201 karma · joined October 1, 2016
youtube.com/@iakashpaul github.com/iakashpaul
akash at akashpaul.com
Langchain & Llamaindex plus Fructose really need to skip the structure adherence work & move to chunking/KG generation since that's the next pain point to tackle.
Experience has been great, INT8 tradeoffs are acceptable until hardware FP8(FP4 anyone?) becomes more widely & cheaply available. On-prem costs have been absorbed already for few boxes of A100s & legacy V100s running millions of such interactions.
Based off Karpathy's BPE video highlighting ChatGPT being unable to reverse this string-> .DefaultCellStyle
Deployment is usually FastAPI for business logic, Langchain or MS/Guidance library, LLM hosted via. HF-TGI server