cpd-mlops/deployment_metadata_cli_example2.yml at main · pixelsizes/cpd-mlops · GitHub

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54b19403-9c10-48e5-b3f3-dc958e2cfbb1:
    deployment_id: null
    deployment_space_id: null
    model_asset: null
    model_name: null
    openscale_custom_metric_provider:
        generic_metrics:
          dir_gt: DeepLIIF_Datasets/model_eval/gt_images
          dir_pred: DeepLIIF_Datasets/model_eval/model_images
          most_recent: 1
          thresholds:
            num_images_recent_ground_truth:
              threshold:
              - 10.0
              - lower
            num_images_recent_predicted:
              threshold:
              - 40.0
              - lower
            num_images_total_ground_truth:
              threshold:
              - 5.0
              - lower
            num_images_total_predicted:
              threshold:
              - 40.0
              - lower
          volume_display_name: AdditionalDeepLIIFVolume
        segmentation_metrics:
          dir_gt: DeepLIIF_Datasets/model_eval/gt_images
          dir_pred: DeepLIIF_Datasets/model_eval/model_images
          most_recent: 5
          thresholds:
            Dice:
              threshold:
              - 20.0
              - lower
            Dice_negative:
              threshold:
              - 0.2
              - lower
            Dice_positive:
              threshold:
              - 0.2
              - lower
            IOU:
              threshold:
              - 12.0
              - lower
            IOU_negative:
              threshold:
              - 0.12
              - lower
            IOU_positive:
              threshold:
              - 0.12
              - lower
            PixAcc:
              threshold:
              - 35.0
              - lower
            PixAcc_negative:
              threshold:
              - 0.35
              - lower
            PixAcc_positive:
              threshold:
              - 0.35
              - lower
            f1:
              threshold:
              - 45.0
              - lower
            f1_negative:
              threshold:
              - 0.45
              - lower
            f1_positive:
              threshold:
              - 0.45
              - lower
            precision:
              threshold:
              - 60.0
              - lower
            precision_negative:
              threshold:
              - 0.6
              - lower
            precision_positive:
              threshold:
              - 0.6
              - lower
            recall:
              threshold:
              - 15.0
              - lower
            recall_negative:
              threshold:
              - 0.15
              - lower
            recall_positive:
              threshold:
              - 0.15
              - lower
          volume_display_name: AdditionalDeepLIIFVolume
    openscale_subscription_id: null
    wmla_deployment:
        dependency_filename: null
        deployment_name: null
        deployment_url: null
        resource_configs:
          enable_gpus: 'True'
          memory_allocation: 10000
          n_cpus: 8
          kernel_min: 1
          task_execution_timeout: 120