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<h1>Source code for airflow.providers.google.cloud.operators.vertex_ai.batch_prediction_job</h1><div class="highlight"><pre>
<span></span><span class="c1">#</span>
<span class="c1"># Licensed to the Apache Software Foundation (ASF) under one</span>
<span class="c1"># or more contributor license agreements. See the NOTICE file</span>
<span class="c1"># distributed with this work for additional information</span>
<span class="c1"># regarding copyright ownership. The ASF licenses this file</span>
<span class="c1"># to you under the Apache License, Version 2.0 (the</span>
<span class="c1"># &quot;License&quot;); you may not use this file except in compliance</span>
<span class="c1"># with the License. You may obtain a copy of the License at</span>
<span class="c1">#</span>
<span class="c1"># http://www.apache.org/licenses/LICENSE-2.0</span>
<span class="c1">#</span>
<span class="c1"># Unless required by applicable law or agreed to in writing,</span>
<span class="c1"># software distributed under the License is distributed on an</span>
<span class="c1"># &quot;AS IS&quot; BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY</span>
<span class="c1"># KIND, either express or implied. See the License for the</span>
<span class="c1"># specific language governing permissions and limitations</span>
<span class="c1"># under the License.</span>
<span class="sd">&quot;&quot;&quot;This module contains Google Vertex AI operators.</span>
<span class="sd">.. spelling::</span>
<span class="sd"> jsonl</span>
<span class="sd"> codepoints</span>
<span class="sd"> aiplatform</span>
<span class="sd"> gapic</span>
<span class="sd">&quot;&quot;&quot;</span>
<span class="kn">from</span> <span class="nn">__future__</span> <span class="kn">import</span> <span class="n">annotations</span>
<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">TYPE_CHECKING</span><span class="p">,</span> <span class="n">Optional</span><span class="p">,</span> <span class="n">Sequence</span>
<span class="kn">from</span> <span class="nn">google.api_core.exceptions</span> <span class="kn">import</span> <span class="n">NotFound</span>
<span class="kn">from</span> <span class="nn">google.api_core.gapic_v1.method</span> <span class="kn">import</span> <span class="n">DEFAULT</span><span class="p">,</span> <span class="n">_MethodDefault</span>
<span class="kn">from</span> <span class="nn">google.api_core.retry</span> <span class="kn">import</span> <span class="n">Retry</span>
<span class="kn">from</span> <span class="nn">google.cloud.aiplatform</span> <span class="kn">import</span> <span class="n">Model</span><span class="p">,</span> <span class="n">explain</span>
<span class="kn">from</span> <span class="nn">google.cloud.aiplatform_v1.types</span> <span class="kn">import</span> <span class="n">BatchPredictionJob</span>
<span class="kn">from</span> <span class="nn">airflow.models</span> <span class="kn">import</span> <span class="n">BaseOperator</span>
<span class="kn">from</span> <span class="nn">airflow.providers.google.cloud.hooks.vertex_ai.batch_prediction_job</span> <span class="kn">import</span> <span class="n">BatchPredictionJobHook</span>
<span class="kn">from</span> <span class="nn">airflow.providers.google.cloud.links.vertex_ai</span> <span class="kn">import</span> <span class="p">(</span>
<span class="n">VertexAIBatchPredictionJobLink</span><span class="p">,</span>
<span class="n">VertexAIBatchPredictionJobListLink</span><span class="p">,</span>
<span class="p">)</span>
<span class="k">if</span> <span class="n">TYPE_CHECKING</span><span class="p">:</span>
<span class="kn">from</span> <span class="nn">airflow.utils.context</span> <span class="kn">import</span> <span class="n">Context</span>
<div class="viewcode-block" id="CreateBatchPredictionJobOperator"><a class="viewcode-back" href="../../../../../../../_api/airflow/providers/google/cloud/operators/vertex_ai/batch_prediction_job/index.html#airflow.providers.google.cloud.operators.vertex_ai.batch_prediction_job.CreateBatchPredictionJobOperator">[docs]</a><span class="k">class</span> <span class="nc">CreateBatchPredictionJobOperator</span><span class="p">(</span><span class="n">BaseOperator</span><span class="p">):</span>
<span class="sd">&quot;&quot;&quot;</span>
<span class="sd"> Creates a BatchPredictionJob. A BatchPredictionJob once created will right away be attempted to start.</span>
<span class="sd"> :param project_id: Required. The ID of the Google Cloud project that the service belongs to.</span>
<span class="sd"> :param region: Required. The ID of the Google Cloud region that the service belongs to.</span>
<span class="sd"> :param batch_prediction_job: Required. The BatchPredictionJob to create.</span>
<span class="sd"> :param job_display_name: Required. The user-defined name of the BatchPredictionJob. The name can be</span>
<span class="sd"> up to 128 characters long and can be consist of any UTF-8 characters.</span>
<span class="sd"> :param model_name: Required. A fully-qualified model resource name or model ID.</span>
<span class="sd"> :param instances_format: Required. The format in which instances are provided. Must be one of the</span>
<span class="sd"> formats listed in `Model.supported_input_storage_formats`. Default is &quot;jsonl&quot; when using</span>
<span class="sd"> `gcs_source`. If a `bigquery_source` is provided, this is overridden to &quot;bigquery&quot;.</span>
<span class="sd"> :param predictions_format: Required. The format in which Vertex AI outputs the predictions, must be</span>
<span class="sd"> one of the formats specified in `Model.supported_output_storage_formats`. Default is &quot;jsonl&quot; when</span>
<span class="sd"> using `gcs_destination_prefix`. If a `bigquery_destination_prefix` is provided, this is</span>
<span class="sd"> overridden to &quot;bigquery&quot;.</span>
<span class="sd"> :param gcs_source: Google Cloud Storage URI(-s) to your instances to run batch prediction on. They</span>
<span class="sd"> must match `instances_format`. May contain wildcards. For more information on wildcards, see</span>
<span class="sd"> https://cloud.google.com/storage/docs/gsutil/addlhelp/WildcardNames.</span>
<span class="sd"> :param bigquery_source: BigQuery URI to a table, up to 2000 characters long.</span>
<span class="sd"> For example: `bq://projectId.bqDatasetId.bqTableId`</span>
<span class="sd"> :param gcs_destination_prefix: The Google Cloud Storage location of the directory where the output is</span>
<span class="sd"> to be written to. In the given directory a new directory is created. Its name is</span>
<span class="sd"> ``prediction-&lt;model-display-name&gt;-&lt;job-create-time&gt;``, where timestamp is in</span>
<span class="sd"> YYYY-MM-DDThh:mm:ss.sssZ ISO-8601 format. Inside of it files ``predictions_0001.&lt;extension&gt;``,</span>
<span class="sd"> ``predictions_0002.&lt;extension&gt;``, ..., ``predictions_N.&lt;extension&gt;`` are created where</span>
<span class="sd"> ``&lt;extension&gt;`` depends on chosen ``predictions_format``, and N may equal 0001 and depends on the</span>
<span class="sd"> total number of successfully predicted instances. If the Model has both ``instance`` and</span>
<span class="sd"> ``prediction`` schemata defined then each such file contains predictions as per the</span>
<span class="sd"> ``predictions_format``. If prediction for any instance failed (partially or completely), then an</span>
<span class="sd"> additional ``errors_0001.&lt;extension&gt;``, ``errors_0002.&lt;extension&gt;``,..., ``errors_N.&lt;extension&gt;``</span>
<span class="sd"> files are created (N depends on total number of failed predictions). These files contain the</span>
<span class="sd"> failed instances, as per their schema, followed by an additional ``error`` field which as value</span>
<span class="sd"> has ```google.rpc.Status`` &lt;Status&gt;`__ containing only ``code`` and ``message`` fields.</span>
<span class="sd"> :param bigquery_destination_prefix: The BigQuery project location where the output is to be written</span>
<span class="sd"> to. In the given project a new dataset is created with name</span>
<span class="sd"> ``prediction_&lt;model-display-name&gt;_&lt;job-create-time&gt;`` where is made BigQuery-dataset-name</span>
<span class="sd"> compatible (for example, most special characters become underscores), and timestamp is in</span>
<span class="sd"> YYYY_MM_DDThh_mm_ss_sssZ &quot;based on ISO-8601&quot; format. In the dataset two tables will be created,</span>
<span class="sd"> ``predictions``, and ``errors``. If the Model has both ``instance`` and ``prediction`` schemata</span>
<span class="sd"> defined then the tables have columns as follows: The ``predictions`` table contains instances for</span>
<span class="sd"> which the prediction succeeded, it has columns as per a concatenation of the Model&#39;s instance and</span>
<span class="sd"> prediction schemata. The ``errors`` table contains rows for which the prediction has failed, it</span>
<span class="sd"> has instance columns, as per the instance schema, followed by a single &quot;errors&quot; column, which as</span>
<span class="sd"> values has ```google.rpc.Status`` &lt;Status&gt;`__ represented as a STRUCT, and containing only</span>
<span class="sd"> ``code`` and ``message``.</span>
<span class="sd"> :param model_parameters: The parameters that govern the predictions. The schema of the parameters may</span>
<span class="sd"> be specified via the Model&#39;s `parameters_schema_uri`.</span>
<span class="sd"> :param machine_type: The type of machine for running batch prediction on dedicated resources. Not</span>
<span class="sd"> specifying machine type will result in batch prediction job being run with automatic resources.</span>
<span class="sd"> :param accelerator_type: The type of accelerator(s) that may be attached to the machine as per</span>
<span class="sd"> `accelerator_count`. Only used if `machine_type` is set.</span>
<span class="sd"> :param accelerator_count: The number of accelerators to attach to the `machine_type`. Only used if</span>
<span class="sd"> `machine_type` is set.</span>
<span class="sd"> :param starting_replica_count: The number of machine replicas used at the start of the batch</span>
<span class="sd"> operation. If not set, Vertex AI decides starting number, not greater than `max_replica_count`.</span>
<span class="sd"> Only used if `machine_type` is set.</span>
<span class="sd"> :param max_replica_count: The maximum number of machine replicas the batch operation may be scaled</span>
<span class="sd"> to. Only used if `machine_type` is set. Default is 10.</span>
<span class="sd"> :param generate_explanation: Optional. Generate explanation along with the batch prediction results.</span>
<span class="sd"> This will cause the batch prediction output to include explanations based on the</span>
<span class="sd"> `prediction_format`:</span>
<span class="sd"> - `bigquery`: output includes a column named `explanation`. The value is a struct that conforms to</span>
<span class="sd"> the [aiplatform.gapic.Explanation] object.</span>
<span class="sd"> - `jsonl`: The JSON objects on each line include an additional entry keyed `explanation`. The value</span>
<span class="sd"> of the entry is a JSON object that conforms to the [aiplatform.gapic.Explanation] object.</span>
<span class="sd"> - `csv`: Generating explanations for CSV format is not supported.</span>
<span class="sd"> :param explanation_metadata: Optional. Explanation metadata configuration for this</span>
<span class="sd"> BatchPredictionJob. Can be specified only if `generate_explanation` is set to `True`.</span>
<span class="sd"> This value overrides the value of `Model.explanation_metadata`. All fields of</span>
<span class="sd"> `explanation_metadata` are optional in the request. If a field of the `explanation_metadata`</span>
<span class="sd"> object is not populated, the corresponding field of the `Model.explanation_metadata` object is</span>
<span class="sd"> inherited. For more details, see `Ref docs &lt;http://tinyurl.com/1igh60kt&gt;`</span>
<span class="sd"> :param explanation_parameters: Optional. Parameters to configure explaining for Model&#39;s predictions.</span>
<span class="sd"> Can be specified only if `generate_explanation` is set to `True`.</span>
<span class="sd"> This value overrides the value of `Model.explanation_parameters`. All fields of</span>
<span class="sd"> `explanation_parameters` are optional in the request. If a field of the `explanation_parameters`</span>
<span class="sd"> object is not populated, the corresponding field of the `Model.explanation_parameters` object is</span>
<span class="sd"> inherited. For more details, see `Ref docs &lt;http://tinyurl.com/1an4zake&gt;`</span>
<span class="sd"> :param labels: Optional. The labels with user-defined metadata to organize your BatchPredictionJobs.</span>
<span class="sd"> Label keys and values can be no longer than 64 characters (Unicode codepoints), can only contain</span>
<span class="sd"> lowercase letters, numeric characters, underscores and dashes. International characters are</span>
<span class="sd"> allowed. See https://goo.gl/xmQnxf for more information and examples of labels.</span>
<span class="sd"> :param encryption_spec_key_name: Optional. The Cloud KMS resource identifier of the customer managed</span>
<span class="sd"> encryption key used to protect the job. Has the form:</span>
<span class="sd"> ``projects/my-project/locations/my-region/keyRings/my-kr/cryptoKeys/my-key``. The key needs to be</span>
<span class="sd"> in the same region as where the compute resource is created.</span>
<span class="sd"> If this is set, then all resources created by the BatchPredictionJob will be encrypted with the</span>
<span class="sd"> provided encryption key.</span>
<span class="sd"> Overrides encryption_spec_key_name set in aiplatform.init.</span>
<span class="sd"> :param sync: Whether to execute this method synchronously. If False, this method will be executed in</span>
<span class="sd"> concurrent Future and any downstream object will be immediately returned and synced when the</span>
<span class="sd"> Future has completed.</span>
<span class="sd"> :param retry: Designation of what errors, if any, should be retried.</span>
<span class="sd"> :param timeout: The timeout for this request.</span>
<span class="sd"> :param metadata: Strings which should be sent along with the request as metadata.</span>
<span class="sd"> :param gcp_conn_id: The connection ID to use connecting to Google Cloud.</span>
<span class="sd"> :param delegate_to: The account to impersonate using domain-wide delegation of authority,</span>
<span class="sd"> if any. For this to work, the service account making the request must have</span>
<span class="sd"> domain-wide delegation enabled.</span>
<span class="sd"> :param impersonation_chain: Optional service account to impersonate using short-term</span>
<span class="sd"> credentials, or chained list of accounts required to get the access_token</span>
<span class="sd"> of the last account in the list, which will be impersonated in the request.</span>
<span class="sd"> If set as a string, the account must grant the originating account</span>
<span class="sd"> the Service Account Token Creator IAM role.</span>
<span class="sd"> If set as a sequence, the identities from the list must grant</span>
<span class="sd"> Service Account Token Creator IAM role to the directly preceding identity, with first</span>
<span class="sd"> account from the list granting this role to the originating account (templated).</span>
<span class="sd"> &quot;&quot;&quot;</span>
<div class="viewcode-block" id="CreateBatchPredictionJobOperator.template_fields"><a class="viewcode-back" href="../../../../../../../_api/airflow/providers/google/cloud/operators/vertex_ai/batch_prediction_job/index.html#airflow.providers.google.cloud.operators.vertex_ai.batch_prediction_job.CreateBatchPredictionJobOperator.template_fields">[docs]</a> <span class="n">template_fields</span> <span class="o">=</span> <span class="p">(</span><span class="s2">&quot;region&quot;</span><span class="p">,</span> <span class="s2">&quot;project_id&quot;</span><span class="p">,</span> <span class="s2">&quot;impersonation_chain&quot;</span><span class="p">)</span></div>
<div class="viewcode-block" id="CreateBatchPredictionJobOperator.operator_extra_links"><a class="viewcode-back" href="../../../../../../../_api/airflow/providers/google/cloud/operators/vertex_ai/batch_prediction_job/index.html#airflow.providers.google.cloud.operators.vertex_ai.batch_prediction_job.CreateBatchPredictionJobOperator.operator_extra_links">[docs]</a> <span class="n">operator_extra_links</span> <span class="o">=</span> <span class="p">(</span><span class="n">VertexAIBatchPredictionJobLink</span><span class="p">(),)</span></div>
<span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span>
<span class="bp">self</span><span class="p">,</span>
<span class="o">*</span><span class="p">,</span>
<span class="n">region</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span>
<span class="n">project_id</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span>
<span class="n">job_display_name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span>
<span class="n">model_name</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="n">Model</span><span class="p">,</span>
<span class="n">instances_format</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;jsonl&quot;</span><span class="p">,</span>
<span class="n">predictions_format</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;jsonl&quot;</span><span class="p">,</span>
<span class="n">gcs_source</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="n">Sequence</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
<span class="n">bigquery_source</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
<span class="n">gcs_destination_prefix</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
<span class="n">bigquery_destination_prefix</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
<span class="n">model_parameters</span><span class="p">:</span> <span class="nb">dict</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
<span class="n">machine_type</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
<span class="n">accelerator_type</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
<span class="n">accelerator_count</span><span class="p">:</span> <span class="nb">int</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
<span class="n">starting_replica_count</span><span class="p">:</span> <span class="nb">int</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
<span class="n">max_replica_count</span><span class="p">:</span> <span class="nb">int</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
<span class="n">generate_explanation</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
<span class="n">explanation_metadata</span><span class="p">:</span> <span class="n">explain</span><span class="o">.</span><span class="n">ExplanationMetadata</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
<span class="n">explanation_parameters</span><span class="p">:</span> <span class="n">explain</span><span class="o">.</span><span class="n">ExplanationParameters</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
<span class="n">labels</span><span class="p">:</span> <span class="nb">dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">str</span><span class="p">]</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
<span class="n">encryption_spec_key_name</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
<span class="n">sync</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span><span class="p">,</span>
<span class="n">gcp_conn_id</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;google_cloud_default&quot;</span><span class="p">,</span>
<span class="n">delegate_to</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
<span class="n">impersonation_chain</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="n">Sequence</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
<span class="o">**</span><span class="n">kwargs</span><span class="p">,</span>
<span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
<span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">region</span> <span class="o">=</span> <span class="n">region</span>
<span class="bp">self</span><span class="o">.</span><span class="n">project_id</span> <span class="o">=</span> <span class="n">project_id</span>
<span class="bp">self</span><span class="o">.</span><span class="n">job_display_name</span> <span class="o">=</span> <span class="n">job_display_name</span>
<span class="bp">self</span><span class="o">.</span><span class="n">model_name</span> <span class="o">=</span> <span class="n">model_name</span>
<span class="bp">self</span><span class="o">.</span><span class="n">instances_format</span> <span class="o">=</span> <span class="n">instances_format</span>
<span class="bp">self</span><span class="o">.</span><span class="n">predictions_format</span> <span class="o">=</span> <span class="n">predictions_format</span>
<span class="bp">self</span><span class="o">.</span><span class="n">gcs_source</span> <span class="o">=</span> <span class="n">gcs_source</span>
<span class="bp">self</span><span class="o">.</span><span class="n">bigquery_source</span> <span class="o">=</span> <span class="n">bigquery_source</span>
<span class="bp">self</span><span class="o">.</span><span class="n">gcs_destination_prefix</span> <span class="o">=</span> <span class="n">gcs_destination_prefix</span>
<span class="bp">self</span><span class="o">.</span><span class="n">bigquery_destination_prefix</span> <span class="o">=</span> <span class="n">bigquery_destination_prefix</span>
<span class="bp">self</span><span class="o">.</span><span class="n">model_parameters</span> <span class="o">=</span> <span class="n">model_parameters</span>
<span class="bp">self</span><span class="o">.</span><span class="n">machine_type</span> <span class="o">=</span> <span class="n">machine_type</span>
<span class="bp">self</span><span class="o">.</span><span class="n">accelerator_type</span> <span class="o">=</span> <span class="n">accelerator_type</span>
<span class="bp">self</span><span class="o">.</span><span class="n">accelerator_count</span> <span class="o">=</span> <span class="n">accelerator_count</span>
<span class="bp">self</span><span class="o">.</span><span class="n">starting_replica_count</span> <span class="o">=</span> <span class="n">starting_replica_count</span>
<span class="bp">self</span><span class="o">.</span><span class="n">max_replica_count</span> <span class="o">=</span> <span class="n">max_replica_count</span>
<span class="bp">self</span><span class="o">.</span><span class="n">generate_explanation</span> <span class="o">=</span> <span class="n">generate_explanation</span>
<span class="bp">self</span><span class="o">.</span><span class="n">explanation_metadata</span> <span class="o">=</span> <span class="n">explanation_metadata</span>
<span class="bp">self</span><span class="o">.</span><span class="n">explanation_parameters</span> <span class="o">=</span> <span class="n">explanation_parameters</span>
<span class="bp">self</span><span class="o">.</span><span class="n">labels</span> <span class="o">=</span> <span class="n">labels</span>
<span class="bp">self</span><span class="o">.</span><span class="n">encryption_spec_key_name</span> <span class="o">=</span> <span class="n">encryption_spec_key_name</span>
<span class="bp">self</span><span class="o">.</span><span class="n">sync</span> <span class="o">=</span> <span class="n">sync</span>
<span class="bp">self</span><span class="o">.</span><span class="n">gcp_conn_id</span> <span class="o">=</span> <span class="n">gcp_conn_id</span>
<span class="bp">self</span><span class="o">.</span><span class="n">delegate_to</span> <span class="o">=</span> <span class="n">delegate_to</span>
<span class="bp">self</span><span class="o">.</span><span class="n">impersonation_chain</span> <span class="o">=</span> <span class="n">impersonation_chain</span>
<span class="bp">self</span><span class="o">.</span><span class="n">hook</span> <span class="o">=</span> <span class="kc">None</span> <span class="c1"># type: Optional[BatchPredictionJobHook]</span>
<div class="viewcode-block" id="CreateBatchPredictionJobOperator.execute"><a class="viewcode-back" href="../../../../../../../_api/airflow/providers/google/cloud/operators/vertex_ai/batch_prediction_job/index.html#airflow.providers.google.cloud.operators.vertex_ai.batch_prediction_job.CreateBatchPredictionJobOperator.execute">[docs]</a> <span class="k">def</span> <span class="nf">execute</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">context</span><span class="p">:</span> <span class="n">Context</span><span class="p">):</span>
<span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s2">&quot;Creating Batch prediction job&quot;</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">hook</span> <span class="o">=</span> <span class="n">BatchPredictionJobHook</span><span class="p">(</span>
<span class="n">gcp_conn_id</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">gcp_conn_id</span><span class="p">,</span>
<span class="n">delegate_to</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">delegate_to</span><span class="p">,</span>
<span class="n">impersonation_chain</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">impersonation_chain</span><span class="p">,</span>
<span class="p">)</span>
<span class="n">result</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">hook</span><span class="o">.</span><span class="n">create_batch_prediction_job</span><span class="p">(</span>
<span class="n">region</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">region</span><span class="p">,</span>
<span class="n">project_id</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">project_id</span><span class="p">,</span>
<span class="n">job_display_name</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">job_display_name</span><span class="p">,</span>
<span class="n">model_name</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">model_name</span><span class="p">,</span>
<span class="n">instances_format</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">instances_format</span><span class="p">,</span>
<span class="n">predictions_format</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">predictions_format</span><span class="p">,</span>
<span class="n">gcs_source</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">gcs_source</span><span class="p">,</span>
<span class="n">bigquery_source</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">bigquery_source</span><span class="p">,</span>
<span class="n">gcs_destination_prefix</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">gcs_destination_prefix</span><span class="p">,</span>
<span class="n">bigquery_destination_prefix</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">bigquery_destination_prefix</span><span class="p">,</span>
<span class="n">model_parameters</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">model_parameters</span><span class="p">,</span>
<span class="n">machine_type</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">machine_type</span><span class="p">,</span>
<span class="n">accelerator_type</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">accelerator_type</span><span class="p">,</span>
<span class="n">accelerator_count</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">accelerator_count</span><span class="p">,</span>
<span class="n">starting_replica_count</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">starting_replica_count</span><span class="p">,</span>
<span class="n">max_replica_count</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">max_replica_count</span><span class="p">,</span>
<span class="n">generate_explanation</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">generate_explanation</span><span class="p">,</span>
<span class="n">explanation_metadata</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">explanation_metadata</span><span class="p">,</span>
<span class="n">explanation_parameters</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">explanation_parameters</span><span class="p">,</span>
<span class="n">labels</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">labels</span><span class="p">,</span>
<span class="n">encryption_spec_key_name</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">encryption_spec_key_name</span><span class="p">,</span>
<span class="n">sync</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">sync</span><span class="p">,</span>
<span class="p">)</span>
<span class="n">batch_prediction_job</span> <span class="o">=</span> <span class="n">result</span><span class="o">.</span><span class="n">to_dict</span><span class="p">()</span>
<span class="n">batch_prediction_job_id</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">hook</span><span class="o">.</span><span class="n">extract_batch_prediction_job_id</span><span class="p">(</span><span class="n">batch_prediction_job</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s2">&quot;Batch prediction job was created. Job id: </span><span class="si">%s</span><span class="s2">&quot;</span><span class="p">,</span> <span class="n">batch_prediction_job_id</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">xcom_push</span><span class="p">(</span><span class="n">context</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="s2">&quot;batch_prediction_job_id&quot;</span><span class="p">,</span> <span class="n">value</span><span class="o">=</span><span class="n">batch_prediction_job_id</span><span class="p">)</span>
<span class="n">VertexAIBatchPredictionJobLink</span><span class="o">.</span><span class="n">persist</span><span class="p">(</span>
<span class="n">context</span><span class="o">=</span><span class="n">context</span><span class="p">,</span> <span class="n">task_instance</span><span class="o">=</span><span class="bp">self</span><span class="p">,</span> <span class="n">batch_prediction_job_id</span><span class="o">=</span><span class="n">batch_prediction_job_id</span>
<span class="p">)</span>
<span class="k">return</span> <span class="n">batch_prediction_job</span></div>
<div class="viewcode-block" id="CreateBatchPredictionJobOperator.on_kill"><a class="viewcode-back" href="../../../../../../../_api/airflow/providers/google/cloud/operators/vertex_ai/batch_prediction_job/index.html#airflow.providers.google.cloud.operators.vertex_ai.batch_prediction_job.CreateBatchPredictionJobOperator.on_kill">[docs]</a> <span class="k">def</span> <span class="nf">on_kill</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
<span class="sd">&quot;&quot;&quot;</span>
<span class="sd"> Callback called when the operator is killed.</span>
<span class="sd"> Cancel any running job.</span>
<span class="sd"> &quot;&quot;&quot;</span>
<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">hook</span><span class="p">:</span>
<span class="bp">self</span><span class="o">.</span><span class="n">hook</span><span class="o">.</span><span class="n">cancel_batch_prediction_job</span><span class="p">()</span></div></div>
<div class="viewcode-block" id="DeleteBatchPredictionJobOperator"><a class="viewcode-back" href="../../../../../../../_api/airflow/providers/google/cloud/operators/vertex_ai/batch_prediction_job/index.html#airflow.providers.google.cloud.operators.vertex_ai.batch_prediction_job.DeleteBatchPredictionJobOperator">[docs]</a><span class="k">class</span> <span class="nc">DeleteBatchPredictionJobOperator</span><span class="p">(</span><span class="n">BaseOperator</span><span class="p">):</span>
<span class="sd">&quot;&quot;&quot;</span>
<span class="sd"> Deletes a BatchPredictionJob. Can only be called on jobs that already finished.</span>
<span class="sd"> :param project_id: Required. The ID of the Google Cloud project that the service belongs to.</span>
<span class="sd"> :param region: Required. The ID of the Google Cloud region that the service belongs to.</span>
<span class="sd"> :param batch_prediction_job_id: The ID of the BatchPredictionJob resource to be deleted.</span>
<span class="sd"> :param retry: Designation of what errors, if any, should be retried.</span>
<span class="sd"> :param timeout: The timeout for this request.</span>
<span class="sd"> :param metadata: Strings which should be sent along with the request as metadata.</span>
<span class="sd"> :param gcp_conn_id: The connection ID to use connecting to Google Cloud.</span>
<span class="sd"> :param delegate_to: The account to impersonate using domain-wide delegation of authority,</span>
<span class="sd"> if any. For this to work, the service account making the request must have</span>
<span class="sd"> domain-wide delegation enabled.</span>
<span class="sd"> :param impersonation_chain: Optional service account to impersonate using short-term</span>
<span class="sd"> credentials, or chained list of accounts required to get the access_token</span>
<span class="sd"> of the last account in the list, which will be impersonated in the request.</span>
<span class="sd"> If set as a string, the account must grant the originating account</span>
<span class="sd"> the Service Account Token Creator IAM role.</span>
<span class="sd"> If set as a sequence, the identities from the list must grant</span>
<span class="sd"> Service Account Token Creator IAM role to the directly preceding identity, with first</span>
<span class="sd"> account from the list granting this role to the originating account (templated).</span>
<span class="sd"> &quot;&quot;&quot;</span>
<div class="viewcode-block" id="DeleteBatchPredictionJobOperator.template_fields"><a class="viewcode-back" href="../../../../../../../_api/airflow/providers/google/cloud/operators/vertex_ai/batch_prediction_job/index.html#airflow.providers.google.cloud.operators.vertex_ai.batch_prediction_job.DeleteBatchPredictionJobOperator.template_fields">[docs]</a> <span class="n">template_fields</span> <span class="o">=</span> <span class="p">(</span><span class="s2">&quot;region&quot;</span><span class="p">,</span> <span class="s2">&quot;project_id&quot;</span><span class="p">,</span> <span class="s2">&quot;batch_prediction_job_id&quot;</span><span class="p">,</span> <span class="s2">&quot;impersonation_chain&quot;</span><span class="p">)</span></div>
<span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span>
<span class="bp">self</span><span class="p">,</span>
<span class="o">*</span><span class="p">,</span>
<span class="n">region</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span>
<span class="n">project_id</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span>
<span class="n">batch_prediction_job_id</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span>
<span class="n">retry</span><span class="p">:</span> <span class="n">Retry</span> <span class="o">|</span> <span class="n">_MethodDefault</span> <span class="o">=</span> <span class="n">DEFAULT</span><span class="p">,</span>
<span class="n">timeout</span><span class="p">:</span> <span class="nb">float</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
<span class="n">metadata</span><span class="p">:</span> <span class="n">Sequence</span><span class="p">[</span><span class="nb">tuple</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">str</span><span class="p">]]</span> <span class="o">=</span> <span class="p">(),</span>
<span class="n">gcp_conn_id</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;google_cloud_default&quot;</span><span class="p">,</span>
<span class="n">delegate_to</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
<span class="n">impersonation_chain</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="n">Sequence</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
<span class="o">**</span><span class="n">kwargs</span><span class="p">,</span>
<span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
<span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">region</span> <span class="o">=</span> <span class="n">region</span>
<span class="bp">self</span><span class="o">.</span><span class="n">project_id</span> <span class="o">=</span> <span class="n">project_id</span>
<span class="bp">self</span><span class="o">.</span><span class="n">batch_prediction_job_id</span> <span class="o">=</span> <span class="n">batch_prediction_job_id</span>
<span class="bp">self</span><span class="o">.</span><span class="n">retry</span> <span class="o">=</span> <span class="n">retry</span>
<span class="bp">self</span><span class="o">.</span><span class="n">timeout</span> <span class="o">=</span> <span class="n">timeout</span>
<span class="bp">self</span><span class="o">.</span><span class="n">metadata</span> <span class="o">=</span> <span class="n">metadata</span>
<span class="bp">self</span><span class="o">.</span><span class="n">gcp_conn_id</span> <span class="o">=</span> <span class="n">gcp_conn_id</span>
<span class="bp">self</span><span class="o">.</span><span class="n">delegate_to</span> <span class="o">=</span> <span class="n">delegate_to</span>
<span class="bp">self</span><span class="o">.</span><span class="n">impersonation_chain</span> <span class="o">=</span> <span class="n">impersonation_chain</span>
<div class="viewcode-block" id="DeleteBatchPredictionJobOperator.execute"><a class="viewcode-back" href="../../../../../../../_api/airflow/providers/google/cloud/operators/vertex_ai/batch_prediction_job/index.html#airflow.providers.google.cloud.operators.vertex_ai.batch_prediction_job.DeleteBatchPredictionJobOperator.execute">[docs]</a> <span class="k">def</span> <span class="nf">execute</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">context</span><span class="p">:</span> <span class="n">Context</span><span class="p">):</span>
<span class="n">hook</span> <span class="o">=</span> <span class="n">BatchPredictionJobHook</span><span class="p">(</span>
<span class="n">gcp_conn_id</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">gcp_conn_id</span><span class="p">,</span>
<span class="n">delegate_to</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">delegate_to</span><span class="p">,</span>
<span class="n">impersonation_chain</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">impersonation_chain</span><span class="p">,</span>
<span class="p">)</span>
<span class="k">try</span><span class="p">:</span>
<span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s2">&quot;Deleting batch prediction job: </span><span class="si">%s</span><span class="s2">&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">batch_prediction_job_id</span><span class="p">)</span>
<span class="n">operation</span> <span class="o">=</span> <span class="n">hook</span><span class="o">.</span><span class="n">delete_batch_prediction_job</span><span class="p">(</span>
<span class="n">project_id</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">project_id</span><span class="p">,</span>
<span class="n">region</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">region</span><span class="p">,</span>
<span class="n">batch_prediction_job</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">batch_prediction_job_id</span><span class="p">,</span>
<span class="n">retry</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">retry</span><span class="p">,</span>
<span class="n">timeout</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">timeout</span><span class="p">,</span>
<span class="n">metadata</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">metadata</span><span class="p">,</span>
<span class="p">)</span>
<span class="n">hook</span><span class="o">.</span><span class="n">wait_for_operation</span><span class="p">(</span><span class="n">timeout</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">timeout</span><span class="p">,</span> <span class="n">operation</span><span class="o">=</span><span class="n">operation</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s2">&quot;Batch prediction job was deleted.&quot;</span><span class="p">)</span>
<span class="k">except</span> <span class="n">NotFound</span><span class="p">:</span>
<span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s2">&quot;The Batch prediction job </span><span class="si">%s</span><span class="s2"> does not exist.&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">batch_prediction_job_id</span><span class="p">)</span></div></div>
<div class="viewcode-block" id="GetBatchPredictionJobOperator"><a class="viewcode-back" href="../../../../../../../_api/airflow/providers/google/cloud/operators/vertex_ai/batch_prediction_job/index.html#airflow.providers.google.cloud.operators.vertex_ai.batch_prediction_job.GetBatchPredictionJobOperator">[docs]</a><span class="k">class</span> <span class="nc">GetBatchPredictionJobOperator</span><span class="p">(</span><span class="n">BaseOperator</span><span class="p">):</span>
<span class="sd">&quot;&quot;&quot;</span>
<span class="sd"> Gets a BatchPredictionJob</span>
<span class="sd"> :param project_id: Required. The ID of the Google Cloud project that the service belongs to.</span>
<span class="sd"> :param region: Required. The ID of the Google Cloud region that the service belongs to.</span>
<span class="sd"> :param batch_prediction_job: Required. The name of the BatchPredictionJob resource.</span>
<span class="sd"> :param retry: Designation of what errors, if any, should be retried.</span>
<span class="sd"> :param timeout: The timeout for this request.</span>
<span class="sd"> :param metadata: Strings which should be sent along with the request as metadata.</span>
<span class="sd"> :param gcp_conn_id: The connection ID to use connecting to Google Cloud.</span>
<span class="sd"> :param delegate_to: The account to impersonate using domain-wide delegation of authority,</span>
<span class="sd"> if any. For this to work, the service account making the request must have</span>
<span class="sd"> domain-wide delegation enabled.</span>
<span class="sd"> :param impersonation_chain: Optional service account to impersonate using short-term</span>
<span class="sd"> credentials, or chained list of accounts required to get the access_token</span>
<span class="sd"> of the last account in the list, which will be impersonated in the request.</span>
<span class="sd"> If set as a string, the account must grant the originating account</span>
<span class="sd"> the Service Account Token Creator IAM role.</span>
<span class="sd"> If set as a sequence, the identities from the list must grant</span>
<span class="sd"> Service Account Token Creator IAM role to the directly preceding identity, with first</span>
<span class="sd"> account from the list granting this role to the originating account (templated).</span>
<span class="sd"> &quot;&quot;&quot;</span>
<div class="viewcode-block" id="GetBatchPredictionJobOperator.template_fields"><a class="viewcode-back" href="../../../../../../../_api/airflow/providers/google/cloud/operators/vertex_ai/batch_prediction_job/index.html#airflow.providers.google.cloud.operators.vertex_ai.batch_prediction_job.GetBatchPredictionJobOperator.template_fields">[docs]</a> <span class="n">template_fields</span> <span class="o">=</span> <span class="p">(</span><span class="s2">&quot;region&quot;</span><span class="p">,</span> <span class="s2">&quot;project_id&quot;</span><span class="p">,</span> <span class="s2">&quot;impersonation_chain&quot;</span><span class="p">)</span></div>
<div class="viewcode-block" id="GetBatchPredictionJobOperator.operator_extra_links"><a class="viewcode-back" href="../../../../../../../_api/airflow/providers/google/cloud/operators/vertex_ai/batch_prediction_job/index.html#airflow.providers.google.cloud.operators.vertex_ai.batch_prediction_job.GetBatchPredictionJobOperator.operator_extra_links">[docs]</a> <span class="n">operator_extra_links</span> <span class="o">=</span> <span class="p">(</span><span class="n">VertexAIBatchPredictionJobLink</span><span class="p">(),)</span></div>
<span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span>
<span class="bp">self</span><span class="p">,</span>
<span class="o">*</span><span class="p">,</span>
<span class="n">region</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span>
<span class="n">project_id</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span>
<span class="n">batch_prediction_job</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span>
<span class="n">retry</span><span class="p">:</span> <span class="n">Retry</span> <span class="o">|</span> <span class="n">_MethodDefault</span> <span class="o">=</span> <span class="n">DEFAULT</span><span class="p">,</span>
<span class="n">timeout</span><span class="p">:</span> <span class="nb">float</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
<span class="n">metadata</span><span class="p">:</span> <span class="n">Sequence</span><span class="p">[</span><span class="nb">tuple</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">str</span><span class="p">]]</span> <span class="o">=</span> <span class="p">(),</span>
<span class="n">gcp_conn_id</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;google_cloud_default&quot;</span><span class="p">,</span>
<span class="n">delegate_to</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
<span class="n">impersonation_chain</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="n">Sequence</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
<span class="o">**</span><span class="n">kwargs</span><span class="p">,</span>
<span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
<span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">region</span> <span class="o">=</span> <span class="n">region</span>
<span class="bp">self</span><span class="o">.</span><span class="n">project_id</span> <span class="o">=</span> <span class="n">project_id</span>
<span class="bp">self</span><span class="o">.</span><span class="n">batch_prediction_job</span> <span class="o">=</span> <span class="n">batch_prediction_job</span>
<span class="bp">self</span><span class="o">.</span><span class="n">retry</span> <span class="o">=</span> <span class="n">retry</span>
<span class="bp">self</span><span class="o">.</span><span class="n">timeout</span> <span class="o">=</span> <span class="n">timeout</span>
<span class="bp">self</span><span class="o">.</span><span class="n">metadata</span> <span class="o">=</span> <span class="n">metadata</span>
<span class="bp">self</span><span class="o">.</span><span class="n">gcp_conn_id</span> <span class="o">=</span> <span class="n">gcp_conn_id</span>
<span class="bp">self</span><span class="o">.</span><span class="n">delegate_to</span> <span class="o">=</span> <span class="n">delegate_to</span>
<span class="bp">self</span><span class="o">.</span><span class="n">impersonation_chain</span> <span class="o">=</span> <span class="n">impersonation_chain</span>
<div class="viewcode-block" id="GetBatchPredictionJobOperator.execute"><a class="viewcode-back" href="../../../../../../../_api/airflow/providers/google/cloud/operators/vertex_ai/batch_prediction_job/index.html#airflow.providers.google.cloud.operators.vertex_ai.batch_prediction_job.GetBatchPredictionJobOperator.execute">[docs]</a> <span class="k">def</span> <span class="nf">execute</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">context</span><span class="p">:</span> <span class="n">Context</span><span class="p">):</span>
<span class="n">hook</span> <span class="o">=</span> <span class="n">BatchPredictionJobHook</span><span class="p">(</span>
<span class="n">gcp_conn_id</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">gcp_conn_id</span><span class="p">,</span>
<span class="n">delegate_to</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">delegate_to</span><span class="p">,</span>
<span class="n">impersonation_chain</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">impersonation_chain</span><span class="p">,</span>
<span class="p">)</span>
<span class="k">try</span><span class="p">:</span>
<span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s2">&quot;Get batch prediction job: </span><span class="si">%s</span><span class="s2">&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">batch_prediction_job</span><span class="p">)</span>
<span class="n">result</span> <span class="o">=</span> <span class="n">hook</span><span class="o">.</span><span class="n">get_batch_prediction_job</span><span class="p">(</span>
<span class="n">project_id</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">project_id</span><span class="p">,</span>
<span class="n">region</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">region</span><span class="p">,</span>
<span class="n">batch_prediction_job</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">batch_prediction_job</span><span class="p">,</span>
<span class="n">retry</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">retry</span><span class="p">,</span>
<span class="n">timeout</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">timeout</span><span class="p">,</span>
<span class="n">metadata</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">metadata</span><span class="p">,</span>
<span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s2">&quot;Batch prediction job was gotten.&quot;</span><span class="p">)</span>
<span class="n">VertexAIBatchPredictionJobLink</span><span class="o">.</span><span class="n">persist</span><span class="p">(</span>
<span class="n">context</span><span class="o">=</span><span class="n">context</span><span class="p">,</span> <span class="n">task_instance</span><span class="o">=</span><span class="bp">self</span><span class="p">,</span> <span class="n">batch_prediction_job_id</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">batch_prediction_job</span>
<span class="p">)</span>
<span class="k">return</span> <span class="n">BatchPredictionJob</span><span class="o">.</span><span class="n">to_dict</span><span class="p">(</span><span class="n">result</span><span class="p">)</span>
<span class="k">except</span> <span class="n">NotFound</span><span class="p">:</span>
<span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s2">&quot;The Batch prediction job </span><span class="si">%s</span><span class="s2"> does not exist.&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">batch_prediction_job</span><span class="p">)</span></div></div>
<div class="viewcode-block" id="ListBatchPredictionJobsOperator"><a class="viewcode-back" href="../../../../../../../_api/airflow/providers/google/cloud/operators/vertex_ai/batch_prediction_job/index.html#airflow.providers.google.cloud.operators.vertex_ai.batch_prediction_job.ListBatchPredictionJobsOperator">[docs]</a><span class="k">class</span> <span class="nc">ListBatchPredictionJobsOperator</span><span class="p">(</span><span class="n">BaseOperator</span><span class="p">):</span>
<span class="sd">&quot;&quot;&quot;</span>
<span class="sd"> Lists BatchPredictionJobs in a Location.</span>
<span class="sd"> :param project_id: Required. The ID of the Google Cloud project that the service belongs to.</span>
<span class="sd"> :param region: Required. The ID of the Google Cloud region that the service belongs to.</span>
<span class="sd"> :param filter: The standard list filter.</span>
<span class="sd"> Supported fields:</span>
<span class="sd"> - ``display_name`` supports = and !=.</span>
<span class="sd"> - ``state`` supports = and !=.</span>
<span class="sd"> - ``model_display_name`` supports = and !=</span>
<span class="sd"> Some examples of using the filter are:</span>
<span class="sd"> - ``state=&quot;JOB_STATE_SUCCEEDED&quot; AND display_name=&quot;my_job&quot;``</span>
<span class="sd"> - ``state=&quot;JOB_STATE_RUNNING&quot; OR display_name=&quot;my_job&quot;``</span>
<span class="sd"> - ``NOT display_name=&quot;my_job&quot;``</span>
<span class="sd"> - ``state=&quot;JOB_STATE_FAILED&quot;``</span>
<span class="sd"> :param page_size: The standard list page size.</span>
<span class="sd"> :param page_token: The standard list page token.</span>
<span class="sd"> :param read_mask: Mask specifying which fields to read.</span>
<span class="sd"> :param retry: Designation of what errors, if any, should be retried.</span>
<span class="sd"> :param timeout: The timeout for this request.</span>
<span class="sd"> :param metadata: Strings which should be sent along with the request as metadata.</span>
<span class="sd"> :param gcp_conn_id: The connection ID to use connecting to Google Cloud.</span>
<span class="sd"> :param delegate_to: The account to impersonate using domain-wide delegation of authority,</span>
<span class="sd"> if any. For this to work, the service account making the request must have</span>
<span class="sd"> domain-wide delegation enabled.</span>
<span class="sd"> :param impersonation_chain: Optional service account to impersonate using short-term</span>
<span class="sd"> credentials, or chained list of accounts required to get the access_token</span>
<span class="sd"> of the last account in the list, which will be impersonated in the request.</span>
<span class="sd"> If set as a string, the account must grant the originating account</span>
<span class="sd"> the Service Account Token Creator IAM role.</span>
<span class="sd"> If set as a sequence, the identities from the list must grant</span>
<span class="sd"> Service Account Token Creator IAM role to the directly preceding identity, with first</span>
<span class="sd"> account from the list granting this role to the originating account (templated).</span>
<span class="sd"> &quot;&quot;&quot;</span>
<div class="viewcode-block" id="ListBatchPredictionJobsOperator.template_fields"><a class="viewcode-back" href="../../../../../../../_api/airflow/providers/google/cloud/operators/vertex_ai/batch_prediction_job/index.html#airflow.providers.google.cloud.operators.vertex_ai.batch_prediction_job.ListBatchPredictionJobsOperator.template_fields">[docs]</a> <span class="n">template_fields</span> <span class="o">=</span> <span class="p">(</span><span class="s2">&quot;region&quot;</span><span class="p">,</span> <span class="s2">&quot;project_id&quot;</span><span class="p">,</span> <span class="s2">&quot;impersonation_chain&quot;</span><span class="p">)</span></div>
<div class="viewcode-block" id="ListBatchPredictionJobsOperator.operator_extra_links"><a class="viewcode-back" href="../../../../../../../_api/airflow/providers/google/cloud/operators/vertex_ai/batch_prediction_job/index.html#airflow.providers.google.cloud.operators.vertex_ai.batch_prediction_job.ListBatchPredictionJobsOperator.operator_extra_links">[docs]</a> <span class="n">operator_extra_links</span> <span class="o">=</span> <span class="p">(</span><span class="n">VertexAIBatchPredictionJobListLink</span><span class="p">(),)</span></div>
<span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span>
<span class="bp">self</span><span class="p">,</span>
<span class="o">*</span><span class="p">,</span>
<span class="n">region</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span>
<span class="n">project_id</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span>
<span class="nb">filter</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
<span class="n">page_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
<span class="n">page_token</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
<span class="n">read_mask</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
<span class="n">retry</span><span class="p">:</span> <span class="n">Retry</span> <span class="o">|</span> <span class="n">_MethodDefault</span> <span class="o">=</span> <span class="n">DEFAULT</span><span class="p">,</span>
<span class="n">timeout</span><span class="p">:</span> <span class="nb">float</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
<span class="n">metadata</span><span class="p">:</span> <span class="n">Sequence</span><span class="p">[</span><span class="nb">tuple</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">str</span><span class="p">]]</span> <span class="o">=</span> <span class="p">(),</span>
<span class="n">gcp_conn_id</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;google_cloud_default&quot;</span><span class="p">,</span>
<span class="n">delegate_to</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
<span class="n">impersonation_chain</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="n">Sequence</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
<span class="o">**</span><span class="n">kwargs</span><span class="p">,</span>
<span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
<span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">region</span> <span class="o">=</span> <span class="n">region</span>
<span class="bp">self</span><span class="o">.</span><span class="n">project_id</span> <span class="o">=</span> <span class="n">project_id</span>
<span class="bp">self</span><span class="o">.</span><span class="n">filter</span> <span class="o">=</span> <span class="nb">filter</span>
<span class="bp">self</span><span class="o">.</span><span class="n">page_size</span> <span class="o">=</span> <span class="n">page_size</span>
<span class="bp">self</span><span class="o">.</span><span class="n">page_token</span> <span class="o">=</span> <span class="n">page_token</span>
<span class="bp">self</span><span class="o">.</span><span class="n">read_mask</span> <span class="o">=</span> <span class="n">read_mask</span>
<span class="bp">self</span><span class="o">.</span><span class="n">retry</span> <span class="o">=</span> <span class="n">retry</span>
<span class="bp">self</span><span class="o">.</span><span class="n">timeout</span> <span class="o">=</span> <span class="n">timeout</span>
<span class="bp">self</span><span class="o">.</span><span class="n">metadata</span> <span class="o">=</span> <span class="n">metadata</span>
<span class="bp">self</span><span class="o">.</span><span class="n">gcp_conn_id</span> <span class="o">=</span> <span class="n">gcp_conn_id</span>
<span class="bp">self</span><span class="o">.</span><span class="n">delegate_to</span> <span class="o">=</span> <span class="n">delegate_to</span>
<span class="bp">self</span><span class="o">.</span><span class="n">impersonation_chain</span> <span class="o">=</span> <span class="n">impersonation_chain</span>
<div class="viewcode-block" id="ListBatchPredictionJobsOperator.execute"><a class="viewcode-back" href="../../../../../../../_api/airflow/providers/google/cloud/operators/vertex_ai/batch_prediction_job/index.html#airflow.providers.google.cloud.operators.vertex_ai.batch_prediction_job.ListBatchPredictionJobsOperator.execute">[docs]</a> <span class="k">def</span> <span class="nf">execute</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">context</span><span class="p">:</span> <span class="n">Context</span><span class="p">):</span>
<span class="n">hook</span> <span class="o">=</span> <span class="n">BatchPredictionJobHook</span><span class="p">(</span>
<span class="n">gcp_conn_id</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">gcp_conn_id</span><span class="p">,</span>
<span class="n">delegate_to</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">delegate_to</span><span class="p">,</span>
<span class="n">impersonation_chain</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">impersonation_chain</span><span class="p">,</span>
<span class="p">)</span>
<span class="n">results</span> <span class="o">=</span> <span class="n">hook</span><span class="o">.</span><span class="n">list_batch_prediction_jobs</span><span class="p">(</span>
<span class="n">project_id</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">project_id</span><span class="p">,</span>
<span class="n">region</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">region</span><span class="p">,</span>
<span class="nb">filter</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">filter</span><span class="p">,</span>
<span class="n">page_size</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">page_size</span><span class="p">,</span>
<span class="n">page_token</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">page_token</span><span class="p">,</span>
<span class="n">read_mask</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">read_mask</span><span class="p">,</span>
<span class="n">retry</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">retry</span><span class="p">,</span>
<span class="n">timeout</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">timeout</span><span class="p">,</span>
<span class="n">metadata</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">metadata</span><span class="p">,</span>
<span class="p">)</span>
<span class="n">VertexAIBatchPredictionJobListLink</span><span class="o">.</span><span class="n">persist</span><span class="p">(</span><span class="n">context</span><span class="o">=</span><span class="n">context</span><span class="p">,</span> <span class="n">task_instance</span><span class="o">=</span><span class="bp">self</span><span class="p">)</span>
<span class="k">return</span> <span class="p">[</span><span class="n">BatchPredictionJob</span><span class="o">.</span><span class="n">to_dict</span><span class="p">(</span><span class="n">result</span><span class="p">)</span> <span class="k">for</span> <span class="n">result</span> <span class="ow">in</span> <span class="n">results</span><span class="p">]</span></div></div>
</pre></div>
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