jobs in Canaan Inc.

Kerja Sepenuh Masa, Campus Singapore - AI Hardware-Software Co-design Engineer di Canaan Inc. - Maukerja

Campus Singapore - AI Hardware-Software Co-design Engineer

Canaan Inc.

Singapore

Kongsi
Simpan

Lokasi Kerja

  • Singapore

Penerangan Kerja

Tanggungjawab

Translate AI inference workloads into measurable architecture requirements and implementable accelerator designs


Responsibilities:

  • Characterize Transformer inference workloads, including attention, feed-forward layers, prefill, and decoding; identify compute, memory, bandwidth, and latency bottlenecks.
  • Build reproducible performance and capacity models to compare dataflows, tiling strategies, memory hierarchies, and compute microarchitectures.
  • Evaluate architectural trade-offs using simulation or analytical methods
  • Mapping LLM into hardware
  • Work with compiler, RTL, verification, and physical design teams to define interfaces, implementation constraints, and validation cases


Required Qualifications:

  • Bachelor's degree or above in computer engineering, computer science, electrical engineering, or a related field.
  • Knowledgeable in computer architecture, such as AI Accelerator, CPU, network-on-chip, memory hierarchy
  • Familiarity with LLM inference, quantization, compiler mapping, is a plus
  • Strong learning capability, good communication and collaboration skills
  • Experience with AI accelerators, GPUs, or hardware-software co-design is a plus


Preferred Qualifications:

  • Projects involving AI workloads, accelerator kernels, or compiler tools
  • Exposure to performance modeling, quantization, or hardware interfaces


Growth opportunities:

  • Opportunities to shape the leading-edge AI chip architecture
  • Learn quantitative methods for evaluating throughput, latency, memory traffic, and numerical trade-offs

Peringatan Penting

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