lightning-bolts VS cookiecutter-pytorch

Compare lightning-bolts vs cookiecutter-pytorch and see what are their differences.

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lightning-bolts cookiecutter-pytorch
3 1
1,640 56
1.4% -
7.5 1.8
16 days ago over 3 years 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.

lightning-bolts

Posts with mentions or reviews of lightning-bolts. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2021-01-10.
  • Question about implementing RL algorithms
    1 project | /r/reinforcementlearning | 19 Nov 2022
    In the lightning-bolts repository, they implement the different RL algorithms, such as PPO and DQN, as different models. Would it make more sense to have the different algorithms be the Trainer instead? Inside each of the implementations, the model creates the same neural network with different training steps.
  • [P] An elegant and strong PyTorch Trainer
    1 project | /r/MachineLearning | 1 Jul 2022
    This is also how lightning bolts tend to be defined: for example, you have https://github.com/Lightning-AI/lightning-bolts/blob/master/pl_bolts/models/rl/advantage_actor_critic_model.py for A3C, which itself is only the loss and training wrapper around the normal modules for critic and actor (see https://github.com/Lightning-AI/lightning-bolts/blob/52e4c503c671f4866339c1537cf6ae506e7c5cf5/pl_bolts/models/rl/common/networks.py#L147=)
  • [D] How to organize deep learning projects on Github ?
    4 projects | /r/MachineLearning | 10 Jan 2021
    Also PyTorch Lighting gives example in this repo https://github.com/PyTorchLightning/pytorch-lightning-bolts

cookiecutter-pytorch

Posts with mentions or reviews of cookiecutter-pytorch. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2021-01-10.

What are some alternatives?

When comparing lightning-bolts and cookiecutter-pytorch you can also consider the following projects:

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.

detectron2 - Detectron2 is a platform for object detection, segmentation and other visual recognition tasks.

pytorch-lightning - Build high-performance AI models with PyTorch Lightning (organized PyTorch). Deploy models with Lightning Apps (organized Python to build end-to-end ML systems). [Moved to: https://github.com/Lightning-AI/lightning]

uis-rnn - This is the library for the Unbounded Interleaved-State Recurrent Neural Network (UIS-RNN) algorithm, corresponding to the paper Fully Supervised Speaker Diarization.

pytorch-lightning - Pretrain, finetune and deploy AI models on multiple GPUs, TPUs with zero code changes.

thinc - 🔮 A refreshing functional take on deep learning, compatible with your favorite libraries

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.

transformers - 🤗 Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX.

PanelCleaner - An AI-powered tool to clean manga panels.

ds-template - Template for professional data science and python applications made by deepsense.ai