Anima

Language model optimizer

An optimization technique for large language models allowing them to run on limited hardware resources without significant performance loss.

Moved to here: https://github.com/lyogavin/airllm

GitHub

6 stars
2 watching
3 forks
last commit: 4 months ago

Related projects:

Repository Description Stars
alibaba/conv-llava This project presents an optimization technique for large-scale image models to reduce computational requirements while maintaining performance. 104
lge-arc-advancedai/auptimizer Automates model building and deployment process by optimizing hyperparameters and compressing models for edge computing. 200
luogen1996/lavin An open-source implementation of a vision-language instructed large language model 508
brml/climin A framework for optimizing machine learning functions using gradient-based optimization methods. 180
flagai-open/aquila2 Provides pre-trained language models and tools for fine-tuning and evaluation 437
tensorzero/tensorzero A tool that creates a feedback loop to optimize large language models by integrating model gateways and providing data analytics and machine learning capabilities. 569
lanl-ansi/gasmodels.jl A Julia package for optimizing gas network flow and expansion planning with various mathematical formulations. 65
openai/finetune-transformer-lm This project provides code and model for improving language understanding through generative pre-training using a transformer-based architecture. 2,160
vaibkumr/prompt-optimizer A tool to reduce the complexity of text prompts to minimize API costs and model computations. 241
datacanvasio/hypergbm An AutoML toolkit designed to automate the entire machine learning process pipeline for tabular data 337
openai/lm-human-preferences Training methods and tools for fine-tuning language models using human preferences 1,229
davisyoshida/lorax A JAX transform that simplifies the training of large language models by reducing memory usage through low-rank adaptation. 132
kvcache-ai/ktransformers A flexible framework for LLM inference optimizations with support for multiple models and architectures 736
atisharma/matlib A Clojure library of optimisation and control theory tools and convenience functions 25
containers-ai/alameda An AI-powered system that analyzes and predicts resource usage in Kubernetes clusters to optimize dynamic scaling and scheduling of containers. 11