Performance Engineer, On-Device Inference
Performance Engineer, On-Device Inference
Sarvam Health- Posted a month ago
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Job Description
About Sarvam
Sarvam is building the bedrock of Sovereign AI for India. The company is developing India's full-stack sovereign AI platform, building across research, models, infrastructure and applications with a singular focus on making AI genuinely work for India. Sarvam works with leading enterprises and public institutions and is backed by Lightspeed, Peak XV, and Khosla Ventures. Sarvam partners with India's leading brands, including Tata Capital, SBI Life, CRED, IDFC, and LIC.
About The Role
Take Sarvam models from research-handoff state to production-ready artifacts on at least two of our target chipsets (Intel xPU, ARM xPU, Apple xPU, Nvidia / AMD GPUs). You'll own 1 - 2 (model, chipset) pairs end-to-end and partner with the consuming app team during integration.
What You'll Do
Sarvam is a fast-moving, high talent-density team building full-stack AI for India, working on problems that push the frontiers of AI with real population-scale impact.
Sarvam is building the bedrock of Sovereign AI for India. The company is developing India's full-stack sovereign AI platform, building across research, models, infrastructure and applications with a singular focus on making AI genuinely work for India. Sarvam works with leading enterprises and public institutions and is backed by Lightspeed, Peak XV, and Khosla Ventures. Sarvam partners with India's leading brands, including Tata Capital, SBI Life, CRED, IDFC, and LIC.
About The Role
Take Sarvam models from research-handoff state to production-ready artifacts on at least two of our target chipsets (Intel xPU, ARM xPU, Apple xPU, Nvidia / AMD GPUs). You'll own 1 - 2 (model, chipset) pairs end-to-end and partner with the consuming app team during integration.
What You'll Do
- Quantize, validate accuracy, benchmark, and document. Author the deployment workbook for each pair you own.
- Embed part-time with consuming teams during integration; debug perf and accuracy issues alongside them.
- Maintain and extend the team's benchmark harness.
- 3+ years on ML systems.
- Solid PyTorch + ONNX export experience including the gotchas (dynamic shapes, control flow, custom ops).
- Quantization in production on at least one real model.
- Comfort with at least two of: ONNX Runtime, TensorRT, CoreML, OpenVINO, QNN, LiteRT.
- Profiling fluency on at least one platform.
- Custom op authoring in any runtime.
Sarvam is a fast-moving, high talent-density team building full-stack AI for India, working on problems that push the frontiers of AI with real population-scale impact.
- Work alongside researchers, engineers, builders, and business leaders who move fast and hold each other to a very high bar
- High ownership and high impact, from day one
- Everything we do is AI-first, from the way we build and ship to the way we think about problems
- You can work on problems that could change how an entire country learns, works, and communicates
More Info
Key Skills
About Company
Skills:
ONNX Runtime, Intel NPU, OpenVINO, AMX, x86 CPU optimization, AVX-512
Skills:
Tensorflow, Pytorch, Python, Systemc, performance modeling frameworks, post-silicon debug tools, gem5, ARM PMU, ML frameworks, Intel VTune
Skills:
Pytorch, Agile, Scrum, Kubernetes