GitHub Trends
10.1K subscribers
15.3K links
See what the GitHub community is most excited about today.

A bot automatically fetches new repositories from https://github.com/trending and sends them to the channel.

Author and maintainer: https://github.com/katursis
Download Telegram
#python #billion_parameters #compression #data_parallelism #deep_learning #gpu #inference #machine_learning #mixture_of_experts #model_parallelism #pipeline_parallelism #pytorch #trillion_parameters #zero

DeepSpeed is a powerful tool for training and using large artificial intelligence models quickly and efficiently. It allows you to train models with billions or even trillions of parameters, which is much faster and cheaper than other methods. With DeepSpeed, you can achieve significant speedups, reduce costs, and improve the performance of your models. For example, it can train ChatGPT-like models 15 times faster than current state-of-the-art systems. This makes it easier to work with large language models without needing massive resources, making AI more accessible and efficient for everyone.

https://github.com/microsoft/DeepSpeed
#cplusplus #c #c_plus_plus #c_sharp #cross_platform #flatbuffers #go #grpc #java #javascript #json_parser #marshalling #mmap #protobuf #python #rpc #rust #serialization #serialization_library #typescript #zero_copy

FlatBuffers is a tool that helps you store and send data efficiently across different devices and programming languages. It lets you access the data directly without needing to unpack it first, which saves time and memory. Here’s how it benefits you FlatBuffers uses less memory, making it ideal for applications where space is limited.
- **Cross-Language Compatibility** You define your data structure, generate the necessary code, and then serialize and deserialize the data easily.
- **Wide Support**: It works on many operating systems like Windows, macOS, Linux, and Android, and supports numerous programming languages such as C++, Java, Python, and more.

This makes FlatBuffers a powerful tool for developing efficient and compatible software.

https://github.com/google/flatbuffers
👍1
#rust #cryptography #nexus #rust #snark #zero_knowledge #zkvm

The Nexus zkVM is a powerful, open-source tool that lets you run and prove programs very quickly, even at a trillion CPU cycles per second with enough machine power. It's easy to use: first, you install Rust and some other tools, then you install the Nexus zkVM. You can create a new project, write your program in Rust, run it, generate a proof, and verify the proof. This helps ensure your programs are correct and secure. You can learn more from their documentation or join their community for support. The benefit is that it makes your programs faster and more secure, which is useful for complex tasks.

https://github.com/nexus-xyz/nexus-zkvm
#rust #astro #blockchain #bridge #cosmos #cosmwasm #ethereum #evm #golang #indexer #nix #prover #relayer #rust #solidity #svelte #typescipt #typescript #zero_knowledge

Union is a powerful tool for securely and efficiently transferring messages, assets, NFTs, and handling DeFi transactions without relying on trusted third parties. It works with various blockchain systems like Cosmos and Ethereum. The system is highly customizable and governed by its users, ensuring it aligns with their needs.

Using Union, you can build and manage different components using a reproducible build process with Nix, which ensures consistency across different environments. This makes it easier to develop and maintain the system without affecting your main system setup. The documentation and community support through Discord and other channels are also available to help you get started and resolve any issues quickly. Overall, Union provides a secure, efficient, and user-friendly way to manage complex blockchain operations.

https://github.com/unionlabs/union
#go #cloud #devsecops #k8s #kubernetes #mesh #mesh_network #network #networking #overlay_network #security #self_hosted #virtual_network #virtual_networking #vpn #vpn_server #wg_quick #wireguard #wireguard_ui #wireguard_vpn #zero_trust

Netmaker is a powerful tool for creating and managing secure networks. It uses WireGuard to provide fast and secure connections, allowing you to connect devices anywhere in the world. With features like mesh VPNs and multi-network segmentation, you can organize your networks securely and efficiently. Netmaker also offers robust access controls and integration with OAuth for secure user management. This helps keep your network safe and compliant, making it ideal for businesses managing complex network setups.

https://github.com/gravitl/netmaker
#python #agent #ai #assistant #autonomous #linux #zero

Agent Zero is a powerful AI tool that helps you automate tasks and projects. It can learn and grow with you, making it very customizable. You can use it for things like creating code, analyzing data, writing articles, or managing servers. It works by using your computer as a tool to execute tasks and can even create its own tools. Agent Zero also allows multiple agents to work together, making complex tasks easier. This helps you focus on important work while it handles the rest. However, it needs careful guidance to work safely and effectively.

https://github.com/frdel/agent-zero
1
#go #golang #mesh #mesh_networks #nat_traversal #netbird #vpn #wireguard #wireguard_vpn #wiretrustee #zero_trust_network_access

NetBird lets you quickly set up a secure private network for your organization or home without needing to configure complex firewall rules, open ports, or manage VPN gateways. It uses direct peer-to-peer connections based on WireGuard, so your devices connect to each other securely and efficiently, bypassing the need for a central server. You get strong security with features like access control, activity logging, and support for single sign-on, all managed from a simple web interface. This means you can connect and protect your devices anywhere, with minimal setup and maintenance, making remote access and network management much easier[2][1][5].

https://github.com/netbirdio/netbird
#python #text_to_speech #tts #voice_clone #zero_shot_tts

OpenVoice is a free, open-source tool that lets you clone any voice using just a short audio sample, then generate speech in that voice across many languages and accents[1][5][8]. You can fine-tune how the voice sounds—adjusting emotion, accent, rhythm, pauses, and intonation—to match your needs[1][3][5]. A major benefit is “zero-shot” cloning: you can make the cloned voice speak languages it was never trained on, which is rare in voice AI[1][3][4]. The latest version, OpenVoice V2, offers even better sound quality, supports six major languages natively, and is free for both personal and commercial use[1]. This makes it easy and affordable for anyone to create realistic, customizable voice content without needing technical expertise or expensive software.

https://github.com/myshell-ai/OpenVoice