BentoML
openpilot
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BentoML | openpilot | |
---|---|---|
16 | 839 | |
6,537 | 47,461 | |
3.0% | 1.6% | |
9.8 | 10.0 | |
3 days ago | 4 days ago | |
Python | Python | |
Apache License 2.0 | MIT License |
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 -->
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project ideas/advice for entry-level grad jobs?
there are a few tools you can use as "cheat mode" shortcuts to give you a leg up as you're getting started. here's one: https://github.com/bentoml/BentoML
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Two high schoolers trying to use Azure/GCP/AWS- need help!
Then you can look into bentoml https://github.com/bentoml/BentoML which is used to deploy ml stuff with many more benifits.
- 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
- Congratulations on v1.0, BentoML 🍱 ! You are r/mlops OSS of the month!
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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
- Show HN: BentoML goes 1.0 – A faster way to ship your models to production
openpilot
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Tinygrad: Hacked 4090 driver to enable P2P
Yes, but he spent several years in self-driving cars (https://comma.ai), which while interesting is also a space that a lot of players are in, so it's not the same as seeing him back to doing stuff that's a little more out there, especially as pertains to IP.
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Imitation Learning
We have a product for sale: https://comma.ai
We raised $18.1M and have made $28M in lifetime revenue to date.
Where are you getting your narrative?
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Driverless cars immune from traffic tickets in California under current laws
What about comma? https://comma.ai/ Seems like our old friend geohot built exactly what you want.
Positive HN discussion: https://news.ycombinator.com/item?id=36927971
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No USS?
The issue was that the front camera on the windshield couldn’t see under the hood. You misunderstand how easy it is to solve for depth and distance with AI without requiring stereo cameras. Read https://github.com/commaai/openpilot
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What car should I get for Seattle city and some ski/hike driving? Or not get a car at all?
Nice to have: I want to get a self-driving add-on that supports some cars better than others. Not a must but high up on my nice-to-have list.
- I need some help understanding video uploads.
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I am nearing the end of my Kona 2020 lease, and I have an appointment at a dealer tomorrow had some questions about leasing an ioniq 6, hopefully someone can help me out.
EDIT: I probably should have added that I currently have the base model of the Kona the lowest model available, and I am looking for a similar thing in the ioniq 6, because my understanding is that it's fully compatible with the comma.ai device and therefore I am not planning on getting the better on board driving system, the Kona that I got unfortunately was not compatible with that device.
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Tesla: Security Vulnerabilities
I wonder how bad this is compared to the competition. https://comma.ai allows you to add self-driving features to a large number of non-Tesla cars so, if we’re including physical firmware hacks as a threat vector, I’d bet tons of alternative cars (new enough Honda Odysseys, Toyota Siennas, etc: probably anything with adaptive cruise control and lane following) have the same sort of potential vulnerability.
- 2024 highlander has Toyota Security Key Now
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Cruise co-founder and CEO Kyle Vogt resigns
Not sure, but from the first article from 4 years ago:
>Last month, we had 1,209 cars drive a little over 1,000,000 miles
Let's say they've had zero growth since then, so 48,000,000 conservatively?
Actually, from their website [1]:
>100+ million miles driven and 10k users.
[1]: https://comma.ai
What are some alternatives?
fastapi - FastAPI framework, high performance, easy to learn, fast to code, ready for production
sunnypilot - sunnypilot is a fork of comma.ai's openpilot, an open source driver assistance system. sunnypilot offers the user a unique driving experience for over 290 supported car makes and models with modified behaviors of driving assist engagements. sunnypilot complies with comma.ai's safety rules as accurately as possible.
seldon-core - An MLOps framework to package, deploy, monitor and manage thousands of production machine learning models
opendbc - democratize access to car decoder rings
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.
carla - Open-source simulator for autonomous driving research.
clearml - ClearML - Auto-Magical CI/CD to streamline your AI workload. Experiment Management, Data Management, Pipeline, Orchestration, Scheduling & Serving in one MLOps/LLMOps solution
dragonpilot - dragonpilot - 基於 openpilot 的開源駕駛輔助系統
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.
label-studio - Label Studio is a multi-type data labeling and annotation tool with standardized output format
kubeflow - Machine Learning Toolkit for Kubernetes
netron - Visualizer for neural network, deep learning and machine learning models