reports](reports/README.md)
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## Suppoted benchmark tools
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This list will be added to as extra benchmark tools are supported.
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* fio
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## Dependencies
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These post processing changes include some new dependencies to be run correctly
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### python dependencies
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The following python modules are dependencies for this work:
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* matplotlib
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* mdutils
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Both have been added to the requirements.txt file in the CBT project.
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### Dependencies for pdf report generation
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To generate a report in pdf format there are 2 additional requirements
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A working install of tex is required on the base operating system, which can be installed using the package manager.
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For Red Hat based OSes this can be achieved by running `yum install texlive`
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[Pandoc](https://pandoc.org/), which can be installed on most Linux distributions using the included package manager.
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For Red Hat based OSes use `yum install pandoc`
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The minimum pandoc level tested is `2.14.0.3` which is available for RHEL 9

‎post_processing/formatter/README.md‎

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# Formatter
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The formatter converts CBT output json files into the correct format for the rest of the post processing. It is
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a json file of the format:
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```
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{
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<queue_depth>: {
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bandwidth_bytes: <value>
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blocksize: <value>
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io_bytes: <value>
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iops: <value>
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latency: <value>
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number_of_jobs: <value>
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percentage_reads: <value>
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percentage_writes: <value>
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runtime_seconds: <value>
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std_deviation: <value>
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total_ios: <value>
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}
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...
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<queue_depth_n> {
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}
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maximum_bandwidth: <value>
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latency_at_max_bandwidth: <value>
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maximum_iops: <value>
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latency_at_max_iops: <value>
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}
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```
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A single file will be produced per block size used for the benchmark run.
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## Standalone script
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A wrapper script has been provided for the formatter
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```
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fio_common_output_wrapper.py --archive=<archive_directory>
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--results_file_root=<file_root>
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```
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where
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- `--archive` Required. the archive directory given to CBT for the benchmark run.
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- `--results_file_root` Optional. the name of the results file to process, without the extension. This defaults to `json_output`,
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which is the default for CBT runs, if not specified
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Full help text is provided by using `--help` with the script
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## Output
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A directory called `visualisation` will be created in the directory specified by `--archive` that contains all the processed files.
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There will be one file per blocksize used for the benchmark run.
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## Example
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```bash
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PYTHONPATH=/cbt /cbt/tools/fio_common_output_wrapper.py --archive="/tmp/ch_cbt_run" --results_file_root="ch_json_result"
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```

‎post_processing/plotter/README.md‎

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# Plotter
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Draws the hockey stick plots for a benchmark run from the data produced by the formatter. These are png files, with one
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plot produced per block size used.
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There is also a python class that will produce comparison plots of two or more different CBT runs for one or more block
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sizes.
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Due to the tools used there are only 6 unique colours available for the plot lines, so it is recommended to limit the
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comparison to 6 or less files or directories.
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## Standalone script
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A wrapper script is only provided to produce comparison plots.
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```
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plot_comparison.py --files=<comma_separated_list_of_files_to_compare>
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--directories=<comma_separated_list_of_directories_to_compare>
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--output_directory=<full_path_to_directory_to_store_plot>
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--labels="<comma_separated_list_of_labels>
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```
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where
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- `--output_directory` Required. The full path to a directory to store the plots. Will be created if it doesn't exist
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- `--files` Optional. A comma separated list of files to plot on a single axis
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- `--directories` Optional. A comma separated list of directories to plot. A single plot will be produced per blocksize
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- `--labels` Optional. Comma separated list of labels to use for the lines on the comparison plot, in the same order as
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--file or --directories.
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One of `--files` or `--directories` must be provided.
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Full help text is provided by using `--help` with the script
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## Example
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```bash
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PYTHONPATH=/cbt /cbt/tools/plot_comparison.py --directories="/tmp/ch_cbt_main_run,/tmp/ch_cbt_sandbox_run" --output_directory="/tmp/main_sb_comparisons"
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```

‎post_processing/reports/README.md‎

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# Reports
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Produces a report in github markdown, and optionally pdf format that includes a summary table and the relevant
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plots from the CBT run.
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## Output
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A report in github markdown format with a plots directory containing the required plots. The report and plots directory
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can be uploaded directly to github as-is and the links will be maintained.
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Optionally a report in pdf format can also be created.
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Due to the tools used there are only 6 unique colours available for the plot lines, so it is recommended to limit the
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comparison to 6 or less files or directories. During testing we found that more than four directories can start rendering
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the pdf report unreadable, so it is not recommended to create a pdf report to compare data from more than four
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benchmark runs.
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## Standalone scripts
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There are actually 2 scripts provided as wrappers for the report generation:
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* generate_performance_report.py
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* generate_comparison_performance_report.py
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### generate_performance_report
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Creates a performance report for a single benchmark run. The results must first have had the formatter run on them.
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```
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generate_performance_report.py --archive=<full_path_to_results_directory>
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--output_directory=<full_path_to_directory_to_store_report>
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--create_pdf
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```
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where:
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- `--archive` Required. The archive directory containing the files from the formatter
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- `--output_directory` Required. The directory to store the markdown report file and relevant plots.
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- `--create_pdf` Optional. Create a pdf report
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Full help text is provided by using `--help` with the scripts
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#### Example
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```bash
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PYTHONPATH=/cbt /cbt/tools/generate_performance_report.py --archive="/tmp/ch_cbt_main_run" --output_directory="/tmp/reports/main" --create_pdf
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```
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### generate_comparison_performance_report.py
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Creates a report comparing 2 or more benchmark runs. The report will only include plots and results for formatted files
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that are common in all the directories.
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```
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generate_comparison_performance_report.py --baseline=<full_path_to_archive_directory_to_use_as_baseline>
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--archives=<full_path_to_results_directories_to_compare>
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--output_directory=<full_path_to_directory_to_store_report>
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--create_pdf
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```
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where
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- `--baseline` Required. The full path to the baseline results for the comparison
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- `--archives` Required. A comma-separated list of directories containing results to compare to the baseline
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- `--output_directory` Required. The directory to store the markdown report file and relevant plots.
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- `--create_pdf` Optional. Create a pdf report
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#### Examples
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```bash
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PYTHONPATH=/cbt /cbt/tools/generate_comparison_performance_report.py --baseline="/tmp/ch_cbt_main_run" --archives="/tmp/ch_sandbox/" --output_directory="/tmp/reports/main" --create_pdf
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```

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