Tag:transformer
All the articles with the tag "transformer".
RoPE and Length Scaling
Posted on:August 10, 2023 at 12:00 AMIntroduce some basic concepts of Position Encoding, RoPE and length extrapolation related it.
Benchmark for LLM Inference
Posted on:August 20, 2023 at 12:00 AMIntroduce some metrics for LLM inference benchmarking
GPTQ Math Derivation
Posted on:September 9, 2023 at 12:00 AMThis blog post traces the development of GPTQ, starting from its roots in OBD, through OBS, and finally to OBC.
GPTQ Code Implementation
Posted on:September 18, 2023 at 12:00 AMThis blog post delved into the code implementation of the GPTQ quantization process, using the Llama model as a case study.
LLM Quantization Review
Posted on:October 2, 2023 at 12:00 AMThis blog post provides an overview of the fundamental concepts of quantization, as well as a review of mainstream quantization methods in the context of LLMs.
SmoothQuant and AWQ
Posted on:October 8, 2023 at 12:00 AMThis blog post compares *SmoothQuant* and *AWQ* differences and their code implementation.
8-bit KV Cache
Posted on:January 24, 2024 at 12:00 AMThis blog introduces KV Cache quantization in LLM inference.