最小的Llama 2模型(7B参数)有一个缺点是它不太擅长生成SQL,因此它不适用于结构化分析示例。例如,我们尝试在给定以下提示模板的情况下提示Llama 2生成正确的SQL语句: You are a powerful text-to-SQL model. Your job is to answer questions about a database. You are given a question and context regarding...
🚀主要内容: 1️⃣通过三道难度为hard的算法题测试command-r-plus的代码能力 2️⃣使用一道复杂的逻辑推理题测试模型的推理能力 3️⃣演示如何在AutoGen中使用Cohere模型进行多个工具调用,包括天气预报和货币兑换 4️⃣介绍LlamaIndex框架,并演示如何使用command-r-plus实现text to SQL功能🚀视频还包括...
🔥🔥🔥视频简介:🚀阿里巴巴重磅发布Qwen2.5系列大模型:72B参数版本完胜405B的Llama3.1,Text to SQL功能让数据分析变得如此简单,AI时代的革命性突破!🚀本期视频详细演示了阿里巴巴最新发布的Qwen2.5系列开源大模型的企业实践应用。🚀视频亮点:1️⃣Qwe
使用LlamaIndex工具中的Text-to-SQL QueryEngine对上述四个问题进行问答。代码如下: # -*- coding: utf-8 -*- # @place: Pudong, Shanghai # @file: nl2sql_test.py # @time: 2024/1/12 22:09 # llama-index == 0.9.30 # SQLAlchemy==2.0.20 # PyMySQL == 1.1.0 from sqlalchemy import cre...
fromllama_index.core.response.notebook_utilsimportdisplay_responseresponse = query_engine.query("What are some albums? Limit to 5.")display_response(response) 结果分析,Final Response给出了正确的答案 INFO:llama_index.core.indices.struct_store.sql_retriever:> Table desc str: Table'albums'has column...
Let's see how we can run evaluation on a baseline retriever. We'll use LlamaIndex as an example: from target_benchmark.evaluators import TARGET, get_task_names # you can run `get_task_names()` to get all available tasks from target_benchmark.retrievers import LlamaIndexRetriever # specify...
通过高难度算法题和复杂推理问题,验证模型的强大实力4️⃣Text to SQL实战:基于Qwen2.5 72B模型和LlamaIndex框架,实现自然语言数据库查询5️⃣企业应用案例:模拟进销存系统,展示Text to SQL在实际业务中的应用🚀通过一系列实际操作,展示如何在Colab环境中使用Qwen2.5模型,创建数据库,生成模拟数据,并实现复杂的...
Text summarization is an NLP technique that extracts text from a large amount of data. It helps in creating a shorter version of the text. Summarize Now!
Llama 3.1 405B snowchat_showoff.mp4 🌟 Features Conversational AI: Use ChatGPT and other models to translate natural language into precise SQL queries. Conversational Memory: Retains context for interactive, dynamic responses. Snowflake Integration: Offers seamless, real-time data insights straight...
setFORCE_CMAKE=1&&setCMAKE_ARGS=-DGGML_CUDA=on&&pipinstallllama-cpp-python --extra-index-url https://abetlen.github.io/llama-cpp-python/whl/124 2. Convert the Hugging Face model to the GGUF format. python convert_hf_to_gguf.py /path/to/hf-model--outfilecustom-mistral-7b.gguf--ou...