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ML/AI Software Engineer - Triton GPU Kernel Optimization

at Advanced Micro Devices

Back to all Data Science / AI / ML jobs
A
Industry not specified

ML/AI Software Engineer - Triton GPU Kernel Optimization

at Advanced Micro Devices

Mid LevelNo visa sponsorshipData Science/AI/ML

Posted a day ago

No clicks

Compensation
Not specified

Currency: Not specified

City
Not specified
Country
Serbia

Design, implement, and optimize Triton GPU kernels for state-of-the-art ML workloads on AMD ROCm, focusing on fusion, tiling, vectorization, and memory-hierarchy optimization. Integrate kernels with PyTorch, JAX, and other ML frameworks; develop Python/C++ bindings and autotuning strategies, and contribute improvements upstream. Track performance, identify bottlenecks, and drive end-to-end performance across AMD Radeon/Ryzen platforms.

WHAT YOU DO AT AMD CHANGES EVERYTHING At AMD, our mission is to build great products that accelerate next-generation computing experiences—from AI and data centers, to PCs, gaming and embedded systems. Grounded in a culture of innovation and collaboration, we believe real progress comes from bold ideas, human ingenuity and a shared passion to create something extraordinary. When you join AMD, you’ll discover the real differentiator is our culture. We push the limits of innovation to solve the world’s most important challenges—striving for execution excellence, while being direct, humble, collaborative, and inclusive of diverse perspectives. Join us as we shape the future of AI and beyond. Together, we advance your career. THE PERSON: You have strong technical and analytical skills and experience in C/C++ AI development and GPU programming in Triton, CUDA or HIP. You are a capable problem solver and also a technical leader to define goals and scope and drive development effort. You possess good communication skills and are enthusiastic about AI technologies and strongly motivated to enable our customers with the best feature-rich efficient solutions. THE ROLE: We are looking for an experienced ML/AI software engineer with deep expertise in GPU kernel development and building high‑performance primitives for training and inference. You’ll design, implement, and optimize custom Triton kernels for core ML workloads integrate them into our frameworks and services, and drive end‑to‑end performance on AMD ROCm platform across AMD Radeon and Ryzen product families. KEY RESPONSIBILITIES: Design, implement, and maintain Triton GPU kernels for state‑of‑the‑art ML workloads, with a focus on fusion, tiling, vectorization, and memory‑hierarchy optimization for AMD RDNA GPU architectures. Analyze performance using profiling tools; identify bottlenecks in memory hierarchy, tensor core/matrix core utilization, warp/wavefront scheduling, and synchronization Optimize kernels across problem shapes, batch sizes, and sequence lengths; implement autotuning strategies and performance heuristics. Integrate custom kernels with PyTorch (torch.compile, torch._inductor), JAX, or other frameworks; develop Python/C++ bindings and align with runtime/graph compilers. Track and contribute to upstream Triton and related compiler ecosystems; propose enhancements aligned with our workloads. PREFERRED EXPERIENCE: Triton GPU kernel development and optimization experience CUDA or HIP kernel development experience (porting, performance tuning, and feature enablement) Experience optimizing kernels on AMD GPUs and familiarity with the ROCm software stack (HIP runtime, rocBLAS, MIOpen, rocWMMA, RCCL, etc.) is a plus Familiarity with compiler internals and IRs (LLVM, MLIR) and codegen for GPUs Strong background in linear algebra, convolution algorithms, attention mechanisms, or other core ML primitives Experience integrating kernels with PyTorch, JAX, or TensorFlow, including custom ops/extensions Knowledge of quantization (INT8/FP8), mixed precision, custom dtypes, and numerics (stability, error analysis). Experience with LLM, diffusion and MoE workloads: FlashAttention‑style kernels, paged attention, grouped‑query attention, rotary embeddings, fused MLPs. Contributions to open-source projects in Triton, ROCm, or related GPU/ML ecosystems are a plus ACADEMIC CREDENTIALS: Bachelor’s, Master, or PhD in Computer Science, Electrical Engineering or relevant fields. LOCATION: Belgrade or Nis (Serbia) #LI-CM1 #LI-HYBRID Benefits offered are described: AMD benefits at a glance. AMD does not accept unsolicited resumes from headhunters, recruitment agencies, or fee-based recruitment services. AMD and its subsidiaries are equal opportunity, inclusive employers and will consider all applicants without regard to age, ancestry, color, marital status, medical condition, mental or physical disability, national origin, race, religion, political and/or third-party affiliation, sex, pregnancy, sexual orientation, gender identity, military or veteran status, or any other characteristic protected by law. We encourage applications from all qualified candidates and will accommodate applicants’ needs under the respective laws throughout all stages of the recruitment and selection process. AMD may use Artificial Intelligence to help screen, assess or select applicants for this position. AMD’s “Responsible AI Policy” is available here. This posting is for an existing vacancy.

ML/AI Software Engineer - Triton GPU Kernel Optimization

at Advanced Micro Devices

Back to all Data Science / AI / ML jobs
A
Industry not specified

ML/AI Software Engineer - Triton GPU Kernel Optimization

at Advanced Micro Devices

Mid LevelNo visa sponsorshipData Science/AI/ML

Posted a day ago

No clicks

Compensation
Not specified

Currency: Not specified

City
Not specified
Country
Serbia

Design, implement, and optimize Triton GPU kernels for state-of-the-art ML workloads on AMD ROCm, focusing on fusion, tiling, vectorization, and memory-hierarchy optimization. Integrate kernels with PyTorch, JAX, and other ML frameworks; develop Python/C++ bindings and autotuning strategies, and contribute improvements upstream. Track performance, identify bottlenecks, and drive end-to-end performance across AMD Radeon/Ryzen platforms.

WHAT YOU DO AT AMD CHANGES EVERYTHING At AMD, our mission is to build great products that accelerate next-generation computing experiences—from AI and data centers, to PCs, gaming and embedded systems. Grounded in a culture of innovation and collaboration, we believe real progress comes from bold ideas, human ingenuity and a shared passion to create something extraordinary. When you join AMD, you’ll discover the real differentiator is our culture. We push the limits of innovation to solve the world’s most important challenges—striving for execution excellence, while being direct, humble, collaborative, and inclusive of diverse perspectives. Join us as we shape the future of AI and beyond. Together, we advance your career. THE PERSON: You have strong technical and analytical skills and experience in C/C++ AI development and GPU programming in Triton, CUDA or HIP. You are a capable problem solver and also a technical leader to define goals and scope and drive development effort. You possess good communication skills and are enthusiastic about AI technologies and strongly motivated to enable our customers with the best feature-rich efficient solutions. THE ROLE: We are looking for an experienced ML/AI software engineer with deep expertise in GPU kernel development and building high‑performance primitives for training and inference. You’ll design, implement, and optimize custom Triton kernels for core ML workloads integrate them into our frameworks and services, and drive end‑to‑end performance on AMD ROCm platform across AMD Radeon and Ryzen product families. KEY RESPONSIBILITIES: Design, implement, and maintain Triton GPU kernels for state‑of‑the‑art ML workloads, with a focus on fusion, tiling, vectorization, and memory‑hierarchy optimization for AMD RDNA GPU architectures. Analyze performance using profiling tools; identify bottlenecks in memory hierarchy, tensor core/matrix core utilization, warp/wavefront scheduling, and synchronization Optimize kernels across problem shapes, batch sizes, and sequence lengths; implement autotuning strategies and performance heuristics. Integrate custom kernels with PyTorch (torch.compile, torch._inductor), JAX, or other frameworks; develop Python/C++ bindings and align with runtime/graph compilers. Track and contribute to upstream Triton and related compiler ecosystems; propose enhancements aligned with our workloads. PREFERRED EXPERIENCE: Triton GPU kernel development and optimization experience CUDA or HIP kernel development experience (porting, performance tuning, and feature enablement) Experience optimizing kernels on AMD GPUs and familiarity with the ROCm software stack (HIP runtime, rocBLAS, MIOpen, rocWMMA, RCCL, etc.) is a plus Familiarity with compiler internals and IRs (LLVM, MLIR) and codegen for GPUs Strong background in linear algebra, convolution algorithms, attention mechanisms, or other core ML primitives Experience integrating kernels with PyTorch, JAX, or TensorFlow, including custom ops/extensions Knowledge of quantization (INT8/FP8), mixed precision, custom dtypes, and numerics (stability, error analysis). Experience with LLM, diffusion and MoE workloads: FlashAttention‑style kernels, paged attention, grouped‑query attention, rotary embeddings, fused MLPs. Contributions to open-source projects in Triton, ROCm, or related GPU/ML ecosystems are a plus ACADEMIC CREDENTIALS: Bachelor’s, Master, or PhD in Computer Science, Electrical Engineering or relevant fields. LOCATION: Belgrade or Nis (Serbia) #LI-CM1 #LI-HYBRID Benefits offered are described: AMD benefits at a glance. AMD does not accept unsolicited resumes from headhunters, recruitment agencies, or fee-based recruitment services. AMD and its subsidiaries are equal opportunity, inclusive employers and will consider all applicants without regard to age, ancestry, color, marital status, medical condition, mental or physical disability, national origin, race, religion, political and/or third-party affiliation, sex, pregnancy, sexual orientation, gender identity, military or veteran status, or any other characteristic protected by law. We encourage applications from all qualified candidates and will accommodate applicants’ needs under the respective laws throughout all stages of the recruitment and selection process. AMD may use Artificial Intelligence to help screen, assess or select applicants for this position. AMD’s “Responsible AI Policy” is available here. This posting is for an existing vacancy.

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