How to Train Your OpenAI Five
OpenAI Five’s victories on Saturday, as compared to its losses at The International 2018, are due to a major change: 8x more training compute. In total, the current version of OpenAI Five has consumed 800 petaflop/s-days and experienced about 45,000 years of Dota self-play over 10 realtime months (up from about 10,000 years over 1.5 realtime months as of The International), for an average of 250 years of simulated experience per day. We’ve seen rapid progress in the past two years on RL capabilities, and we think that Dota 2 will continue to help us push forward what’s possible—whether with achieving competent performance from less data or true human-AI cooperation.
Source: openai.com