~/talk

The State of the Llama Ecosystem

Talkat PyTorch Conference 2024 · 2024-09-18..09-19· [large-language-models]
slides:none on file

Llama sees 350M+ downloads and a jump in usage and releases culminating in the 405B model with 128k context and a changed license that explicitly allows training on model outputs; the 405B is used as a teacher to post-train 8B and 70B models and improve them, trained on ~15 trillion tokens across H100s. The ecosystem ships a Llama Stack CLI and repos for quantization, safety (Purple Llama), RAG and agent orchestration.

AI-written summary · about

  1. 0:00Introduction and growth
  2. 1:39Llama 3.1 architecture
  3. 7:17Model performance evaluation
  4. 8:41Agentic development tools
  5. 12:48Llama Stack API and CLI
  6. 15:35Ecosystem and deployment
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