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Simplify the Experimentation API #48

@Vijay2win

Description

@Vijay2win

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

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