Create a simple API instead of dealing with client object.
- For example experiment can be the first class citizen
experiement = Experiment()
experiement.new_model("resnet")
-
Client can be hidden for the user and the server can be configured as an environment variable
-
When updating the Model metadata, simplify the API
client.update_metadata({"dataset/path":data_dir, hyperparmas':params})
or
client.update_metadata(key='hyperparmas', value=params)
- While logging the metrics, we might want to simplify the api
experiment.log(key='loss', value=loss)
# Automatically increment the step if not explicitly passed like experiment.log(step=1, key='loss', value=loss)
- While of calling for get_metrics() allow users to specify the columns they would like to see
client.get_metrics(columns="step, loss, accu")
0, 2.3025460243225098, 0.1328125
1, 2.3025460243225098, 0.1328125
2, 2.3025460243225098, 0.1328125
Create a simple API instead of dealing with client object.
Client can be hidden for the user and the server can be configured as an environment variable
When updating the Model metadata, simplify the API
client.get_metrics(columns="step, loss, accu")
0, 2.3025460243225098, 0.1328125
1, 2.3025460243225098, 0.1328125
2, 2.3025460243225098, 0.1328125