线上LLMs:线上部署的LLMs提供即时访问和高可用性,这得益于SaaS(软件即服务)提供商在云服务器上预配置好的LLM和RAG(检索增强的生成模型)环境。用户无需担心硬件配置或安装过程,可以立即开始使用这些模型进行文本生成、问答等任务。这种部署方式特别适合没有专业技术背景的用户或需要快速部署解决方案的企业。 本地LLMs:...
Applications: Applications, on the other hand, are designed to meet specific needs, such as social interaction, news access, e-commerce, etc., and are typically less open and diverse in content than LLMs. each application is built around its core functionality, providing a user interface and ...
Imagine this: You need a quick code snippet or some help brainstorming solutions to coding problems. With LLMs integrated into your messaging app, you can chat with your AI assistant directly within the familiar interface to generate creative ideas or get help brainstorming solutions. No more co...
model=model_id,torch_dtype=torch.bfloat16,device_map="auto",)messages=[{"role":"system","content":"You are a pirate chatbot who always responds in pirate speak!"},{"role":"user","content":"Who are you?"},]outputs=pipe(messages,max_new_tokens=256,)print...
USER: DataRole.USER.value, 66 + Role.ASSISTANT: DataRole.ASSISTANT.value, 67 + Role.SYSTEM: DataRole.SYSTEM.value, 68 + Role.FUNCTION: DataRole.FUNCTION.value, 69 + Role.TOOL: DataRole.OBSERVATION.value, 70 + } 71 + 72 + 73 + def _process_request( 74 + request: "...
LangChain to orchestrate the back end and LLMs. Streamlit to create the user interface. Data: Any PDF document. While this tutorial features a local-first deployment, you have the option to either create a local Atlas deployment by using the Atlas CLI or deploy a cluster on the cloud. The...
By using LLMs to create comprehensive knowledge graphs that connect and describe entities and relationships contained in those documents, GraphRAG leverages semantic structuring of the data to generate responses to a wide variety of complex user queries. Uncha...
@AusWolf Local LLM-s are very important, I really reject the trend everything getting "cloud" based, micro$oft wants even you windows account to be...
Step 1: Start Your Local LLM System Before running the Python code, ensure your local LLM system is up and running. Most systems expose a RESTful API or a similar interface for interaction. For instance, LM Studio or similar tools may provide a local endpoint. You can find your local serv...
To understand the basics of LLMs (including Local LLMs), you can refer to my previous post on this topichere. First, Some Background In the space of local LLMs, I first ran into LMStudio. While the app itself is easy to use, I liked the simplicity and maneuverability that Ollama pr...