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<h1>Source code for airflow.providers.google.cloud.utils.field_validator</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;Validator for body fields sent via Google Cloud API.</span>
<span class="sd">The validator performs validation of the body (being dictionary of fields) that</span>
<span class="sd">is sent in the API request to Google Cloud (via ``googleclient`` API usually).</span>
<span class="sd">Context</span>
<span class="sd">-------</span>
<span class="sd">The specification mostly focuses on helping Airflow DAG developers in the development</span>
<span class="sd">phase. You can build your own Google Cloud operator (such as GcfDeployOperator for example) which</span>
<span class="sd">can have built-in validation specification for the particular API. It&#39;s super helpful</span>
<span class="sd">when developer plays with different fields and their values at the initial phase of</span>
<span class="sd">DAG development. Most of the Google Cloud APIs perform their own validation on the</span>
<span class="sd">server side, but most of the requests are asynchronous and you need to wait for result</span>
<span class="sd">of the operation. This takes precious times and slows</span>
<span class="sd">down iteration over the API. BodyFieldValidator is meant to be used on the client side</span>
<span class="sd">and it should therefore provide an instant feedback to the developer on misspelled or</span>
<span class="sd">wrong type of parameters.</span>
<span class="sd">The validation should be performed in &quot;execute()&quot; method call in order to allow</span>
<span class="sd">template parameters to be expanded before validation is performed.</span>
<span class="sd">Types of fields</span>
<span class="sd">---------------</span>
<span class="sd">Specification is an array of dictionaries - each dictionary describes field, its type,</span>
<span class="sd">validation, optionality, api_version supported and nested fields (for unions and dicts).</span>
<span class="sd">Typically (for clarity and in order to aid syntax highlighting) the array of</span>
<span class="sd">dicts should be defined as series of dict() executions. Fragment of example</span>
<span class="sd">specification might look as follows::</span>
<span class="sd"> SPECIFICATION =[</span>
<span class="sd"> dict(name=&quot;an_union&quot;, type=&quot;union&quot;, optional=True, fields=[</span>
<span class="sd"> dict(name=&quot;variant_1&quot;, type=&quot;dict&quot;),</span>
<span class="sd"> dict(name=&quot;variant_2&quot;, regexp=r&#39;^.+$&#39;, api_version=&#39;v1beta2&#39;),</span>
<span class="sd"> ),</span>
<span class="sd"> dict(name=&quot;an_union&quot;, type=&quot;dict&quot;, fields=[</span>
<span class="sd"> dict(name=&quot;field_1&quot;, type=&quot;dict&quot;),</span>
<span class="sd"> dict(name=&quot;field_2&quot;, regexp=r&#39;^.+$&#39;),</span>
<span class="sd"> ),</span>
<span class="sd"> ...</span>
<span class="sd"> ]</span>
<span class="sd">Each field should have key = &quot;name&quot; indicating field name. The field can be of one of the</span>
<span class="sd">following types:</span>
<span class="sd">* Dict fields: (key = &quot;type&quot;, value=&quot;dict&quot;):</span>
<span class="sd"> Field of this type should contain nested fields in form of an array of dicts.</span>
<span class="sd"> Each of the fields in the array is then expected (unless marked as optional)</span>
<span class="sd"> and validated recursively. If an extra field is present in the dictionary, warning is</span>
<span class="sd"> printed in log file (but the validation succeeds - see the Forward-compatibility notes)</span>
<span class="sd">* List fields: (key = &quot;type&quot;, value=&quot;list&quot;):</span>
<span class="sd"> Field of this type should be a list. Only the type correctness is validated.</span>
<span class="sd"> The contents of a list are not subject to validation.</span>
<span class="sd">* Union fields (key = &quot;type&quot;, value=&quot;union&quot;): field of this type should contain nested</span>
<span class="sd"> fields in form of an array of dicts. One of the fields (and only one) should be</span>
<span class="sd"> present (unless the union is marked as optional). If more than one union field is</span>
<span class="sd"> present, FieldValidationException is raised. If none of the union fields is</span>
<span class="sd"> present - warning is printed in the log (see below Forward-compatibility notes).</span>
<span class="sd">* Fields validated for non-emptiness: (key = &quot;allow_empty&quot;) - this applies only to</span>
<span class="sd"> fields the value of which is a string, and it allows to check for non-emptiness of</span>
<span class="sd"> the field (allow_empty=False).</span>
<span class="sd">* Regexp-validated fields: (key = &quot;regexp&quot;) - fields of this type are assumed to be</span>
<span class="sd"> strings and they are validated with the regexp specified. Remember that the regexps</span>
<span class="sd"> should ideally contain ^ at the beginning and $ at the end to make sure that</span>
<span class="sd"> the whole field content is validated. Typically such regexp</span>
<span class="sd"> validations should be used carefully and sparingly (see Forward-compatibility</span>
<span class="sd"> notes below).</span>
<span class="sd">* Custom-validated fields: (key = &quot;custom_validation&quot;) - fields of this type are validated</span>
<span class="sd"> using method specified via custom_validation field. Any exception thrown in the custom</span>
<span class="sd"> validation will be turned into FieldValidationException and will cause validation to</span>
<span class="sd"> fail. Such custom validations might be used to check numeric fields (including</span>
<span class="sd"> ranges of values), booleans or any other types of fields.</span>
<span class="sd">* API version: (key=&quot;api_version&quot;) if API version is specified, then the field will only</span>
<span class="sd"> be validated when api_version used at field validator initialization matches exactly the</span>
<span class="sd"> version specified. If you want to declare fields that are available in several</span>
<span class="sd"> versions of the APIs, you should specify the field as many times as many API versions</span>
<span class="sd"> should be supported (each time with different API version).</span>
<span class="sd">* if none of the keys (&quot;type&quot;, &quot;regexp&quot;, &quot;custom_validation&quot; - the field is not validated</span>
<span class="sd">You can see some of the field examples in EXAMPLE_VALIDATION_SPECIFICATION.</span>
<span class="sd">Forward-compatibility notes</span>
<span class="sd">---------------------------</span>
<span class="sd">Certain decisions are crucial to allow the client APIs to work also with future API</span>
<span class="sd">versions. Since body attached is passed to the API’s call, this is entirely</span>
<span class="sd">possible to pass-through any new fields in the body (for future API versions) -</span>
<span class="sd">albeit without validation on the client side - they can and will still be validated</span>
<span class="sd">on the server side usually.</span>
<span class="sd">Here are the guidelines that you should follow to make validation forward-compatible:</span>
<span class="sd">* most of the fields are not validated for their content. It&#39;s possible to use regexp</span>
<span class="sd"> in some specific cases that are guaranteed not to change in the future, but for most</span>
<span class="sd"> fields regexp validation should be r&#39;^.+$&#39; indicating check for non-emptiness</span>
<span class="sd">* api_version is not validated - user can pass any future version of the api here. The API</span>
<span class="sd"> version is only used to filter parameters that are marked as present in this api version</span>
<span class="sd"> any new (not present in the specification) fields in the body are allowed (not verified)</span>
<span class="sd"> For dictionaries, new fields can be added to dictionaries by future calls. However if an</span>
<span class="sd"> unknown field in dictionary is added, a warning is logged by the client (but validation</span>
<span class="sd"> remains successful). This is very nice feature to protect against typos in names.</span>
<span class="sd">* For unions, newly added union variants can be added by future calls and they will</span>
<span class="sd"> pass validation, however the content or presence of those fields will not be validated.</span>
<span class="sd"> This means that it’s possible to send a new non-validated union field together with an</span>
<span class="sd"> old validated field and this problem will not be detected by the client. In such case</span>
<span class="sd"> warning will be printed.</span>
<span class="sd">* When you add validator to an operator, you should also add ``validate_body`` parameter</span>
<span class="sd"> (default = True) to __init__ of such operators - when it is set to False,</span>
<span class="sd"> no validation should be performed. This is a safeguard for totally unpredicted and</span>
<span class="sd"> backwards-incompatible changes that might sometimes occur in the APIs.</span>
<span class="sd">&quot;&quot;&quot;</span>
<span class="kn">import</span> <span class="nn">re</span>
<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">Callable</span><span class="p">,</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">Sequence</span>
<span class="kn">from</span> <span class="nn">airflow.exceptions</span> <span class="kn">import</span> <span class="n">AirflowException</span>
<span class="kn">from</span> <span class="nn">airflow.utils.log.logging_mixin</span> <span class="kn">import</span> <span class="n">LoggingMixin</span>
<div class="viewcode-block" id="COMPOSITE_FIELD_TYPES"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/google/cloud/utils/field_validator/index.html#airflow.providers.google.cloud.utils.field_validator.COMPOSITE_FIELD_TYPES">[docs]</a><span class="n">COMPOSITE_FIELD_TYPES</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;union&#39;</span><span class="p">,</span> <span class="s1">&#39;dict&#39;</span><span class="p">,</span> <span class="s1">&#39;list&#39;</span><span class="p">]</span></div>
<div class="viewcode-block" id="GcpFieldValidationException"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/google/cloud/utils/field_validator/index.html#airflow.providers.google.cloud.utils.field_validator.GcpFieldValidationException">[docs]</a><span class="k">class</span> <span class="nc">GcpFieldValidationException</span><span class="p">(</span><span class="n">AirflowException</span><span class="p">):</span></div>
<span class="sd">&quot;&quot;&quot;Thrown when validation finds dictionary field not valid according to specification.&quot;&quot;&quot;</span>
<div class="viewcode-block" id="GcpValidationSpecificationException"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/google/cloud/utils/field_validator/index.html#airflow.providers.google.cloud.utils.field_validator.GcpValidationSpecificationException">[docs]</a><span class="k">class</span> <span class="nc">GcpValidationSpecificationException</span><span class="p">(</span><span class="n">AirflowException</span><span class="p">):</span></div>
<span class="sd">&quot;&quot;&quot;Thrown when validation specification is wrong.</span>
<span class="sd"> This should only happen during development as ideally</span>
<span class="sd"> specification itself should not be invalid ;) .</span>
<span class="sd"> &quot;&quot;&quot;</span>
<div class="viewcode-block" id="_int_greater_than_zero"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/google/cloud/utils/field_validator/index.html#airflow.providers.google.cloud.utils.field_validator._int_greater_than_zero">[docs]</a><span class="k">def</span> <span class="nf">_int_greater_than_zero</span><span class="p">(</span><span class="n">value</span><span class="p">):</span>
<span class="k">if</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="o">&lt;=</span> <span class="mi">0</span><span class="p">:</span>
<span class="k">raise</span> <span class="n">GcpFieldValidationException</span><span class="p">(</span><span class="s2">&quot;The available memory has to be greater than 0&quot;</span><span class="p">)</span></div>
<div class="viewcode-block" id="EXAMPLE_VALIDATION_SPECIFICATION"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/google/cloud/utils/field_validator/index.html#airflow.providers.google.cloud.utils.field_validator.EXAMPLE_VALIDATION_SPECIFICATION">[docs]</a><span class="n">EXAMPLE_VALIDATION_SPECIFICATION</span> <span class="o">=</span> <span class="p">[</span>
<span class="nb">dict</span><span class="p">(</span><span class="n">name</span><span class="o">=</span><span class="s2">&quot;name&quot;</span><span class="p">,</span> <span class="n">allow_empty</span><span class="o">=</span><span class="kc">False</span><span class="p">),</span>
<span class="nb">dict</span><span class="p">(</span><span class="n">name</span><span class="o">=</span><span class="s2">&quot;description&quot;</span><span class="p">,</span> <span class="n">allow_empty</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">optional</span><span class="o">=</span><span class="kc">True</span><span class="p">),</span>
<span class="nb">dict</span><span class="p">(</span><span class="n">name</span><span class="o">=</span><span class="s2">&quot;availableMemoryMb&quot;</span><span class="p">,</span> <span class="n">custom_validation</span><span class="o">=</span><span class="n">_int_greater_than_zero</span><span class="p">,</span> <span class="n">optional</span><span class="o">=</span><span class="kc">True</span><span class="p">),</span>
<span class="nb">dict</span><span class="p">(</span><span class="n">name</span><span class="o">=</span><span class="s2">&quot;labels&quot;</span><span class="p">,</span> <span class="n">optional</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="nb">type</span><span class="o">=</span><span class="s2">&quot;dict&quot;</span><span class="p">),</span>
<span class="nb">dict</span><span class="p">(</span>
<span class="n">name</span><span class="o">=</span><span class="s2">&quot;an_union&quot;</span><span class="p">,</span>
<span class="nb">type</span><span class="o">=</span><span class="s2">&quot;union&quot;</span><span class="p">,</span>
<span class="n">fields</span><span class="o">=</span><span class="p">[</span>
<span class="nb">dict</span><span class="p">(</span><span class="n">name</span><span class="o">=</span><span class="s2">&quot;variant_1&quot;</span><span class="p">,</span> <span class="n">regexp</span><span class="o">=</span><span class="sa">r</span><span class="s1">&#39;^.+$&#39;</span><span class="p">),</span>
<span class="nb">dict</span><span class="p">(</span><span class="n">name</span><span class="o">=</span><span class="s2">&quot;variant_2&quot;</span><span class="p">,</span> <span class="n">regexp</span><span class="o">=</span><span class="sa">r</span><span class="s1">&#39;^.+$&#39;</span><span class="p">,</span> <span class="n">api_version</span><span class="o">=</span><span class="s1">&#39;v1beta2&#39;</span><span class="p">),</span>
<span class="nb">dict</span><span class="p">(</span><span class="n">name</span><span class="o">=</span><span class="s2">&quot;variant_3&quot;</span><span class="p">,</span> <span class="nb">type</span><span class="o">=</span><span class="s2">&quot;dict&quot;</span><span class="p">,</span> <span class="n">fields</span><span class="o">=</span><span class="p">[</span><span class="nb">dict</span><span class="p">(</span><span class="n">name</span><span class="o">=</span><span class="s2">&quot;url&quot;</span><span class="p">,</span> <span class="n">regexp</span><span class="o">=</span><span class="sa">r</span><span class="s1">&#39;^.+$&#39;</span><span class="p">)]),</span>
<span class="nb">dict</span><span class="p">(</span><span class="n">name</span><span class="o">=</span><span class="s2">&quot;variant_4&quot;</span><span class="p">),</span></div>
<span class="p">],</span>
<span class="p">),</span>
<span class="p">]</span>
<div class="viewcode-block" id="GcpBodyFieldValidator"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/google/cloud/utils/field_validator/index.html#airflow.providers.google.cloud.utils.field_validator.GcpBodyFieldValidator">[docs]</a><span class="k">class</span> <span class="nc">GcpBodyFieldValidator</span><span class="p">(</span><span class="n">LoggingMixin</span><span class="p">):</span>
<span class="sd">&quot;&quot;&quot;Validates correctness of request body according to specification.</span>
<span class="sd"> The specification can describe various type of</span>
<span class="sd"> fields including custom validation, and union of fields. This validator is</span>
<span class="sd"> to be reusable by various operators. See the EXAMPLE_VALIDATION_SPECIFICATION</span>
<span class="sd"> for some examples and explanations of how to create specification.</span>
<span class="sd"> :param validation_specs: dictionary describing validation specification</span>
<span class="sd"> :type validation_specs: list[dict]</span>
<span class="sd"> :param api_version: Version of the api used (for example v1)</span>
<span class="sd"> :type api_version: str</span>
<span class="sd"> &quot;&quot;&quot;</span>
<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="n">validation_specs</span><span class="p">:</span> <span class="n">Sequence</span><span class="p">[</span><span class="n">Dict</span><span class="p">],</span> <span class="n">api_version</span><span class="p">:</span> <span class="nb">str</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="bp">self</span><span class="o">.</span><span class="n">_validation_specs</span> <span class="o">=</span> <span class="n">validation_specs</span>
<span class="bp">self</span><span class="o">.</span><span class="n">_api_version</span> <span class="o">=</span> <span class="n">api_version</span>
<span class="nd">@staticmethod</span>
<div class="viewcode-block" id="GcpBodyFieldValidator._get_field_name_with_parent"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/google/cloud/utils/field_validator/index.html#airflow.providers.google.cloud.utils.field_validator.GcpBodyFieldValidator._get_field_name_with_parent">[docs]</a> <span class="k">def</span> <span class="nf">_get_field_name_with_parent</span><span class="p">(</span><span class="n">field_name</span><span class="p">,</span> <span class="n">parent</span><span class="p">):</span>
<span class="k">if</span> <span class="n">parent</span><span class="p">:</span>
<span class="k">return</span> <span class="n">parent</span> <span class="o">+</span> <span class="s1">&#39;.&#39;</span> <span class="o">+</span> <span class="n">field_name</span>
<span class="k">return</span> <span class="n">field_name</span></div>
<span class="nd">@staticmethod</span>
<div class="viewcode-block" id="GcpBodyFieldValidator._sanity_checks"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/google/cloud/utils/field_validator/index.html#airflow.providers.google.cloud.utils.field_validator.GcpBodyFieldValidator._sanity_checks">[docs]</a> <span class="k">def</span> <span class="nf">_sanity_checks</span><span class="p">(</span>
<span class="n">children_validation_specs</span><span class="p">:</span> <span class="n">Dict</span><span class="p">,</span>
<span class="n">field_type</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span>
<span class="n">full_field_path</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span>
<span class="n">regexp</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span>
<span class="n">allow_empty</span><span class="p">:</span> <span class="nb">bool</span><span class="p">,</span>
<span class="n">custom_validation</span><span class="p">:</span> <span class="n">Callable</span><span class="p">,</span>
<span class="n">value</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="k">if</span> <span class="n">value</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">and</span> <span class="n">field_type</span> <span class="o">!=</span> <span class="s1">&#39;union&#39;</span><span class="p">:</span>
<span class="k">raise</span> <span class="n">GcpFieldValidationException</span><span class="p">(</span>
<span class="sa">f</span><span class="s2">&quot;The required body field &#39;</span><span class="si">{</span><span class="n">full_field_path</span><span class="si">}</span><span class="s2">&#39; is missing. Please add it.&quot;</span>
<span class="p">)</span>
<span class="k">if</span> <span class="n">regexp</span> <span class="ow">and</span> <span class="n">field_type</span><span class="p">:</span>
<span class="k">raise</span> <span class="n">GcpValidationSpecificationException</span><span class="p">(</span>
<span class="s2">&quot;The validation specification entry &#39;</span><span class="si">{}</span><span class="s2">&#39; has both type and regexp. &quot;</span>
<span class="s2">&quot;The regexp is only allowed without type (i.e. assume type is &#39;str&#39; &quot;</span>
<span class="s2">&quot;that can be validated with regexp)&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">full_field_path</span><span class="p">)</span>
<span class="p">)</span>
<span class="k">if</span> <span class="n">allow_empty</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="ow">and</span> <span class="n">field_type</span><span class="p">:</span>
<span class="k">raise</span> <span class="n">GcpValidationSpecificationException</span><span class="p">(</span>
<span class="s2">&quot;The validation specification entry &#39;</span><span class="si">{}</span><span class="s2">&#39; has both type and allow_empty. &quot;</span>
<span class="s2">&quot;The allow_empty is only allowed without type (i.e. assume type is &#39;str&#39; &quot;</span>
<span class="s2">&quot;that can be validated with allow_empty)&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">full_field_path</span><span class="p">)</span>
<span class="p">)</span>
<span class="k">if</span> <span class="n">children_validation_specs</span> <span class="ow">and</span> <span class="n">field_type</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">COMPOSITE_FIELD_TYPES</span><span class="p">:</span>
<span class="k">raise</span> <span class="n">GcpValidationSpecificationException</span><span class="p">(</span>
<span class="s2">&quot;Nested fields are specified in field &#39;</span><span class="si">{}</span><span class="s2">&#39; of type &#39;</span><span class="si">{}</span><span class="s2">&#39;. &quot;</span>
<span class="s2">&quot;Nested fields are only allowed for fields of those types: (&#39;</span><span class="si">{}</span><span class="s2">&#39;).&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
<span class="n">full_field_path</span><span class="p">,</span> <span class="n">field_type</span><span class="p">,</span> <span class="n">COMPOSITE_FIELD_TYPES</span>
<span class="p">)</span>
<span class="p">)</span>
<span class="k">if</span> <span class="n">custom_validation</span> <span class="ow">and</span> <span class="n">field_type</span><span class="p">:</span>
<span class="k">raise</span> <span class="n">GcpValidationSpecificationException</span><span class="p">(</span>
<span class="s2">&quot;The validation specification field &#39;</span><span class="si">{}</span><span class="s2">&#39; has both type and &quot;</span>
<span class="s2">&quot;custom_validation. Custom validation is only allowed without type.&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">full_field_path</span><span class="p">)</span></div>
<span class="p">)</span>
<span class="nd">@staticmethod</span>
<div class="viewcode-block" id="GcpBodyFieldValidator._validate_regexp"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/google/cloud/utils/field_validator/index.html#airflow.providers.google.cloud.utils.field_validator.GcpBodyFieldValidator._validate_regexp">[docs]</a> <span class="k">def</span> <span class="nf">_validate_regexp</span><span class="p">(</span><span class="n">full_field_path</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">regexp</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">value</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
<span class="k">if</span> <span class="ow">not</span> <span class="n">re</span><span class="o">.</span><span class="n">match</span><span class="p">(</span><span class="n">regexp</span><span class="p">,</span> <span class="n">value</span><span class="p">):</span>
<span class="c1"># Note matching of only the beginning as we assume the regexps all-or-nothing</span>
<span class="k">raise</span> <span class="n">GcpFieldValidationException</span><span class="p">(</span>
<span class="s2">&quot;The body field &#39;</span><span class="si">{}</span><span class="s2">&#39; of value &#39;</span><span class="si">{}</span><span class="s2">&#39; does not match the field &quot;</span>
<span class="s2">&quot;specification regexp: &#39;</span><span class="si">{}</span><span class="s2">&#39;.&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">full_field_path</span><span class="p">,</span> <span class="n">value</span><span class="p">,</span> <span class="n">regexp</span><span class="p">)</span></div>
<span class="p">)</span>
<span class="nd">@staticmethod</span>
<div class="viewcode-block" id="GcpBodyFieldValidator._validate_is_empty"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/google/cloud/utils/field_validator/index.html#airflow.providers.google.cloud.utils.field_validator.GcpBodyFieldValidator._validate_is_empty">[docs]</a> <span class="k">def</span> <span class="nf">_validate_is_empty</span><span class="p">(</span><span class="n">full_field_path</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">value</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
<span class="k">if</span> <span class="ow">not</span> <span class="n">value</span><span class="p">:</span>
<span class="k">raise</span> <span class="n">GcpFieldValidationException</span><span class="p">(</span>
<span class="sa">f</span><span class="s2">&quot;The body field &#39;</span><span class="si">{</span><span class="n">full_field_path</span><span class="si">}</span><span class="s2">&#39; can&#39;t be empty. Please provide a value.&quot;</span></div>
<span class="p">)</span>
<div class="viewcode-block" id="GcpBodyFieldValidator._validate_dict"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/google/cloud/utils/field_validator/index.html#airflow.providers.google.cloud.utils.field_validator.GcpBodyFieldValidator._validate_dict">[docs]</a> <span class="k">def</span> <span class="nf">_validate_dict</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">children_validation_specs</span><span class="p">:</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">full_field_path</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">value</span><span class="p">:</span> <span class="n">Dict</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
<span class="k">for</span> <span class="n">child_validation_spec</span> <span class="ow">in</span> <span class="n">children_validation_specs</span><span class="p">:</span>
<span class="bp">self</span><span class="o">.</span><span class="n">_validate_field</span><span class="p">(</span>
<span class="n">validation_spec</span><span class="o">=</span><span class="n">child_validation_spec</span><span class="p">,</span> <span class="n">dictionary_to_validate</span><span class="o">=</span><span class="n">value</span><span class="p">,</span> <span class="n">parent</span><span class="o">=</span><span class="n">full_field_path</span>
<span class="p">)</span>
<span class="n">all_dict_keys</span> <span class="o">=</span> <span class="p">[</span><span class="n">spec</span><span class="p">[</span><span class="s1">&#39;name&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">spec</span> <span class="ow">in</span> <span class="n">children_validation_specs</span><span class="p">]</span>
<span class="k">for</span> <span class="n">field_name</span> <span class="ow">in</span> <span class="n">value</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
<span class="k">if</span> <span class="n">field_name</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">all_dict_keys</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">warning</span><span class="p">(</span>
<span class="s2">&quot;The field &#39;</span><span class="si">%s</span><span class="s2">&#39; is in the body, but is not specified in the &quot;</span>
<span class="s2">&quot;validation specification &#39;</span><span class="si">%s</span><span class="s2">&#39;. &quot;</span>
<span class="s2">&quot;This might be because you are using newer API version and &quot;</span>
<span class="s2">&quot;new field names defined for that version. Then the warning &quot;</span>
<span class="s2">&quot;can be safely ignored, or you might want to upgrade the operator&quot;</span>
<span class="s2">&quot;to the version that supports the new API version.&quot;</span><span class="p">,</span>
<span class="bp">self</span><span class="o">.</span><span class="n">_get_field_name_with_parent</span><span class="p">(</span><span class="n">field_name</span><span class="p">,</span> <span class="n">full_field_path</span><span class="p">),</span>
<span class="n">children_validation_specs</span><span class="p">,</span></div>
<span class="p">)</span>
<div class="viewcode-block" id="GcpBodyFieldValidator._validate_union"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/google/cloud/utils/field_validator/index.html#airflow.providers.google.cloud.utils.field_validator.GcpBodyFieldValidator._validate_union">[docs]</a> <span class="k">def</span> <span class="nf">_validate_union</span><span class="p">(</span>
<span class="bp">self</span><span class="p">,</span> <span class="n">children_validation_specs</span><span class="p">:</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">full_field_path</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">dictionary_to_validate</span><span class="p">:</span> <span class="n">Dict</span>
<span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
<span class="n">field_found</span> <span class="o">=</span> <span class="kc">False</span>
<span class="n">found_field_name</span> <span class="o">=</span> <span class="kc">None</span>
<span class="k">for</span> <span class="n">child_validation_spec</span> <span class="ow">in</span> <span class="n">children_validation_specs</span><span class="p">:</span>
<span class="c1"># Forcing optional so that we do not have to type optional = True</span>
<span class="c1"># in specification for all union fields</span>
<span class="n">new_field_found</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_validate_field</span><span class="p">(</span>
<span class="n">validation_spec</span><span class="o">=</span><span class="n">child_validation_spec</span><span class="p">,</span>
<span class="n">dictionary_to_validate</span><span class="o">=</span><span class="n">dictionary_to_validate</span><span class="p">,</span>
<span class="n">parent</span><span class="o">=</span><span class="n">full_field_path</span><span class="p">,</span>
<span class="n">force_optional</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
<span class="p">)</span>
<span class="n">field_name</span> <span class="o">=</span> <span class="n">child_validation_spec</span><span class="p">[</span><span class="s1">&#39;name&#39;</span><span class="p">]</span>
<span class="k">if</span> <span class="n">new_field_found</span> <span class="ow">and</span> <span class="n">field_found</span><span class="p">:</span>
<span class="k">raise</span> <span class="n">GcpFieldValidationException</span><span class="p">(</span>
<span class="s2">&quot;The mutually exclusive fields &#39;</span><span class="si">{}</span><span class="s2">&#39; and &#39;</span><span class="si">{}</span><span class="s2">&#39; belonging to the &quot;</span>
<span class="s2">&quot;union &#39;</span><span class="si">{}</span><span class="s2">&#39; are both present. Please remove one&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
<span class="n">field_name</span><span class="p">,</span> <span class="n">found_field_name</span><span class="p">,</span> <span class="n">full_field_path</span>
<span class="p">)</span>
<span class="p">)</span>
<span class="k">if</span> <span class="n">new_field_found</span><span class="p">:</span>
<span class="n">field_found</span> <span class="o">=</span> <span class="kc">True</span>
<span class="n">found_field_name</span> <span class="o">=</span> <span class="n">field_name</span>
<span class="k">if</span> <span class="ow">not</span> <span class="n">field_found</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">warning</span><span class="p">(</span>
<span class="s2">&quot;There is no &#39;</span><span class="si">%s</span><span class="s2">&#39; union defined in the body </span><span class="si">%s</span><span class="s2">. &quot;</span>
<span class="s2">&quot;Validation expected one of &#39;</span><span class="si">%s</span><span class="s2">&#39; but could not find any. It&#39;s possible &quot;</span>
<span class="s2">&quot;that you are using newer API version and there is another union variant &quot;</span>
<span class="s2">&quot;defined for that version. Then the warning can be safely ignored, &quot;</span>
<span class="s2">&quot;or you might want to upgrade the operator to the version that &quot;</span>
<span class="s2">&quot;supports the new API version.&quot;</span><span class="p">,</span>
<span class="n">full_field_path</span><span class="p">,</span>
<span class="n">dictionary_to_validate</span><span class="p">,</span>
<span class="p">[</span><span class="n">field</span><span class="p">[</span><span class="s1">&#39;name&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">field</span> <span class="ow">in</span> <span class="n">children_validation_specs</span><span class="p">],</span></div>
<span class="p">)</span>
<div class="viewcode-block" id="GcpBodyFieldValidator._validate_field"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/google/cloud/utils/field_validator/index.html#airflow.providers.google.cloud.utils.field_validator.GcpBodyFieldValidator._validate_field">[docs]</a> <span class="k">def</span> <span class="nf">_validate_field</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">validation_spec</span><span class="p">,</span> <span class="n">dictionary_to_validate</span><span class="p">,</span> <span class="n">parent</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">force_optional</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
<span class="sd">&quot;&quot;&quot;</span>
<span class="sd"> Validates if field is OK.</span>
<span class="sd"> :param validation_spec: specification of the field</span>
<span class="sd"> :type validation_spec: dict</span>
<span class="sd"> :param dictionary_to_validate: dictionary where the field should be present</span>
<span class="sd"> :type dictionary_to_validate: dict</span>
<span class="sd"> :param parent: full path of parent field</span>
<span class="sd"> :type parent: str</span>
<span class="sd"> :param force_optional: forces the field to be optional</span>
<span class="sd"> (all union fields have force_optional set to True)</span>
<span class="sd"> :type force_optional: bool</span>
<span class="sd"> :return: True if the field is present</span>
<span class="sd"> &quot;&quot;&quot;</span>
<span class="n">field_name</span> <span class="o">=</span> <span class="n">validation_spec</span><span class="p">[</span><span class="s1">&#39;name&#39;</span><span class="p">]</span>
<span class="n">field_type</span> <span class="o">=</span> <span class="n">validation_spec</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;type&#39;</span><span class="p">)</span>
<span class="n">optional</span> <span class="o">=</span> <span class="n">validation_spec</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;optional&#39;</span><span class="p">)</span>
<span class="n">regexp</span> <span class="o">=</span> <span class="n">validation_spec</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;regexp&#39;</span><span class="p">)</span>
<span class="n">allow_empty</span> <span class="o">=</span> <span class="n">validation_spec</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;allow_empty&#39;</span><span class="p">)</span>
<span class="n">children_validation_specs</span> <span class="o">=</span> <span class="n">validation_spec</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;fields&#39;</span><span class="p">)</span>
<span class="n">required_api_version</span> <span class="o">=</span> <span class="n">validation_spec</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;api_version&#39;</span><span class="p">)</span>
<span class="n">custom_validation</span> <span class="o">=</span> <span class="n">validation_spec</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;custom_validation&#39;</span><span class="p">)</span>
<span class="n">full_field_path</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_get_field_name_with_parent</span><span class="p">(</span><span class="n">field_name</span><span class="o">=</span><span class="n">field_name</span><span class="p">,</span> <span class="n">parent</span><span class="o">=</span><span class="n">parent</span><span class="p">)</span>
<span class="k">if</span> <span class="n">required_api_version</span> <span class="ow">and</span> <span class="n">required_api_version</span> <span class="o">!=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_api_version</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">debug</span><span class="p">(</span>
<span class="s2">&quot;Skipping validation of the field &#39;</span><span class="si">%s</span><span class="s2">&#39; for API version &#39;</span><span class="si">%s</span><span class="s2">&#39; &quot;</span>
<span class="s2">&quot;as it is only valid for API version &#39;</span><span class="si">%s</span><span class="s2">&#39;&quot;</span><span class="p">,</span>
<span class="n">field_name</span><span class="p">,</span>
<span class="bp">self</span><span class="o">.</span><span class="n">_api_version</span><span class="p">,</span>
<span class="n">required_api_version</span><span class="p">,</span>
<span class="p">)</span>
<span class="k">return</span> <span class="kc">False</span>
<span class="n">value</span> <span class="o">=</span> <span class="n">dictionary_to_validate</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">field_name</span><span class="p">)</span>
<span class="k">if</span> <span class="p">(</span><span class="n">optional</span> <span class="ow">or</span> <span class="n">force_optional</span><span class="p">)</span> <span class="ow">and</span> <span class="n">value</span> <span class="ow">is</span> <span class="kc">None</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">debug</span><span class="p">(</span><span class="s2">&quot;The optional field &#39;</span><span class="si">%s</span><span class="s2">&#39; is missing. That&#39;s perfectly OK.&quot;</span><span class="p">,</span> <span class="n">full_field_path</span><span class="p">)</span>
<span class="k">return</span> <span class="kc">False</span>
<span class="c1"># Certainly down from here the field is present (value is not None)</span>
<span class="c1"># so we should only return True from now on</span>
<span class="bp">self</span><span class="o">.</span><span class="n">_sanity_checks</span><span class="p">(</span>
<span class="n">children_validation_specs</span><span class="o">=</span><span class="n">children_validation_specs</span><span class="p">,</span>
<span class="n">field_type</span><span class="o">=</span><span class="n">field_type</span><span class="p">,</span>
<span class="n">full_field_path</span><span class="o">=</span><span class="n">full_field_path</span><span class="p">,</span>
<span class="n">regexp</span><span class="o">=</span><span class="n">regexp</span><span class="p">,</span>
<span class="n">allow_empty</span><span class="o">=</span><span class="n">allow_empty</span><span class="p">,</span>
<span class="n">custom_validation</span><span class="o">=</span><span class="n">custom_validation</span><span class="p">,</span>
<span class="n">value</span><span class="o">=</span><span class="n">value</span><span class="p">,</span>
<span class="p">)</span>
<span class="k">if</span> <span class="n">allow_empty</span> <span class="ow">is</span> <span class="kc">False</span><span class="p">:</span>
<span class="bp">self</span><span class="o">.</span><span class="n">_validate_is_empty</span><span class="p">(</span><span class="n">full_field_path</span><span class="p">,</span> <span class="n">value</span><span class="p">)</span>
<span class="k">if</span> <span class="n">regexp</span><span class="p">:</span>
<span class="bp">self</span><span class="o">.</span><span class="n">_validate_regexp</span><span class="p">(</span><span class="n">full_field_path</span><span class="p">,</span> <span class="n">regexp</span><span class="p">,</span> <span class="n">value</span><span class="p">)</span>
<span class="k">elif</span> <span class="n">field_type</span> <span class="o">==</span> <span class="s1">&#39;dict&#39;</span><span class="p">:</span>
<span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">value</span><span class="p">,</span> <span class="nb">dict</span><span class="p">):</span>
<span class="k">raise</span> <span class="n">GcpFieldValidationException</span><span class="p">(</span>
<span class="s2">&quot;The field &#39;</span><span class="si">{}</span><span class="s2">&#39; should be of dictionary type according to the &quot;</span>
<span class="s2">&quot;specification &#39;</span><span class="si">{}</span><span class="s2">&#39; but it is &#39;</span><span class="si">{}</span><span class="s2">&#39;&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">full_field_path</span><span class="p">,</span> <span class="n">validation_spec</span><span class="p">,</span> <span class="n">value</span><span class="p">)</span>
<span class="p">)</span>
<span class="k">if</span> <span class="n">children_validation_specs</span> <span class="ow">is</span> <span class="kc">None</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">debug</span><span class="p">(</span>
<span class="s2">&quot;The dict field &#39;</span><span class="si">%s</span><span class="s2">&#39; has no nested fields defined in the &quot;</span>
<span class="s2">&quot;specification &#39;</span><span class="si">%s</span><span class="s2">&#39;. That&#39;s perfectly ok - it&#39;s content will &quot;</span>
<span class="s2">&quot;not be validated.&quot;</span><span class="p">,</span>
<span class="n">full_field_path</span><span class="p">,</span>
<span class="n">validation_spec</span><span class="p">,</span>
<span class="p">)</span>
<span class="k">else</span><span class="p">:</span>
<span class="bp">self</span><span class="o">.</span><span class="n">_validate_dict</span><span class="p">(</span><span class="n">children_validation_specs</span><span class="p">,</span> <span class="n">full_field_path</span><span class="p">,</span> <span class="n">value</span><span class="p">)</span>
<span class="k">elif</span> <span class="n">field_type</span> <span class="o">==</span> <span class="s1">&#39;union&#39;</span><span class="p">:</span>
<span class="k">if</span> <span class="ow">not</span> <span class="n">children_validation_specs</span><span class="p">:</span>
<span class="k">raise</span> <span class="n">GcpValidationSpecificationException</span><span class="p">(</span>
<span class="s2">&quot;The union field &#39;</span><span class="si">{}</span><span class="s2">&#39; has no nested fields &quot;</span>
<span class="s2">&quot;defined in specification &#39;</span><span class="si">{}</span><span class="s2">&#39;. Unions should have at least one &quot;</span>
<span class="s2">&quot;nested field defined.&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">full_field_path</span><span class="p">,</span> <span class="n">validation_spec</span><span class="p">)</span>
<span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">_validate_union</span><span class="p">(</span><span class="n">children_validation_specs</span><span class="p">,</span> <span class="n">full_field_path</span><span class="p">,</span> <span class="n">dictionary_to_validate</span><span class="p">)</span>
<span class="k">elif</span> <span class="n">field_type</span> <span class="o">==</span> <span class="s1">&#39;list&#39;</span><span class="p">:</span>
<span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">value</span><span class="p">,</span> <span class="nb">list</span><span class="p">):</span>
<span class="k">raise</span> <span class="n">GcpFieldValidationException</span><span class="p">(</span>
<span class="s2">&quot;The field &#39;</span><span class="si">{}</span><span class="s2">&#39; should be of list type according to the &quot;</span>
<span class="s2">&quot;specification &#39;</span><span class="si">{}</span><span class="s2">&#39; but it is &#39;</span><span class="si">{}</span><span class="s2">&#39;&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">full_field_path</span><span class="p">,</span> <span class="n">validation_spec</span><span class="p">,</span> <span class="n">value</span><span class="p">)</span>
<span class="p">)</span>
<span class="k">elif</span> <span class="n">custom_validation</span><span class="p">:</span>
<span class="k">try</span><span class="p">:</span>
<span class="n">custom_validation</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
<span class="k">except</span> <span class="ne">Exception</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span>
<span class="k">raise</span> <span class="n">GcpFieldValidationException</span><span class="p">(</span>
<span class="s2">&quot;Error while validating custom field &#39;</span><span class="si">{}</span><span class="s2">&#39; specified by &#39;</span><span class="si">{}</span><span class="s2">&#39;: &#39;</span><span class="si">{}</span><span class="s2">&#39;&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
<span class="n">full_field_path</span><span class="p">,</span> <span class="n">validation_spec</span><span class="p">,</span> <span class="n">e</span>
<span class="p">)</span>
<span class="p">)</span>
<span class="k">elif</span> <span class="n">field_type</span> <span class="ow">is</span> <span class="kc">None</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">debug</span><span class="p">(</span>
<span class="s2">&quot;The type of field &#39;</span><span class="si">%s</span><span class="s2">&#39; is not specified in &#39;</span><span class="si">%s</span><span class="s2">&#39;. Not validating its content.&quot;</span><span class="p">,</span>
<span class="n">full_field_path</span><span class="p">,</span>
<span class="n">validation_spec</span><span class="p">,</span>
<span class="p">)</span>
<span class="k">else</span><span class="p">:</span>
<span class="k">raise</span> <span class="n">GcpValidationSpecificationException</span><span class="p">(</span>
<span class="s2">&quot;The field &#39;</span><span class="si">{}</span><span class="s2">&#39; is of type &#39;</span><span class="si">{}</span><span class="s2">&#39; in specification &#39;</span><span class="si">{}</span><span class="s2">&#39;.&quot;</span>
<span class="s2">&quot;This type is unknown to validation!&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">full_field_path</span><span class="p">,</span> <span class="n">field_type</span><span class="p">,</span> <span class="n">validation_spec</span><span class="p">)</span>
<span class="p">)</span>
<span class="k">return</span> <span class="kc">True</span></div>
<div class="viewcode-block" id="GcpBodyFieldValidator.validate"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/google/cloud/utils/field_validator/index.html#airflow.providers.google.cloud.utils.field_validator.GcpBodyFieldValidator.validate">[docs]</a> <span class="k">def</span> <span class="nf">validate</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">body_to_validate</span><span class="p">:</span> <span class="nb">dict</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"> Validates if the body (dictionary) follows specification that the validator was</span>
<span class="sd"> instantiated with. Raises ValidationSpecificationException or</span>
<span class="sd"> ValidationFieldException in case of problems with specification or the</span>
<span class="sd"> body not conforming to the specification respectively.</span>
<span class="sd"> :param body_to_validate: body that must follow the specification</span>
<span class="sd"> :type body_to_validate: dict</span>
<span class="sd"> :return: None</span>
<span class="sd"> &quot;&quot;&quot;</span>
<span class="k">try</span><span class="p">:</span>
<span class="k">for</span> <span class="n">validation_spec</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_validation_specs</span><span class="p">:</span>
<span class="bp">self</span><span class="o">.</span><span class="n">_validate_field</span><span class="p">(</span><span class="n">validation_spec</span><span class="o">=</span><span class="n">validation_spec</span><span class="p">,</span> <span class="n">dictionary_to_validate</span><span class="o">=</span><span class="n">body_to_validate</span><span class="p">)</span>
<span class="k">except</span> <span class="n">GcpFieldValidationException</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span>
<span class="k">raise</span> <span class="n">GcpFieldValidationException</span><span class="p">(</span>
<span class="sa">f</span><span class="s2">&quot;There was an error when validating: body &#39;</span><span class="si">{</span><span class="n">body_to_validate</span><span class="si">}</span><span class="s2">&#39;: &#39;</span><span class="si">{</span><span class="n">e</span><span class="si">}</span><span class="s2">&#39;&quot;</span>
<span class="p">)</span>
<span class="n">all_field_names</span> <span class="o">=</span> <span class="p">[</span>
<span class="n">spec</span><span class="p">[</span><span class="s1">&#39;name&#39;</span><span class="p">]</span>
<span class="k">for</span> <span class="n">spec</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_validation_specs</span>
<span class="k">if</span> <span class="n">spec</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;type&#39;</span><span class="p">)</span> <span class="o">!=</span> <span class="s1">&#39;union&#39;</span> <span class="ow">and</span> <span class="n">spec</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;api_version&#39;</span><span class="p">)</span> <span class="o">!=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_api_version</span>
<span class="p">]</span>
<span class="n">all_union_fields</span> <span class="o">=</span> <span class="p">[</span><span class="n">spec</span> <span class="k">for</span> <span class="n">spec</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_validation_specs</span> <span class="k">if</span> <span class="n">spec</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;type&#39;</span><span class="p">)</span> <span class="o">==</span> <span class="s1">&#39;union&#39;</span><span class="p">]</span>
<span class="k">for</span> <span class="n">union_field</span> <span class="ow">in</span> <span class="n">all_union_fields</span><span class="p">:</span>
<span class="n">all_field_names</span><span class="o">.</span><span class="n">extend</span><span class="p">(</span>
<span class="p">[</span>
<span class="n">nested_union_spec</span><span class="p">[</span><span class="s1">&#39;name&#39;</span><span class="p">]</span>
<span class="k">for</span> <span class="n">nested_union_spec</span> <span class="ow">in</span> <span class="n">union_field</span><span class="p">[</span><span class="s1">&#39;fields&#39;</span><span class="p">]</span>
<span class="k">if</span> <span class="n">nested_union_spec</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;type&#39;</span><span class="p">)</span> <span class="o">!=</span> <span class="s1">&#39;union&#39;</span>
<span class="ow">and</span> <span class="n">nested_union_spec</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;api_version&#39;</span><span class="p">)</span> <span class="o">!=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_api_version</span>
<span class="p">]</span>
<span class="p">)</span>
<span class="k">for</span> <span class="n">field_name</span> <span class="ow">in</span> <span class="n">body_to_validate</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
<span class="k">if</span> <span class="n">field_name</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">all_field_names</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">warning</span><span class="p">(</span>
<span class="s2">&quot;The field &#39;</span><span class="si">%s</span><span class="s2">&#39; is in the body, but is not specified in the &quot;</span>
<span class="s2">&quot;validation specification &#39;</span><span class="si">%s</span><span class="s2">&#39;. &quot;</span>
<span class="s2">&quot;This might be because you are using newer API version and &quot;</span>
<span class="s2">&quot;new field names defined for that version. Then the warning &quot;</span>
<span class="s2">&quot;can be safely ignored, or you might want to upgrade the operator&quot;</span>
<span class="s2">&quot;to the version that supports the new API version.&quot;</span><span class="p">,</span>
<span class="n">field_name</span><span class="p">,</span>
<span class="bp">self</span><span class="o">.</span><span class="n">_validation_specs</span><span class="p">,</span></div></div>
<span class="p">)</span>
</pre></div>
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