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Source code for airflow.providers.google.cloud.links.vertex_ai

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# or more contributor license agreements.  See the NOTICE file
# distributed with this work for additional information
# regarding copyright ownership.  The ASF licenses this file
# to you under the Apache License, Version 2.0 (the
# "License"); you may not use this file except in compliance
# with the License.  You may obtain a copy of the License at
#
#   http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing,
# software distributed under the License is distributed on an
# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
# KIND, either express or implied.  See the License for the
# specific language governing permissions and limitations
# under the License.
from __future__ import annotations

from typing import TYPE_CHECKING

from airflow.providers.google.cloud.links.base import BaseGoogleLink

if TYPE_CHECKING:
    from airflow.utils.context import Context



VERTEX_AI_BASE_LINK = "/vertex-ai"



VERTEX_AI_MODEL_LINK = (
    VERTEX_AI_BASE_LINK
    + "/models/locations/{region}/models/{model_id}/versions/default/properties?project={project_id}"
)



VERTEX_AI_MODEL_LIST_LINK = VERTEX_AI_BASE_LINK + "/models?project={project_id}"



VERTEX_AI_MODEL_EXPORT_LINK = "/storage/browser/{bucket_name}/model-{model_id}?project={project_id}"



VERTEX_AI_TRAINING_LINK = (
    VERTEX_AI_BASE_LINK + "/locations/{region}/training/{training_id}/cpu?project={project_id}"
)



VERTEX_AI_TRAINING_PIPELINES_LINK = VERTEX_AI_BASE_LINK + "/training/training-pipelines?project={project_id}"



VERTEX_AI_DATASET_LINK = (
    VERTEX_AI_BASE_LINK + "/locations/{region}/datasets/{dataset_id}/analyze?project={project_id}"
)



VERTEX_AI_DATASET_LIST_LINK = VERTEX_AI_BASE_LINK + "/datasets?project={project_id}"



VERTEX_AI_HYPERPARAMETER_TUNING_JOB_LIST_LINK = (
    VERTEX_AI_BASE_LINK + "/training/hyperparameter-tuning-jobs?project={project_id}"
)



VERTEX_AI_BATCH_PREDICTION_JOB_LINK = (
    VERTEX_AI_BASE_LINK
    + "/locations/{region}/batch-predictions/{batch_prediction_job_id}?project={project_id}"
)



VERTEX_AI_BATCH_PREDICTION_JOB_LIST_LINK = VERTEX_AI_BASE_LINK + "/batch-predictions?project={project_id}"



VERTEX_AI_ENDPOINT_LINK = (
    VERTEX_AI_BASE_LINK + "/locations/{region}/endpoints/{endpoint_id}?project={project_id}"
)



VERTEX_AI_ENDPOINT_LIST_LINK = VERTEX_AI_BASE_LINK + "/endpoints?project={project_id}"



VERTEX_AI_PIPELINE_JOB_LINK = (
    VERTEX_AI_BASE_LINK + "/locations/{region}/pipelines/runs/{pipeline_id}?project={project_id}"
)



VERTEX_AI_PIPELINE_JOB_LIST_LINK = VERTEX_AI_BASE_LINK + "/pipelines/runs?project={project_id}"



VERTEX_AI_RAY_CLUSTER_LINK = (
    VERTEX_AI_BASE_LINK + "/locations/{location}/ray-clusters/{cluster_id}?project={project_id}"
)



VERTEX_AI_RAY_CLUSTER_LIST_LINK = VERTEX_AI_BASE_LINK + "/ray?project={project_id}"





class VertexAIModelLink(BaseGoogleLink):
    """Helper class for constructing Vertex AI Model link."""



    name = "Vertex AI Model"



    key = "model_conf"



    format_str = VERTEX_AI_MODEL_LINK






class VertexAIModelListLink(BaseGoogleLink):
    """Helper class for constructing Vertex AI Models Link."""



    name = "Model List"



    key = "models_conf"



    format_str = VERTEX_AI_MODEL_LIST_LINK






class VertexAIModelExportLink(BaseGoogleLink):
    """Helper class for constructing Vertex AI Model Export Link."""



    name = "Export Model"



    key = "export_conf"



    format_str = VERTEX_AI_MODEL_EXPORT_LINK


    @staticmethod


    def extract_bucket_name(config):
        """Return bucket name from output configuration."""
        return config["artifact_destination"]["output_uri_prefix"].rpartition("gs://")[-1]


    @classmethod


    def persist(cls, context: Context, **value):
        output_config = value.get("output_config")
        bucket_name = cls.extract_bucket_name(output_config)
        super().persist(
            context=context,
            project_id=value.get("project_id"),
            model_id=value.get("model_id"),
            bucket_name=bucket_name,
        )






class VertexAITrainingLink(BaseGoogleLink):
    """Helper class for constructing Vertex AI Training link."""



    name = "Vertex AI Training"



    key = "training_conf"



    format_str = VERTEX_AI_TRAINING_LINK






class VertexAITrainingPipelinesLink(BaseGoogleLink):
    """Helper class for constructing Vertex AI Training Pipelines link."""



    name = "Vertex AI Training Pipelines"



    key = "pipelines_conf"



    format_str = VERTEX_AI_TRAINING_PIPELINES_LINK






class VertexAIDatasetLink(BaseGoogleLink):
    """Helper class for constructing Vertex AI Dataset link."""



    name = "Dataset"



    key = "dataset_conf"



    format_str = VERTEX_AI_DATASET_LINK






class VertexAIDatasetListLink(BaseGoogleLink):
    """Helper class for constructing Vertex AI Datasets Link."""



    name = "Dataset List"



    key = "datasets_conf"



    format_str = VERTEX_AI_DATASET_LIST_LINK






class VertexAIHyperparameterTuningJobListLink(BaseGoogleLink):
    """Helper class for constructing Vertex AI HyperparameterTuningJobs Link."""



    name = "Hyperparameter Tuning Job List"



    key = "hyperparameter_tuning_jobs_conf"



    format_str = VERTEX_AI_HYPERPARAMETER_TUNING_JOB_LIST_LINK






class VertexAIBatchPredictionJobLink(BaseGoogleLink):
    """Helper class for constructing Vertex AI BatchPredictionJob link."""



    name = "Batch Prediction Job"



    key = "batch_prediction_job_conf"



    format_str = VERTEX_AI_BATCH_PREDICTION_JOB_LINK






class VertexAIBatchPredictionJobListLink(BaseGoogleLink):
    """Helper class for constructing Vertex AI BatchPredictionJobList link."""



    name = "Batch Prediction Job List"



    key = "batch_prediction_jobs_conf"



    format_str = VERTEX_AI_BATCH_PREDICTION_JOB_LIST_LINK






class VertexAIEndpointLink(BaseGoogleLink):
    """Helper class for constructing Vertex AI Endpoint link."""



    name = "Endpoint"



    key = "endpoint_conf"



    format_str = VERTEX_AI_ENDPOINT_LINK






class VertexAIEndpointListLink(BaseGoogleLink):
    """Helper class for constructing Vertex AI EndpointList link."""



    name = "Endpoint List"



    key = "endpoints_conf"



    format_str = VERTEX_AI_ENDPOINT_LIST_LINK






class VertexAIPipelineJobLink(BaseGoogleLink):
    """Helper class for constructing Vertex AI PipelineJob link."""



    name = "Pipeline Job"



    key = "pipeline_job_conf"



    format_str = VERTEX_AI_PIPELINE_JOB_LINK






class VertexAIPipelineJobListLink(BaseGoogleLink):
    """Helper class for constructing Vertex AI PipelineJobList link."""



    name = "Pipeline Job List"



    key = "pipeline_job_list_conf"



    format_str = VERTEX_AI_PIPELINE_JOB_LIST_LINK






class VertexAIRayClusterLink(BaseGoogleLink):
    """Helper class for constructing Vertex AI Ray Cluster link."""



    name = "Ray Cluster"



    key = "ray_cluster_conf"



    format_str = VERTEX_AI_RAY_CLUSTER_LINK






class VertexAIRayClusterListLink(BaseGoogleLink):
    """Helper class for constructing Vertex AI Ray Cluster List link."""



    name = "Ray Cluster List"



    key = "ray_cluster_list_conf"



    format_str = VERTEX_AI_RAY_CLUSTER_LIST_LINK

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