
Posted 8 days ago
GPU Performance Modeling & Optimization Engineer
AMDGPU Performance Modeling & Optimization Engineer
Requirements
B.E. / B.Tech. / M.Tech., 5 to 10 years industry experience, GPU architecture knowledge, C++ proficiency, Python proficiency, Performance modeling experience, AI/Compute workload understanding
Skills
GPUC#PythonAI
About the role
Responsibilities
- Perform pre-silicon performance modeling using cycle-accurate or cycle-approximate simulators for GPU subsystems.
- Execute microarchitectural exploration to evaluate GPU configurations, scaling limits, and trade-offs.
- Profile and optimize performance for advanced generative AI, LLM topologies, and traditional graphics pipelines.
- Lead post-silicon characterization and correlate hardware-software execution results back to pre-silicon models.
- Root-cause hardware-software mismatches using low-level performance counters and Linux tracing frameworks.
- Partner with compiler, runtime, and software framework teams to implement architectural optimizations.
Requirements
- B.E. / B.Tech. / M.Tech. degree.
- 5 to 10 years of industry experience in silicon performance engineering, GPU modeling, or microarchitecture design.
- Deep technical knowledge of GPU architecture, including execution pipelines, SIMD/SIMT models, and cache hierarchies.
- Expert proficiency in modern C++ and production-grade Python.
- Hands-on experience with performance modeling and hardware simulators.
- Strong understanding of AI/Compute workloads, including LLM scaling and parallel training/inference strategies.
Preferred Qualifications
- Experience with modern programmable graphics pipelines and compute shader mechanics.
- Proven capability in extracting and analyzing low-level hardware performance counters in a lab environment.
- Ability to translate complex simulation or silicon data into actionable technical findings for stakeholders.
About the Company
AMD is a global leader in high-performance computing, graphics, and visual technologies. Our mission is to build great products that accelerate next-generation computing experiences—from AI and data centers to PCs, gaming, and embedded systems.
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AMD · Bangalore
