deeplab2
DeepLab2 is a TensorFlow library for deep labeling, aiming to provide a unified and state-of-the-art TensorFlow codebase for dense pixel labeling tasks. (by google-research)
hivemind
Decentralized deep learning in PyTorch. Built to train models on thousands of volunteers across the world. (by learning-at-home)
| deeplab2 | hivemind | |
|---|---|---|
| 5 | 40 | |
| 982 | 1,840 | |
| 0.2% | 1.6% | |
| 4.0 | 5.4 | |
| about 1 year ago | about 1 month ago | |
| Python | Python | |
| Apache License 2.0 | MIT License |
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
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.
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.
deeplab2
Posts with mentions or reviews of deeplab2.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2022-08-06.
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Meet MOAT: An Artificial Intelligence (AI) Model that Combines Convolution and Attention Operations to Achieve Powerful Vision Models
Quick Read: https://www.marktechpost.com/2022/12/30/meet-moat-an-artificial-intelligence-ai-model-that-combines-convolution-and-attention-operations-to-achieve-powerful-vision-models/ Paper: https://arxiv.org/pdf/2210.01820.pdf Github: https://github.com/google-research/deeplab2
- [D] Most Popular AI Research July 2022 pt. 2 - Ranked Based On GitHub Stars
- Most Popular AI Research July 2022 pt. 2 - Ranked Based On GitHub Stars
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[P] DeepLab2: A TensorFlow Library for Deep Labeling web demo
github: https://github.com/google-research/deeplab2
- DeepLab2 – New deep labeling library for TensorFlow
hivemind
Posts with mentions or reviews of hivemind.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2024-03-07.
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You can now train a 70B language model at home
https://github.com/learning-at-home/hivemind is also relevant
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Would anyone be interested in contributing to some group projects?
I really hope you'll join me, for the Petals support, at least! A single docker-compose.yml file is all we need, for now. If we are able to find enough people willing to host some smaller models, perhaps we could expand into the Hivemind, and create our own, custom foundation model one day?
- Hive mind:Train deep learning models on thousands of volunteers across the world
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Could a model not be trained by a decentralized network? Like Seti @ home or kinda-sorta like bitcoin. Petals accomplishes this somewhat, but if raw computer power is the only barrier to open-source I'd be happy to try organizing decentalized computing efforts
Decentralized deep learning: https://github.com/learning-at-home/hivemind
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Orca (built on llama13b) looks like the new sheriff in town
https://github.com/learning-at-home/hivemind - same people behind it, was made before petals I think.
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Do you think that AI research will slow down to a halt because of regulation?
not if we rise to meet that challenge. here's a few tools that facilitate AI research in the face of an advanced persistent threat: Hivemind- a distributed Pytorch framework
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LLM@home
yeah, there's Hivemind. and there's research wrt how to chunk out training workload so it can be scaled up. not sure why there's commentary that latency issues would limit this sort of enterprise, the architecture typically isn't designed for liveness. other subfields of distributed training/inference include zero-knowledge machine learning. besides all of that, there's also adversarial computation like SafetyNets and refereed delegation of computation.
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[D] Google "We Have No Moat, And Neither Does OpenAI": Leaked Internal Google Document Claims Open Source AI Will Outcompete Google and OpenAI
We already have the software for it. There are some projects, but the one I'm most familiar with is https://github.com/learning-at-home/hivemind for training and it's sister project https://petals.ml/ for running large models distributed.
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Run 100B+ language models at home, BitTorrent‑style
I'm not entirely how the approach they're using works [0], but I study federated learning and one of the highly-cited survey papers has several chapters (5 and 6 in particular) addressing potential attacks, failure modes, and bias [1].
0: https://github.com/learning-at-home/hivemind
1: https://arxiv.org/abs/1912.04977
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SETI Home Is in Hibernation
The Hivemind project is just that
https://github.com/learning-at-home/hivemind
What are some alternatives?
When comparing deeplab2 and hivemind you can also consider the following projects:
yolov7 - Implementation of paper - YOLOv7: Trainable bag-of-freebies sets new state-of-the-art for real-time object detectors
replika-research - Replika.ai Research Papers, Posters, Slides & Datasets
XMem - [ECCV 2022] XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model
GLM-130B - GLM-130B: An Open Bilingual Pre-Trained Model (ICLR 2023)
multiface - Hosts the Multiface dataset, which is a multi-view dataset of multiple identities performing a sequence of facial expressions.
Super-SloMo - PyTorch implementation of Super SloMo by Jiang et al.
Unicorn - [ECCV'22 Oral] Towards Grand Unification of Object Tracking
alpa - Training and serving large-scale neural networks with auto parallelization.
latent-diffusion - High-Resolution Image Synthesis with Latent Diffusion Models
mesh-transformer-jax - Model parallel transformers in JAX and Haiku
NUWA - A unified 3D Transformer Pipeline for visual synthesis
HiveMind-core - Join the OVOS collective, utils for OpenVoiceOS mesh networking