Graph Database + eXplainable AI + LLM Computing hundreds to tens of thousands of times faster than its counterparts, Ultipa's search capabilities are incredibly deep, uncovering every hidden path. It is infused with cutting-edge eXplainable AI (XAI) technology to ensure users understand the logic...
ipython-ngql:一个 Python 包,帮你更好地从 Jupyter Notebook 或 iPython 连接到 NebulaGraph; nebula3-python:连接和管理 NebulaGraph 的 Python 客户端; pyvis:用最少的 Python 代码快速生成可视化网图的工具库; networkx:研究图和网络的 Python 库; youtube_transcript_api:可获取 YouTube 视频的转录/字幕的 ...
本文将深入解析GitHub上备受瞩目的LLM开源项目,详细指导如何运用Graph RAG(Retriever-Augmented Generator with Graph)技术,结合Langchain框架与GPT-4o(或类似LLM模型)的能力,构建一个能够提供精准、连贯信息的本地聊天机器人。本文不仅提供了详尽...
完整代码链接 - github.com/mcks2000/llm - Code Development using Multi-Agent Flow.ipynb 结论 基于LLM 的代理是高度发展的领域,仍然需要大量检查才能使其做好生产准备。这是使用基于多代理的流程的原型。 参考 blog.langchain.dev/lang python.langchain.com/do AgentCoder:arxiv.org/pdf/2312.1301 AlphaCodium...
好在这种时候会触发一个警告信息TracerWarning: Converting a tensor to a Python boolean might cause the trace to be incorrect. We can't record the data flow of Python values, so this value will be treated as a constant in the future. This means that the trace might not generalize to other ...
Structured data, such as knowledge graphs (KGs), provide high-quality context and mitigate model hallucinations.（图：基于Graph的RAG链路）类似地，Graph RAG的核心链路分如下三个阶段：索引（三元组抽取）：通过LLM服务实现文档的三元组提取，写入图数据库。检索（子图召回）：通过LLM服务实现查询的关键词提取和...
代码语言:python 代码运行次数:2 运行 AI代码解释 os.environ["GRAPHD_HOST"]="127.0.0.1"os.environ["NEBULA_USER"]="root"os.environ["NEBULA_PASSWORD"]="nebula"os.environ["NEBULA_ADDRESS"]="127.0.0.1:9669"%reload_ext ngql connection_string=f"--address{os.environ['GRAPHD_HOST']}--port 966...
Hands-on Time Series Anomaly Detection using Autoencoders, with Python Data Science Here’s how to use Autoencoders to detect signals with anomalies in a few lines of… Piero Paialunga August 21, 2024 12 min read Feature engineering, structuring unstructured data, and lead scoring...
python -m graphrag.query \ --root ./ragtest \ --method local \ "Who is Scrooge, and what are his main relationships?" 如果直接运行上面的命令,会发现无法运行,让我们配置一下: 运行方式选择模块运行; 模块后面参考上述官方的命令,给出的具体模块; ...
数据模型 DataModel 在Nebula Graph 中,每个顶点被建模为一个key-value,根据其 vertexID(或简称 vid)哈希散列后,存储到对应的 partition 上。 image.png 一条逻辑意义上的边,在 Nebula Graph 中将会被建模为两个独立的key-value,分别称为out-key和in-key。out-key 与这条边所对应的起点存储在同一个 partitio...