## NeuroPred-PLM: an interpretable and robust model for prediction of neuropeptides by protein language model
[![PyPI - Version](https://img.shields.io/pypi/v/NeuroPredPLM.svg?style=flat)](https://pypi.org/project/NeuroPredPLM/) [![PyPI - Python Version](https://img.shields.io/pypi/pyversions/NeuroPredPLM.svg)](https://pypi.org/project/NeuroPredPLM/) [![GitHub - LICENSE](https://img.shields.io/github/license/isyslab-hust/NeuroPred-PLM.svg?style=flat)](./LICENSE) ![PyPI - Downloads](https://img.shields.io/pypi/dm/NeuroPredPLM)


### Requirements
To install requirements:

```
# latest version
pip install git+https://github.com/ISYSLAB-HUST/NeuroPred-PLM.git
# stable version
pip install NeuroPredPLM
```
### Usage [<img src="https://colab.research.google.com/assets/colab-badge.svg">](https://colab.research.google.com/github/ISYSLAB-HUST/NeuroPred-PLM/blob/master/notebook/NeuroPred_PLM_test.ipynb)


```
import torch
from NeuroPredPLM.predict import predict
data = [
    ("peptide_1", "IGLRLPNMLKF"),
    ("peptide_2", "QAAQFKVWSASELVD"),
    ("peptide_3","LRSPKMMHKSGCFGRRLDRIGSLSGLGCNVLRKY")
]

device = "cuda" if torch.cuda.is_available() else "cpu" 
neuropeptide_pred = predict(data,device)
# {peptide_id:[Type:int(1->neuropeptide,0->non-neuropeptide), attention score:nd.array]}
```
### License
Released under the [MIT license](LICENSE).

### Contact
If you have any questions, comments, or would like to report a bug, please file a Github issue or contact me at wanglei94@hust.edu.cn.
{}
region:us
TAGS
#region-us 

## NeuroPred-PLM: an interpretable and robust model for prediction of neuropeptides by protein language model
![PyPI - Version](URL ![PyPI - Python Version](URL ![GitHub - LICENSE](./LICENSE) !PyPI - Downloads


### Requirements
To install requirements:


### Usage <img src="URL



### License
Released under the MIT license.

### Contact
If you have any questions, comments, or would like to report a bug, please file a Github issue or contact me at wanglei94@URL.
## NeuroPred-PLM: an interpretable and robust model for prediction of neuropeptides by protein language model
![PyPI - Version](URL ![PyPI - Python Version](URL ![GitHub - LICENSE](./LICENSE) !PyPI - Downloads ### Requirements
To install requirements: ### Usage <img src="URL ### License
Released under the MIT license. ### Contact
If you have any questions, comments, or would like to report a bug, please file a Github issue or contact me at wanglei94@URL.
TAGS
#region-us 
 ## NeuroPred-PLM: an interpretable and robust model for prediction of neuropeptides by protein language model
![PyPI - Version](URL ![PyPI - Python Version](URL ![GitHub - LICENSE](./LICENSE) !PyPI - Downloads ### Requirements
To install requirements: ### Usage <img src="URL ### License
Released under the MIT license. ### Contact
If you have any questions, comments, or would like to report a bug, please file a Github issue or contact me at wanglei94@URL.
passage: TAGS
#region-us 
## NeuroPred-PLM: an interpretable and robust model for prediction of neuropeptides by protein language model
![PyPI - Version](URL ![PyPI - Python Version](URL ![GitHub - LICENSE](./LICENSE) !PyPI - Downloads### Requirements
To install requirements:### Usage <img src="URL### License
Released under the MIT license.### Contact
If you have any questions, comments, or would like to report a bug, please file a Github issue or contact me at wanglei94@URL.