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

The Web framework for perfectionists with deadlines.

Implement a ChatGPT-like LLM in PyTorch from scratch, step by step

real time face swap and one-click video deepfake with only a single image

For developers, who are building real-time data-driven applications, Redis is the preferred, fastest, and most feature-rich cache, data structure server, and document and vector query engine.

为GPT/GLM等LLM大语言模型提供实用化交互接口，特别优化论文阅读/润色/写作体验，模块化设计，支持自定义快捷按钮&函数插件，支持Python和C++等项目剖析&自译解功能，PDF/LaTex论文翻译&总结功能，支持并行问询多种LLM模型，支持chatglm3等本地模型。接入通义千问, deepseekcoder, 讯飞星火, 文心一言, llama2, rwkv, claude2, moss等。

Unified Efficient Fine-Tuning of 100+ LLMs & VLMs (ACL 2024)

Python ETL framework for stream processing, real-time analytics, LLM pipelines, and RAG.

Drag & drop UI to build your customized LLM flow

Ready-to-run cloud templates for RAG, AI pipelines, and enterprise search with live data. ?Docker-friendly.?Always in sync with Sharepoint, Google Drive, S3, Kafka, PostgreSQL, real-time data APIs, and more.