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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 all the conferences from `https://www.dm.unipi.it/research/past-conferences/` (all pages) and save the results in `conferences.json` as a list of json objects, one per line.
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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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## Main idea / Explainaition
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We need to parse strings like the following
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```html
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<p><a href="http://www.crm.sns.it/event/507/" target="_blank" rel="noreferrer
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noopener">Statistical and Computational Aspects of Dynamics<br></a>Organized by Buddhima
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Kasun Fernando Akurugodage (Centro di ricerca matematica Ennio De Giorgi – SNS),
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Paolo Giulietti, and Tanja Isabelle Schindler (Universität Wien, Austria). Centro De
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Giorgi – SNS, Pisa. December 13 – 16, 2022.</p>
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<p><a href="https://events.dm.unipi.it/event/126/" target="_blank" rel="noreferrer
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noopener">Weekend di lavoro su Calcolo delle Variazioni<br></a>Organized by Giuseppe
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Buttazzo, Maria Stella Gelli, and Aldo Pratelli. Grand Hotel Tettuccio Montecatini.
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November 25 – 27, 2022.</p>
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<p><a href="https://events.dm.unipi.it/event/109/" target="_blank" rel="noreferrer
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noopener">Incontri di geometria algebrica ed aritmetica Milano – Pisa<br></a>Department
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of Mathematics, Pisa. November 16 – 17, 2022.</p>
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```
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We compose the following conversation with an LLM, things between `{{ ... }}` are templates that will be replaced before starting generating.
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```
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INPUT:
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<p><a href="http://www.crm.sns.it/event/507/" target="_blank" rel="noreferrer
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noopener">Statistical and Computational Aspects of Dynamics<br></a>Organized by Buddhima
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Kasun Fernando Akurugodage (Centro di ricerca matematica Ennio De Giorgi – SNS),
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Paolo Giulietti, and Tanja Isabelle Schindler (Universität Wien, Austria). Centro De
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Giorgi – SNS, Pisa. December 13 – 16, 2022.</p>
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OUTPUT:
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{
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"title": "Statistical and Computational Aspects of Dynamics",
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"url": "http://www.crm.sns.it/event/507/",
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"description": "Organized by Buddhima Kasun Fernando Akurugodage (Centro di ricerca
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matematica Ennio De Giorgi – SNS), Paolo Giulietti, and Tanja Isabelle
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Schindler (Universität Wien, Austria). Location: Centro De Giorgi - SNS, Pisa.",
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"startDate": "2022-12-13",
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"endDate": "2022-12-16"
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}
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INPUT:
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{{ conference_html }}
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OUTPUT:
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```
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And the LLM will complete this conversation with a json representation of the `{{ conference_html }}`. The first example is needed to show the model how to convert information from the input html data. |