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Alexander Watts's Projects

bitsandbytes icon bitsandbytes

Accessible large language models via k-bit quantization for PyTorch.

chroma icon chroma

the AI-native open-source embedding database

evals icon evals

Evals is a framework for evaluating LLMs and LLM systems, and an open-source registry of benchmarks.

haystack icon haystack

:mag: LLM orchestration framework to build customizable, production-ready LLM applications. Connect components (models, vector DBs, file converters) to pipelines or agents that can interact with your data. With advanced retrieval methods, it's best suited for building RAG, question answering, semantic search or conversational agent chatbots.

llm icon llm

Access large language models from the command-line

llmspracticalguide icon llmspracticalguide

A curated list of practical guide resources of LLMs (LLMs Tree, Examples, Papers)

nougat icon nougat

Implementation of Nougat Neural Optical Understanding for Academic Documents

ollama icon ollama

Get up and running with Llama 2, Mistral, and other large language models locally.

qlora icon qlora

QLoRA: Efficient Finetuning of Quantized LLMs

rwkv-lm icon rwkv-lm

RWKV is an RNN with transformer-level LLM performance. It can be directly trained like a GPT (parallelizable). So it's combining the best of RNN and transformer - great performance, fast inference, saves VRAM, fast training, "infinite" ctx_len, and free sentence embedding.

unsloth icon unsloth

5X faster 60% less memory QLoRA finetuning

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