You cannot select more than 25 topics
Topics must start with a letter or number, can include dashes ('-') and can be up to 35 characters long.
40 lines
1.3 KiB
Markdown
40 lines
1.3 KiB
Markdown
# Past Conferences Crawler (with LLM)
|
|
|
|
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).
|
|
|
|
## Installation
|
|
|
|
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):
|
|
|
|
```bash
|
|
# download the model, ~4GB
|
|
$ wget https://huggingface.co/TheBloke/Mistral-7B-Instruct-v0.2-GGUF/blob/main/mistral-7b-instruct-v0.2.Q4_K_M.gguf
|
|
```
|
|
|
|
Install python the requirements:
|
|
|
|
```bash
|
|
# if you want create a venv
|
|
$ python -m venv venv
|
|
$ source venv/bin/activate
|
|
|
|
# enable gpu support for llama-cpp
|
|
$ export CMAKE_ARGS="-DLLAMA_BLAS=ON -DLLAMA_BLAS_VENDOR=OpenBLAS"
|
|
|
|
# install requirements
|
|
$ pip install -r requirements.txt
|
|
```
|
|
|
|
## Launch
|
|
|
|
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.
|
|
|
|
```bash
|
|
$ python main.py
|
|
```
|
|
|
|
The output is a list of json objects, one per line. To display the results with `jq`:
|
|
|
|
```bash
|
|
$ jq -s '.' conferences.json
|
|
``` |