Diversity Python Packages

lzgraphs

Alignment-free graph models of TCR and BCR repertoires built from Lempel-Ziv and FlashBack string decompositions. Compute sequence generation probability (Pgen) and repertoire diversity, and generate new sequences. Python with a C core.

prdc

Code base for the precision, recall, density, and coverage metrics for generative models. ICML 2020.

rankops

Rank fusion and reranking

agent-convergence-scorer

CLI and Python library for lexical stability checks on repeated short agent outputs: pairwise exact agreement, token overlap, divergence point, and an order-independent score. Zero runtime dependencies.

mercat2

MerCat2: python code for versatile k-mer counting and diversity estimation for database independent property analysis for metaome data

inclusivewriting

A Python multilingual application for inclusive writing

llmnet

A library designed to harness diversity of thought by combining multiple LLMs.

rke-score

[NeurIPS 2023] Code base for the Renyi Kernel Entropy (RKE) metric for generative models.

mothulity

Easy-to-use tool facilitating work with Mothur.

vendirag

QVS-RAG

textgenerationevaluationmetrics

Jointly Measuring Diversity and Quality in Text Generation Models

ensemblebench

A holistic framework for promoting high diversity ensemble learning.