import comet_ml def start_experiment( comet_api_key, comet_workspace, comet_project_name, comet_experiment_name, experiment, ): if comet_api_key is None: experiment = None return ( experiment, """ Please add your API key in order to log your predictions to a Comet Experiment. If you don't have a Comet account yet, you can sign up using the link below: https://www.comet.ml/signup """, ) try: if comet_experiment_name: # Retrieve the Experiment if it already exists api_experiment = get_experiment( { "api_key": comet_api_key, "workspace": comet_workspace, "project_name": comet_project_name, "experiment": comet_experiment_name, } ) else: # Create a new Experiment api_experiment = comet_ml.APIExperiment( api_key=comet_api_key, workspace=comet_workspace, project_name=comet_project_name, ) experiment = { "api_key": comet_api_key, "workspace": comet_workspace, "project_name": comet_project_name, "experiment": api_experiment.name, } return experiment, f"Started {api_experiment.name}. Happy logging!😊" except Exception as e: return None, e def get_experiment(experiment_state): try: api_key = experiment_state.get("api_key") workspace = experiment_state.get("workspace") project = experiment_state.get("project_name") experiment_name = experiment_state.get("experiment") return comet_ml.API(api_key=api_key).get_experiment( workspace=workspace, project_name=project, experiment=experiment_name ) except Exception as e: return None def get_experiment_status(experiment_state): experiment = get_experiment(experiment_state) if experiment is not None: name = experiment.name return experiment_state, f"Currently logging to: {name}" return experiment_state, f"No Experiments found"