LlamaIndexis a powerful tool to implement the“Retrieval Augmented Generation” (RAG)concept in practical Python code. If you want to become anexponential Python developerwho wants to leverage large language models (aka.Alien Technology) to 10x your coding productivity, you’ve come to the right ...
pip install llama-index-llms-huggingface !pip install llama-index-llms-huggingface-api !pip install llama-index-embeddings-langchain Copy fromllama_index.coreimportVectorStoreIndex,SimpleDirectoryReader,ServiceContext,PromptTemplatefromllama_index.llms.huggingfaceimportHuggingFaceLLMfromllama_index.core.prompts...
According to the example:[Chroma - LlamaIndex 🦙 0.7.22 (gpt-index.readthedocs.io)](https://gpt-index.readthedocs.io/en/stable/examples/vector_stores/ChromaIndexDemo.html#basic-example-using-the-docker-container) Normally, we delete or modify a document based on our query, not based on th...
Here, I have a set of Colab notebook code that allows you to save embeddings generated by LlamaIndex to the Chroma database. This Chroma database will be completely saved to JuiceFS: # Install the JuiceFS client.!curl-sSLhttps://d.juicefs.com/install|sh-# Mount the JuiceFS file system....
ModuleNotFoundError: No module named 'llama_index.tools'NOTE: If your import is failing due to a missing package, you can manually install dependencies using either !pip or !apt.To view examples of installing some common dependencies, click the "Open Examples" button below.`...
!pip install llama-index !pip install llama-index-vector-stores-mongodb !pip install llama-index-embeddings-openai !pip install pymongo !pip install datasets !pip install pandas 2. Data Loading and OpenAI Key SetUpThe command below assigns an OpenAI API key to the environment variable OPENAI_...
1 ! pip install -qU datasets sentence-transformers numpy pandas tqdm Additionally for Voyage AI: voyageai: Python library to interact with OpenAI APIs 1 ! pip install -qU voyageai Additionally for OpenAI: openai: Python library to interact with OpenAI APIs 1 ! pip install -qU openai Additional...
We will use LangChain to create a sample RAG application and the RAGAS framework for evaluation. RAGAS is open-source, has out-of-the-box support for all the above metrics, supports custom evaluation prompts, and has integrations with frameworks such as LangChain, LlamaIndex, and observability...
Jerry, Co-founder and CEO of LlamaIndex, discusses how LlamaIndex brings the power of LLMs to your data. Jerry Liu: Hi, everybody. My name is Jerry, Co-founder and CEO of LlamaIndex. And today the talk will be how LlamaIndex can bring the power of LLMs to your data. And so ...
The capabilities of large language models (LLMs) such as OpenAI’s GPT-3, Google’s BERT, and Meta’s LLaMA are transforming various industries by enabling the generation of diverse types of text, ranging from marketing content and data science code to poetry. Although ChatGPT has garnered ...