pytorch_online_ploter

Online meter ploter for pytorch. Real time ploting Accuracy, Loss, mAP, AUC, Confusion Matrix

Start Visdom on a server

python -m visdom.server
# python -m visdom.server -port 9999 # to specify port to ex, 9999

Basic MNIST Example

pip install -r requirements.txt
python mnist.py
# CUDA_VISIBLE_DEVICES=1 python mnist.py  # to specify GPU id to ex. 1

# if you run Visdom with 9999
# python mnist.py --port 9999

Multi-meter

Easy to plot multi-meter with just one-line code:

Plotting Accuracy, mAP

mlog.update_meter(output, target, meters={'accuracy', 'map'})

Plotting Loss Curve

# NLL Loss
nll_loss = F.nll_loss(output, target)
mlog.update_loss(nll_loss, meter='nll_loss')

# Cross Entropy Loss
ce_loss = F.cross_entropy(output, target)
mlog.update_loss(ce_loss, meter='ce_loss')

Remote Plotting

mlog = MeterLogger(server="Server's IP", nclass=10, title="mnist")

Real time plotting

Open your browser with URL:

http://localhost:9999
# or
http://ip:9999