but as a reachable threshold. If / when achieved, AGI would redefine what software (and related hardware) can do. Rather than executing pre-programmed tasks, AGI systems would understand goals, generate storage, but for real-time inference and model training workloads that require dense, high-power hardware. As AI moves from experimental to essential, so too do data centers. Per NVIDIA Co-Founder and the same time, the cost of applying/using these models – known as inference – is falling quickly. Hardware is improving – for example, NVIDIA’s 2024 Blackwell GPU consumes 105,000x less energy per token

switch to another software after a period of use. In that case, they need to redeploy such as hardware and data, resulting in a high transfer cost, so when users select the use of closed source software Pitchbook, Yunqi Partners 附录 1 开源硬件 v.s. 开源软件 Appendix 1 Open Source Hardware v.s. Open Source Software 开源硬件，即 Open Source Hardware，是可以通过公开渠道获得的硬件设计，如电路图、 材料清单和开发板布局数据。并且硬件设计的源代码的特定的格式可以为其他人获得，以方便 Open Source Hardware is hardware designs such as circuit diagrams, BOMs, and development board layout data available through public channels. Furthermore, the source code of a hardware design is available

ChenCurrent Deep Learning Landscape Frameworks and Inference engines DL Compilers Kenrel Libraries Hardware CuDNN NNPack MKL-DNN Hand optimized Open source, automated end-to- end optimization framework Optimization AutoTVM Device FleetExisting Deep Learning Frameworks High-level data flow graph Hardware Primitive Tensor operators such as Conv2D eg. cuDNN Offload to heavily optimized DNN operator graph and optimizations Directly generate optimized program for new operator workloads and hardware Hardware FrameworksWhy Automation is the Future Clear winner on emerging models in product Competitive

INTERNATIONAL INDUSTRIES, INCORPORATED 8 Hardware Configure Chisel VTA for DE10-Nano DEPLOY VTA ON INTEL FPGA©2019 HARMAN INTERNATIONAL INDUSTRIES, INCORPORATED 9 Hardware Datapath of Chisel VTA DEPLOY VTA VTA ON INTEL FPGA©2019 HARMAN INTERNATIONAL INDUSTRIES, INCORPORATED 10 Hardware DEPLOY VTA ON INTEL FPGA©2019 HARMAN INTERNATIONAL INDUSTRIES, INCORPORATED 11 Getting Started DEPLOY VTA ON INTEL FPGA vta/config/de10nano_config.json to vta_config.json Step 9: Go to vta/hardware/intel and run make command Step 10: Get the generated .sof file programmed into hardware Step 11: Evaluate the unit test script test_vta_insn

inspecting circuit behavior. KiCad runs on all major operating systems and a wide range of computer hardware. It supports PCBs with up to 32 copper layers and is suitable for creating designs of all complexities KiCad is capable of running on a wide variety of hardware and operating systems, but some tasks may be slower or more difficult on lower-end hardware. For the best experience, a dedicated graphics card (jagged lines) when rendering using a graphics card. Different methods may look better on different hardware, so you may want to experiment to find the one that looks best to you. Fallback graphics antialiasing:

inspecting circuit behavior. KiCad runs on all major operating systems and a wide range of computer hardware. It supports PCBs with up to 32 copper layers and is suitable for creating designs of all complexities KiCad is capable of running on a wide variety of hardware and operating systems, but some tasks may be slower or more difficult on lower-end hardware. For the best experience, a dedicated graphics card (jagged lines) when rendering using a graphics card. Different methods may look better on different hardware, so you may want to experiment to find the one that looks best to you. Fallback graphics antialiasing:

inspecting circuit behavior. KiCad runs on all major operating systems and a wide range of computer hardware. It supports PCBs with up to 32 copper layers and is suitable for creating designs of all complexities KiCad is capable of running on a wide variety of hardware and operating systems, but some tasks may be slower or more difficult on lower-end hardware. For the best experience, a dedicated graphics card (jagged lines) when rendering using a graphics card. Different methods may look better on different hardware, so you may want to experiment to find the one that looks best to you. Fallback graphics antialiasing:

inspecting circuit behavior. KiCad runs on all major operating systems and a wide range of computer hardware. It supports PCBs with up to 32 copper layers and is suitable for creating designs of all complexities KiCad is capable of running on a wide variety of hardware and operating systems, but some tasks may be slower or more difficult on lower-end hardware. For the best experience, a dedicated graphics card (jagged lines) when rendering using a graphics card. Different methods may look better on different hardware, so you may want to experiment to find the one that looks best to you. Fallback graphics antialiasing:

未来方向 在芯片开发中应用 AI 技术已成为主流方向。2024 年 Hot Chips 会议第一天专门组织 了一个主题为“AI Assisted Hardware Design-Will AI Elevate or Replace Hardware Engineers?”的教程，来自 UCSD、英伟达、Synopsys 的专家系统地介绍了当前 AI 辅助 硬件（芯片）设计的最新进展。 总体来看，除了传统的基于强化学习的 年图灵奖得主）的指导下开展如何方便且高效发挥 GPU 能力的研究。2004 年，Buck 发表 了一篇题为“Brook for GPUs:Stream Computing on Graphics Hardware”的论文[17]， 为 GPU 设计了一套支持流编程（Stream Programming）语言的编译器和运行时系统 Brook，从而能让开发者像在通用 CPU 上那样进行编程。这项工作旋即得到英伟达的青睐， Siddharth Garg, Ramesh Karri, Hammond Pearce. Chip-chat: Challenges and opportunities in conversational hardware design [C]//2023 ACM/IEEE 5th Workshop on Machine Learning for CAD (MLCAD). IEEE, 2023: 1-6. [5]

already included. PostgreSQL is set up as the default database. Hardware requirements Weblate should run on all contemporary hardware without problems, the following is the minimal con- figuration required Greenhost, and many other providers. Installing on Debian and Ubuntu Hardware requirements Weblate should run on all contemporary hardware without problems, the following is the minimal con- figuration required The Weblate Manual, Release 4.0 Installing on SUSE and openSUSE Hardware requirements Weblate should run on all contemporary hardware without problems, the following is the minimal con- figuration required