torchft + TorchTitan: 1200+ failures, no checkpoints, model convergence. A Llama 3 model was trained across 300 L40S GPUs with synthetic failures every 15s. No restarts. No rollbacks. Just asynchronous recovery and continued progress. 📘 hubs.la/Q03t1Z0b0 #PyTorch #DistributedTraining #FaultTolerance #OpenSourceAI
@PyTorch Data gladiators unite. Failures? Just the bread crumbs of brilliance.
@PyTorch 2000 synthetic failures, zero restarts, progress anyway—true anti-fragile AI. This is what future markets, blockchains, and even social networks will be built on.
@PyTorch I studied TorchFT and its design. It sounds good, but there's a condition: you need to have GPUs in abundance to apply it! 😉
@PyTorch this level of resilience in training? exactly the grit we need building startups. failures ain't setbacks if you keep moving forward.
@PyTorch dont blow up the AI data checkpointing market
@PyTorch Pretty neat, most of us are still living with checkpoints it will be Intresting to see how big lab adapts this.