z Performance Analyst
Fuox EntertainmentJob Description
z Performance Analyst
- Design and implement benchmarks and stress workloads for AIU IO Card and keep them current
- Set up benchmarks and stress workloads and the underlying AIU IO Card configuration for different performances.
- Automate performance measurements and data collection for benchmarks and stress workloads
- Develop and enhance data collection and analysis tools
- Execute performance benchmarks and stress workload
- Analyze the performance measurements and collected data for performance issues and bottlenecks
- Guide Development teams across the stack (IBM Z Hardware/IBM Research, IBM AIU application stack, Middleware/Applications) on the fixing of performance issues due to configurations.
- USP : Working on Systems which consist of AIU IO cards which are developed for creating a platform for training and analysis of IBM Large Language Models for Generative AI.
Required Technical and Professional ExpertiseAs Individual Developer
- Overall experience of 6-10 years in performance measurement, analysis and system testing skills
- Bachelors degree in Computer science, Information Science.
- Basic ML/AI model architecture, training, and inferencing knowledge
- 3 years experience with Pytorch
- Source code repository systems (e.g. git), scripting language and test automation skills
- Linux administration basic skills
- Experience working with (docker/podman) containers
- Programming languages: Python, C/C++, Bash
- English (fluent) language skills
- Know-how in AI transformer model design or modification
- Experience in TensorFlow and model inference serving (TF serving, Nvidia Triton, vLLM)
- Experience with hardware design and debugging skills
- Experience in performance profiling (Linux perf) and tracing
- Linux administration advanced skills
- AI accelerator hardware architecture knowledge (GPU, TPU, AMX)
- Programming languages: Cuda, Java
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