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#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
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#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