BentoML
Gravitational Teleport
Our great sponsors
BentoML | Gravitational Teleport | |
---|---|---|
16 | 60 | |
6,441 | 16,156 | |
3.5% | 2.4% | |
9.8 | 10.0 | |
about 6 hours ago | about 8 hours ago | |
Python | Go | |
Apache License 2.0 | GNU Affero General Public License v3.0 |
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
BentoML
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Who's hiring developer advocates? (December 2023)
Link to GitHub -->
- Ask HN: Who is hiring? (November 2022)
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[D] How to get the fastest PyTorch inference and what is the "best" model serving framework?
For 2), I am aware of a few options. Triton inference server is an obvious one as is the ‘transformer-deploy’ version from LDS. My only reservation here is that they require the model compilation or are architecture specific. I am aware of others like Bento, Ray serving and TorchServe. Ideally I would have something that allows any (PyTorch model) to be used without the extra compilation effort (or at least optionally) and has some convenience things like ease of use, easy to deploy, easy to host multiple models and can perform some dynamic batching. Anyway, I am really interested to hear people's experience here as I know there are now quite a few options! Any help is appreciated! Disclaimer - I have no affiliation or are connected in any way with the libraries or companies listed here. These are just the ones I know of. Thanks in advance.
- PostgresML is 8-40x faster than Python HTTP microservices
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Show HN: Truss – serve any ML model, anywhere, without boilerplate code
In this category I’m a big fan of https://github.com/bentoml/BentoML
What I like about it is their idiomatic developer experience. It reminds me of other Pythonic frameworks like Flask and Django in a good way.
I have no affiliation with them whatsoever, just an admirer.
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[P] Introducing BentoML 1.0 - A faster way to ship your models to production
Github Page: https://github.com/bentoml/BentoML
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Show HN: Bentoctl – An open-source Terraform deployment tool for ML
Elastic License 2: https://github.com/bentoml/bentoctl/blob/v0.3.1/LICENSE.md which also applies to their Yatai kubernetes thing, but strangely not (yet?) to the similarly named repo which is Apache-2: https://github.com/bentoml/BentoML/blob/main/LICENSE
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How to Build a Machine Learning Demo in 2022
Using a general-purpose framework such as FastAPI involves writing a lot of boilerplate code just to get your API endpoint up and running. If deploying a model for a demo is the only thing you are interested in and you do not mind losing some flexibility, you might want to use a specialized serving framework instead. One example is BentoML, which will allow you to get an optimized serving endpoint for your model up and running much faster and with less overhead than a generic web framework. Framework-specific serving solutions such as Tensorflow Serving and TorchServe typically offer optimized performance but can only be used to serve models trained using Tensorflow or PyTorch, respectively.
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MLH, Open Source, Mapillary & Me
BentoML - BentoML is a flexible, high-performance framework for serving, managing, and deploying machine learning models.
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Why do so many people think Python is easier to productionize than R?
Also mlflow is not that optimized because it doesnt microbatch like torchserve/tfserving/bentoml. https://github.com/bentoml/BentoML/tree/master/benchmark
Gravitational Teleport
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Parsing the Postgres protocol – logging executed statements
I ordinarily would have said you reinvented Teleport <https://github.com/gravitational/teleport/tree/v14.3.7#readm...> but now that they've gone AGPL with v15 I'm guessing there's a market for MIT licensed stuff, although for sure since Teleport has been around for so long it has encountered more edge cases and undergone more security reviews. I was surprised while digging up the link that Gravatational is still releasing v13 and v14 updates under Apache 2, so maybe even Teleport will continue to have legs for those who cannot deploy AGPL stuff
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👑 Top Open Source Projects of 2023 🚀
Teleport is an SSH for Clusters and Teams and aims to be the drop-in replacement for OpenSSH.
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Release Radar • February 2024 Edition
Are you looking to set up SSO for your cloud infrastructure? Or maybe establish tunnels to access services behind NATs and firewalls. Then Teleport is for you. It provides connectivity, authentication, access controls and audit for infrastructure. The newest update has a tonne of new features and improvements including enhanced device trust support, SSH connection resumption, MFA for admin actions, improved provisioning for Okta, and heaps. more. Check out all the changes in the Teleport release notes.
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OpenBao – FOSS Fork of HashiCorp Vault
In case you didn't see it: https://goteleport.com/blog/teleport-oss-switches-to-agpl-v3... and https://github.com/gravitational/teleport/pull/35259
I readily admit it's not the same amount of :fu: as BuSL or whatever the fuck is going on over at Sentry but still :-( as compared to their much friendlier Apache 2
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Who's hiring developer advocates? (December 2023)
Link to GitHub -->
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Gravitational Teleport alternatives - netbird, ZeroTier, and awl
4 projects | 29 Jun 2023
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RustDesk – Free and open source alternative to TeamViewer
I work on the Desktop Access feature for Teleport: https://goteleport.com/docs/desktop-access/getting-started/
The tool itself is open core: https://github.com/gravitational/teleport
Most of the desktop access stuff is open source. The only desktop related thing that's proprietary is our tool that allows for access to machines not connected to Active Directory. A sizeable chunk of the desktop access code is even Written In Rust™: https://github.com/gravitational/teleport/tree/master/lib/sr...!
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A front page for my selfhosted services
Have a look at teleport. It might do what you want https://github.com/gravitational/teleport
Teleport
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Do you self-host for personal use or for an organization?
I'm not quite familiar with RDS specifically, but did you look at: Rustdesk, Teleport, FreeRDP, xRDP? Assuming these may not be relevant/you tried them already, but thought I'd share
What are some alternatives?
fastapi - FastAPI framework, high performance, easy to learn, fast to code, ready for production
seldon-core - An MLOps framework to package, deploy, monitor and manage thousands of production machine learning models
Pomerium - Pomerium is an identity and context-aware reverse proxy for zero-trust access to web applications and services.
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.
clearml - ClearML - Auto-Magical CI/CD to streamline your ML workflow. Experiment Manager, MLOps and Data-Management
KeyBox - Bastillion is a web-based SSH console that centrally manages administrative access to systems. Web-based administration is combined with management and distribution of user's public SSH keys.
vouch-proxy - an SSO and OAuth / OIDC login solution for Nginx using the auth_request module
telepresence - Local development against a remote Kubernetes or OpenShift cluster
Mosh - Mobile Shell
Multi SSH Config - Mirror of https://gitlab.com/osiux/multi-ssh-config
Kedro - Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create data engineering and data science pipelines that are reproducible, maintainable, and modular.
Sshwifty - Web SSH & Telnet (WebSSH & WebTelnet client) 🔮