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MooAI Insight

LlamaIndex: An Overview

LlamaIndex is an open-source fine-tuning API that allows users to get exact answers from existing data sources. It is designed to work with models deployed in the Microsoft Foundry portal.

Key Features and Uses

* Fine-tuning: LlamaIndex enables users to fine-tune their models for specific tasks, such as answering questions or generating text.
* VectorStoreIndex: The API allows users to persist VectorStoreIndex locally, which can be used to store and retrieve data efficiently.
* Customize prompts: Users can customize prompts using the LlamaIndex chatbot, which enables more personalized responses.

Benefits and Applications

* Advancements in AI applications: LlamaIndex can be used to build advanced intelligent applications, such as chatbots or question-answering systems.
* Improved accuracy: By fine-tuning models with LlamaIndex, users can improve the accuracy of their AI applications.
* Efficient data storage: The VectorStoreIndex feature allows for efficient data storage and retrieval.

Community Feedback

* Helpfulness: Some users have reported that LlamaIndex is actually helpful in improving the accuracy of their AI applications.
* Customization: Users can customize prompts using the LlamaIndex chatbot, which enables more personalized responses.
Running on Titan Engine | Context: 8k Tokens | Layers: GPU
icon https://www.bing.com/ck/a?!&&p=395253489171d5a69ef91a1fb3655a9f4f2a4db8bca22202cabccb2e1bc648c9JmltdHM9MTc3Mjg0MTYwMA&ptn=3&ver=2&hsh=4&fclid=3a486a1a-cab9-6ac3-2fca-7d0fcb9c6b63&u=a1aHR0cHM6Ly9zdGFja292ZXJmbG93LmNvbS9xdWVzdGlvbnMvNzY1NDYwMDQvb3BlbmFpLWZpbmUtdHVuaW5nLWFwaS13aHktd291bGQtaS11c2UtbGxhbWFpbmRleC1vci1sYW5nY2hhaW4taW5zdGVhZC1vZi1maW5l&ntb=1

OpenAI Fine-tuning API: Why would I use LlamaIndex or LangChain â...

Jun 24, 2023 · TL;DR: Use LlamaIndex or LangChain to get an exact answer (i.e., a fact) to a specific question from existing data sources. Why choose LlamaIndex or LangChain over fine-tuning a …
icon https://www.bing.com/ck/a?!&&p=76c7e4d1ae7c91399cf3a86ac28dfad4548ea095ba3cfa483542da921a4330f6JmltdHM9MTc3Mjg0MTYwMA&ptn=3&ver=2&hsh=4&fclid=2cb4daa5-bc38-621b-13ff-cdb0bdaa6301&u=a1aHR0cHM6Ly9zdGFja292ZXJmbG93LmNvbS9xdWVzdGlvbnMvNzY1NDYwMDQvb3BlbmFpLWZpbmUtdHVuaW5nLWFwaS13aHktd291bGQtaS11c2UtbGxhbWFpbmRleC1vci1sYW5nY2hhaW4taW5zdGVhZC1vZi1maW5l&ntb=1

OpenAI Fine-tuning API: Why would I use LlamaIndex or LangChain â...

Jun 24, 2023 · TL;DR: Use LlamaIndex or LangChain to get an exact answer (i.e., a fact) to a specific question from existing data sources. Why choose LlamaIndex or LangChain over fine-tuning a …
icon https://www.bing.com/ck/a?!&&p=2135f121f8ad259af89555b8c0a13a5fd95d189b47da8772bda63ee77e3c74dfJmltdHM9MTc3Mjc1NTIwMA&ptn=3&ver=2&hsh=4&fclid=02e005fb-2e24-6b97-0ae4-12ef2fca6aca&u=a1aHR0cHM6Ly9zdGFja292ZXJmbG93LmNvbS9xdWVzdGlvbnMvNzY1NDYwMDQvb3BlbmFpLWZpbmUtdHVuaW5nLWFwaS13aHktd291bGQtaS11c2UtbGxhbWFpbmRleC1vci1sYW5nY2hhaW4taW5zdGVhZC1vZi1maW5l&ntb=1

OpenAI Fine-tuning API: Why would I use LlamaIndex or LangChain â...

Jun 24, 2023 · TL;DR: Use LlamaIndex or LangChain to get an exact answer (i.e., a fact) to a specific question from existing data sources. Why choose LlamaIndex or LangChain over fine-tuning a …
icon https://aka.ms/azureai/llamaindex

Develop application with LlamaIndex and Microsoft Foundry - Micro...

This article explains how to use LlamaIndex with models deployed in Microsoft Foundry portal to build advance intelligent applications.
icon https://www.reddit.com/r/Rag/comments/1j2krli/is_llamaindex_actually_helpful/

Is LlamaIndex actually helpful?

Just experimented with 2 methods: 1. Pasting a bunch of pdf, .txt, and other raw files into ChatGPT and asking questions 2. Using LLamaIndex for the SAME exact files (and using same OpenAI model) T...
icon https://www.bing.com/ck/a?!&&p=17218196b60624bbb38374ae4dc697af9c96e4bda13de8577f796cbb95bfa81cJmltdHM9MTc3Mjc1NTIwMA&ptn=3&ver=2&hsh=4&fclid=02e005fb-2e24-6b97-0ae4-12ef2fca6aca&u=a1aHR0cHM6Ly9zdGFja292ZXJmbG93LmNvbS9xdWVzdGlvbnMvNzc3MDIzMjUvcGVyc2lzdC12ZWN0b3JzdG9yZWluZGV4LWxsYW1haW5kZXgtbG9jYWxseQ&ntb=1

Persist VectorStoreIndex (LlamaIndex) locally - Stack Overflow

Dec 22, 2023 · Persist VectorStoreIndex (LlamaIndex) locally Asked 2 years, 2 months ago Modified 1 year, 7 months ago Viewed 2k times
icon https://www.bing.com/ck/a?!&&p=5f27e6a997b25371a555539f5891a74dbb31b9c134090077e273de379676ecd2JmltdHM9MTc3Mjc1NTIwMA&ptn=3&ver=2&hsh=4&fclid=02e005fb-2e24-6b97-0ae4-12ef2fca6aca&u=a1aHR0cHM6Ly9zdGFja292ZXJmbG93LmNvbS9xdWVzdGlvbnMvNzgyNDU2OTIvY3VzdG9taXplLXByb21wdC1sbGFtYWluZGV4&ntb=1

chatbot - Customize prompt llamaindex - Stack Overflow

Mar 29, 2024 · 0 i have built chatbot using llamaindex to get response from a pdf, i want to add customize prompt also ,in which if the user messages is about booking appointment, then respond …
icon https://www.bing.com/ck/a?!&&p=5b77f50a4d138ea50a500184d26573628e3e1026fee6c5a951f0c392c719c014JmltdHM9MTc3Mjg0MTYwMA&ptn=3&ver=2&hsh=4&fclid=2cb4daa5-bc38-621b-13ff-cdb0bdaa6301&u=a1aHR0cHM6Ly9zdGFja292ZXJmbG93LmNvbS9xdWVzdGlvbnMvNzYzNzIyMjUvdXNlLWxsYW1haW5kZXgtd2l0aC1kaWZmZXJlbnQtZW1iZWRkaW5ncy1tb2RlbA&ntb=1

Use LlamaIndex with different embeddings model - Stack Overflow

May 31, 2023 · Use LlamaIndex with different embeddings model Asked 2 years, 9 months ago Modified 1 year, 8 months ago Viewed 15k times
icon https://www.bing.com/ck/a?!&&p=87e84c9b1215782df4d9b421f85f3d0593d53ea63767d9db49a4dbb23249804bJmltdHM9MTc3Mjc1NTIwMA&ptn=3&ver=2&hsh=4&fclid=02e005fb-2e24-6b97-0ae4-12ef2fca6aca&u=a1aHR0cHM6Ly9zdGFja292ZXJmbG93LmNvbS9xdWVzdGlvbnMvNzkxMDMyNDMvbGxhbWFpbmRleC1ob3ctdG8tYWRkLW5ldy1kb2N1bWVudHMtdG8tYW4tZXhpc3RpbmctaW5kZXg&ntb=1

LLamaindex: How to add new documents to an existing index

Oct 18, 2024 · LLamaindex: How to add new documents to an existing index Asked 1 year, 4 months ago Modified 1 year, 3 months ago Viewed 1k times
icon https://www.bing.com/ck/a?!&&p=13bb4dc0e3f518361f7c23f3bde14a1532f50958e12131569e4e8be3062dc74eJmltdHM9MTc3Mjg0MTYwMA&ptn=3&ver=2&hsh=4&fclid=3a486a1a-cab9-6ac3-2fca-7d0fcb9c6b63&u=a1aHR0cHM6Ly9zdGFja292ZXJmbG93LmNvbS9xdWVzdGlvbnMvNzkxMDMyNDMvbGxhbWFpbmRleC1ob3ctdG8tYWRkLW5ldy1kb2N1bWVudHMtdG8tYW4tZXhpc3RpbmctaW5kZXg&ntb=1

LLamaindex: How to add new documents to an existing index

Oct 18, 2024 · LLamaindex: How to add new documents to an existing index Asked 1 year, 4 months ago Modified 1 year, 3 months ago Viewed 1k times
icon https://www.bing.com/ck/a?!&&p=580c5c82713afe5df2d8ae37f2edcde28ab279813d8eb24c427712170983814aJmltdHM9MTc3Mjg0MTYwMA&ptn=3&ver=2&hsh=4&fclid=3a486a1a-cab9-6ac3-2fca-7d0fcb9c6b63&u=a1aHR0cHM6Ly9zdGFja292ZXJmbG93LmNvbS9xdWVzdGlvbnMvNzc3MDIzMjUvcGVyc2lzdC12ZWN0b3JzdG9yZWluZGV4LWxsYW1haW5kZXgtbG9jYWxseQ&ntb=1

Persist VectorStoreIndex (LlamaIndex) locally - Stack Overflow

Dec 22, 2023 · Persist VectorStoreIndex (LlamaIndex) locally Asked 2 years, 2 months ago Modified 1 year, 7 months ago Viewed 2k times
icon https://www.reddit.com/r/LocalLLaMA/comments/1pox733/langchain_and_llamaindex_are_in_steep_decline/

LangChain and LlamaIndex are in "steep decline" according to new ...

So I stumbled on this LLM Development Landscape 2.0 report from Ant Open Source and it basically confirmed what I've been feeling for months. LangChain, LlamaIndex and AutoGen are all listed as "stee...
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Use LlamaIndex with different embeddings model - Stack Overflow

May 31, 2023 · Use LlamaIndex with different embeddings model Asked 2 years, 9 months ago Modified 1 year, 8 months ago Viewed 15k times
icon https://www.bing.com/ck/a?!&&p=7311fe39b7e463f17cfb3f9e8a462e0dcda2b0dfb9b1c78ed7bb9d08698bf30aJmltdHM9MTc3Mjg0MTYwMA&ptn=3&ver=2&hsh=4&fclid=3a486a1a-cab9-6ac3-2fca-7d0fcb9c6b63&u=a1aHR0cHM6Ly9zdGFja292ZXJmbG93LmNvbS9xdWVzdGlvbnMvNzgyNDU2OTIvY3VzdG9taXplLXByb21wdC1sbGFtYWluZGV4&ntb=1

chatbot - Customize prompt llamaindex - Stack Overflow

Mar 29, 2024 · 0 i have built chatbot using llamaindex to get response from a pdf, i want to add customize prompt also ,in which if the user messages is about booking appointment, then respond …
icon https://www.bing.com/ck/a?!&&p=cb2691fa51f6fe3ce9aaa1832e4af501d4708085ac495b3496bb32b9a2a3fed5JmltdHM9MTc3Mjg0MTYwMA&ptn=3&ver=2&hsh=4&fclid=2cb4daa5-bc38-621b-13ff-cdb0bdaa6301&u=a1aHR0cHM6Ly9zdGFja292ZXJmbG93LmNvbS9xdWVzdGlvbnMvNzY5OTA3MzYvZGlmZmVyZW5jZXMtYmV0d2Vlbi1sYW5nY2hhaW4tbGxhbWFpbmRleA&ntb=1

Differences between Langchain & LlamaIndex - Stack Overflow

Aug 28, 2023 · LlamaIndex is also more efficient than Langchain, making it a better choice for applications that need to process large amounts of data. If you are building a general-purpose …
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Differences between Langchain & LlamaIndex - Stack Overflow

Aug 28, 2023 · LlamaIndex is also more efficient than Langchain, making it a better choice for applications that need to process large amounts of data. If you are building a general-purpose …
icon https://www.reddit.com/r/Rag/comments/1rmy8zp/is_it_better_to_use_googles_file_search_api/

Is it better to use Google's File Search API instead of LlamaInde...

I’m building a RAG system and I’m trying to decide between two approaches. On one hand, frameworks like LlamaIndex and LangChain give you a lot of flexibility to build custom pipelines (chunking,...
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LLamaindex: How to add new documents to an existing index

Oct 18, 2024 · LLamaindex: How to add new documents to an existing index Asked 1 year, 4 months ago Modified 1 year, 3 months ago Viewed 1k times
icon https://www.bing.com/ck/a?!&&p=f7e5e0947da8c0bbefd05df02a6809c7bb6007e7b545500b4c84a8de75640cfbJmltdHM9MTc3Mjg0MTYwMA&ptn=3&ver=2&hsh=4&fclid=3a486a1a-cab9-6ac3-2fca-7d0fcb9c6b63&u=a1aHR0cHM6Ly9zdGFja292ZXJmbG93LmNvbS9xdWVzdGlvbnMvNzY5OTA3MzYvZGlmZmVyZW5jZXMtYmV0d2Vlbi1sYW5nY2hhaW4tbGxhbWFpbmRleA&ntb=1

Differences between Langchain & LlamaIndex - Stack Overflow

Aug 28, 2023 · LlamaIndex is also more efficient than Langchain, making it a better choice for applications that need to process large amounts of data. If you are building a general-purpose …
icon https://www.bing.com/ck/a?!&&p=f9e585f757a39f0d518f6d1b3bee24a1858767152782ca1d666a6e3073ddbd13JmltdHM9MTc3Mjc1NTIwMA&ptn=3&ver=2&hsh=4&fclid=02e005fb-2e24-6b97-0ae4-12ef2fca6aca&u=a1aHR0cHM6Ly9zdGFja292ZXJmbG93LmNvbS9xdWVzdGlvbnMvNzYzNzIyMjUvdXNlLWxsYW1haW5kZXgtd2l0aC1kaWZmZXJlbnQtZW1iZWRkaW5ncy1tb2RlbA&ntb=1

Use LlamaIndex with different embeddings model - Stack Overflow

May 31, 2023 · Use LlamaIndex with different embeddings model Asked 2 years, 9 months ago Modified 1 year, 8 months ago Viewed 15k times