HuggingMolecules: An Open-Source Library for Transformer-Based Molecular Property Prediction (Student Abstract)
نویسندگان
چکیده
Large-scale transformer-based methods are gaining popularity as a tool for predicting the properties of chemical compounds, which is central importance to drug discovery process. To accelerate their development and dissemination among community, we releasing HuggingMolecules -- an open-source library, with simple unified API, that provides implementation several state-of-the-art transformers molecular property prediction. In addition, add comparison these on regression classification datasets. package available at: github.com/gmum/huggingmolecules.
منابع مشابه
An Open Source Library for Semantic-Based Datetime Resolution
In this paper, we introduce an original Python implementation of datetime resolution in French, which we make available as open-source library. Our approach is based on Frame Semantics and Corpus Pattern Analysis in order to provide a precise semantic interpretation of datetime expressions. This interpretation facilitates the contextual resolution of datetime expressions in timestamp format.
متن کاملKnowledge-Based Library Re-Factoring for an Open Source Project
Software miniaturization is a form of software refactoring focused on reducing an application to the bare bone. Porting an application on a hand-held device is very likely to require a preliminary step of software miniaturization, plus the development of device drivers dedicated to the new environment and hardware architecture. This paper presents the process and the lessons learned re-factorin...
متن کاملPure and Pseudo-pure Fluid Thermophysical Property Evaluation and the Open-Source Thermophysical Property Library CoolProp
Over the last few decades, researchers have developed a number of empirical and theoretical models for the correlation and prediction of the thermophysical properties of pure fluids and mixtures treated as pseudo-pure fluids. In this paper, a survey of all the state-of-the-art formulations of thermophysical properties is presented. The most-accurate thermodynamic properties are obtained from mu...
متن کاملdfesnippets: An Open-Source Library for Dataflow Acceleration on FPGAs
Highly-tuned FPGA implementations can achieve significant performance and power efficiency gains over general purpose hardware. However the limited development productivity has prevented mainstream adoption of FPGAs in many areas such as High Performance Computing. High level standard development libraries are increasingly adopted in improving productivity. We propose an approach for performanc...
متن کاملJ-MADeM, an open-source library for social decision-making
This paper presents J-MADeM, a new market-based multi-agent approach devoted to perform social simulations with BDI agents. J-MADeM is available as an open-source library integrated into Jason [2], the successful interpreter for the AgentSpeak programming language [16]. The aim of this work is to improve Jason by incorporating the main features of MADeM [10], a market-based mechanism for social...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: Proceedings of the ... AAAI Conference on Artificial Intelligence
سال: 2022
ISSN: ['2159-5399', '2374-3468']
DOI: https://doi.org/10.1609/aaai.v36i11.21611