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updated readme
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README.md
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---
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title: Flare
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emoji:
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sdk: streamlit
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python_version: 3.11.7
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---
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Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
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# FILIP-MS
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FILIP contrastive learning for metabolite annotation
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## Magma preprocessing
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`python run_magma.py --data_pth '/r/hassounlab/spectra_data/msgym/MassSpecGym.tsv' --output_dir '/data/yzhouc01/FILIP-MS/data/magma/' --workers 50`
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### test candidates
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`python run_fragmentation_only.py --d '/r/hassounlab/spectra_data/msgym/MassSpecGym.tsv' -c '/r/hassounlab/spectra_data/msgym/molecules/MassSpecGym_retrieval_candidates_mass.json' -o '/data/yzhouc01/FILIP-MS/data/msgym_mass_cands.pkl' -w 50`
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# π₯ FLARE
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Fine-grained Learning for Aligment of spectra-molecule REpresentation
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### Yan Zhou Chen, Soha Hassoun
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#### Department of Computer Science, Tufts University
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This repository provides the implementation of FALRE. Given a mass spectrum, FLARE can be used to rank a set of molecular candidates. Further, FLARE enables visualization of peak-to-node attribution.
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## π Set up
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### Clone repository
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```
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git clone https://github.com/hassounlab/flare
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cd flare
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```
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### Set up environment and install dependencies
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```
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conda create -n flare python=3.11
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conda activate flare
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pip install -r requirements.txt
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```
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## Usage
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Modify params.yaml as necessary
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```
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# preprocess data
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python subformula_assign/assign_subformulae.py --spec-files ../data/sample/data.tsv --output-dir ../data/sample/subformulae --labels-file ../data/sample/data.tsv --max-formulae 60
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# train
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python train.py
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# test
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python test.py
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```
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## π Acknowledgments
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- **Loss Objective**: [FILIP](https://arxiv.org/abs/2111.07783)
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- **Training Data**: [MassSpecGym](https://github.com/pluskal-lab/MassSpecGym)
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- **Subformula Assigner Code**: [MIST](https://github.com/samgoldman97/mist/tree/main_v2)
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## APP Configuration
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---
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title: Flare
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emoji: π₯
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colorFrom: green
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colorTo: blue
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sdk: streamlit
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python_version: 3.11.7
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---
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Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
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