GPTCache vs Unsloth
Overview
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CLI (Node.js)
Manual
Detailed Comparison
It is a library for creating semantic cache for LLM queries. Slash your LLM API costs by 10x, and boost speed by 100x. | It is a tool that enables fast and efficient local LLM finetuning. It uses a manual autograd engine and Flash Attention v2 to achieve 2-5x speedup and 50% memory reduction compared to QLoRA, without compromising accuracy. |
Boost speed by 100x;
Reduce LLM API cost by 10x;
Fully integrated with LangChain | 2x to 5x faster than QLoRA. 50% less memory usage;
All kernels written in OpenAI's Triton language;
0% loss in accuracy - no approximation methods - all exact;
No change of hardware necessary |
Statistics | |
GitHub Stars 7.8K | GitHub Stars 47.8K |
GitHub Forks 567 | GitHub Forks 3.9K |
Stacks 2 | Stacks 2 |
Followers 1 | Followers 2 |
Votes 0 | Votes 0 |
Integrations | |
What are some alternatives to GPTCache, Unsloth?
Clever AI Humanizer
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LangChain
It is a framework built around LLMs. It can be used for chatbots, generative question-answering, summarization, and much more. The core idea of the library is that we can “chain” together different components to create more advanced use cases around LLMs.
Ollama
It allows you to run open-source large language models, such as Llama 2, locally.
LlamaIndex
It is a project that provides a central interface to connect your LLMs with external data. It offers you a comprehensive toolset trading off cost and performance.
LangGraph
It is a library for building stateful, multi-actor applications with LLMs, built on top of (and intended to be used with) LangChain. It extends the LangChain Expression Language with the ability to coordinate multiple chains (or actors) across multiple steps of computation in a cyclic manner.
LangSmith
It is a platform for building production-grade LLM applications. It lets you debug, test, evaluate, and monitor chains and intelligent agents built on any LLM framework and seamlessly integrates with LangChain, the go-to open source framework for building with LLMs.
GPTScript
It is a new scripting language to automate your interaction with a Large Language Model (LLM), namely OpenAI. The ultimate goal is to create a natural language programming experience. The syntax of GPTScript is largely natural language, making it very easy to learn and use.
Vercel AI SDK
It is an open-source library designed to help developers build conversational streaming user interfaces in JavaScript and TypeScript. The SDK supports React/Next.js, Svelte/SvelteKit, and Vue/Nuxt as well as Node.js, Serverless, and the Edge Runtime.
Hugging Face
Build, train, and deploy state of the art models powered by the reference open source in machine learning.
Chroma
It is an open-source embedding database. Chroma makes it easy to build LLM apps by making knowledge, facts, and skills pluggable for LLMs.
