160 lines
5.3 KiB
Markdown
160 lines
5.3 KiB
Markdown
# cognee
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Make data processing for LLMs easy
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<p>
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<a href="https://cognee.ai" target="_blank">
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<img src="assets/cognee-logo.png" width="160px" alt="Cognee logo" />
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</a>
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</p>
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<p>
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<i>Open-source framework for creating knowledge graphs and data models for LLMs.</i>
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</p>
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<p>
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<a href="https://github.com/topoteretes/cognee/fork">
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<img src="https://img.shields.io/github/forks/topoteretes/cognee?style=for-the-badge" alt="cognee forks"/>
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</a>
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<a href="https://github.com/topoteretes/cognee/stargazers">
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<img src="https://img.shields.io/github/stars/topoteretes/cognee?style=for-the-badge" alt="cognee stars"/>
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</a>
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<a href="https://github.com/topoteretes/cognee/pulls">
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<img src="https://img.shields.io/github/issues-pr/topoteretes/cognee?style=for-the-badge" alt="cognee pull-requests"/>
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</a>
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<a href="https://github.com/topoteretes/cognee/releases">
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<img src="https://img.shields.io/github/release/topoteretes/cognee?&label=Latest&style=for-the-badge" alt="cognee releases" />
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</a>
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</p>
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[//]: # (<p>)
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[//]: # ( <b>Share cognee Repository</b>)
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[//]: # (</p>)
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[//]: # (<p>)
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[//]: # ( <a href="https://twitter.com/intent/tweet?text=Check%20this%20GitHub%20repository%20out.%20Cognee%20-%20Let%27s%20you%20easily%20build,%20manage%20and%20run%20useful%20autonomous%20AI%20agents.&url=https://github.com/topoteretes/cognee&hashtags=AGI,Autonomics,Cognee,future" target="_blank">)
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[//]: # ( <img src="https://img.shields.io/twitter/follow/_promethAI?label=Share Repo on Twitter&style=social" alt="Follow Cognee"/>)
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[//]: # ( </a>)
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[//]: # ( <a href="https://t.me/share/url?text=Check%20this%20GitHub%20repository%20out.%20Cognee%20-%20Let%27s%20you%20easily%20build,%20manage%20and%20run%20useful%20autonomous%20AI%20agents.&url=https://github.com/topoteretes/cognee" target="_blank">)
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[//]: # ( <img src="https://img.shields.io/twitter/url?label=Telegram&logo=Telegram&style=social&url=https://github.com/topoteretes/cognee" alt="Share on Telegram"/>)
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[//]: # ( </a>)
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[//]: # ( <a href="https://api.whatsapp.com/send?text=Check%20this%20GitHub%20repository%20out.%20Cognee%20-%20Let's%20you%20easily%20build,%20manage%20and%20run%20useful%20autonomous%20AI%20agents.%20https://github.com/topoteretes/cognee" target="_blank">)
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[//]: # ( <img src="https://img.shields.io/twitter/url?label=whatsapp&logo=whatsapp&style=social&url=https://github.com/topoteretes/cognee" />)
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[//]: # ( </a>)
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[//]: # ( <a href="https://www.reddit.com/submit?url=https://github.com/topoteretes/cognee&title=Check%20this%20GitHub%20repository%20out.%20Cognee%20-%20Let's%20you%20easily%20build,%20manage%20and%20run%20useful%20autonomous%20AI%20agents.)
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[//]: # ( " target="_blank">)
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[//]: # ( <img src="https://img.shields.io/twitter/url?label=Reddit&logo=Reddit&style=social&url=https://github.com/topoteretes/cognee" alt="Share on Reddit"/>)
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[//]: # ( </a>)
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[//]: # ( <a href="mailto:?subject=Check%20this%20GitHub%20repository%20out.&body=Cognee%20-%20Let%27s%20you%20easily%20build,%20manage%20and%20run%20useful%20autonomous%20AI%20agents.%3A%0Ahttps://github.com/topoteretes/cognee" target="_blank">)
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[//]: # ( <img src="https://img.shields.io/twitter/url?label=Gmail&logo=Gmail&style=social&url=https://github.com/topoteretes/cognee"/>)
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[//]: # ( </a>)
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[//]: # ( <a href="https://www.buymeacoffee.com/promethAI" target="_blank">)
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[//]: # ( <img src="https://cdn.buymeacoffee.com/buttons/default-orange.png" alt="Buy Me A Coffee" height="23" width="100" style="border-radius:1px">)
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[//]: # ( </a>)
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[//]: # (</p>)
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[//]: # ()
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[//]: # (<hr>)
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[//]: # ()
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[//]: # ([Star us on Github!](https://www.github.com/topoteretes/cognee))
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[//]: # ()
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[//]: # (<a href="https://www.cognee.ai" target="_blank">Cognee</a> runs in iterations, from POC towards production-ready code.)
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## 🚀 It's alive
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<p>
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Try it yourself on Whatsapp with one of our <a href="https://keepi.ai">partners</a> by typing `/save {content you want to save}` followed by `/query {knowledge you saved previously}`
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</p>
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## 📦 Installation
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With pip:
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```bash
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pip install cognee
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```
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With poetry:
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```bash
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poetry add cognee
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```
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## 💻 Usage
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Check out our demo notebook [here](cognee%20-%20Get%20Started.ipynb)
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- Add a new piece of information to storage
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```
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import cognee
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cognee.add(absolute_data_path, dataset_name)
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```
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- Use LLMs and cognee to create graphs
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```
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cognee.cognify(dataset_name)
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```
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- Render the graph after adding your Graphistry credentials to .env
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```
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graph_url = await render_graph(graph, graph_type = "networkx")
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print(graph_url)
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```
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- Query the graph for a piece of information
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```
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query_params = {
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SearchType.SIMILARITY: {'query': 'your search query here'}
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}
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cognee.search(graph, query_params)
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```
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## Demo
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[<img src="https://i3.ytimg.com/vi/yjParvJVgPI/maxresdefault.jpg" width="100%">](https://www.youtube.com/watch?v=yjParvJVgPI "Learn about cognee: 55")
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## Architecture
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### How Cognee Enhances Your Contextual Memory
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Our framework for the OpenAI, Graph (Neo4j) and Vector (Weaviate) databases introduces three key enhancements:
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- Query Classifiers: Navigate information graph using Pydantic OpenAI classifiers.
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- Document Topology: Structure and store documents in public and private domains.
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- Personalized Context: Provide a context object to the LLM for a better response.
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