generative-ai-for-beginners
FASTER
generative-ai-for-beginners | FASTER | |
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8 | 8 | |
43,438 | 6,207 | |
27.5% | 1.5% | |
9.8 | 6.9 | |
3 days ago | 1 day ago | |
Jupyter Notebook | C# | |
MIT License | MIT License |
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generative-ai-for-beginners
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Build a serverless ChatGPT with RAG using LangChain.js
Generative AI For Beginners: a collection of resources to learn about Generative AI, including tutorials, code samples, and more.
- Generative AI for Beginners – 18 Lessons
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Microsoft Security-101: Open-Source curriculum
https://github.com/microsoft/generative-ai-for-beginners/
- FLaNK Stack 26 February 2024
- Generative AI for Beginners – Version 2
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Generative AI for Beginners
Create an issue at https://github.com/microsoft/generative-ai-for-beginners. There is a call to action for feedback and looks like at least one of the contributors are in education, so will probably take the feedback on board.
- Lesson course on everything you need to know to start building Gen AI apps
- Generative AI for Beginners via Microsoft AI Services
FASTER
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A MySQL compatible database engine written in pure Go
You would be surprised by performance of modern .NET :)
Writing no-alloc is oftentimes done by reducing complexity and not doing "stupid" tricks that actually work against JIT and CoreLib features.
For databases specifically, .NET is actually positioned very well with its low-level features (intrisics incl. SIMD, FFI, struct generics though not entirely low-level) and high-throughput GC.
Interesting example of this applied in practice is Garnet[0]/FASTER[1]. Keep in mind that its codebase still consist of un-idiomatic C# and you can do way better by further simplification, but it already does the job well enough.
[0] https://github.com/microsoft/garnet
[1] https://github.com/microsoft/FASTER
- FLaNK Stack 26 February 2024
- Fast persistent recoverable log and key-value store
- GitHub - microsoft/FASTER: Fast persistent recoverable log and key-value store + cache, in C# and C++.
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FoundationDB: A Distributed Unbundled Transactional Key Value Store
A vaguely similar project that might be of interest is: https://github.com/microsoft/FASTER
It's also an "unbundled" low-level component that one could use as the foundation for a database engine or whatever. According to Microsoft, FASTER is not just "fast", but significantly faster than even some basic in-memory data structures that ship in the .NET standard library!
The downside is that it doesn't (yet) support some more advanced features like multi-server distributed mode.
However, that relative simplicity may be preferred in some scenarios...
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Event Sourcing
Last time i looked into it there weren't that many i could find. There is https://github.com/tikv/tikv which uses rocksdb with raft. and there is faster https://github.com/microsoft/FASTER/ .
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Experiences with Concurrent Hash Map Libraries
you could use fasterkv https://github.com/microsoft/FASTER
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Faster A fast concurrent persistent key-value store and log, in C# and C++
FTA, https://github.com/Microsoft/FASTER/wiki/Performance-of-FAST...
What are some alternatives?
GPT-4-Prompt-Library - Advanced Code and Text Manipulation Prompts for Various LLMs. Suitable for GPT-4, Claude, Llama2, Falcon, Bard, and other high-performing open-source LLMs. [Moved to: https://github.com/abilzerian/LLM-Prompt-Library]
libcuckoo - A high-performance, concurrent hash table
OpenAI-DotNet - A Non-Official OpenAI RESTful API Client for DotNet
parallel-hashmap - A family of header-only, very fast and memory-friendly hashmap and btree containers.
LLM-Prompt-Library - Advanced Code and Text Manipulation Prompts for Various LLMs. Suitable for GPT-4, Claude, Llama3, Gemini, and other high-performing open-source LLMs.
foundationdb - FoundationDB - the open source, distributed, transactional key-value store
MusicWithChatGPT - Tips and tools for writing music with the aid of ChatGPT
plumber - A swiss army knife CLI tool for interacting with Kafka, RabbitMQ and other messaging systems.
llmflows - LLMFlows - Simple, Explicit and Transparent LLM Apps
tikv - Distributed transactional key-value database, originally created to complement TiDB
awesome-assistant-api - Try openai assistant api apps on Google Colab for free. Awesome assistant API Demos!
Folly - An open-source C++ library developed and used at Facebook.