An Integrated Experimental Platform for time series data anomaly detection.
Sorry to tell contributors and users. We decided to archive the project temporarily due to the employee work plan of collaborators.
There are no more official support. Collaborators may offer a bit personal support.
Curve is an open-source tool to help label anomalies on time-series data. The labeled data (also known as the ground truth) is necessary for evaluating time-series anomaly detection methods. Otherwise, one can not easily choose a detection method, or say method A is better than method B. The labeled data can also be used as the training set if one wants to develop supervised learning methods for detection.
Curve is designed to support plugin, so one can equip Curve with customized and powerful functions to help label effectively. For example, a plugin to identify anomalies which are similar to the one you labeled, so you don't have to search them through all the data.
Curve is originally developed by Baidu and Tsinghua NetMan Lab.
Simply use control.sh to start or stop Curve.
./control.sh start
./control.sh stop
Server will blind 8080 by default, you can change it in ./api/uwsgi.ini
.
The first start will take a while because of the compilation. If you pull updates from github, Rebuild will be triggered during start or reload.
You can load a CSV file into Curve. The CSV should have the following format
The header of CSV is optional, like timestamp,value,label
.
Some examples of valid CSV
timestamp | value | label |
---|---|---|
1476460800 | 2566.35 | 0 |
1476460860 | 2704.65 | 0 |
1476460920 | 2700.05 | 0 |
1476460800 | 2566.35 | 0 |
---|---|---|
1476460860 | 2704.65 | 0 |
1476460920 | 2700.05 | 0 |
1476460800 | 2566.35 |
---|---|
1476460860 | 2704.65 |
1476460920 | 2700.05 |
20161015000000 | 2566.35 |
---|---|
20161015000100 | 2704.65 |
20161015000200 | 2700.05 |
Darwin(Mac OSX) or Linux(Ubuntu, CentOS, Arch, etc.) is Recommended
Control Scripts for Windows is under development
Minimal
Swap is required during build
Recommend
cd api && pytest
api/curve/v1/plugins
GitHub Oauth is supported, please put a configuration file into api/curve/auth/github_oauth.json
like this:
{
"id": "your github application Client ID",
"secret": "your application Client Secret"
}