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Bringing Llama 3 to Life

Talkat AI Infra @Scale 2024 · on Wednesday, 2024-07-31· [large-language-models]
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Meta releases an open-weight Llama 3 family including a 405B / 45B model trained on about 15 trillion tokens using 16k H100 GPUs, with the 45B comparing well on 150+ benchmarks and ~2k human prompts. Data pipeline upgrades include a 128k tokenizer, synthetic-data rejection sampling with code execution checks, and extensive deduplication. Training runs last weeks (54 days for a major job), hit 419 incidents (78% hardware), yet achieve ~90% effective training time.

AI-written summary · about

  1. 0:00Overview of Llamas
  2. 9:09Data for GenAI
  3. 20:03Llama Training at Scale
  4. 34:06Llama Inference at Meta
  5. 45:48Closing
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