Role at a glance
- Salary
- Not Disclosed
- Location
- Bengaluru, KA, India
- Work arrangement
- On-site
- Employment
- Full-time
Spotted an issue?
We’ll check it against the original posting.
Role Summary
The Sr. SW Test Engineer - Neural Library will validate neural network operators and libraries for a next-generation AI computational storage product. The role focuses on correctness, performance, and robustness of compute kernels deployed on advanced hardware platforms, working across compiler, runtime, and hardware execution layers.
What You'll Do
- Validate neural network operators for correctness using reference models
- Develop automated tests for operator-level and graph-level validation
- Perform numerical accuracy validation against PyTorch or TensorFlow
- Execute and maintain smoke and regression test suites
- Benchmark and validate performance, including throughput, latency, and scaling behavior
- Debug failures across compute kernels, runtime APIs, and hardware execution
Generated from the employer's posting. Verify important details before applying.
View full postingQualifications
Required: 4–6 years in AI/ML systems validation or performance testing; strong C++ programming skills; strong Object-Oriented Programming fundamentals; Python for test automation; understanding of deep learning operators and frameworks; numerical validation and floating-point behavior; parallel execution, memory hierarchy, and compute kernels.
Required
- 4–6 years in AI/ML systems validation or performance testing
- Strong C++ programming skills
- Strong Object-Oriented Programming (OOP) fundamentals
- Experience with Python for test automation
- Strong understanding of deep learning operators and frameworks
- Experience with numerical validation and floating-point behavior
- Knowledge of parallel execution, memory hierarchy, and compute kernels
Preferred
- Experience with profiling and debugging tools (perf, VTune, Nsight, etc.)
- Experience with ML execution stacks (MLIR/XLA or similar)
- Exposure to accelerator validation (GPU/NPU/FPGA)
- Experience validating large language model workloads
Original job description
Content provided by the employer
Original job description
Content provided by the employer
Company Description
Sandisk understands how people and businesses consume data and we relentlessly innovate to deliver solutions that enable today’s needs and tomorrow’s next big ideas. With a rich history of groundbreaking innovations in Flash and advanced memory technologies, our solutions have become the beating heart of the digital world we’re living in and that we have the power to shape.
Sandisk meets people and businesses at the intersection of their aspirations and the moment, enabling them to keep moving and pushing possibility forward. We do this through the balance of our powerhouse manufacturing capabilities and our industry-leading portfolio of products that are recognized globally for innovation, performance and quality.
Sandisk has two facilities recognized by the World Economic Forum as part of the Global Lighthouse Network for advanced 4IR innovations. These facilities were also recognized as Sustainability Lighthouses for breakthroughs in efficient operations. With our global reach, we ensure the global supply chain has access to the Flash memory it needs to keep our world moving forward.
Job Description
We are looking for a Sr. SW Test Engineer - Neural Library to validate neural network operators and libraries for a next-generation AI computational storage product. You will ensure correctness, performance, and robustness of compute kernels deployed on advanced hardware platforms.
Key Responsibilities
Validate neural network operators (matmul, convolution, attention, etc.) for correctness using reference models
Develop automated tests for operator-level and graph-level validation
Perform numerical accuracy validation against frameworks like PyTorch or TensorFlow
Execute and maintain smoke and regression test suites
Benchmark and validate performance (throughput, latency, scaling behavior)
Build and maintain performance benchmarking frameworks
Perform software profiling to analyze execution bottlenecks
Conduct memory usage analysis and detect memory leaks
Identify issues across compiler → runtime → kernel execution stack
Debug failures across compute kernels, runtime APIs, and hardware execution
Collaborate with compiler, runtime, and hardware teams
Qualifications
Required Qualifications
4–6 years in AI/ML systems validation or performance testing
Strong C++ programming skills (mandatory)
Strong Object-Oriented Programming (OOP) fundamentals (mandatory)
Experience with Python for test automation
Strong understanding of deep learning operators and frameworks (PyTorch preferred)
Experience with numerical validation and floating-point behavior
Knowledge of parallel execution, memory hierarchy, and compute kernels
Preferred
Experience with profiling and debugging tools (perf, VTune, Nsight, etc.)
Experience with ML execution stacks (MLIR/XLA or similar)
Exposure to accelerator validation (GPU/NPU/FPGA)
Experience validating large language model workloads
Additional Information
Sandisk thrives on the power and potential of diversity. As a global company, we believe the most effective way to embrace the diversity of our customers and communities is to mirror it from within. We believe the fusion of various perspectives results in the best outcomes for our employees, our company, our customers, and the world around us. We are committed to an inclusive environment where every individual can thrive through a sense of belonging, respect and contribution.
Sandisk is committed to offering opportunities to applicants with disabilities and ensuring all candidates can successfully navigate our careers website and our hiring process. Please contact us at [email protected] to advise us of your accommodation request. In your email, please include a description of the specific accommodation you are requesting as well as the job title and requisition number of the position for which you are applying.
About the company
Sandisk
Large Enterprise
SanDisk, a subsidiary of Western Digital Corporation, is a leading global provider of flash storage solutions. Founded in 1988, the company specializes in developing high-performance memory cards, USB flash drives, solid-state drives (SSDs), and enterprise storage solutions for devices ranging from smartphones to data centers. Known for its innovation and quality, SanDisk has been instrumental in advancing storage technology, enabling users to store and access vast amounts of data quickly and efficiently. With a commitment to reliability and cutting-edge design, SanDisk continues to empower individuals and businesses worldwide with its advanced storage products.
SanDisk, a subsidiary of Western Digital Corporation, is a leading global provider of flash storage solutions. Founded in 1988, the company specializes in developing high-performance memory cards, USB flash drives, solid-state drives (SSDs), and enterprise storage solutions for devices ranging from smartphones to data centers. Known for its innovation and quality, SanDisk has been instrumental in advancing storage technology, enabling users to store and access vast amounts of data quickly and efficiently. With a commitment to reliability and cutting-edge design, SanDisk continues to empower individuals and businesses worldwide with its advanced storage products.