Emplois actuels liés à PhD Position in AI-Assisted Generation of High-Level Models and Simulators for Hardware Design - Palaiseau - Cea
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Palaiseau, Île-de-France CEA Temps pleinJob Title:PhD Position in AI-Assisted Generation of High-Level Models and Simulators for Hardware DesignJob Description:The CEA is seeking a highly motivated PhD student to work on a research project focused on the development of AI-assisted generation of high-level models and simulators for hardware design. The successful candidate will have the opportunity...
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Palaiseau, France CEA Temps pleinPosition description Category Electronics components and equipments Contract Fixed-term contract Job title PhD Position in AI-Assisted Generation of High-Level Models and Simulators for Hardware Design Socio-professional category Non Cadre Contract duration (months) 36 Job description Simulation tools are...
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Palaiseau, Île-de-France CEA Temps pleinJob DescriptionPosition OverviewThe CEA is seeking a highly skilled researcher to join our team in the field of electronic design automation. As a PhD student, you will be responsible for designing a methodology to automate the generation of Instruction Set Simulators (ISSs) from low-level Register Transfer Level (RTL) models.Key ResponsibilitiesDesign and...
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Palaiseau, Île-de-France CEA Temps pleinRevolutionize Hardware Design with AI CEA is seeking a highly motivated PhD candidate to join our cutting-edge research team focused on leveraging artificial intelligence (AI) to transform the landscape of hardware design. The Challenge: Streamlining Hardware Development Through Automation Simulation tools are essential for designing and validating digital...
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Palaiseau, Île-de-France CEA Temps pleinJob Title: Research Engineer in AI-assisted Methods for Model Generation and Simulation of SoC DesignsWe are seeking a highly skilled Research Engineer to join our team at CEA to develop cutting-edge technology in the field of Electronic Design Automation (EDA).In the context of a national project, you will be responsible for developing a simulation...
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Palaiseau, Île-de-France CEA Temps pleinJob Title: Research Engineer in AI-assisted Methods for Model Generation and Simulation of SoC DesignsWe are seeking a highly skilled Research Engineer to join our team at CEA to develop cutting-edge technology in the field of Electronic Design Automation (EDA).In the context of a national project, you will be responsible for developing a simulation...
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Palaiseau, Île-de-France CEA Temps pleinJob Title: Research Engineer in AI-assisted Methods for Model Generation and Simulation of SoC DesignsWe are seeking a highly skilled Research Engineer to join our team at CEA to develop cutting-edge technology in the field of Electronic Design Automation (EDA).In the context of a national project, you will be responsible for developing a simulation...
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Palaiseau, Île-de-France CEA Temps pleinJob Title: Research Engineer in AI-assisted Methods for Model Generation and Simulation of SoC DesignsWe are seeking a highly skilled and motivated Research Engineer to join our team at CEA to develop cutting-edge technology in the field of Electronic Design Automation (EDA).Job Description:The successful candidate will be responsible for developing a...
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Palaiseau, Île-de-France CEA Temps pleinJob Title: Research Engineer in AI-assisted Methods for Model Generation and Simulation of SoC DesignsWe are seeking a highly skilled Research Engineer to join our team at CEA to develop cutting-edge technology in the field of Electronic Design Automation (EDA).Job Description:The successful candidate will be responsible for developing a simulation...
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Palaiseau, Île-de-France CEA Temps pleinResearch Engineer in AI-assisted Methods for Model Generation and Simulation of SoC DesignsWe are seeking a highly skilled Research Engineer to join our team and contribute to the development of cutting-edge technology in the field of Electronic Design Automation (EDA).Key Responsibilities:Develop and implement AI-based model generation methodologies for...
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Palaiseau, Île-de-France CEA Temps pleinResearch Engineer in AI-assisted Methods for Model Generation and Simulation of SoC DesignsWe are seeking a highly skilled Research Engineer to join our team and contribute to the development of cutting-edge technology in the field of Electronic Design Automation (EDA).Key Responsibilities:Develop and implement AI-based model generation methodologies for...
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Palaiseau, Île-de-France CEA Temps pleinResearch Engineer in AI-assisted Methods for Model Generation and Simulation of SoC DesignsWe are seeking a highly skilled Research Engineer to join our team at the French Alternative Energies and Atomic Energy Commission (CEA) to develop cutting-edge technology in the field of Electronic Design Automation (EDA).The successful candidate will be responsible...
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Palaiseau, France CEA Temps pleinPosition description Category Electronics components and equipments Contract Fixed-term contract Job title Research Engineer in AI-assisted Methods for Model Generation and Simulation of SoC Designs H/F Socio-professional category Executive Contract duration (months) 24 Job description We are looking for a...
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Palaiseau, Île-de-France CEA Temps pleinResearch Engineer in AI-assisted Methods for Model Generation and Simulation of SoC DesignsWe are seeking a highly skilled Research Engineer to join our team and contribute to the development of cutting-edge technology in the field of Electronic Design Automation (EDA).In this role, you will be responsible for developing a simulation environment for...
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Palaiseau, Île-de-France CEA Temps pleinResearch Engineer in AI-assisted Methods for Model Generation and Simulation of SoC DesignsWe are seeking a highly skilled Research Engineer to join our team at the French Alternative Energies and Atomic Energy Commission (CEA) to develop cutting-edge technology in the field of Electronic Design Automation (EDA).Key Responsibilities:Develop AI-assisted...
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Palaiseau, Île-de-France CEA Temps pleinJob Title: Research Engineer in AI-assisted Methods for Model Generation and Simulation of SoC DesignsWe are seeking a highly skilled Research Engineer to join our team at the French Alternative Energies and Atomic Energy Commission (CEA) to develop cutting-edge technology in the field of Electronic Design Automation (EDA).Key Responsibilities:Develop...
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Automated Generation of Instruction Set Simulators for Digital Circuits
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Palaiseau, Île-de-France CEA Temps pleinJob DescriptionPosition OverviewThe CEA is seeking a highly skilled researcher to develop a methodology for the automated generation of Instruction Set Simulators (ISSs) for digital circuits using machine learning techniques. The successful candidate will work on designing a tool that takes low-level Register Transfer Level (RTL) models as input and...
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Palaiseau, Île-de-France CEA Temps pleinJob DescriptionPosition OverviewWe are seeking a highly skilled and motivated Research Engineer to join our team at CEA to develop cutting-edge technology in the field of Electronic Design Automation (EDA).Key ResponsibilitiesDevelop and implement AI-based model generation methodologies for computing platform simulation, covering functional behavior for...
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Designing Innovative Methods for Hardware Design Automation
il y a 3 semaines
Palaiseau, Île-de-France CEA Temps pleinJob DescriptionPosition OverviewThe CEA is seeking a highly skilled researcher to join our team in the field of electronic design automation. As a PhD student, you will be responsible for designing a methodology to automate the generation of Instruction Set Simulators (ISSs) from low-level Register Transfer Level (RTL) models.Key ResponsibilitiesDesign and...
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AI-Driven Model Generation for SoC Design
il y a 4 semaines
Palaiseau, Île-de-France CEA Temps pleinCEA is seeking a highly skilled Research Engineer to contribute to cutting-edge advancements in Electronic Design Automation (EDA). Within the context of a national project, you will play a pivotal role in developing a simulation environment tailored for chiplet-based System-on-Chip (SoC) architectures. Your expertise will be instrumental in leveraging...
PhD Position in AI-Assisted Generation of High-Level Models and Simulators for Hardware Design
Il y a 3 mois
Simulation tools are essential for the design and validation of digital circuits. They use different levels of abstraction to facilitate hardware/software co-design and co-validation. Architecture simulators, called Instruction Set Simulators (ISSs) , provide high-level abstraction for fast functional verification and early design space exploration, while Register Transfer Level (RTL) simulators provide detailed circuit-level implementation for accurate analysis but with longer simulation times.
Faced with accelerated development schedules together with tool and resource constraints, hardware designers often start with RTL development and defer the construction of an ISS. However, as the design process progresses, the need to create ISSs becomes apparent, particularly for tasks such as software validation and design space exploration of next-generation hardware.
Creating ISSs manually presents significant challenges, as it is both time-consuming and error-prone. Further complexity is introduced by the need to ensure equivalence between ISS and RTL. There is therefore an urgent need for innovative methods to automate the generation of an ISS when the RTL is available.
The generation process of an ISS consists mainly of extracting architectural states and deriving instruction execution functions [1, 2]. An ISS is then constructed by seamlessly integrating the architectural states and the instruction execution functions, ensuring an accurate representation of the hardware's functional behaviour.
The goal of the thesis is to design a methodology implemented in a tool that takes low-level RTL models as input and automatically generates an ISS by exploiting recent advances in machine learning (ML) such as Graph Neural Networks [3], and compilation flows such as MLIR [4], in the field of electronic design automation (EDA) . The expected result is a complete flow for the automatic generation of ISS from RTL, ensuring by construction the semantic consistency between the two levels.
The results of this thesis will be the subject of presentations at international conferences and in scientific journals.
References
[1] Zeng, Yu, Aarti Gupta, and Sharad Malik. "Generating architecture-level abstractions from RTL designs for processors and accelerators part I: Determining architectural state variables." ICCAD, 2021.
[2] Zeng, Yu, Aarti Gupta, and Sharad Malik. "Automatic generation of architecture-level models from RTL designs for processors and accelerators." DATE, 2022.
[3] Chowdhury, Subhajit Dutta, Kaixin Yang, and Pierluigi Nuzzo. "ReIGNN: State register identification using graph neural networks for circuit reverse engineering." ICCAD, 2021.
[4] Lattner, Chris, et al. "MLIR: Scaling compiler infrastructure for domain specific computation." CGO, 2021.
Profil recherché
- Master's degree in Computer Science/Electronics.
- Good experience/knowledge in Machine Learning.
- Experience/knowledge in digital electronics design.
- Excellent programming skills in Python and C++. Proficiency in VHDL and/or Verilog programming will be a plus.
- Good analytical and experimental skills will be highly valued.
In accordance with the commitments made by the CEA in favor of the integration of people with disabilities, this job is open to everyone.
Présentation de Cea
Le CEA est un acteur majeur de la recherche, au service des citoyens, de l'économie et de l'Etat.
Il apporte des solutions concrètes à leurs besoins dans quatre domaines principaux : transition énergétique, transition numérique, technologies pour la médecine du futur, défense et sécurité sur un socle de recherche fondamentale. Le CEA s'engage depuis plus de 75 ans au service de la souveraineté scientifique, technologique et industrielle de la France et de l'Europe pour un présent et un avenir mieux maîtrisés et plus sûrs.
Implanté au cœur des territoires équipés de très grandes infrastructures de recherche, le CEA dispose d'un large éventail de partenaires académiques et industriels en France, en Europe et à l'international.
Les 20 000 collaboratrices et collaborateurs du CEA partagent trois valeurs fondamentales :
• La conscience des responsabilités
• La coopération
• La curiosité
