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workflow change #2

Merged
merged 1 commit into from
Feb 26, 2024
Merged

workflow change #2

merged 1 commit into from
Feb 26, 2024

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eric-golinko-db
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@github-actions GitHub Actions
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Bundle Prod Config Validated 🖌

Prod Validation Output 

{
  "variables": {
    "experiment_name": {
      "default": "/Users/09457070-11e3-40d9-8a8e-1c7c7eb06b7b/prod-mlops_stacks_gcp_fs-experiment",
      "description": "Experiment name for the model training.",
      "value": "/Users/09457070-11e3-40d9-8a8e-1c7c7eb06b7b/prod-mlops_stacks_gcp_fs-experiment"
    },
    "model_name": {
      "default": "prod-mlops_stacks_gcp_fs-model",
      "description": "Model name for the model training.",
      "value": "prod-mlops_stacks_gcp_fs-model"
    }
  },
  "bundle": {
    "name": "mlops_stacks_gcp_fs",
    "target": "prod",
    "environment": "prod",
    "terraform": {
      "exec_path": "/home/runner/work/mlops_stacks_gcp_fs/mlops_stacks_gcp_fs/mlops_stacks_gcp_fs/.databricks/bundle/prod/bin/terraform"
    },
    "lock": {},
    "git": {
      "origin_url": "https://github.com/eric-golinko-db/mlops_stacks_gcp_fs",
      "commit": "2d54ac56e8cbdf9b048977da0305a74328c95334",
      "bundle_root_path": "mlops_stacks_gcp_fs"
    }
  },
  "include": [
    "assets/batch-inference-workflow-asset.yml",
    "assets/feature-engineering-workflow-asset.yml",
    "assets/ml-artifacts-asset.yml",
    "assets/model-workflow-asset.yml",
    "assets/monitoring-workflow-asset.yml"
  ],
  "workspace": {
    "host": "https://416411475796958.8.gcp.databricks.com",
    "current_user": {
      "active": true,
      "displayName": "eric_golinko_mlops_prod",
      "emails": [
        {
          "primary": true,
          "type": "work",
          "value": "09457070-11e3-40d9-8a8e-1c7c7eb06b7b"
        }
      ],
      "groups": [
        {
          "$ref": "Groups/867867403451605",
          "display": "eric_golinko_mlops_stacks",
          "type": "direct",
          "value": "867867403451605"
        }
      ],
      "id": "7790617573740687",
      "name": {
        "givenName": "eric_golinko_mlops_prod"
      },
      "schemas": [
        "urn:ietf:params:scim:schemas:core:2.0:User",
        "urn:ietf:params:scim:schemas:extension:workspace:2.0:User"
      ],
      "short_name": "09457070_11e3_40d9_8a8e_1c7c7eb06b7b",
      "userName": "09457070-11e3-40d9-8a8e-1c7c7eb06b7b"
    },
    "root_path": "/Users/09457070-11e3-40d9-8a8e-1c7c7eb06b7b/.bundle/mlops_stacks_gcp_fs/prod",
    "file_path": "/Users/09457070-11e3-40d9-8a8e-1c7c7eb06b7b/.bundle/mlops_stacks_gcp_fs/prod/files",
    "artifact_path": "/Users/09457070-11e3-40d9-8a8e-1c7c7eb06b7b/.bundle/mlops_stacks_gcp_fs/prod/artifacts",
    "state_path": "/Users/09457070-11e3-40d9-8a8e-1c7c7eb06b7b/.bundle/mlops_stacks_gcp_fs/prod/state"
  },
  "resources": {
    "jobs": {
      "batch_inference_job": {
        "deployment": {
          "kind": "BUNDLE",
          "metadata_file_path": "/Users/09457070-11e3-40d9-8a8e-1c7c7eb06b7b/.bundle/mlops_stacks_gcp_fs/prod/state/metadata.json"
        },
        "edit_mode": "UI_LOCKED",
        "format": "MULTI_TASK",
        "name": "prod-mlops_stacks_gcp_fs-batch-inference-job",
        "permissions": [
          {
            "level": "CAN_VIEW",
            "group_name": "users"
          }
        ],
        "schedule": {
          "quartz_cron_expression": "0 0 11 * * ?",
          "timezone_id": "UTC"
        },
        "tasks": [
          {
            "new_cluster": {
              "custom_tags": {
                "clusterSource": "mlops-stack"
              },
              "node_type_id": "n2-highmem-4",
              "num_workers": 2,
              "spark_version": "13.3.x-cpu-ml-scala2.12"
            },
            "notebook_task": {
              "base_parameters": {
                "env": "prod",
                "git_source_info": "url:https://github.com/eric-golinko-db/mlops_stacks_gcp_fs; branch:; commit:2d54ac56e8cbdf9b048977da0305a74328c95334",
                "input_table_name": "hive_metastore.default.taxi_scoring_sample_feature_store_inference_input",
                "model_name": "prod-mlops_stacks_gcp_fs-model",
                "output_table_name": "prod_mlops_stacks_gcp_fs_predictions"
              },
              "notebook_path": "/Users/09457070-11e3-40d9-8a8e-1c7c7eb06b7b/.bundle/mlops_stacks_gcp_fs/prod/files/deployment/batch_inference/notebooks/BatchInference"
            },
            "task_key": "batch_inference_job"
          }
        ]
      },
      "model_training_job": {
        "deployment": {
          "kind": "BUNDLE",
          "metadata_file_path": "/Users/09457070-11e3-40d9-8a8e-1c7c7eb06b7b/.bundle/mlops_stacks_gcp_fs/prod/state/metadata.json"
        },
        "edit_mode": "UI_LOCKED",
        "format": "MULTI_TASK",
        "job_clusters": [
          {
            "job_cluster_key": "model_training_job_cluster",
            "new_cluster": {
              "custom_tags": {
                "clusterSource": "mlops-stack"
              },
              "node_type_id": "n2-highmem-4",
              "num_workers": 3,
              "spark_version": "13.3.x-cpu-ml-scala2.12"
            }
          }
        ],
        "name": "prod-mlops_stacks_gcp_fs-model-training-job",
        "permissions": [
          {
            "level": "CAN_VIEW",
            "group_name": "users"
          }
        ],
        "schedule": {
          "quartz_cron_expression": "0 0 9 * * ?",
          "timezone_id": "UTC"
        },
        "tasks": [
          {
            "job_cluster_key": "model_training_job_cluster",
            "notebook_task": {
              "base_parameters": {
                "dropoff_features_table": "feature_store_taxi_example.prod_mlops_stacks_gcp_fs_trip_dropoff_features",
                "env": "prod",
                "experiment_name": "/Users/09457070-11e3-40d9-8a8e-1c7c7eb06b7b/prod-mlops_stacks_gcp_fs-experiment",
                "git_source_info": "url:https://github.com/eric-golinko-db/mlops_stacks_gcp_fs; branch:; commit:2d54ac56e8cbdf9b048977da0305a74328c95334",
                "model_name": "prod-mlops_stacks_gcp_fs-model",
                "pickup_features_table": "feature_store_taxi_example.prod_mlops_stacks_gcp_fs_trip_pickup_features",
                "training_data_path": "/databricks-datasets/nyctaxi-with-zipcodes/subsampled"
              },
              "notebook_path": "/Users/09457070-11e3-40d9-8a8e-1c7c7eb06b7b/.bundle/mlops_stacks_gcp_fs/prod/files/training/notebooks/TrainWithFeatureStore"
            },
            "task_key": "Train"
          },
          {
            "depends_on": [
              {
                "task_key": "Train"
              }
            ],
            "job_cluster_key": "model_training_job_cluster",
            "notebook_task": {
              "base_parameters": {
                "custom_metrics_loader_function": "custom_metrics",
                "enable_baseline_comparison": "false",
                "evaluator_config_loader_function": "evaluator_config",
                "experiment_name": "/Users/09457070-11e3-40d9-8a8e-1c7c7eb06b7b/prod-mlops_stacks_gcp_fs-experiment",
                "git_source_info": "url:https://github.com/eric-golinko-db/mlops_stacks_gcp_fs; branch:; commit:2d54ac56e8cbdf9b048977da0305a74328c95334",
                "model_type": "regressor",
                "run_mode": "dry_run",
                "targets": "fare_amount",
                "validation_input": "SELECT * FROM delta.`dbfs:/databricks-datasets/nyctaxi-with-zipcodes/subsampled`",
                "validation_thresholds_loader_function": "validation_thresholds"
              },
              "notebook_path": "/Users/09457070-11e3-40d9-8a8e-1c7c7eb06b7b/.bundle/mlops_stacks_gcp_fs/prod/files/validation/notebooks/ModelValidation"
            },
            "task_key": "ModelValidation"
          },
          {
            "depends_on": [
              {
                "task_key": "ModelValidation"
              }
            ],
            "job_cluster_key": "model_training_job_cluster",
            "notebook_task": {
              "base_parameters": {
                "env": "prod",
                "git_source_info": "url:https://github.com/eric-golinko-db/mlops_stacks_gcp_fs; branch:; commit:2d54ac56e8cbdf9b048977da0305a74328c95334"
              },
              "notebook_path": "/Users/09457070-11e3-40d9-8a8e-1c7c7eb06b7b/.bundle/mlops_stacks_gcp_fs/prod/files/deployment/model_deployment/notebooks/ModelDeployment"
            },
            "task_key": "ModelDeployment"
          }
        ]
      },
      "write_feature_table_job": {
        "deployment": {
          "kind": "BUNDLE",
          "metadata_file_path": "/Users/09457070-11e3-40d9-8a8e-1c7c7eb06b7b/.bundle/mlops_stacks_gcp_fs/prod/state/metadata.json"
        },
        "edit_mode": "UI_LOCKED",
        "format": "MULTI_TASK",
        "job_clusters": [
          {
            "job_cluster_key": "write_feature_table_job_cluster",
            "new_cluster": {
              "custom_tags": {
                "clusterSource": "mlops-stack"
              },
              "node_type_id": "n2-highmem-4",
              "num_workers": 2,
              "spark_version": "13.3.x-cpu-ml-scala2.12"
            }
          }
        ],
        "name": "prod-mlops_stacks_gcp_fs-write-feature-table-job",
        "permissions": [
          {
            "level": "CAN_VIEW",
            "group_name": "users"
          }
        ],
        "schedule": {
          "quartz_cron_expression": "0 0 7 * * ?",
          "timezone_id": "UTC"
        },
        "tasks": [
          {
            "job_cluster_key": "write_feature_table_job_cluster",
            "notebook_task": {
              "base_parameters": {
                "features_transform_module": "pickup_features",
                "git_source_info": "url:https://github.com/eric-golinko-db/mlops_stacks_gcp_fs; branch:; commit:2d54ac56e8cbdf9b048977da0305a74328c95334",
                "input_end_date": "",
                "input_start_date": "",
                "input_table_path": "/databricks-datasets/nyctaxi-with-zipcodes/subsampled",
                "output_table_name": "feature_store_taxi_example.prod_mlops_stacks_gcp_fs_trip_pickup_features",
                "primary_keys": "zip",
                "timestamp_column": "tpep_pickup_datetime"
              },
              "notebook_path": "/Users/09457070-11e3-40d9-8a8e-1c7c7eb06b7b/.bundle/mlops_stacks_gcp_fs/prod/files/feature_engineering/notebooks/GenerateAndWriteFeatures"
            },
            "task_key": "PickupFeatures"
          },
          {
            "job_cluster_key": "write_feature_table_job_cluster",
            "notebook_task": {
              "base_parameters": {
                "features_transform_module": "dropoff_features",
                "git_source_info": "url:https://github.com/eric-golinko-db/mlops_stacks_gcp_fs; branch:; commit:2d54ac56e8cbdf9b048977da0305a74328c95334",
                "input_end_date": "",
                "input_start_date": "",
                "input_table_path": "/databricks-datasets/nyctaxi-with-zipcodes/subsampled",
                "output_table_name": "feature_store_taxi_example.prod_mlops_stacks_gcp_fs_trip_dropoff_features",
                "primary_keys": "zip",
                "timestamp_column": "tpep_dropoff_datetime"
              },
              "notebook_path": "/Users/09457070-11e3-40d9-8a8e-1c7c7eb06b7b/.bundle/mlops_stacks_gcp_fs/prod/files/feature_engineering/notebooks/GenerateAndWriteFeatures"
            },
            "task_key": "DropoffFeatures"
          }
        ]
      }
    },
    "models": {
      "model": {
        "description": "MLflow registered model for the \"mlops_stacks_gcp_fs\" ML Project. See the corresponding [Git repo]($#{var.git_repo_url}) for details on the project.\n\nLinks:\n  * [Recurring model training job](https://416411475796958.8.gcp.databricks.com#job/${resources.jobs.model_training_job.id}): trains fresh model versions using the latest ML code.\n  * [Recurring batch inference job](https://416411475796958.8.gcp.databricks.com#job/${resources.jobs.batch_inference_job.id}): applies the latest prod model version for batch inference.\n",
        "name": "prod-mlops_stacks_gcp_fs-model",
        "permissions": [
          {
            "level": "CAN_READ",
            "group_name": "users"
          }
        ]
      }
    },
    "experiments": {
      "experiment": {
        "name": "/Users/09457070-11e3-40d9-8a8e-1c7c7eb06b7b/prod-mlops_stacks_gcp_fs-experiment",
        "permissions": [
          {
            "level": "CAN_READ",
            "group_name": "users"
          }
        ]
      }
    }
  },
  "sync": {}
}

@github-actions GitHub Actions
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Bundle Staging Config Validated 🖌

Staging Validation Output 

{
  "variables": {
    "experiment_name": {
      "default": "/Users/378c85ad-b203-47db-b3dd-b7a0f129198f/staging-mlops_stacks_gcp_fs-experiment",
      "description": "Experiment name for the model training.",
      "value": "/Users/378c85ad-b203-47db-b3dd-b7a0f129198f/staging-mlops_stacks_gcp_fs-experiment"
    },
    "model_name": {
      "default": "staging-mlops_stacks_gcp_fs-model",
      "description": "Model name for the model training.",
      "value": "staging-mlops_stacks_gcp_fs-model"
    }
  },
  "bundle": {
    "name": "mlops_stacks_gcp_fs",
    "target": "staging",
    "environment": "staging",
    "terraform": {
      "exec_path": "/home/runner/work/mlops_stacks_gcp_fs/mlops_stacks_gcp_fs/mlops_stacks_gcp_fs/.databricks/bundle/staging/bin/terraform"
    },
    "lock": {},
    "git": {
      "origin_url": "https://github.com/eric-golinko-db/mlops_stacks_gcp_fs",
      "commit": "2d54ac56e8cbdf9b048977da0305a74328c95334",
      "bundle_root_path": "mlops_stacks_gcp_fs"
    }
  },
  "include": [
    "assets/batch-inference-workflow-asset.yml",
    "assets/feature-engineering-workflow-asset.yml",
    "assets/ml-artifacts-asset.yml",
    "assets/model-workflow-asset.yml",
    "assets/monitoring-workflow-asset.yml"
  ],
  "workspace": {
    "host": "https://416411475796958.8.gcp.databricks.com",
    "current_user": {
      "active": true,
      "displayName": "eric_golinko_mlops_staging",
      "emails": [
        {
          "primary": true,
          "type": "work",
          "value": "378c85ad-b203-47db-b3dd-b7a0f129198f"
        }
      ],
      "groups": [
        {
          "$ref": "Groups/867867403451605",
          "display": "eric_golinko_mlops_stacks",
          "type": "direct",
          "value": "867867403451605"
        }
      ],
      "id": "6979221269565037",
      "name": {
        "givenName": "eric_golinko_mlops_staging"
      },
      "schemas": [
        "urn:ietf:params:scim:schemas:core:2.0:User",
        "urn:ietf:params:scim:schemas:extension:workspace:2.0:User"
      ],
      "short_name": "378c85ad_b203_47db_b3dd_b7a0f129198f",
      "userName": "378c85ad-b203-47db-b3dd-b7a0f129198f"
    },
    "root_path": "/Users/378c85ad-b203-47db-b3dd-b7a0f129198f/.bundle/mlops_stacks_gcp_fs/staging",
    "file_path": "/Users/378c85ad-b203-47db-b3dd-b7a0f129198f/.bundle/mlops_stacks_gcp_fs/staging/files",
    "artifact_path": "/Users/378c85ad-b203-47db-b3dd-b7a0f129198f/.bundle/mlops_stacks_gcp_fs/staging/artifacts",
    "state_path": "/Users/378c85ad-b203-47db-b3dd-b7a0f129198f/.bundle/mlops_stacks_gcp_fs/staging/state"
  },
  "resources": {
    "jobs": {
      "batch_inference_job": {
        "deployment": {
          "kind": "BUNDLE",
          "metadata_file_path": "/Users/378c85ad-b203-47db-b3dd-b7a0f129198f/.bundle/mlops_stacks_gcp_fs/staging/state/metadata.json"
        },
        "edit_mode": "UI_LOCKED",
        "format": "MULTI_TASK",
        "name": "staging-mlops_stacks_gcp_fs-batch-inference-job",
        "permissions": [
          {
            "level": "CAN_VIEW",
            "group_name": "users"
          }
        ],
        "schedule": {
          "quartz_cron_expression": "0 0 11 * * ?",
          "timezone_id": "UTC"
        },
        "tasks": [
          {
            "new_cluster": {
              "custom_tags": {
                "clusterSource": "mlops-stack"
              },
              "node_type_id": "n2-highmem-4",
              "num_workers": 2,
              "spark_version": "13.3.x-cpu-ml-scala2.12"
            },
            "notebook_task": {
              "base_parameters": {
                "env": "staging",
                "git_source_info": "url:https://github.com/eric-golinko-db/mlops_stacks_gcp_fs; branch:; commit:2d54ac56e8cbdf9b048977da0305a74328c95334",
                "input_table_name": "hive_metastore.default.taxi_scoring_sample_feature_store_inference_input",
                "model_name": "staging-mlops_stacks_gcp_fs-model",
                "output_table_name": "staging_mlops_stacks_gcp_fs_predictions"
              },
              "notebook_path": "/Users/378c85ad-b203-47db-b3dd-b7a0f129198f/.bundle/mlops_stacks_gcp_fs/staging/files/deployment/batch_inference/notebooks/BatchInference"
            },
            "task_key": "batch_inference_job"
          }
        ]
      },
      "model_training_job": {
        "deployment": {
          "kind": "BUNDLE",
          "metadata_file_path": "/Users/378c85ad-b203-47db-b3dd-b7a0f129198f/.bundle/mlops_stacks_gcp_fs/staging/state/metadata.json"
        },
        "edit_mode": "UI_LOCKED",
        "format": "MULTI_TASK",
        "job_clusters": [
          {
            "job_cluster_key": "model_training_job_cluster",
            "new_cluster": {
              "custom_tags": {
                "clusterSource": "mlops-stack"
              },
              "node_type_id": "n2-highmem-4",
              "num_workers": 3,
              "spark_version": "13.3.x-cpu-ml-scala2.12"
            }
          }
        ],
        "name": "staging-mlops_stacks_gcp_fs-model-training-job",
        "permissions": [
          {
            "level": "CAN_VIEW",
            "group_name": "users"
          }
        ],
        "schedule": {
          "quartz_cron_expression": "0 0 9 * * ?",
          "timezone_id": "UTC"
        },
        "tasks": [
          {
            "job_cluster_key": "model_training_job_cluster",
            "notebook_task": {
              "base_parameters": {
                "dropoff_features_table": "feature_store_taxi_example.staging_mlops_stacks_gcp_fs_trip_dropoff_features",
                "env": "staging",
                "experiment_name": "/Users/378c85ad-b203-47db-b3dd-b7a0f129198f/staging-mlops_stacks_gcp_fs-experiment",
                "git_source_info": "url:https://github.com/eric-golinko-db/mlops_stacks_gcp_fs; branch:; commit:2d54ac56e8cbdf9b048977da0305a74328c95334",
                "model_name": "staging-mlops_stacks_gcp_fs-model",
                "pickup_features_table": "feature_store_taxi_example.staging_mlops_stacks_gcp_fs_trip_pickup_features",
                "training_data_path": "/databricks-datasets/nyctaxi-with-zipcodes/subsampled"
              },
              "notebook_path": "/Users/378c85ad-b203-47db-b3dd-b7a0f129198f/.bundle/mlops_stacks_gcp_fs/staging/files/training/notebooks/TrainWithFeatureStore"
            },
            "task_key": "Train"
          },
          {
            "depends_on": [
              {
                "task_key": "Train"
              }
            ],
            "job_cluster_key": "model_training_job_cluster",
            "notebook_task": {
              "base_parameters": {
                "custom_metrics_loader_function": "custom_metrics",
                "enable_baseline_comparison": "false",
                "evaluator_config_loader_function": "evaluator_config",
                "experiment_name": "/Users/378c85ad-b203-47db-b3dd-b7a0f129198f/staging-mlops_stacks_gcp_fs-experiment",
                "git_source_info": "url:https://github.com/eric-golinko-db/mlops_stacks_gcp_fs; branch:; commit:2d54ac56e8cbdf9b048977da0305a74328c95334",
                "model_type": "regressor",
                "run_mode": "dry_run",
                "targets": "fare_amount",
                "validation_input": "SELECT * FROM delta.`dbfs:/databricks-datasets/nyctaxi-with-zipcodes/subsampled`",
                "validation_thresholds_loader_function": "validation_thresholds"
              },
              "notebook_path": "/Users/378c85ad-b203-47db-b3dd-b7a0f129198f/.bundle/mlops_stacks_gcp_fs/staging/files/validation/notebooks/ModelValidation"
            },
            "task_key": "ModelValidation"
          },
          {
            "depends_on": [
              {
                "task_key": "ModelValidation"
              }
            ],
            "job_cluster_key": "model_training_job_cluster",
            "notebook_task": {
              "base_parameters": {
                "env": "staging",
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@eric-golinko-db eric-golinko-db merged commit 061860a into main Feb 26, 2024
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