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Tags: Distributed training

1.NVIDIA / Megatron-LM

Ongoing research training transformer models at scale

large-language-models
model-para
transformers

Python Other license18K total4.7K forks

+267 stars

from 18,060 · score 5.59

2.microsoft / CNTKArchived

Microsoft Cognitive Toolkit (CNTK), an open source deep-learning toolkit

cognitive-toolkit
cntk
deep-learning
machine-learning
deep-neural-networks
neural-network
+5 more

C++Other license18K total4.2K forks

+3 stars

from 17,580 · score 1.39

3.horovod / horovodArchived

Distributed training framework for TensorFlow, Keras, PyTorch, and Apache MXNet.

tensorflow
uber
machine-learning
machinelearning
mpi
baidu
+7 more

Python Other license15K total2.2K forks

+3 stars

from 14,672 · score 1.39

4.facebookresearch / PyTorch-BigGraphArchived

Generate embeddings from large-scale graph-structured data.

Python Other license3.5K total453 forks

+2 stars

from 3,452 · score 1.10

5.tqchen / xgboost

https://github.com/dmlc/xgboost

C++Other license583 total255 forks

+1 stars

from 582 · score 0.69

Order: Attention Score

Most net stars gained in the window first. The score only puts this gain on a log scale, so the order is the order of the gain.

How the ranking works

Ranked by stars gained in the window. The score is the natural log of one plus that gain, so a repository's rank is exactly its star gain's rank.

score = log1p(net stars gained in the trailing T complete UTC days)

A repository is ranked only when its Star History covers every day of the window and its latest Observation is not missing.

The longest window is 180 days. Star History from the Repository Host goes back at most 180 days before the first daily record that AwesomeRepos made for the repository. A longer window needs more of these daily records first. A repository younger than the window does not rank in it.

The filters select from the same eligible repositories. A repository matches the topics when it has any of them. Total stars is the count now. Last push and creation on the Repository Host count back from the start of today (UTC). The counts beside the languages, licenses, and topics include all ranked repositories in the window. A Tag holds the repositories that have it. See Tags.

A new repository enters the index when it gains stars faster than the published admission threshold, whatever its size. A repository stays in the index after it enters. Thus an archived repository can still rank.

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