📘 **TELUS Agriculture & Consumer Goods** 如何通过 **Haystack Agents** 转变促销交易

🧑‍🍳 食谱

您可以将这些示例作为指南,了解如何使用 Haystack 的不同模型提供商、向量数据库、检索技术等。其中大部分展示了一个特定的小型演示。

贡献

66 个食谱

New
Agents
Advanced Retrieval
Metadata

Agent-Powered Retrieval with Haystack

New
RAG

Calculating a Hallucination Score with the OpenAIChatGenerator

New
Agents
MCP

Build Browser Agents with Gemini + Playwright MCP

New
Guardrails
Evaluation
RAG

AI Guardrails: Content Moderation and Safety with Open Language Models

New
Multimodal

Introduction to Multimodal Text Generation

Function Calling
Agents

Build with Llama Stack and Haystack Agent

Agents

Breakpoint on Agent in a Pipeline

Function Calling
Agents

Build a GitHub PR Creator Agent

Observability
Evaluation
RAG

Trace and Evaluate RAG with Arize Phoenix

Keyword Extraction

Simple Keyword Extraction using OpenAIChatGenerator

Function Calling
Agents

DevOps Support Agent with Human in the Loop

Advanced Retrieval
RAG

Hybrid RAG Pipeline with Breakpoints

AzureAISearch
Agents
RAG

Building an Interactive Feedback Review Agent with Azure AI Search and Haystack

Metadata

Extracting Metadata with an LLM

Function Calling
Agents

Build a GitHub Issue Resolver Agent

Web-QA
Data Scraping
RAG

RAG: Web Search and Analysis with Apify and Haystack

Async

Running Haystack Pipelines in Asynchronous Environments

Function Calling
Chat
Agents

Create a Swarm of Agents

Agents

Web-Enhanced Self-Reflecting Agent

Multimodal
Agents

Multimodal Agent with fastRAG and Haystack

🧪 Experimental
Evaluation

Evaluating AI with Haystack

Function Calling
Chat
Agents

Newsletter Sending Agent with Tools

Advanced Retrieval
RAG
Metadata

Advanced RAG: Automated Structured Metadata Enrichment

RAG
Agents
Web-QA

Agentic RAG with Llama 3.2 3B

Function Calling
Chat
Agents

Define & Run Tools

Advanced Retrieval
RAG
Agents

Advanced RAG: Query Decomposition and Reasoning

Advanced Retrieval
RAG

Improving Retrieval with Auto-Merging and Hierarchical Document Retrieval

Prompting
Data Scraping

Analyze Your Instagram Comments’ Vibe with Apify and Haystack

🧪 Experimental
Chat
RAG
Agents

Conversational RAG using Memory

🧪 Experimental
Advanced Retrieval
RAG

Advanced RAG: Query Expansion

RAG
Web-QA

RAG: Extract and use website content for question answering with Apify-Haystack integration

🧪 Experimental
Function Calling

Invoking APIs with OpenAPITool

Advanced Retrieval

Hybrid Retrieval with BM42

Model Serving
Chat

🧩 Quizzes and Adventures 🏰 with Character Codex and llamafile

Evaluation

RAG Evaluation with Prometheus 2

Customization
Prompting

Prompt Optimization with DSPy

RAG
Model Serving

Haystack RAG Pipeline with Self-Deployed AI models using NVIDIA NIMs

Advanced Retrieval
Metadata

Extract Metadata Filters from a Query

RAG
Advanced Retrieval

Sparse Embedding Retrieval with Qdrant and FastEmbed

RAG

RAG with Llama 3.1

Chat
SQL
Agents

Chat With Your SQL Database

Evaluation

RAG Pipeline Evaluation Using DeepEval

Evaluation

RAG Pipeline Evaluation Using RAGAS

Audio

Speaker Diarization with AssemblyAI

Customization
Prompting

Advanced Prompt Customization for Anthropic

Function Calling

🐦‍⬛ Information Extraction with Raven

RAG
Advanced Retrieval

RAG Pipeline Using FastEmbed for Embeddings Generation

Advanced Retrieval
RAG

Using Hypothetical Document Embeddings (HyDE) to Improve Retrieval

Model Serving
RAG

Getting a Daily Digest From Tech Websites

RAG

Build with Gemma and Haystack

Model Serving

Use the ⚡ vLLM inference engine with Haystack

Function Calling
Chat
Agents

Function Calling with OpenAIChatGenerator

RAG

Question Answering with Amazon Sagemaker, Chroma and Haystack

Multilingual RAG

Cohere v3 for Multilingual QA

Discovery

Streaming Model Explorer

RAG

AstraDB 🤝 Haystack Integration

RAG

PDF-Based Question Answering with Amazon Bedrock and Haystack

Advanced Retrieval
Metadata

Improve Retrieval by Embedding Meaningful Metadata

Function Calling

🦍 Information Extraction with Gorilla

Audio
Multilingual RAG

Multilingual RAG on a Podcast

Summarization
Advanced Retrieval

Legal Document Analysis with jina-embeddings-v2-base-en

Function Calling
Multimodal

Function Calling and Multimodal QA with Gemini

RAG
Vector Databases

Chroma Indexing and RAG Examples

Web-QA

Web QA with Mixtral-8x7B-Instruct-v0.1

RAG
Customization

Hacker News Summaries with Custom Components

RAG

🪁 RAG pipelines with Haystack + Zephyr 7B Beta

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