Added Research Software Directory description, added DOI shield to re…

…adme

README.md

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 [![Python Versions](https://img.shields.io/pypi/pyversions/autotuning_methodology)](https://pypi.org/project/autotuning_methodology/)
 [![PyPI Downloads](https://img.shields.io/pypi/dm/autotuning_methodology)](https://pypi.org/project/autotuning_methodology/)
 ![PyPI - Status](https://img.shields.io/pypi/status/autotuning_methodology)
+![DOI](https://zenodo.org/badge/doi/10.5281/zenodo.11207515.svg)
 
 
 This repository contains the software package accompanying the paper "A Methodology for Comparing Auto-Tuning Optimization Algorithms". 

docs/rsd_description.md

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+- Official software by the authors of the article "A Methodology for Comparing Auto-Tuning Optimization Algorithms", making the guidelines in the methodology easy to apply.
+- Supports [BAT benchmark suite](https://github.com/NTNU-HPC-Lab/BAT), [Kernel Tuner](https://github.com/KernelTuner/kernel_tuner) and [KTT](https://github.com/HiPerCoRe/KTT). 
+- Split executer and visualizer to allow running the algorithms on a cluster and visualize locally. 
+- Checkpointing built-in to avoid duplicate executions. 
+- Support for the standardised 'T4' output files.
+- Notebook / interactive window mode; if enabled, plots are shown in the notebook / window instead of written to a folder. 
+
+![Documentation](https://img.shields.io/badge/docs-available-brightgreen?link=https%3A%2F%2Fautotuningassociation.github.io%2Fautotuning_methodology%2F)
+[![PyPI Downloads](https://img.shields.io/pypi/dm/autotuning_methodology)](https://pypi.org/project/autotuning_methodology/)
+![PyPI - Status](https://img.shields.io/pypi/status/autotuning_methodology)
+[![Python Versions](https://img.shields.io/pypi/pyversions/autotuning_methodology)](https://pypi.org/project/autotuning_methodology/)
+![DOI](https://zenodo.org/badge/doi/10.5281/zenodo.11207515.svg)