Bosch

感知模型剪枝量化 工程师

Bosch  •  Suzhou, CN (Onsite)  •  3 hours ago
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Job Description

1、负责感知模型剪枝量化方案设计(结构化/非结构化剪枝、稀疏化训练、PTQ/QAT),评估不同剪枝粒度对精度与推理性能的影响,INT8/FP16量化、校准算法选型、敏感层分析与混合精度策略;

2、建立剪枝与量化联合优化的模型压缩流水线,支持感知模型在算力受限量产平台上的高效部署,平衡精度与延迟、吞吐、内存占用;

3、分析模型各模块的计算量与敏感度,制定分阶段压缩策略,保证压缩后模型精度与鲁棒性不显著退化以及算子兼容与位一致性等问题;

4、建立压缩前后模型的精度对齐与回归验证流程,输出压缩评估报告并推动模型迭代闭环;

Qualifications

任职要求:

1、计算机、电子、自动化、数学等相关专业本科及以上学历,2年以上相关工作经验;

2、扎实的深度学习基础,熟悉 CNN/Transformer 等感知模型架构,有目标检测、分割或 BEV 感知等模型的训练或调优经验;

3、熟悉 PyTorch 等深度学习框架,熟悉 DPX平台、TensorRT、ONNX Runtime 等推理引擎及常见压缩工具;

4、熟悉模型量化与剪枝原理,有 INT8 量化或剪枝部署落地经验;

5、具备良好的工程能力(Python/C++),熟悉模型导出转换、推理部署与性能分析流程;

6、有自动驾驶/ADAS 感知或嵌入式平台部署经验者优先;

加分项:

1、有结构化剪枝、稀疏化训练、知识蒸馏或低比特量化等模型压缩落地经验;

2、有 NPU/BPU/GPU/嵌入式平台性能优化经验;

3、有车载量产项目交付经验。

Bosch

About Bosch

The Bosch Group is a leading global supplier of technology and services. It employs roughly 417,900 associates worldwide (as of December 31, 2024). According to preliminary figures, the company generated sales of 90.5 billion euros in 2024. Its operations are divided into four business sectors: Mobility, Industrial Technology, Consumer Goods, and Energy and Building Technology. With its business activities, the company aims to use technology to help shape universal trends such as automation, electrification, digitalization, connectivity, and an orientation to sustainability. In this context, Bosch’s broad diversification across regions and industries strengthens its innovativeness and robustness. Bosch uses its proven expertise in sensor technology, software, and services to offer customers cross-domain solutions from a single source. It also applies its expertise in connectivity and artificial intelligence in order to develop and manufacture user-friendly, sustainable products. With technology that is “Invented for life,” Bosch wants to help improve quality of life and conserve natural resources. The Bosch Group comprises Robert Bosch GmbH and its roughly 470 subsidiary and regional companies in over 60 countries. Including sales and service partners, Bosch’s global manufacturing, engineering, and sales network covers nearly every country in the world. Bosch’s innovative strength is key to the company’s further development. At 136 locations across the globe, Bosch employs some 86,900 associates in research and development, of which nearly 48,000 are software engineers.

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Industry
IT & Software
Company Size
10,000+ employees
Headquarters
Gerlingen-Schillerhöhe, DE
Year Founded
Unknown
Website
bosch.com
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