Wandb使用
安装wandb
pip install wandb
可以先在命令行里面登陆,把项目中的API key输入
wandb login
下面是最简单的一个实例帮助理解(官网例子)
# train.py
import wandb
import random # for demo script
# highlight-next-line
wandb.login()
epochs = 10
lr = 0.01
# highlight-start
run = wandb.init(
# Set the project where this run will be logged
project="my-awesome-project",
# Track hyperparameters and run metadata
config={
"learning_rate": lr,
"epochs": epochs,
},
)
# highlight-end
offset = random.random() / 5
print(f"lr: {lr}")
# simulating a training run
for epoch in range(2, epochs):
acc = 1 - 2**-epoch - random.random() / epoch - offset
loss = 2**-epoch + random.random() / epoch + offset
print(f"epoch={epoch}, accuracy={acc}, loss={loss}")
# highlight-next-line
wandb.log({"accuracy": acc, "loss": loss})
# run.log_code()