Experience
Skills
- Python
- Azure
- Git
- DevOps
- Bicep
- Ansible
- Docker
- C++
Quantum Software Engineer
Microsoft
Jul 2023 - Present
Redmond, Washington, United States
- Developed and implemented advanced features for the Accelerate DFT service utilizing Azure Functions, significantly enhancing service performance.
- Achieved a substantial increase in service throughput by optimizing job processing, resulting in reduced startup times.
- Developed and maintained a variety of software tools for the deployment and maintenance of the Azure Quantum Elements platform (a high-performance computing platform for chemistry and materials science) that included using Ansible, Bicep, ARM Templates and Bash scripts.
- Administered high performance computing clusters on behalf of customers and provided direct support to chemisry and materials scientists using the platform.
- Implemented chemistry workflows as applicationss on Azure Quantum Elements.
- Collaborated with cross-functional teams on various projects, fostering innovation and efficiency.
Computational Chemistry Cloud Admin/Dev
Microsoft - Contract (Protingent Inc.)
Apr 2022 - Jul 2023
Redmond, Washington, United States
- Designed and implemented complex workflows for the study of quantum chemistry in a cloud-native environment that was used in the demonstration of the first logical qubit.
- Designed and implemented Aiida plugins (Python) for the robust and efficient implementation of scientific workflows.
- Implemented CI/CD pipelines in Azure DevOps using Azure Pipelines and Docker, to distribute Python and C++ applications.
- Created and optimized Docker and Singularity images with respect to image size and security to facilitate cross-platform calculations of complex scientific software packages.
- Facilitated technology transfer of state-of-the-art software from research teams to a commercial setting by adapting a research-oriented code for a commercial cloud-native environment.
- Implemented Python-based Spack recipes for deploying code in an HPC environment.
- Performed code reviews and contributed to the open-source ecosystem.
Postdoctoral Researcher
University of Washington
Jul 2020 - Apr 2022
Seattle, Washington, United States
- Collaborated with a team of roughly 20 developers on an open-source software package (Chronus Quantum) using Git, CMake, and Google Tests.
- The code can be found at: chronusq.
- Presented at bi-weekly code maintenance meetings to discuss code integration.
- Lead and supervised graduate students in innovative research projects leading to both publications and new software.
- Designed and implemented general complex algorithms for scientific computation using object-oriented programming, high performance libraries and data structures from the C++ Standard library.
- Completed independent scientific research projects on novel computational methods.
- Implemented a constrained nonlinear optimization algorithm that led to more than 10 times the number of states to be computable.
- Increased the performance of an algorithm by 1.6 times using a novel screening technique.
- Refactored more than 2000 lines of code for a core component so that it can simultaneously be used for more than 4 disparate methods by designing a more generalized interface.
- Implemented software in a variety of programming environments including Linux and MacOS.
Postdoctoral Researcher
Jilin University · Full-time
Jun 2018 - Jul 2020
Changchun, Jilin, China
- Performed initial implementation of the constrained optimization algorithm in Chronus Quantum.
- Designed and implemented a scalable data pipeline for the analysis of molecular simulation data.
- Implemented computational methods using Fortran into a large software package (CHARMM) that enabled the computation of millions of data points.
- Derived novel algorithms for the calculation of matrix elements that properly include physical symmetry.
- Performed data analysis on data sets (10GB-1TB) using both Fortran and Perl.
Education
University of Minnesota
Doctor of Philosophy - PhD, Chemistry
2013 - 2018
Minneapolis, Minnesota, United States
Thesis Title: Development of Multistate Density Functional Theory for Photochemistry and Vibrational Dynamics Using Quantum Vibration Perturbation Theory
University of Minnesota
Masters of Science, Chemistry
2013 - 2015
Minneapolis, Minnesota, United States
Philadelphia University (now Thomas Jefferson University)
Bachelor of Science, Chemistry
2008 - 2012
Philadelphia, Pennsylvania, United States
Publications
- Bylaska, E. J.; Panyala, A.; Bauman, N. P.; Peng, B.; Pathak, H.; Mejia-Rodriguez, D.; Govind, N.; Williams-Young, D. B.; Aprà, E.; Bagusetty, A.; Mutlu, E.; Jackson, K. A.; Baruah, T.; Yamamoto, Y.; Pederson, M. R.; Withanage, K. P. K.; Pedroza-Montero, J. N.; Bilbrey, J. A.; Choudhury, S.; Firoz, J.; Herman, K. M.; Xantheas, S. S.; Rigor, P.; Vila, F. D.; Rehr, J. J.; Fung, M.; Grofe, A.; Johnston, C.; Baker, N.; Kaneko, K.; Liu, H.; Kowalski, K. Electronic Structure Simulations in the Cloud Computing Environment. J. Chem. Phys. 2024, 161 (15). https://doi.org/10.1063/5.0226437.
- Unsleber, J. P.; Liu, H.; Talirz, L.; Weymuth, T.; Mörchen, M.; Grofe, A.; Wecker, D.; Stein, C. J.; Panyala, A.; Peng, B.; Kowalski, K.; Troyer, M.; Reiher, M. High-Throughput Ab Initio Reaction Mechanism Exploration in the Cloud with Automated Multi-Reference Validation. J. Chem. Phys. 2023, 158 (8), 084803 https://doi.org/10.1063/5.0136526.
- Grofe, A.; Li, X. Relativistic Nonorthogonal Configuration Interaction: Application to L2,3-Edge X-Ray Spectroscopy. Phys. Chem. Chem. Phys. 2022 https://doi.org/10.1039/D2CP01127A.
- Zhao, R.; Shirley, J. C.; Lee, E.; Grofe, A.; Li, H.; Baiz, C. R.; Gao, J. Origin of Thiocyanate Spectral Shifts in Water and Organic Solvents. J. Chem. Phys. 2022, 156 (10), 104106 https://doi.org/10.1063/5.0082969.
- Grofe, A.; Zhao, R.; Wildman, A.; Stetina, T. F.; Li, X.; Bao, P.; Gao, J. Generalization of Block-Localized Wave Function for Constrained Optimization of Excited Determinants. J. Chem. Theory Comput. 2021, 17, 277–289 https://doi.org/10.1021/acs.jctc.0c01049.
- Cong, Y.; Zhai, Y.; Yang, J.; Grofe, A.; Gao, J.; Li, H. Quantum Vibration Perturbation Approach with Polyatomic Probe in Simulating Infrared Spectra. Phys. Chem. Chem. Phys. 2021. https://doi.org/10.1039/d1cp04490g.
- Han, J.; Grofe, A.; Gao, J. Variational Energy Decomposition Analysis of Charge-Transfer Interactions between Metals and Ligands in Carbonyl Complexes. Inorg. Chem. 2021. https://doi.org/10.1021/acs.inorgchem.1c01367.
- Zhao, R.; Grofe, A.; Wang, Z.; Bao, P.; Chen, X.; Liu, W.; Gao, J. Dynamic-Then-Static Approach for Core Excitations of Open-Shell Molecules. J. Phys. Chem. Lett. 2021, 7409–7417 https://doi.org/10.1021/acs.jpclett.1c02039.
- Grofe, A.; Gao, J.; Li, X. Exact-Two-Component Block-Localized Wave Function: A Simple Scheme for the Automatic Computation of Relativistic ΔSCF. J. Chem. Phys. 2021, 155 (1), 014103 https://doi.org/10.1063/5.0054227.
- Yang, L.; Grofe, A.; Reimers, J. R.; Gao, J. Source Code, Input Data, and Sample Output Concerning the Application of Multistate Density Functional Theory to the Singdoublet and Tripdoublet States of the Ethylene Cation. Data in Brief 2020, 28. https://doi.org/10.1016/j.dib.2019.104984.
- Yin, H.; Li, H.; Grofe, A.; Gao, J. Active-Site Heterogeneity of Lactate Dehydrogenase. ACS Catal. 2019, 9 (5), 4236–4246 https://doi.org/10.1021/acscatal.9b00821.
- Yang, L.; Grofe, A.; Reimers, J.; Gao, J. Multistate Density Functional Theory Applied with 3 Unpaired Electrons in 3 Orbitals: The Singdoublet and Tripdoublet States of the Ethylene Cation. Chem. Phys. Lett. 2019, 736 (August). https://doi.org/10.1016/j.cplett.2019.136803.
- Liu, M.; Chen, X.; Grofe, A.; Gao, J. Diabatic States at Construction (DAC) through Generalized Singular Value Decomposition. J. Phys. Chem. Lett. 2018, 6038–6046 https://doi.org/10.1021/acs.jpclett.8b02472.
- Grofe, A.; Qu, Z.; Truhlar, D. G.; Li, H.; Gao, J. Diabatic-At-Construction Method for Diabatic and Adiabatic Ground and Excited States Based on Multistate Density Functional Theory. J. Chem. Theory Comput. 2017, 13, 1176–1187 https://doi.org/10.1021/acs.jctc.6b00733.
- Olson, C. M.; Grofe, A.; Huber, C. J.; Spector, I. C.; Gao, J.; Massari, A. M.; Olson, C. M.; Grofe, A.; Huber, C. J.; Spector, I. C.; Gao, J. Enhanced Vibrational Solvatochromism and Spectral Diffusion by Electron Rich Substituents on Small Molecule Silanes Enhanced Vibrational Solvatochromism and Spectral Diffusion by Electron Rich Substituents on Small Molecule Silanes. J. Chem. Phys. 2017, 147, 124302 https://doi.org/10.1063/1.5003908.
- Grofe, A.; Chen, X.; Liu, W.; Gao, J. Spin-Multiplet Components and Energy Splittings by Multistate Density Functional Theory. J. Phys. Chem. Lett. 2017, 8 (19), 4838–4845 https://doi.org/10.1021/acs.jpclett.7b02202.
- Gao, J.; Grofe, A.; Ren, H.; Bao, P. Beyond Kohn-Sham Approximation: Hybrid Multistate Wave Function and Density Functional Theory. J. Phys. Chem. Lett. 2016, 7, 5143–5149 https://doi.org/10.1021/acs.jpclett.6b02455.
- Xue, R.-J. J. R.-J. R. J.; Grofe, A.; Yin, H. H.; Qu, Z.; Gao, J.; Li, H. Perturbation Approach for Computing Infrared Spectra of the Local Mode of Probe Molecules. J. Chem. Theory Comput. 2016, 13 (1), 191–201 https://doi.org/10.1021/acs.jctc.6b00733.