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40 lines
1.3 KiB
Markdown
40 lines
1.3 KiB
Markdown
9 months ago
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# Past Conferences Crawler (with LLM)
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A Python script that crawls conferences from <https://www.dm.unipi.it/research/past-conferences/> and processes them using a local-run LLM (we used [Mistral-7B-Instruct-v0.2](https://huggingface.co/mistralai/Mistral-7B-Instruct-v0.2)) to translate the natural language info to a more structured format (json).
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## Installation
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Download the LLM model to use, specifically we use [`Mistral-7B-Instruct-v0.2-GGUF`](https://huggingface.co/TheBloke/Mistral-7B-Instruct-v0.2-GGUF):
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```bash
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# download the model, ~4GB
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$ wget https://huggingface.co/TheBloke/Mistral-7B-Instruct-v0.2-GGUF/blob/main/mistral-7b-instruct-v0.2.Q4_K_M.gguf
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```
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Install python the requirements:
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```bash
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# if you want create a venv
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$ python -m venv venv
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$ source venv/bin/activate
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# enable gpu support for llama-cpp
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$ export CMAKE_ARGS="-DLLAMA_BLAS=ON -DLLAMA_BLAS_VENDOR=OpenBLAS"
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# install requirements
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$ pip install -r requirements.txt
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```
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## Launch
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The following command will crawl the conferences from `https://www.dm.unipi.it/research/past-conferences/` (pages 1 to 5) and save the results in `conferences.json`:
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```bash
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$ python main.py
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```
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The output is a list of json objects, one per line. To display the results with `jq`:
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```bash
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$ jq -s '.' conferences.json
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```
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