cli99 / llm-analysis
Latency and Memory Analysis of Transformer Models for Training and Inference
☆388Updated 3 months ago
Alternatives and similar repositories for llm-analysis:
Users that are interested in llm-analysis are comparing it to the libraries listed below
- A low-latency & high-throughput serving engine for LLMs☆312Updated 3 weeks ago
- Dynamic Memory Management for Serving LLMs without PagedAttention☆290Updated this week
- [MLSys'24] Atom: Low-bit Quantization for Efficient and Accurate LLM Serving☆295Updated 7 months ago
- ☆314Updated 10 months ago
- Zero Bubble Pipeline Parallelism☆336Updated last week
- Disaggregated serving system for Large Language Models (LLMs).☆466Updated 6 months ago
- Analyze the inference of Large Language Models (LLMs). Analyze aspects like computation, storage, transmission, and hardware roofline mod…☆392Updated 5 months ago
- QServe: W4A8KV4 Quantization and System Co-design for Efficient LLM Serving☆496Updated this week
- FP16xINT4 LLM inference kernel that can achieve near-ideal ~4x speedups up to medium batchsizes of 16-32 tokens.☆729Updated 5 months ago
- [NeurIPS 2024] KVQuant: Towards 10 Million Context Length LLM Inference with KV Cache Quantization☆332Updated 6 months ago
- [NeurIPS'23] H2O: Heavy-Hitter Oracle for Efficient Generative Inference of Large Language Models.☆420Updated 6 months ago
- A large-scale simulation framework for LLM inference☆325Updated 3 months ago
- ☆117Updated 11 months ago
- An efficient GPU support for LLM inference with x-bit quantization (e.g. FP6,FP5).☆234Updated 3 months ago
- Flash-LLM: Enabling Cost-Effective and Highly-Efficient Large Generative Model Inference with Unstructured Sparsity☆199Updated last year
- Official repository for LightSeq: Sequence Level Parallelism for Distributed Training of Long Context Transformers☆205Updated 6 months ago
- Applied AI experiments and examples for PyTorch☆225Updated this week
- A baseline repository of Auto-Parallelism in Training Neural Networks☆142Updated 2 years ago
- A throughput-oriented high-performance serving framework for LLMs☆737Updated 5 months ago
- ☆538Updated 5 months ago
- This repository contains integer operators on GPUs for PyTorch.☆191Updated last year
- Spec-Bench: A Comprehensive Benchmark and Unified Evaluation Platform for Speculative Decoding (ACL 2024 Findings)☆223Updated 3 months ago
- REST: Retrieval-Based Speculative Decoding, NAACL 2024☆192Updated 2 months ago
- USP: Unified (a.k.a. Hybrid, 2D) Sequence Parallel Attention for Long Context Transformers Model Training and Inference☆424Updated this week
- [ICML 2024] Quest: Query-Aware Sparsity for Efficient Long-Context LLM Inference☆245Updated 2 months ago
- A curated list of awesome projects and papers for distributed training or inference☆214Updated 4 months ago
- A fast communication-overlapping library for tensor parallelism on GPUs.☆296Updated 3 months ago
- Explorations into some recent techniques surrounding speculative decoding☆240Updated last month
- Microsoft Automatic Mixed Precision Library☆567Updated 4 months ago
- Code repo for the paper "LLM-QAT Data-Free Quantization Aware Training for Large Language Models"☆269Updated 5 months ago