Scaling ChatGPT: Inside OpenAI's Rapid Growth and Technical Challenges | Evan Morikawa
Dev Interrupted
Specialized Hardware and Software Stack Dominance
The upcoming GPUs have dedicated circuits and highly specialized software stacks, such as Nvidia's CUDA stack, making it challenging for users to use hardware from other manufacturers. OpenAI Triton aims to address this issue. Nvidia's dominance is reflected in their share price, as they own the hardware, software stack, and interconnects like Infiniband through the acquisition of Melanox. This dominance is a result of early entry into the market, with Nvidia being the sole option in the past.
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