Top 9 st Open-Source Projects

• mteb

  2 1,548 9.9 Python

  MTEB: Massive Text Embedding Benchmark

  

Project mention: AI for AWS Documentation | news.ycombinator.com | 2023-07-06

RAG is very difficult to do right. I am experimenting with various RAG projects from [1]. The main problems are:

- Chunking can interfer with context boundaries

- Content vectors can differ vastly from question vectors, for this you have to use hypothetical embeddings (they generate artificial questions and store them)

- Instead of saving just one embedding per text-chuck you should store various (text chunk, hypothetical embedding questions, meta data)

- RAG will miserably fail with requests like "summarize the whole document"

- to my knowledge, openAI embeddings aren't performing well, use a embedding that is optimized for question answering or information retrieval and supports multi language. Also look into instructor embeddings: https://github.com/embeddings-benchmark/mteb

1 https://github.com/underlines/awesome-marketing-datascience/...

• Scout Monitoring

  www.scoutapm.com featured

  Free Django app performance insights with Scout Monitoring. Get Scout setup in minutes, and let us sweat the small stuff. A couple lines in settings.py is all you need to start monitoring your apps. Sign up for our free tier today.

  

• aws-mfa

  5 1,013 0.0 Python

  Manage AWS MFA Security Credentials

• AnglE

  12 382 9.3 Python

  Train and Infer Powerful Sentence Embeddings with AnglE | 🔥 SOTA on STS and MTEB Leaderboard (by SeanLee97)

Project mention: FLaNK Stack Weekly 22 January 2024 | dev.to | 2024-01-22

• IdentityServer4AspNetCoreIdentityTemplate

  1 325 0.0 C#

  An ASP.NET Core 6.0 IdentityServer4 Identity Bootstrap 4 template with localization

• gsts

  1 209 4.9 JavaScript

  Obtain and store AWS STS credentials to interact with Amazon services by authenticating via G Suite SAML.

• aws-runas

  5 86 5.1 Go

  aws-runas rewritten in Go

• letme

  2 8 1.8 Go

  Obtain AWS credentials from another account

• InfluxDB

  www.influxdata.com featured

  Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

  

• mfaws

  1 6 3.7 Rust

  A cross-platform CLI tool to manage AWS credentials for MFA-enabled accounts

• sts-proxy

  1 1 7.9 Java

  STS Authentication Proxy for AWS

Project mention: Show HN: STSproxy – An open-source AWS STS proxy solution | news.ycombinator.com | 2024-01-23

sts related posts

• Show HN: Obtain temporal AWS credentials from another account

  1 project | news.ycombinator.com | 19 Dec 2022

• Using AWS CLI with Google apps Saml login

  1 project | /r/devops | 19 Feb 2021

• Trouble setting up authentication for a dotnet web application web api project.

  1 project | /r/dotnet | 3 Feb 2021

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