Difference between revisions of "LlamaIndex"
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[https://www.bing.com/news/search?q=Llama+Index+GPT&qft=interval%3d%228%22 ...Bing News] | [https://www.bing.com/news/search?q=Llama+Index+GPT&qft=interval%3d%228%22 ...Bing News] | ||
| + | * [https://www.llamaindex.ai/ Llamaindex] | ||
| + | ** [https://github.com/jerryjliu/llama_index GitHub] | ||
| + | ** [https://github.com/run-llama/llama-lab LLama Lab] | ||
* [[Assistants]] ... [[Personal Companions]] ... [[Agents]] ... [[Negotiation]] ... [[LangChain]] | * [[Assistants]] ... [[Personal Companions]] ... [[Agents]] ... [[Negotiation]] ... [[LangChain]] | ||
| + | * [[Embedding]]: [[Agents#AI-Powered Search|Search]] ... [[Clustering]] ... [[Recommendation]] ... [[Anomaly Detection]] ... [[Classification]] ... [[Dimensional Reduction]] ... [[...find outliers]] | ||
* [[Large Language Model (LLM)]] ... [[Natural Language Processing (NLP)]] ...[[Natural Language Generation (NLG)|Generation]] ... [[Natural Language Classification (NLC)|Classification]] ... [[Natural Language Processing (NLP)#Natural Language Understanding (NLU)|Understanding]] ... [[Language Translation|Translation]] ... [[Natural Language Tools & Services|Tools & Services]] | * [[Large Language Model (LLM)]] ... [[Natural Language Processing (NLP)]] ...[[Natural Language Generation (NLG)|Generation]] ... [[Natural Language Classification (NLC)|Classification]] ... [[Natural Language Processing (NLP)#Natural Language Understanding (NLU)|Understanding]] ... [[Language Translation|Translation]] ... [[Natural Language Tools & Services|Tools & Services]] | ||
| − | <youtube> | + | LlamaIndex (GPT Index) is a data framework that allows users to connect custom data sources to large language models. It provides tools to structure data, offers data connectors to ingest existing data sources and data formats (APIs, PDFs, docs, SQL, etc.), and provides an advanced retrieval/query interface over the data. LlamaIndex is designed to help developers manage their data for LLM (large language model) applications. It is a simple and flexible framework that can be used to augment LLMs with private data. LlamaIndex is open source and can be downloaded from PyPI. It is also available on GitHub. LlamaIndex is being developed into an enterprise solution that will allow customers to use "protection-grade" data connectors to parse and transport large volumes of data. |
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| + | * Offers data connectors to ingest your existing data sources and data formats (APIs, PDFs, docs, SQL, etc.) | ||
| + | * Provides ways to structure your data (indices, graphs) so that this data can be easily used with LLMs. | ||
| + | * Provides an advanced retrieval/query interface over your data: Feed in any LLM input prompt, get back retrieved context and knowledge-augmented output. | ||
| + | * Allows easy integrations with your outer application framework (e.g. with [[LangChain]], Flask, Docker, [[ChatGPT]], anything else). | ||
| + | |||
| + | <youtube>FQBou-YgxyE</youtube> | ||
| + | <youtube>ojQ3hpG_4J8</youtube> | ||
| + | <youtube>6uyBc0jm1xQ</youtube> | ||
| + | <youtube>jbQ2UbnU7vQ</youtube> | ||
Revision as of 12:02, 27 June 2023
YouTube ... Quora ...Google search ...Google News ...Bing News
- Llamaindex
- Assistants ... Personal Companions ... Agents ... Negotiation ... LangChain
- Embedding: Search ... Clustering ... Recommendation ... Anomaly Detection ... Classification ... Dimensional Reduction ... ...find outliers
- Large Language Model (LLM) ... Natural Language Processing (NLP) ...Generation ... Classification ... Understanding ... Translation ... Tools & Services
LlamaIndex (GPT Index) is a data framework that allows users to connect custom data sources to large language models. It provides tools to structure data, offers data connectors to ingest existing data sources and data formats (APIs, PDFs, docs, SQL, etc.), and provides an advanced retrieval/query interface over the data. LlamaIndex is designed to help developers manage their data for LLM (large language model) applications. It is a simple and flexible framework that can be used to augment LLMs with private data. LlamaIndex is open source and can be downloaded from PyPI. It is also available on GitHub. LlamaIndex is being developed into an enterprise solution that will allow customers to use "protection-grade" data connectors to parse and transport large volumes of data.
- Offers data connectors to ingest your existing data sources and data formats (APIs, PDFs, docs, SQL, etc.)
- Provides ways to structure your data (indices, graphs) so that this data can be easily used with LLMs.
- Provides an advanced retrieval/query interface over your data: Feed in any LLM input prompt, get back retrieved context and knowledge-augmented output.
- Allows easy integrations with your outer application framework (e.g. with LangChain, Flask, Docker, ChatGPT, anything else).
