Clelia Astra Bertelli
as-cle-bert
AI & ML interests
Biology + Artificial Intelligence = โค๏ธ | AI for sustainable development, sustainable development for AI | Researching on Machine Learning Enhancement | I love automation for everyday things | Blogger | Open Source
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I built an AI agent app in less than 8 hours๐คฏ
And, believe me, this is ๐ป๐ผ๐ clickbaitโ
GitHub ๐ https://github.com/AstraBert/PapersChat
Demo ๐ https://huggingface.co/spaces/as-cle-bert/PapersChat
The app is called ๐๐๐ฉ๐๐ซ๐ฌ๐๐ก๐๐ญ, and it is aimed at ๐บ๐ฎ๐ธ๐ถ๐ป๐ด ๐ฐ๐ต๐ฎ๐๐๐ถ๐ป๐ด ๐๐ถ๐๐ต ๐๐ฐ๐ถ๐ฒ๐ป๐๐ถ๐ณ๐ถ๐ฐ ๐ฝ๐ฎ๐ฝ๐ฒ๐ฟ๐ ๐ฒ๐ฎ๐๐ถ๐ฒ๐ฟ.
๐๐๐ซ๐ ๐ข๐ฌ ๐ฐ๐ก๐๐ญ ๐ญ๐ก๐ ๐๐ฉ๐ฉ ๐๐จ๐๐ฌ:
๐ Parses the papers that you upload thanks to LlamaIndex๐ฆ (either with LlamaParse or with simpler, local methods)
๐ Embeds documents both with a sparse and with a dense encoder to enable hybrid search
๐ Uploads the embeddings to Qdrant
โ๏ธ Activates an Agent based on https://huggingface.co/mistralai/Mistral-Small-24B-Instruct-2501 that will reply to your prompt
๐ง Retrieves information relevant to your question from the documents
๐ง If no relevant information is found, it searches PubMed and arXiv databases
๐ง Returns a grounded answer to your prompt
๐๐จ๐ฐ ๐๐ข๐ ๐ ๐ฆ๐๐ง๐๐ ๐ ๐ญ๐จ ๐ฆ๐๐ค๐ ๐ญ๐ก๐ข๐ฌ ๐๐ฉ๐ฉ๐ฅ๐ข๐๐๐ญ๐ข๐จ๐ง ๐ข๐ง ๐ ๐ก๐จ๐ฎ๐ซ๐ฌ?
Three key points:
- LlamaIndex๐ฆ provides countless integrations with LLM providers, text embedding models and vectorstore services, and takes care of the internal architecture of the Agent. You just plug it in, and it works!๐โก
- Qdrant is a vector database service extremely easy to set up and use: you just need a one-line Docker command๐
- Gradio makes frontend development painless and fast, while still providing modern and responsive interfaces๐๏ธ
And a bonus point:
- Deploying the demo app couldn't be easier if you use Gradio-based Hugging Face Spaces๐ค
So, no more excuses: build your own AI agent today and do it fast, (almost) for free and effortlessly๐
And if you need a starting point, the code for PapersChat is open and fully reproducible on GitHub ๐ https://github.com/AstraBert/PapersChat
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as-cle-bert's activity
Librarian Bot: Add language metadata for dataset
#2 opened 28 days ago
by
librarian-bot
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Ideas!
2
#1 opened 3 months ago
by
davanstrien
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why
1
#1 opened 7 months ago
by
YaserDS-777
Librarian Bot: Add language metadata for dataset
#2 opened 10 months ago
by
librarian-bot
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[bot] Conversion to Parquet
#1 opened 11 months ago
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parquet-converter
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[ASSISTANTS] Community thread
185
#356 opened about 1 year ago
by
victor
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[bot] Conversion to Parquet
#1 opened 11 months ago
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parquet-converter
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[bot] Conversion to Parquet
#1 opened 11 months ago
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parquet-converter
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[bot] Conversion to Parquet
#1 opened 11 months ago
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parquet-converter
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[bot] Conversion to Parquet
#1 opened 11 months ago
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parquet-converter
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[bot] Conversion to Parquet
#1 opened 11 months ago
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parquet-converter
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