Full stack component of software and middleware for quantum machine
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MDR Inc. is a Japanese quantum computing company that develops full-stack quantum computing software and middleware. It was founded in 2008 and has 15 employees including software engineers, finance specialists, and an advisor. MDR provides an open-source SDK for quantum application development, works with clients in various industries to develop quantum machine learning and optimization applications, and partners with hardware providers and research institutions.
![from blueqat import vqe
from blueqat.pauli import qubo_bit as q
hamiltonian =
-3*q(0)-3*q(1)-3*q(2)-3*q(3)-3*q(4)+2*q(0)*q(1)+2*q(0)*q(2)+2*q(0)*q(3)+2*q(0)*q(4)+2
*q(1)*q(2)+2*q(1)*q(3)+2*q(1)*q(4)+2*q(2)*q(3)+2*q(2)*q(4)+2*q(3)*q(4)
step = 2
result = vqe.Vqe(vqe.QaoaAnsatz(hamiltonian, step)).run()
print(result.most_common(12))
---------------------
from blueqat.pauli import *
hamiltonian1 = (1.23 * Z[0] + 4.56 * X[1] * Z[2]) ** 2
hamiltonian2 = (2.46 * Y[0] + 5.55 * Z[1] * X[2] * X[1]) ** 2
hamiltonian = hamiltonian1 + hamiltonian2
print(hamiltonian)
OSS Python SDK for quantum computing
https://github.com/Blueqat/Blueqat](https://image.slidesharecdn.com/190621photonics-190706024340/85/Full-stack-component-of-software-and-middleware-for-quantum-machine-10-320.jpg)
Full stack component of software and middleware for quantum machine
- 1. Full stack component of software and middleware for superconducting & photonics machine Solve problem that human beings cannot solve
- 2. Introduction Yuichiro Minato CEO of MDR Inc. Univ. of Tokyo (Architecture) Kengo Kuma & associates (Architecture) 2008- MDR Inc. 2015- QC project adopted by ministry of internal affair and communications. 2017- Associate program manager on ImPACT project 2019- Advisor on Presto / Sakigake
- 3. MDR Overview Company Name MDR Inc. Location Hongo2-40-14-3F, Bunkyo-ku, Tokyo, Japan Established 2008 Capital $2,030,000 Business Quantum Computer Fullstack Employee 15 (including advisor)
- 4. Full-stack development team from software to hardware Engineering and theory mainly from Univ. of Tokyo and Finance team Univ. of Tokyo dep. of Engineering Project manager at Japanese cabinet office quantum computing project CEO Yuichiro Minato Daisuke Saida Application/Middleware Superconducting qubit Goldman Sachs Morgan Stanley Columbia University Univ of Tokyo dep. of Engineering Mitsubishi UFJ Bank ABC Finance Chuo Univ. Finance Finance Management ManagerCFO Yoichi Takebayashi Hitoya Nakamura Executive Shinji Ishihara Toshiba Univ. of Tokyo dep. of Engineering (Ph.D) Tokyo Institute of Technology Toshiba PwCC / IBM Sony Global Solutions
- 5. Hardware on superconducting and Application on both QA and Universal https://quantumcomputingreport.com/ Flux Transmon
- 6. Principle Verification of the Superconducting Flux Qubit Cell Toward the Quantum Sampling Approach for Training of Deep Neural Networks Yamanashi lab, Yokohama National University National Institute of Advanced Industrial Science and Technology
- 7. Over 2100 Quantum Computing Application Community. around 400 people at once event over 2100 offline over 1500 online https://qnn.connpass.com/
- 8. Clients Bank Insurance Automotive Heavy Industry Trading Telecom Career Material company Ministries Universities,National Labs Over 20 Clients on QC MUFG Bank, Ltd. ・Portfolio Optimization ・Risk management ・Monte Carlo Simulations ・Crypto Security
- 9. Applications ・Quantum Simulations ・Combinatorial Optimization ・Quantum Machine Learning Business Area ・Finance (shor/risk calc) ・Automotive (self-driving) ・Material and Drug discovery (chemistry)
- 10. from blueqat import vqe from blueqat.pauli import qubo_bit as q hamiltonian = -3*q(0)-3*q(1)-3*q(2)-3*q(3)-3*q(4)+2*q(0)*q(1)+2*q(0)*q(2)+2*q(0)*q(3)+2*q(0)*q(4)+2 *q(1)*q(2)+2*q(1)*q(3)+2*q(1)*q(4)+2*q(2)*q(3)+2*q(2)*q(4)+2*q(3)*q(4) step = 2 result = vqe.Vqe(vqe.QaoaAnsatz(hamiltonian, step)).run() print(result.most_common(12)) --------------------- from blueqat.pauli import * hamiltonian1 = (1.23 * Z[0] + 4.56 * X[1] * Z[2]) ** 2 hamiltonian2 = (2.46 * Y[0] + 5.55 * Z[1] * X[2] * X[1]) ** 2 hamiltonian = hamiltonian1 + hamiltonian2 print(hamiltonian) OSS Python SDK for quantum computing https://github.com/Blueqat/Blueqat
- 11. Ising model tutorial for beginners on ipython
- 12. To create quantum computing community for industry Community and eco system is the most important to improve the whole system. We need some components to maintain the community and industry. SDK Software development Kit Tutorials on SDK Communication tools and place to disscuss Hardware Middleware to handle the hardware Application and Software based on the SDK Cloudsystem to deliver the service Simulators libraries
- 13. For national project we don’t need full component If we just accomplish the research project we don’t need a lot. SDK Software development Kit Tutorials on SDK Communication tools and place to disscuss Hardware Middleware to handle the hardware Application and Software based on the SDK Cloudsystem to deliver the service Simulators libraries
- 14. QC SDK is a userside python based software stack Installing SDK into the user’s PC handling the process to the qc machine. And basically it contains basic simulator of quantum computer inside it. Application is working on this SDK User’s PC SDK gaussian fock CPU/GPU Application / Software
- 15. Simulator? Usually users using simulator to develop the application before send the data to the actual quantum computing machine. The simulator simulate the quantum computing effect efficiently for a small size of qubits.
- 16. The process to develop applications Applications developed with simulator first and sent to the qc at last. SimulatorSmall problems adjustment of parameters Quantum computer through cloud SimulatorBig problems adjustment of parameters Quantum computer through cloud decomposition
- 17. QC Quantum Classical hybrid algorithm SDK handle the Quantum-Classical hybrid algorithm using inside/outside simulator and quantum computer. User’s PC SDK CPU/GPU Application / Software HPC Simulator There are many types hybrid algorithms for quantum computer.
- 18. Quantum classical hybrid Quantum computer HPC quantum calc 1 quantum calc 2 quantum calc N opti mizat ion parameter on phase Hybrid algorithm reduce the error of the existing quantum computer for NISQ era.
- 19. The QC service is provided through cloud. Basically quantum computer is placed inside labs and the calculation provided through cloud system which controlling user auth and job schedules. Users and system communicate each other through API interface. User’s PC SDK CPU/GPU Application / Software Cloud system API interface Internet user projectjobAPI interface2 QCHPC Simulator local or internet through secured network
- 20. QC System HPC Simulator System API interface API interface Cloud system API interface2 HPC simulator and Quantum computer need independent PC system each. Inside the lab near Quantum computer or HPC simulator, need some basic PC systems to handle job. local or internet through secured network job scheduler job scheduler QC machine HPC machine
- 21. Graphic based user interface built on API Graphic based user interface like a quantum circuit to control with mouse or touch panels is located on internet built on the API specification. The GUI interface is not installed on the user’s PC, we just use it through basic browser. html/css/js
- 22. QCHPC API interface job scheduler HPC machine API interface job scheduler QC machine Cloud system The whole system needs robustness for unstable quantum computer The robustness guaranteed by some job schedulers, hpc simulator and userside simulator. User’s PC SDK CPU/GPU Application / Software API interface Internet user projectjobAPI interface2 local or internet through secured network
- 23. User tend to use qc with a lot users and tutorials. Basically SDK is written in english language because the english user is the most over the world. If you want to gather domestic users like inside Japan, you need to write the basic documents on Japanese language.
- 24. Basic SDK located on pip and github Usually users acquire software from github and quick installing package system installed inside their computer like “pip” based on python. Install git clone https://github.com/Blueqat/Blueqat cd Blueqat pip3 install -e . or pip3 install blueqat
- 25. The hardware and software partners Startups usually contract partnership with hardware providers. Software startups have a lot of clients on quantum computing projects.
- 26. Summary : The whole economy The hardware company provides hardware. The software company is using it providing solution for their clients. The hardware and software service providers have their own community to get feedback from the community and improving the service. SDK is provided for free and application and hardware is usually provided with prices. hardware SDK (For free) Applications
- 27. Solve problem that human beings cannot solve