def get_cloudwatch_dashboard_json_for_experiment_id()

in common/sagemaker_rl/orchestrator/utils/cloudwatch_logger.py [0:0]

• 132 lines of code
• 1 McCabe index (conditional complexity)

    def get_cloudwatch_dashboard_json_for_experiment_id(self, experiment_id, region_name):
        dashboard_json = {
            "widgets": [
                {
                    "type": "metric",
                    "x": 0,
                    "y": 0,
                    "width": 9,
                    "height": 3,
                    "properties": {
                        "metrics": [
                            [
                                experiment_id,
                                "latest_hosted_model_id_continuous",
                                {"label": "(ModelId suffix part only)"},
                            ]
                        ],
                        "view": "singleValue",
                        "region": region_name,
                        "title": "Currently Hosted Model Id",
                        "period": 60,
                        "stat": "Maximum",
                    },
                },
                {
                    "type": "metric",
                    "x": 9,
                    "y": 0,
                    "width": 9,
                    "height": 3,
                    "properties": {
                        "metrics": [
                            [
                                experiment_id,
                                "latest_hosted_model_score_continuous",
                                {"label": "EvalScore"},
                            ]
                        ],
                        "view": "singleValue",
                        "region": region_name,
                        "title": "Currently Hosted Model Eval Score (On latest data)",
                        "period": 60,
                        "stat": "Minimum",
                    },
                },
                {
                    "type": "metric",
                    "x": 0,
                    "y": 3,
                    "width": 9,
                    "height": 3,
                    "properties": {
                        "metrics": [
                            [
                                experiment_id,
                                "latest_trained_model_id_continuous",
                                {"label": "(ModelId suffix only)"},
                            ]
                        ],
                        "view": "singleValue",
                        "region": region_name,
                        "title": "Latest Trained Model Id",
                        "stat": "Maximum",
                        "period": 60,
                        "setPeriodToTimeRange": False,
                        "stacked": True,
                    },
                },
                {
                    "type": "metric",
                    "x": 9,
                    "y": 3,
                    "width": 9,
                    "height": 3,
                    "properties": {
                        "metrics": [
                            [
                                experiment_id,
                                "latest_trained_model_score_continuous",
                                {"label": "EvalScore"},
                            ]
                        ],
                        "view": "singleValue",
                        "region": region_name,
                        "title": "Latest Trained Model Eval Score",
                        "period": 60,
                        "stat": "Maximum",
                    },
                },
                {
                    "type": "metric",
                    "x": 9,
                    "y": 6,
                    "width": 9,
                    "height": 9,
                    "properties": {
                        "metrics": [
                            [experiment_id, "newly_trained_model_score", {"label": "EvalScore"}]
                        ],
                        "view": "timeSeries",
                        "stacked": False,
                        "region": region_name,
                        "stat": "Maximum",
                        "period": 60,
                        "title": "New Model Eval Score Over Time",
                        "yAxis": {"left": {"min": 0, "max": 1}},
                    },
                },
                {
                    "type": "metric",
                    "x": 0,
                    "y": 6,
                    "width": 9,
                    "height": 9,
                    "properties": {
                        "metrics": [
                            [experiment_id, "reported_rewards_score", {"label": "Rewards"}]
                        ],
                        "view": "timeSeries",
                        "stacked": False,
                        "region": region_name,
                        "stat": "Maximum",
                        "period": 60,
                        "title": "Experiment's Reported Rewards",
                        "yAxis": {"left": {"min": 0, "max": 1}},
                        "liveData": True,
                        "legend": {"position": "bottom"},
                    },
                },
            ]
        }
        return json.dumps(dashboard_json)