语义搜索Semantic_Search代码详解1.导入各个库 import warnings warnings.filterwarnings('ignore') from datasets import load_dataset from sentence_transformers import SentenceTransformer from pin…
导入quora的数据集，并划分数据集 设置模型：使用'all-MiniLM-L6-v2'语言模型，SentenceTransformer SentenceTransformer 是一个用于处理文本嵌入的库，它提供了预训练的语义文本嵌入模型。'all-MiniLM-L6-v2' 是一个特定模型的名称，表示使用的是预训练模型的某个版本。这个模型的选择可能基于你的任务和数...
Semantic Kernel支持多种向量数据库,比如Sqlite,Azure AI Search,Chroma,Milvus,Pinecone,Qdrant,Weaviate等等。在添加引用的时候,需要使用--prerelease参数,因为Microsoft.SemanticKernel.Plugins.Memory包目前还处于alpha阶段。 将上面的代码改成下面的形式: using Microsoft.SemanticKernel;using Microsoft.SemanticKernel.Chat...
Semantic Kernel支持多种向量数据库,比如Sqlite,Azure AI Search,Chroma,Milvus,Pinecone,Qdrant,Weaviate等等。在添加引用的时候,需要使用--prerelease参数,因为Microsoft.SemanticKernel.Plugins.Memory包目前还处于alpha阶段。 将上面的代码改成下面的形式: usingMicrosoft.SemanticKernel; usingMicrosoft.SemanticKernel.ChatCo...
QnABot on AWS can use text embeddings to provide semantic search capabilities by using LLMs. The goals of these features are to improve question matching accuracy while reducing the amount of tuning required when compared to the default OpenSearch keywor
Semantic Kernel支持多种向量数据库,比如Sqlite,Azure AI Search,Chroma,Milvus,Pinecone,Qdrant,Weaviate等等。在添加引用的时候,需要使用--prerelease参数,因为Microsoft.SemanticKernel.Plugins.Memory包目前还处于alpha阶段。 将上面的代码改成下面的形式: usingMicrosoft.SemanticKernel;usingMicrosoft.SemanticKernel.Chat...
Semantic Kernel 通过 Connectors 和 Plugins 将 LLM 的强大能力和真实业务连接起来，来自动化业务流程并...
We can now run a search, using methods like similirity_search or max_marginal_relevance_search. That would return the relevant slice of data, which in our case would be an entire paragraph. However, we can continue to harness the power of the LLM to contextually compress the response so ...
search using methods like similarity search or maximum marginal reference search which we have here and this would return the relevant slice of data which in our case would be an entire paragraph but we could continue to harness the power of the llm to contextually compress the response so ...
Semantic Kernel支持多种向量数据库,比如Sqlite,Azure AI Search,Chroma,Milvus,Pinecone,Qdrant,Weaviate等等。在添加引用的时候,需要使用--prerelease参数,因为Microsoft.SemanticKernel.Plugins.Memory包目前还处于alpha阶段。 将上面的代码改成下面的形式: 代码语言:javascript...