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Symbolic-Numeric Modeling Compiler
2 days ago
Job Description:
We are seeking a highly skilled and motivated symbolic-numeric modeling compiler to join our dynamic team. The ideal candidate will possess deep knowledge of meta-programming, domain-specific languages, and compiler optimization techniques. The role requires working on system-level modeling languages, code generation, and tackling complex numerical problems using cutting-edge symbolic-numeric techniques.
Key Responsibilities:
- Leverage meta-programming techniques for the construction of domain-specific languages.
- Experience with compiler optimization techniques like outlining or loop re-rolling.
- Design and implement transpilation and code generation pipelines from custom Static Single Assignment (SSA) intermediate representations to target languages like LLVM and C.
- Develop symbolic-numeric passes for a differential-algebraic equations (DAEs) compiler, such as the Pantelides algorithm, system tearing, and alias elimination.
Qualifications:
- Proven experience with meta-programming, compiler optimization, and domain-specific language construction.
- Hands-on experience with system-level modeling languages such as Modelica, Simulink, Simscape, or Amesim.
- Strong understanding of transpilation and code generation from custom SSA to LLVM and C.
- Familiarity with or willingness to learn symbolic-numeric techniques for DAEs, including the Pantelides algorithm and tearing methods.
- Background in numerical differential equations is required
Preferred Qualifications:
- Knowledge of numerical methods for DAE integration, including backward differentiation formulae (BDF) methods.
- Experience in compiler toolchains, performance engineering, and high-performance computing.
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