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Machine Learning Compiler Software Engineer for Advanced Micro Devices, Inc.
2 months ago
We are seeking a highly skilled Machine Learning (ML) Compiler Software Engineer to join our team at Advanced Micro Devices, Inc. (AMD) in the AI group. As a key member of our team, you will play a crucial role in developing software toolsets to deploy cutting-edge ML models on AMD's Neural Processing Units (NPUs).
Responsibilities- Design and implement compiler optimization passes that translate Gen-AI ML inference models into low-level code for compute and dataflow on NPUs.
- Analyze and transform intermediate representations of ML models (computational graphs) for efficient execution.
- Collaborate with Architecture and runtime software teams to develop optimization strategies for the compiler.
- Implement loop tiling, and buffer allocation strategies for efficient compute and DRAM access.
- Develop back-end optimization passes to convert high-level representation into driver calls for different NPU generations.
- Testing and validation of optimized kernels and dataflow graphs using performance models.
- Develop and maintain unit tests and integration tests for the compiler to support different generations of HW architectures.
- Enable detailed profiling and debugging tools for analyzing performance bottlenecks and deadlocks in the dataflow schemes.
- Strong understanding of ML compiler optimizations (front-end, middle-end, back-end).
- Experience with machine learning frameworks (e.g., TensorFlow, PyTorch).
- Experience working with on GPUs, TPUs, NPUs, or vector processors is a must.
- Experience with ML models such as CNN, LSTM, LLMs.
- Excellent programming skills in Python, C++, or similar languages.
- A passion for innovation and a strong desire to push the boundaries of machine learning performance.
At AMD, your base pay is one part of your total rewards package. Your base pay will depend on where your skills, qualifications, experience, and location fit into the hiring range for the position. You may be eligible for incentives based upon your role such as either an annual bonus or sales incentive. Many AMD employees have the opportunity to own shares of AMD stock, as well as a discount when purchasing AMD stock if voluntarily participating in AMD's Employee Stock Purchase Plan. You'll also be eligible for competitive benefits described in more detail.
