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<h1>Source code for apache_beam.io.azure.blobstorageio</h1><div class="highlight"><pre>
<span></span><span class="c1">#</span>
<span class="c1"># Licensed to the Apache Software Foundation (ASF) under one or more</span>
<span class="c1"># contributor license agreements. See the NOTICE file distributed with</span>
<span class="c1"># this work for additional information regarding copyright ownership.</span>
<span class="c1"># The ASF licenses this file to You under the Apache License, Version 2.0</span>
<span class="c1"># (the &quot;License&quot;); you may not use this file except in compliance with</span>
<span class="c1"># 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, software</span>
<span class="c1"># distributed under the License is distributed on an &quot;AS IS&quot; BASIS,</span>
<span class="c1"># WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.</span>
<span class="c1"># See the License for the specific language governing permissions and</span>
<span class="c1"># limitations under the License.</span>
<span class="c1">#</span>
<span class="sd">&quot;&quot;&quot;Azure Blob Storage client.</span>
<span class="sd">&quot;&quot;&quot;</span>
<span class="c1"># pytype: skip-file</span>
<span class="kn">import</span> <span class="nn">errno</span>
<span class="kn">import</span> <span class="nn">io</span>
<span class="kn">import</span> <span class="nn">logging</span>
<span class="kn">import</span> <span class="nn">os</span>
<span class="kn">import</span> <span class="nn">re</span>
<span class="kn">import</span> <span class="nn">tempfile</span>
<span class="kn">import</span> <span class="nn">time</span>
<span class="kn">from</span> <span class="nn">apache_beam.internal.azure</span> <span class="kn">import</span> <span class="n">auth</span>
<span class="kn">from</span> <span class="nn">apache_beam.io.filesystemio</span> <span class="kn">import</span> <span class="n">Downloader</span>
<span class="kn">from</span> <span class="nn">apache_beam.io.filesystemio</span> <span class="kn">import</span> <span class="n">DownloaderStream</span>
<span class="kn">from</span> <span class="nn">apache_beam.io.filesystemio</span> <span class="kn">import</span> <span class="n">Uploader</span>
<span class="kn">from</span> <span class="nn">apache_beam.io.filesystemio</span> <span class="kn">import</span> <span class="n">UploaderStream</span>
<span class="kn">from</span> <span class="nn">apache_beam.options.pipeline_options</span> <span class="kn">import</span> <span class="n">AzureOptions</span>
<span class="kn">from</span> <span class="nn">apache_beam.utils</span> <span class="kn">import</span> <span class="n">retry</span>
<span class="kn">from</span> <span class="nn">apache_beam.utils.annotations</span> <span class="kn">import</span> <span class="n">deprecated</span>
<span class="n">_LOGGER</span> <span class="o">=</span> <span class="n">logging</span><span class="o">.</span><span class="n">getLogger</span><span class="p">(</span><span class="vm">__name__</span><span class="p">)</span>
<span class="k">try</span><span class="p">:</span>
<span class="c1"># pylint: disable=wrong-import-order, wrong-import-position</span>
<span class="c1"># pylint: disable=ungrouped-imports</span>
<span class="kn">from</span> <span class="nn">azure.core.exceptions</span> <span class="kn">import</span> <span class="n">ResourceNotFoundError</span>
<span class="kn">from</span> <span class="nn">azure.storage.blob</span> <span class="kn">import</span> <span class="p">(</span>
<span class="n">BlobServiceClient</span><span class="p">,</span>
<span class="n">ContentSettings</span><span class="p">,</span>
<span class="p">)</span>
<span class="n">AZURE_DEPS_INSTALLED</span> <span class="o">=</span> <span class="kc">True</span>
<span class="k">except</span> <span class="ne">ImportError</span><span class="p">:</span>
<span class="n">AZURE_DEPS_INSTALLED</span> <span class="o">=</span> <span class="kc">False</span>
<span class="n">DEFAULT_READ_BUFFER_SIZE</span> <span class="o">=</span> <span class="mi">16</span> <span class="o">*</span> <span class="mi">1024</span> <span class="o">*</span> <span class="mi">1024</span>
<span class="n">MAX_BATCH_OPERATION_SIZE</span> <span class="o">=</span> <span class="mi">100</span>
<div class="viewcode-block" id="parse_azfs_path"><a class="viewcode-back" href="../../../../apache_beam.io.azure.blobstorageio.html#apache_beam.io.azure.blobstorageio.parse_azfs_path">[docs]</a><span class="k">def</span> <span class="nf">parse_azfs_path</span><span class="p">(</span><span class="n">azfs_path</span><span class="p">,</span> <span class="n">blob_optional</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">get_account</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
<span class="w"> </span><span class="sd">&quot;&quot;&quot;Return the storage account, the container and</span>
<span class="sd"> blob names of the given azfs:// path.</span>
<span class="sd"> &quot;&quot;&quot;</span>
<span class="n">match</span> <span class="o">=</span> <span class="n">re</span><span class="o">.</span><span class="n">match</span><span class="p">(</span>
<span class="s1">&#39;^azfs://([a-z0-9]{3,24})/([a-z0-9](?![a-z0-9-]*--[a-z0-9-]*)&#39;</span>
<span class="s1">&#39;[a-z0-9-]{1,61}[a-z0-9])/(.*)$&#39;</span><span class="p">,</span>
<span class="n">azfs_path</span><span class="p">)</span>
<span class="k">if</span> <span class="n">match</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">or</span> <span class="p">(</span><span class="n">match</span><span class="o">.</span><span class="n">group</span><span class="p">(</span><span class="mi">3</span><span class="p">)</span> <span class="o">==</span> <span class="s1">&#39;&#39;</span> <span class="ow">and</span> <span class="ow">not</span> <span class="n">blob_optional</span><span class="p">):</span>
<span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
<span class="s1">&#39;Azure Blob Storage path must be in the form &#39;</span>
<span class="s1">&#39;azfs://&lt;storage-account&gt;/&lt;container&gt;/&lt;path&gt;.&#39;</span><span class="p">)</span>
<span class="n">result</span> <span class="o">=</span> <span class="kc">None</span>
<span class="k">if</span> <span class="n">get_account</span><span class="p">:</span>
<span class="n">result</span> <span class="o">=</span> <span class="n">match</span><span class="o">.</span><span class="n">group</span><span class="p">(</span><span class="mi">1</span><span class="p">),</span> <span class="n">match</span><span class="o">.</span><span class="n">group</span><span class="p">(</span><span class="mi">2</span><span class="p">),</span> <span class="n">match</span><span class="o">.</span><span class="n">group</span><span class="p">(</span><span class="mi">3</span><span class="p">)</span>
<span class="k">else</span><span class="p">:</span>
<span class="n">result</span> <span class="o">=</span> <span class="n">match</span><span class="o">.</span><span class="n">group</span><span class="p">(</span><span class="mi">2</span><span class="p">),</span> <span class="n">match</span><span class="o">.</span><span class="n">group</span><span class="p">(</span><span class="mi">3</span><span class="p">)</span>
<span class="k">return</span> <span class="n">result</span></div>
<div class="viewcode-block" id="get_azfs_url"><a class="viewcode-back" href="../../../../apache_beam.io.azure.blobstorageio.html#apache_beam.io.azure.blobstorageio.get_azfs_url">[docs]</a><span class="k">def</span> <span class="nf">get_azfs_url</span><span class="p">(</span><span class="n">storage_account</span><span class="p">,</span> <span class="n">container</span><span class="p">,</span> <span class="n">blob</span><span class="o">=</span><span class="s1">&#39;&#39;</span><span class="p">):</span>
<span class="w"> </span><span class="sd">&quot;&quot;&quot;Returns the url in the form of</span>
<span class="sd"> https://account.blob.core.windows.net/container/blob-name</span>
<span class="sd"> &quot;&quot;&quot;</span>
<span class="k">return</span> <span class="s1">&#39;https://&#39;</span> <span class="o">+</span> <span class="n">storage_account</span> <span class="o">+</span> <span class="s1">&#39;.blob.core.windows.net/&#39;</span> <span class="o">+</span> \
<span class="n">container</span> <span class="o">+</span> <span class="s1">&#39;/&#39;</span> <span class="o">+</span> <span class="n">blob</span></div>
<div class="viewcode-block" id="Blob"><a class="viewcode-back" href="../../../../apache_beam.io.azure.blobstorageio.html#apache_beam.io.azure.blobstorageio.Blob">[docs]</a><span class="k">class</span> <span class="nc">Blob</span><span class="p">():</span>
<span class="w"> </span><span class="sd">&quot;&quot;&quot;A Blob in Azure Blob Storage.&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">etag</span><span class="p">,</span> <span class="n">name</span><span class="p">,</span> <span class="n">last_updated</span><span class="p">,</span> <span class="n">size</span><span class="p">,</span> <span class="n">mime_type</span><span class="p">):</span>
<span class="bp">self</span><span class="o">.</span><span class="n">etag</span> <span class="o">=</span> <span class="n">etag</span>
<span class="bp">self</span><span class="o">.</span><span class="n">name</span> <span class="o">=</span> <span class="n">name</span>
<span class="bp">self</span><span class="o">.</span><span class="n">last_updated</span> <span class="o">=</span> <span class="n">last_updated</span>
<span class="bp">self</span><span class="o">.</span><span class="n">size</span> <span class="o">=</span> <span class="n">size</span>
<span class="bp">self</span><span class="o">.</span><span class="n">mime_type</span> <span class="o">=</span> <span class="n">mime_type</span></div>
<div class="viewcode-block" id="BlobStorageIOError"><a class="viewcode-back" href="../../../../apache_beam.io.azure.blobstorageio.html#apache_beam.io.azure.blobstorageio.BlobStorageIOError">[docs]</a><span class="k">class</span> <span class="nc">BlobStorageIOError</span><span class="p">(</span><span class="ne">IOError</span><span class="p">,</span> <span class="n">retry</span><span class="o">.</span><span class="n">PermanentException</span><span class="p">):</span>
<span class="w"> </span><span class="sd">&quot;&quot;&quot;Blob Strorage IO error that should not be retried.&quot;&quot;&quot;</span>
<span class="k">pass</span></div>
<div class="viewcode-block" id="BlobStorageError"><a class="viewcode-back" href="../../../../apache_beam.io.azure.blobstorageio.html#apache_beam.io.azure.blobstorageio.BlobStorageError">[docs]</a><span class="k">class</span> <span class="nc">BlobStorageError</span><span class="p">(</span><span class="ne">Exception</span><span class="p">):</span>
<span class="w"> </span><span class="sd">&quot;&quot;&quot;Blob Storage client error.&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">message</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">code</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
<span class="bp">self</span><span class="o">.</span><span class="n">message</span> <span class="o">=</span> <span class="n">message</span>
<span class="bp">self</span><span class="o">.</span><span class="n">code</span> <span class="o">=</span> <span class="n">code</span></div>
<div class="viewcode-block" id="BlobStorageIO"><a class="viewcode-back" href="../../../../apache_beam.io.azure.blobstorageio.html#apache_beam.io.azure.blobstorageio.BlobStorageIO">[docs]</a><span class="k">class</span> <span class="nc">BlobStorageIO</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
<span class="w"> </span><span class="sd">&quot;&quot;&quot;Azure Blob Storage I/O client.&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">client</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">pipeline_options</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
<span class="k">if</span> <span class="n">client</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
<span class="n">azure_options</span> <span class="o">=</span> <span class="n">pipeline_options</span><span class="o">.</span><span class="n">view_as</span><span class="p">(</span><span class="n">AzureOptions</span><span class="p">)</span>
<span class="n">connect_str</span> <span class="o">=</span> <span class="n">azure_options</span><span class="o">.</span><span class="n">azure_connection_string</span> <span class="ow">or</span> \
<span class="n">os</span><span class="o">.</span><span class="n">getenv</span><span class="p">(</span><span class="s1">&#39;AZURE_STORAGE_CONNECTION_STRING&#39;</span><span class="p">)</span>
<span class="k">if</span> <span class="n">connect_str</span><span class="p">:</span>
<span class="bp">self</span><span class="o">.</span><span class="n">client</span> <span class="o">=</span> <span class="n">BlobServiceClient</span><span class="o">.</span><span class="n">from_connection_string</span><span class="p">(</span>
<span class="n">conn_str</span><span class="o">=</span><span class="n">connect_str</span><span class="p">)</span>
<span class="k">else</span><span class="p">:</span>
<span class="n">credential</span> <span class="o">=</span> <span class="n">auth</span><span class="o">.</span><span class="n">get_service_credentials</span><span class="p">(</span><span class="n">pipeline_options</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">client</span> <span class="o">=</span> <span class="n">BlobServiceClient</span><span class="p">(</span>
<span class="n">account_url</span><span class="o">=</span><span class="n">azure_options</span><span class="o">.</span><span class="n">blob_service_endpoint</span><span class="p">,</span>
<span class="n">credential</span><span class="o">=</span><span class="n">credential</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">client</span> <span class="o">=</span> <span class="n">client</span>
<span class="k">if</span> <span class="ow">not</span> <span class="n">AZURE_DEPS_INSTALLED</span><span class="p">:</span>
<span class="k">raise</span> <span class="ne">RuntimeError</span><span class="p">(</span><span class="s1">&#39;Azure dependencies are not installed. Unable to run.&#39;</span><span class="p">)</span>
<div class="viewcode-block" id="BlobStorageIO.open"><a class="viewcode-back" href="../../../../apache_beam.io.azure.blobstorageio.html#apache_beam.io.azure.blobstorageio.BlobStorageIO.open">[docs]</a> <span class="k">def</span> <span class="nf">open</span><span class="p">(</span>
<span class="bp">self</span><span class="p">,</span>
<span class="n">filename</span><span class="p">,</span>
<span class="n">mode</span><span class="o">=</span><span class="s1">&#39;r&#39;</span><span class="p">,</span>
<span class="n">read_buffer_size</span><span class="o">=</span><span class="n">DEFAULT_READ_BUFFER_SIZE</span><span class="p">,</span>
<span class="n">mime_type</span><span class="o">=</span><span class="s1">&#39;application/octet-stream&#39;</span><span class="p">):</span>
<span class="w"> </span><span class="sd">&quot;&quot;&quot;Open an Azure Blob Storage file path for reading or writing.</span>
<span class="sd"> Args:</span>
<span class="sd"> filename (str): Azure Blob Storage file path in the form</span>
<span class="sd"> ``azfs://&lt;storage-account&gt;/&lt;container&gt;/&lt;path&gt;``.</span>
<span class="sd"> mode (str): ``&#39;r&#39;`` for reading or ``&#39;w&#39;`` for writing.</span>
<span class="sd"> read_buffer_size (int): Buffer size to use during read operations.</span>
<span class="sd"> mime_type (str): Mime type to set for write operations.</span>
<span class="sd"> Returns:</span>
<span class="sd"> Azure Blob Storage file object.</span>
<span class="sd"> Raises:</span>
<span class="sd"> ValueError: Invalid open file mode.</span>
<span class="sd"> &quot;&quot;&quot;</span>
<span class="k">if</span> <span class="n">mode</span> <span class="o">==</span> <span class="s1">&#39;r&#39;</span> <span class="ow">or</span> <span class="n">mode</span> <span class="o">==</span> <span class="s1">&#39;rb&#39;</span><span class="p">:</span>
<span class="n">downloader</span> <span class="o">=</span> <span class="n">BlobStorageDownloader</span><span class="p">(</span>
<span class="bp">self</span><span class="o">.</span><span class="n">client</span><span class="p">,</span> <span class="n">filename</span><span class="p">,</span> <span class="n">buffer_size</span><span class="o">=</span><span class="n">read_buffer_size</span><span class="p">)</span>
<span class="k">return</span> <span class="n">io</span><span class="o">.</span><span class="n">BufferedReader</span><span class="p">(</span>
<span class="n">DownloaderStream</span><span class="p">(</span>
<span class="n">downloader</span><span class="p">,</span> <span class="n">read_buffer_size</span><span class="o">=</span><span class="n">read_buffer_size</span><span class="p">,</span> <span class="n">mode</span><span class="o">=</span><span class="n">mode</span><span class="p">),</span>
<span class="n">buffer_size</span><span class="o">=</span><span class="n">read_buffer_size</span><span class="p">)</span>
<span class="k">elif</span> <span class="n">mode</span> <span class="o">==</span> <span class="s1">&#39;w&#39;</span> <span class="ow">or</span> <span class="n">mode</span> <span class="o">==</span> <span class="s1">&#39;wb&#39;</span><span class="p">:</span>
<span class="n">uploader</span> <span class="o">=</span> <span class="n">BlobStorageUploader</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">client</span><span class="p">,</span> <span class="n">filename</span><span class="p">,</span> <span class="n">mime_type</span><span class="p">)</span>
<span class="k">return</span> <span class="n">io</span><span class="o">.</span><span class="n">BufferedWriter</span><span class="p">(</span>
<span class="n">UploaderStream</span><span class="p">(</span><span class="n">uploader</span><span class="p">,</span> <span class="n">mode</span><span class="o">=</span><span class="n">mode</span><span class="p">),</span> <span class="n">buffer_size</span><span class="o">=</span><span class="mi">128</span> <span class="o">*</span> <span class="mi">1024</span><span class="p">)</span>
<span class="k">else</span><span class="p">:</span>
<span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s1">&#39;Invalid file open mode: </span><span class="si">%s</span><span class="s1">.&#39;</span> <span class="o">%</span> <span class="n">mode</span><span class="p">)</span></div>
<div class="viewcode-block" id="BlobStorageIO.copy"><a class="viewcode-back" href="../../../../apache_beam.io.azure.blobstorageio.html#apache_beam.io.azure.blobstorageio.BlobStorageIO.copy">[docs]</a> <span class="nd">@retry</span><span class="o">.</span><span class="n">with_exponential_backoff</span><span class="p">(</span>
<span class="n">retry_filter</span><span class="o">=</span><span class="n">retry</span><span class="o">.</span><span class="n">retry_on_beam_io_error_filter</span><span class="p">)</span>
<span class="k">def</span> <span class="nf">copy</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">src</span><span class="p">,</span> <span class="n">dest</span><span class="p">):</span>
<span class="w"> </span><span class="sd">&quot;&quot;&quot;Copies a single Azure Blob Storage blob from src to dest.</span>
<span class="sd"> Args:</span>
<span class="sd"> src: Blob Storage file path pattern in the form</span>
<span class="sd"> azfs://&lt;storage-account&gt;/&lt;container&gt;/[name].</span>
<span class="sd"> dest: Blob Storage file path pattern in the form</span>
<span class="sd"> azfs://&lt;storage-account&gt;/&lt;container&gt;/[name].</span>
<span class="sd"> Raises:</span>
<span class="sd"> TimeoutError: on timeout.</span>
<span class="sd"> &quot;&quot;&quot;</span>
<span class="n">src_storage_account</span><span class="p">,</span> <span class="n">src_container</span><span class="p">,</span> <span class="n">src_blob</span> <span class="o">=</span> <span class="n">parse_azfs_path</span><span class="p">(</span>
<span class="n">src</span><span class="p">,</span> <span class="n">get_account</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">dest_container</span><span class="p">,</span> <span class="n">dest_blob</span> <span class="o">=</span> <span class="n">parse_azfs_path</span><span class="p">(</span><span class="n">dest</span><span class="p">)</span>
<span class="n">source_blob</span> <span class="o">=</span> <span class="n">get_azfs_url</span><span class="p">(</span><span class="n">src_storage_account</span><span class="p">,</span> <span class="n">src_container</span><span class="p">,</span> <span class="n">src_blob</span><span class="p">)</span>
<span class="n">copied_blob</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">client</span><span class="o">.</span><span class="n">get_blob_client</span><span class="p">(</span><span class="n">dest_container</span><span class="p">,</span> <span class="n">dest_blob</span><span class="p">)</span>
<span class="k">try</span><span class="p">:</span>
<span class="n">copied_blob</span><span class="o">.</span><span class="n">start_copy_from_url</span><span class="p">(</span><span class="n">source_blob</span><span class="p">)</span>
<span class="k">except</span> <span class="n">ResourceNotFoundError</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span>
<span class="n">message</span> <span class="o">=</span> <span class="n">e</span><span class="o">.</span><span class="n">reason</span>
<span class="n">code</span> <span class="o">=</span> <span class="n">e</span><span class="o">.</span><span class="n">status_code</span>
<span class="k">raise</span> <span class="n">BlobStorageError</span><span class="p">(</span><span class="n">message</span><span class="p">,</span> <span class="n">code</span><span class="p">)</span></div>
<span class="c1"># We intentionally do not decorate this method with a retry, since the</span>
<span class="c1"># underlying copy operation is already an idempotent operation protected</span>
<span class="c1"># by retry decorators.</span>
<div class="viewcode-block" id="BlobStorageIO.copy_tree"><a class="viewcode-back" href="../../../../apache_beam.io.azure.blobstorageio.html#apache_beam.io.azure.blobstorageio.BlobStorageIO.copy_tree">[docs]</a> <span class="k">def</span> <span class="nf">copy_tree</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">src</span><span class="p">,</span> <span class="n">dest</span><span class="p">):</span>
<span class="w"> </span><span class="sd">&quot;&quot;&quot;Renames the given Azure Blob storage directory and its contents</span>
<span class="sd"> recursively from src to dest.</span>
<span class="sd"> Args:</span>
<span class="sd"> src: Blob Storage file path pattern in the form</span>
<span class="sd"> azfs://&lt;storage-account&gt;/&lt;container&gt;/[name].</span>
<span class="sd"> dest: Blob Storage file path pattern in the form</span>
<span class="sd"> azfs://&lt;storage-account&gt;/&lt;container&gt;/[name].</span>
<span class="sd"> Returns:</span>
<span class="sd"> List of tuples of (src, dest, exception) where exception is None if the</span>
<span class="sd"> operation succeeded or the relevant exception if the operation failed.</span>
<span class="sd"> &quot;&quot;&quot;</span>
<span class="k">assert</span> <span class="n">src</span><span class="o">.</span><span class="n">endswith</span><span class="p">(</span><span class="s1">&#39;/&#39;</span><span class="p">)</span>
<span class="k">assert</span> <span class="n">dest</span><span class="o">.</span><span class="n">endswith</span><span class="p">(</span><span class="s1">&#39;/&#39;</span><span class="p">)</span>
<span class="n">results</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">entry</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">list_prefix</span><span class="p">(</span><span class="n">src</span><span class="p">):</span>
<span class="n">rel_path</span> <span class="o">=</span> <span class="n">entry</span><span class="p">[</span><span class="nb">len</span><span class="p">(</span><span class="n">src</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">copy</span><span class="p">(</span><span class="n">entry</span><span class="p">,</span> <span class="n">dest</span> <span class="o">+</span> <span class="n">rel_path</span><span class="p">)</span>
<span class="n">results</span><span class="o">.</span><span class="n">append</span><span class="p">((</span><span class="n">entry</span><span class="p">,</span> <span class="n">dest</span> <span class="o">+</span> <span class="n">rel_path</span><span class="p">,</span> <span class="kc">None</span><span class="p">))</span>
<span class="k">except</span> <span class="n">BlobStorageError</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span>
<span class="n">results</span><span class="o">.</span><span class="n">append</span><span class="p">((</span><span class="n">entry</span><span class="p">,</span> <span class="n">dest</span> <span class="o">+</span> <span class="n">rel_path</span><span class="p">,</span> <span class="n">e</span><span class="p">))</span>
<span class="k">return</span> <span class="n">results</span></div>
<span class="c1"># We intentionally do not decorate this method with a retry, since the</span>
<span class="c1"># underlying copy operation is already an idempotent operation protected</span>
<span class="c1"># by retry decorators.</span>
<div class="viewcode-block" id="BlobStorageIO.copy_paths"><a class="viewcode-back" href="../../../../apache_beam.io.azure.blobstorageio.html#apache_beam.io.azure.blobstorageio.BlobStorageIO.copy_paths">[docs]</a> <span class="k">def</span> <span class="nf">copy_paths</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">src_dest_pairs</span><span class="p">):</span>
<span class="w"> </span><span class="sd">&quot;&quot;&quot;Copies the given Azure Blob Storage blobs from src to dest. This can</span>
<span class="sd"> handle directory or file paths.</span>
<span class="sd"> Args:</span>
<span class="sd"> src_dest_pairs: List of (src, dest) tuples of</span>
<span class="sd"> azfs://&lt;storage-account&gt;/&lt;container&gt;/[name] file paths</span>
<span class="sd"> to copy from src to dest.</span>
<span class="sd"> Returns:</span>
<span class="sd"> List of tuples of (src, dest, exception) in the same order as the</span>
<span class="sd"> src_dest_pairs argument, where exception is None if the operation</span>
<span class="sd"> succeeded or the relevant exception if the operation failed.</span>
<span class="sd"> &quot;&quot;&quot;</span>
<span class="k">if</span> <span class="ow">not</span> <span class="n">src_dest_pairs</span><span class="p">:</span>
<span class="k">return</span> <span class="p">[]</span>
<span class="n">results</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">src_path</span><span class="p">,</span> <span class="n">dest_path</span> <span class="ow">in</span> <span class="n">src_dest_pairs</span><span class="p">:</span>
<span class="c1"># Case 1. They are directories.</span>
<span class="k">if</span> <span class="n">src_path</span><span class="o">.</span><span class="n">endswith</span><span class="p">(</span><span class="s1">&#39;/&#39;</span><span class="p">)</span> <span class="ow">and</span> <span class="n">dest_path</span><span class="o">.</span><span class="n">endswith</span><span class="p">(</span><span class="s1">&#39;/&#39;</span><span class="p">):</span>
<span class="k">try</span><span class="p">:</span>
<span class="n">results</span> <span class="o">+=</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy_tree</span><span class="p">(</span><span class="n">src_path</span><span class="p">,</span> <span class="n">dest_path</span><span class="p">)</span>
<span class="k">except</span> <span class="n">BlobStorageError</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span>
<span class="n">results</span><span class="o">.</span><span class="n">append</span><span class="p">((</span><span class="n">src_path</span><span class="p">,</span> <span class="n">dest_path</span><span class="p">,</span> <span class="n">e</span><span class="p">))</span>
<span class="c1"># Case 2. They are individual blobs.</span>
<span class="k">elif</span> <span class="ow">not</span> <span class="n">src_path</span><span class="o">.</span><span class="n">endswith</span><span class="p">(</span><span class="s1">&#39;/&#39;</span><span class="p">)</span> <span class="ow">and</span> <span class="ow">not</span> <span class="n">dest_path</span><span class="o">.</span><span class="n">endswith</span><span class="p">(</span><span class="s1">&#39;/&#39;</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">copy</span><span class="p">(</span><span class="n">src_path</span><span class="p">,</span> <span class="n">dest_path</span><span class="p">)</span>
<span class="n">results</span><span class="o">.</span><span class="n">append</span><span class="p">((</span><span class="n">src_path</span><span class="p">,</span> <span class="n">dest_path</span><span class="p">,</span> <span class="kc">None</span><span class="p">))</span>
<span class="k">except</span> <span class="n">BlobStorageError</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span>
<span class="n">results</span><span class="o">.</span><span class="n">append</span><span class="p">((</span><span class="n">src_path</span><span class="p">,</span> <span class="n">dest_path</span><span class="p">,</span> <span class="n">e</span><span class="p">))</span>
<span class="c1"># Mismatched paths (one directory, one non-directory) get an error.</span>
<span class="k">else</span><span class="p">:</span>
<span class="n">e</span> <span class="o">=</span> <span class="n">BlobStorageError</span><span class="p">(</span>
<span class="s2">&quot;Unable to copy mismatched paths&quot;</span> <span class="o">+</span>
<span class="s2">&quot;(directory, non-directory): </span><span class="si">%s</span><span class="s2">, </span><span class="si">%s</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="p">(</span><span class="n">src_path</span><span class="p">,</span> <span class="n">dest_path</span><span class="p">),</span>
<span class="mi">400</span><span class="p">)</span>
<span class="n">results</span><span class="o">.</span><span class="n">append</span><span class="p">((</span><span class="n">src_path</span><span class="p">,</span> <span class="n">dest_path</span><span class="p">,</span> <span class="n">e</span><span class="p">))</span>
<span class="k">return</span> <span class="n">results</span></div>
<span class="c1"># We intentionally do not decorate this method with a retry, since the</span>
<span class="c1"># underlying copy and delete operations are already idempotent operations</span>
<span class="c1"># protected by retry decorators.</span>
<div class="viewcode-block" id="BlobStorageIO.rename"><a class="viewcode-back" href="../../../../apache_beam.io.azure.blobstorageio.html#apache_beam.io.azure.blobstorageio.BlobStorageIO.rename">[docs]</a> <span class="k">def</span> <span class="nf">rename</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">src</span><span class="p">,</span> <span class="n">dest</span><span class="p">):</span>
<span class="w"> </span><span class="sd">&quot;&quot;&quot;Renames the given Azure Blob Storage blob from src to dest.</span>
<span class="sd"> Args:</span>
<span class="sd"> src: Blob Storage file path pattern in the form</span>
<span class="sd"> azfs://&lt;storage-account&gt;/&lt;container&gt;/[name].</span>
<span class="sd"> dest: Blob Storage file path pattern in the form</span>
<span class="sd"> azfs://&lt;storage-account&gt;/&lt;container&gt;/[name].</span>
<span class="sd"> &quot;&quot;&quot;</span>
<span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="n">src</span><span class="p">,</span> <span class="n">dest</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">delete</span><span class="p">(</span><span class="n">src</span><span class="p">)</span></div>
<span class="c1"># We intentionally do not decorate this method with a retry, since the</span>
<span class="c1"># underlying copy and delete operations are already idempotent operations</span>
<span class="c1"># protected by retry decorators.</span>
<div class="viewcode-block" id="BlobStorageIO.rename_files"><a class="viewcode-back" href="../../../../apache_beam.io.azure.blobstorageio.html#apache_beam.io.azure.blobstorageio.BlobStorageIO.rename_files">[docs]</a> <span class="k">def</span> <span class="nf">rename_files</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">src_dest_pairs</span><span class="p">):</span>
<span class="w"> </span><span class="sd">&quot;&quot;&quot;Renames the given Azure Blob Storage blobs from src to dest.</span>
<span class="sd"> Args:</span>
<span class="sd"> src_dest_pairs: List of (src, dest) tuples of</span>
<span class="sd"> azfs://&lt;storage-account&gt;/&lt;container&gt;/[name]</span>
<span class="sd"> file paths to rename from src to dest.</span>
<span class="sd"> Returns: List of tuples of (src, dest, exception) in the same order as the</span>
<span class="sd"> src_dest_pairs argument, where exception is None if the operation</span>
<span class="sd"> succeeded or the relevant exception if the operation failed.</span>
<span class="sd"> &quot;&quot;&quot;</span>
<span class="k">if</span> <span class="ow">not</span> <span class="n">src_dest_pairs</span><span class="p">:</span>
<span class="k">return</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">src</span><span class="p">,</span> <span class="n">dest</span> <span class="ow">in</span> <span class="n">src_dest_pairs</span><span class="p">:</span>
<span class="k">if</span> <span class="n">src</span><span class="o">.</span><span class="n">endswith</span><span class="p">(</span><span class="s1">&#39;/&#39;</span><span class="p">)</span> <span class="ow">or</span> <span class="n">dest</span><span class="o">.</span><span class="n">endswith</span><span class="p">(</span><span class="s1">&#39;/&#39;</span><span class="p">):</span>
<span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s1">&#39;Unable to rename a directory.&#39;</span><span class="p">)</span>
<span class="c1"># Results from copy operation.</span>
<span class="n">copy_results</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy_paths</span><span class="p">(</span><span class="n">src_dest_pairs</span><span class="p">)</span>
<span class="n">paths_to_delete</span> <span class="o">=</span> \
<span class="p">[</span><span class="n">src</span> <span class="k">for</span> <span class="p">(</span><span class="n">src</span><span class="p">,</span> <span class="n">_</span><span class="p">,</span> <span class="n">error</span><span class="p">)</span> <span class="ow">in</span> <span class="n">copy_results</span> <span class="k">if</span> <span class="n">error</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">]</span>
<span class="c1"># Results from delete operation.</span>
<span class="n">delete_results</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">delete_files</span><span class="p">(</span><span class="n">paths_to_delete</span><span class="p">)</span>
<span class="c1"># Get rename file results (list of tuples).</span>
<span class="n">results</span> <span class="o">=</span> <span class="p">[]</span>
<span class="c1"># Using a dictionary will make the operation faster.</span>
<span class="n">delete_results_dict</span> <span class="o">=</span> <span class="p">{</span><span class="n">src</span><span class="p">:</span> <span class="n">error</span> <span class="k">for</span> <span class="p">(</span><span class="n">src</span><span class="p">,</span> <span class="n">error</span><span class="p">)</span> <span class="ow">in</span> <span class="n">delete_results</span><span class="p">}</span>
<span class="k">for</span> <span class="n">src</span><span class="p">,</span> <span class="n">dest</span><span class="p">,</span> <span class="n">error</span> <span class="ow">in</span> <span class="n">copy_results</span><span class="p">:</span>
<span class="c1"># If there was an error in the copy operation.</span>
<span class="k">if</span> <span class="n">error</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
<span class="n">results</span><span class="o">.</span><span class="n">append</span><span class="p">((</span><span class="n">src</span><span class="p">,</span> <span class="n">dest</span><span class="p">,</span> <span class="n">error</span><span class="p">))</span>
<span class="c1"># If there was an error in the delete operation.</span>
<span class="k">elif</span> <span class="n">delete_results_dict</span><span class="p">[</span><span class="n">src</span><span class="p">]</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
<span class="n">results</span><span class="o">.</span><span class="n">append</span><span class="p">((</span><span class="n">src</span><span class="p">,</span> <span class="n">dest</span><span class="p">,</span> <span class="n">delete_results_dict</span><span class="p">[</span><span class="n">src</span><span class="p">]))</span>
<span class="c1"># If there was no error in the operations.</span>
<span class="k">else</span><span class="p">:</span>
<span class="n">results</span><span class="o">.</span><span class="n">append</span><span class="p">((</span><span class="n">src</span><span class="p">,</span> <span class="n">dest</span><span class="p">,</span> <span class="kc">None</span><span class="p">))</span>
<span class="k">return</span> <span class="n">results</span></div>
<div class="viewcode-block" id="BlobStorageIO.exists"><a class="viewcode-back" href="../../../../apache_beam.io.azure.blobstorageio.html#apache_beam.io.azure.blobstorageio.BlobStorageIO.exists">[docs]</a> <span class="k">def</span> <span class="nf">exists</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">path</span><span class="p">):</span>
<span class="w"> </span><span class="sd">&quot;&quot;&quot;Returns whether the given Azure Blob Storage blob exists.</span>
<span class="sd"> Args:</span>
<span class="sd"> path: Azure Blob Storage file path pattern in the form</span>
<span class="sd"> azfs://&lt;storage-account&gt;/&lt;container&gt;/[name].</span>
<span class="sd"> &quot;&quot;&quot;</span>
<span class="k">try</span><span class="p">:</span>
<span class="bp">self</span><span class="o">.</span><span class="n">_blob_properties</span><span class="p">(</span><span class="n">path</span><span class="p">)</span>
<span class="k">return</span> <span class="kc">True</span>
<span class="k">except</span> <span class="n">ResourceNotFoundError</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span>
<span class="k">if</span> <span class="n">e</span><span class="o">.</span><span class="n">status_code</span> <span class="o">==</span> <span class="mi">404</span><span class="p">:</span>
<span class="c1"># HTTP 404 indicates that the file did not exist.</span>
<span class="k">return</span> <span class="kc">False</span>
<span class="k">else</span><span class="p">:</span>
<span class="c1"># We re-raise all other exceptions.</span>
<span class="k">raise</span></div>
<div class="viewcode-block" id="BlobStorageIO.size"><a class="viewcode-back" href="../../../../apache_beam.io.azure.blobstorageio.html#apache_beam.io.azure.blobstorageio.BlobStorageIO.size">[docs]</a> <span class="k">def</span> <span class="nf">size</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">path</span><span class="p">):</span>
<span class="w"> </span><span class="sd">&quot;&quot;&quot;Returns the size of a single Blob Storage blob.</span>
<span class="sd"> This method does not perform glob expansion. Hence the</span>
<span class="sd"> given path must be for a single Blob Storage blob.</span>
<span class="sd"> Returns: size of the Blob Storage blob in bytes.</span>
<span class="sd"> &quot;&quot;&quot;</span>
<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_blob_properties</span><span class="p">(</span><span class="n">path</span><span class="p">)</span><span class="o">.</span><span class="n">size</span></div>
<div class="viewcode-block" id="BlobStorageIO.last_updated"><a class="viewcode-back" href="../../../../apache_beam.io.azure.blobstorageio.html#apache_beam.io.azure.blobstorageio.BlobStorageIO.last_updated">[docs]</a> <span class="k">def</span> <span class="nf">last_updated</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">path</span><span class="p">):</span>
<span class="w"> </span><span class="sd">&quot;&quot;&quot;Returns the last updated epoch time of a single</span>
<span class="sd"> Azure Blob Storage blob.</span>
<span class="sd"> This method does not perform glob expansion. Hence the</span>
<span class="sd"> given path must be for a single Azure Blob Storage blob.</span>
<span class="sd"> Returns: last updated time of the Azure Blob Storage blob</span>
<span class="sd"> in seconds.</span>
<span class="sd"> &quot;&quot;&quot;</span>
<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_updated_to_seconds</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_blob_properties</span><span class="p">(</span><span class="n">path</span><span class="p">)</span><span class="o">.</span><span class="n">last_modified</span><span class="p">)</span></div>
<div class="viewcode-block" id="BlobStorageIO.checksum"><a class="viewcode-back" href="../../../../apache_beam.io.azure.blobstorageio.html#apache_beam.io.azure.blobstorageio.BlobStorageIO.checksum">[docs]</a> <span class="k">def</span> <span class="nf">checksum</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">path</span><span class="p">):</span>
<span class="w"> </span><span class="sd">&quot;&quot;&quot;Looks up the checksum of an Azure Blob Storage blob.</span>
<span class="sd"> Args:</span>
<span class="sd"> path: Azure Blob Storage file path pattern in the form</span>
<span class="sd"> azfs://&lt;storage-account&gt;/&lt;container&gt;/[name].</span>
<span class="sd"> &quot;&quot;&quot;</span>
<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_blob_properties</span><span class="p">(</span><span class="n">path</span><span class="p">)</span><span class="o">.</span><span class="n">etag</span></div>
<span class="k">def</span> <span class="nf">_status</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">path</span><span class="p">):</span>
<span class="w"> </span><span class="sd">&quot;&quot;&quot;For internal use only; no backwards-compatibility guarantees.</span>
<span class="sd"> Returns supported fields (checksum, last_updated, size) of a single object</span>
<span class="sd"> as a dict at once.</span>
<span class="sd"> This method does not perform glob expansion. Hence the given path must be</span>
<span class="sd"> for a single blob property.</span>
<span class="sd"> Returns: dict of fields of the blob property.</span>
<span class="sd"> &quot;&quot;&quot;</span>
<span class="n">properties</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_blob_properties</span><span class="p">(</span><span class="n">path</span><span class="p">)</span>
<span class="n">file_status</span> <span class="o">=</span> <span class="p">{}</span>
<span class="k">if</span> <span class="nb">hasattr</span><span class="p">(</span><span class="n">properties</span><span class="p">,</span> <span class="s1">&#39;etag&#39;</span><span class="p">):</span>
<span class="n">file_status</span><span class="p">[</span><span class="s1">&#39;checksum&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">properties</span><span class="o">.</span><span class="n">etag</span>
<span class="k">if</span> <span class="nb">hasattr</span><span class="p">(</span><span class="n">properties</span><span class="p">,</span> <span class="s1">&#39;last_modified&#39;</span><span class="p">):</span>
<span class="n">file_status</span><span class="p">[</span><span class="s1">&#39;last_updated&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_updated_to_seconds</span><span class="p">(</span>
<span class="n">properties</span><span class="o">.</span><span class="n">last_modified</span><span class="p">)</span>
<span class="k">if</span> <span class="nb">hasattr</span><span class="p">(</span><span class="n">properties</span><span class="p">,</span> <span class="s1">&#39;size&#39;</span><span class="p">):</span>
<span class="n">file_status</span><span class="p">[</span><span class="s1">&#39;size&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">properties</span><span class="o">.</span><span class="n">size</span>
<span class="k">return</span> <span class="n">file_status</span>
<span class="nd">@retry</span><span class="o">.</span><span class="n">with_exponential_backoff</span><span class="p">(</span>
<span class="n">retry_filter</span><span class="o">=</span><span class="n">retry</span><span class="o">.</span><span class="n">retry_on_beam_io_error_filter</span><span class="p">)</span>
<span class="k">def</span> <span class="nf">_blob_properties</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">path</span><span class="p">):</span>
<span class="w"> </span><span class="sd">&quot;&quot;&quot;Returns a blob properties object for the given path</span>
<span class="sd"> This method does not perform glob expansion. Hence the given path must be</span>
<span class="sd"> for a single blob properties object.</span>
<span class="sd"> Returns: blob properties.</span>
<span class="sd"> &quot;&quot;&quot;</span>
<span class="n">container</span><span class="p">,</span> <span class="n">blob</span> <span class="o">=</span> <span class="n">parse_azfs_path</span><span class="p">(</span><span class="n">path</span><span class="p">)</span>
<span class="n">blob_to_check</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">client</span><span class="o">.</span><span class="n">get_blob_client</span><span class="p">(</span><span class="n">container</span><span class="p">,</span> <span class="n">blob</span><span class="p">)</span>
<span class="k">try</span><span class="p">:</span>
<span class="n">properties</span> <span class="o">=</span> <span class="n">blob_to_check</span><span class="o">.</span><span class="n">get_blob_properties</span><span class="p">()</span>
<span class="k">except</span> <span class="n">ResourceNotFoundError</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span>
<span class="n">message</span> <span class="o">=</span> <span class="n">e</span><span class="o">.</span><span class="n">reason</span>
<span class="n">code</span> <span class="o">=</span> <span class="n">e</span><span class="o">.</span><span class="n">status_code</span>
<span class="k">raise</span> <span class="n">BlobStorageError</span><span class="p">(</span><span class="n">message</span><span class="p">,</span> <span class="n">code</span><span class="p">)</span>
<span class="k">return</span> <span class="n">properties</span>
<span class="nd">@staticmethod</span>
<span class="k">def</span> <span class="nf">_updated_to_seconds</span><span class="p">(</span><span class="n">updated</span><span class="p">):</span>
<span class="w"> </span><span class="sd">&quot;&quot;&quot;Helper function transform the updated field of response to seconds&quot;&quot;&quot;</span>
<span class="k">return</span> <span class="p">(</span>
<span class="n">time</span><span class="o">.</span><span class="n">mktime</span><span class="p">(</span><span class="n">updated</span><span class="o">.</span><span class="n">timetuple</span><span class="p">())</span> <span class="o">-</span> <span class="n">time</span><span class="o">.</span><span class="n">timezone</span> <span class="o">+</span>
<span class="n">updated</span><span class="o">.</span><span class="n">microsecond</span> <span class="o">/</span> <span class="mf">1000000.0</span><span class="p">)</span>
<div class="viewcode-block" id="BlobStorageIO.delete"><a class="viewcode-back" href="../../../../apache_beam.io.azure.blobstorageio.html#apache_beam.io.azure.blobstorageio.BlobStorageIO.delete">[docs]</a> <span class="nd">@retry</span><span class="o">.</span><span class="n">with_exponential_backoff</span><span class="p">(</span>
<span class="n">retry_filter</span><span class="o">=</span><span class="n">retry</span><span class="o">.</span><span class="n">retry_on_beam_io_error_filter</span><span class="p">)</span>
<span class="k">def</span> <span class="nf">delete</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">path</span><span class="p">):</span>
<span class="w"> </span><span class="sd">&quot;&quot;&quot;Deletes a single blob at the given Azure Blob Storage path.</span>
<span class="sd"> Args:</span>
<span class="sd"> path: Azure Blob Storage file path pattern in the form</span>
<span class="sd"> azfs://&lt;storage-account&gt;/&lt;container&gt;/[name].</span>
<span class="sd"> &quot;&quot;&quot;</span>
<span class="n">container</span><span class="p">,</span> <span class="n">blob</span> <span class="o">=</span> <span class="n">parse_azfs_path</span><span class="p">(</span><span class="n">path</span><span class="p">)</span>
<span class="n">blob_to_delete</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">client</span><span class="o">.</span><span class="n">get_blob_client</span><span class="p">(</span><span class="n">container</span><span class="p">,</span> <span class="n">blob</span><span class="p">)</span>
<span class="k">try</span><span class="p">:</span>
<span class="n">blob_to_delete</span><span class="o">.</span><span class="n">delete_blob</span><span class="p">()</span>
<span class="k">except</span> <span class="n">ResourceNotFoundError</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span>
<span class="k">if</span> <span class="n">e</span><span class="o">.</span><span class="n">status_code</span> <span class="o">==</span> <span class="mi">404</span><span class="p">:</span>
<span class="c1"># Return success when the file doesn&#39;t exist anymore for idempotency.</span>
<span class="k">return</span>
<span class="k">else</span><span class="p">:</span>
<span class="n">logging</span><span class="o">.</span><span class="n">error</span><span class="p">(</span><span class="s1">&#39;HTTP error while deleting file </span><span class="si">%s</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">path</span><span class="p">)</span>
<span class="k">raise</span> <span class="n">e</span></div>
<span class="c1"># We intentionally do not decorate this method with a retry, since the</span>
<span class="c1"># underlying copy and delete operations are already idempotent operations</span>
<span class="c1"># protected by retry decorators.</span>
<div class="viewcode-block" id="BlobStorageIO.delete_paths"><a class="viewcode-back" href="../../../../apache_beam.io.azure.blobstorageio.html#apache_beam.io.azure.blobstorageio.BlobStorageIO.delete_paths">[docs]</a> <span class="k">def</span> <span class="nf">delete_paths</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">paths</span><span class="p">):</span>
<span class="w"> </span><span class="sd">&quot;&quot;&quot;Deletes the given Azure Blob Storage blobs from src to dest.</span>
<span class="sd"> This can handle directory or file paths.</span>
<span class="sd"> Args:</span>
<span class="sd"> paths: list of Azure Blob Storage paths in the form</span>
<span class="sd"> azfs://&lt;storage-account&gt;/&lt;container&gt;/[name] that give the</span>
<span class="sd"> file blobs to be deleted.</span>
<span class="sd"> Returns:</span>
<span class="sd"> List of tuples of (src, dest, exception) in the same order as the</span>
<span class="sd"> src_dest_pairs argument, where exception is None if the operation</span>
<span class="sd"> succeeded or the relevant exception if the operation failed.</span>
<span class="sd"> &quot;&quot;&quot;</span>
<span class="n">directories</span><span class="p">,</span> <span class="n">blobs</span> <span class="o">=</span> <span class="p">[],</span> <span class="p">[]</span>
<span class="c1"># Retrieve directories and not directories.</span>
<span class="k">for</span> <span class="n">path</span> <span class="ow">in</span> <span class="n">paths</span><span class="p">:</span>
<span class="k">if</span> <span class="n">path</span><span class="o">.</span><span class="n">endswith</span><span class="p">(</span><span class="s1">&#39;/&#39;</span><span class="p">):</span>
<span class="n">directories</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">path</span><span class="p">)</span>
<span class="k">else</span><span class="p">:</span>
<span class="n">blobs</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">path</span><span class="p">)</span>
<span class="n">results</span> <span class="o">=</span> <span class="p">{}</span>
<span class="k">for</span> <span class="n">directory</span> <span class="ow">in</span> <span class="n">directories</span><span class="p">:</span>
<span class="n">directory_result</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">delete_tree</span><span class="p">(</span><span class="n">directory</span><span class="p">))</span>
<span class="n">results</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="n">directory_result</span><span class="p">)</span>
<span class="n">blobs_results</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">delete_files</span><span class="p">(</span><span class="n">blobs</span><span class="p">))</span>
<span class="n">results</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="n">blobs_results</span><span class="p">)</span>
<span class="k">return</span> <span class="n">results</span></div>
<span class="c1"># We intentionally do not decorate this method with a retry, since the</span>
<span class="c1"># underlying copy and delete operations are already idempotent operations</span>
<span class="c1"># protected by retry decorators.</span>
<div class="viewcode-block" id="BlobStorageIO.delete_tree"><a class="viewcode-back" href="../../../../apache_beam.io.azure.blobstorageio.html#apache_beam.io.azure.blobstorageio.BlobStorageIO.delete_tree">[docs]</a> <span class="k">def</span> <span class="nf">delete_tree</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">root</span><span class="p">):</span>
<span class="w"> </span><span class="sd">&quot;&quot;&quot;Deletes all blobs under the given Azure BlobStorage virtual</span>
<span class="sd"> directory.</span>
<span class="sd"> Args:</span>
<span class="sd"> path: Azure Blob Storage file path pattern in the form</span>
<span class="sd"> azfs://&lt;storage-account&gt;/&lt;container&gt;/[name]</span>
<span class="sd"> (ending with a &quot;/&quot;).</span>
<span class="sd"> Returns:</span>
<span class="sd"> List of tuples of (path, exception), where each path is a blob</span>
<span class="sd"> under the given root. exception is None if the operation succeeded</span>
<span class="sd"> or the relevant exception if the operation failed.</span>
<span class="sd"> &quot;&quot;&quot;</span>
<span class="k">assert</span> <span class="n">root</span><span class="o">.</span><span class="n">endswith</span><span class="p">(</span><span class="s1">&#39;/&#39;</span><span class="p">)</span>
<span class="c1"># Get the blob under the root directory.</span>
<span class="n">paths_to_delete</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">list_prefix</span><span class="p">(</span><span class="n">root</span><span class="p">)</span>
<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">delete_files</span><span class="p">(</span><span class="n">paths_to_delete</span><span class="p">)</span></div>
<span class="c1"># We intentionally do not decorate this method with a retry, since the</span>
<span class="c1"># underlying copy and delete operations are already idempotent operations</span>
<span class="c1"># protected by retry decorators.</span>
<div class="viewcode-block" id="BlobStorageIO.delete_files"><a class="viewcode-back" href="../../../../apache_beam.io.azure.blobstorageio.html#apache_beam.io.azure.blobstorageio.BlobStorageIO.delete_files">[docs]</a> <span class="k">def</span> <span class="nf">delete_files</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">paths</span><span class="p">):</span>
<span class="w"> </span><span class="sd">&quot;&quot;&quot;Deletes the given Azure Blob Storage blobs from src to dest.</span>
<span class="sd"> Args:</span>
<span class="sd"> paths: list of Azure Blob Storage paths in the form</span>
<span class="sd"> azfs://&lt;storage-account&gt;/&lt;container&gt;/[name] that give the</span>
<span class="sd"> file blobs to be deleted.</span>
<span class="sd"> Returns:</span>
<span class="sd"> List of tuples of (src, dest, exception) in the same order as the</span>
<span class="sd"> src_dest_pairs argument, where exception is None if the operation</span>
<span class="sd"> succeeded or the relevant exception if the operation failed.</span>
<span class="sd"> &quot;&quot;&quot;</span>
<span class="k">if</span> <span class="ow">not</span> <span class="n">paths</span><span class="p">:</span>
<span class="k">return</span> <span class="p">[]</span>
<span class="c1"># Group blobs into containers.</span>
<span class="n">containers</span><span class="p">,</span> <span class="n">blobs</span> <span class="o">=</span> <span class="nb">zip</span><span class="p">(</span><span class="o">*</span><span class="p">[</span><span class="n">parse_azfs_path</span><span class="p">(</span><span class="n">path</span><span class="p">,</span> <span class="n">get_account</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span> \
<span class="k">for</span> <span class="n">path</span> <span class="ow">in</span> <span class="n">paths</span><span class="p">])</span>
<span class="n">grouped_blobs</span> <span class="o">=</span> <span class="p">{</span><span class="n">container</span><span class="p">:</span> <span class="p">[]</span> <span class="k">for</span> <span class="n">container</span> <span class="ow">in</span> <span class="n">containers</span><span class="p">}</span>
<span class="c1"># Fill dictionary.</span>
<span class="k">for</span> <span class="n">container</span><span class="p">,</span> <span class="n">blob</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">containers</span><span class="p">,</span> <span class="n">blobs</span><span class="p">):</span>
<span class="n">grouped_blobs</span><span class="p">[</span><span class="n">container</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">blob</span><span class="p">)</span>
<span class="n">results</span> <span class="o">=</span> <span class="p">{}</span>
<span class="c1"># Delete minibatches of blobs for each container.</span>
<span class="k">for</span> <span class="n">container</span><span class="p">,</span> <span class="n">blobs</span> <span class="ow">in</span> <span class="n">grouped_blobs</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">blobs</span><span class="p">),</span> <span class="n">MAX_BATCH_OPERATION_SIZE</span><span class="p">):</span>
<span class="n">blobs_to_delete</span> <span class="o">=</span> <span class="n">blobs</span><span class="p">[</span><span class="n">i</span><span class="p">:</span><span class="n">i</span> <span class="o">+</span> <span class="n">MAX_BATCH_OPERATION_SIZE</span><span class="p">]</span>
<span class="n">results</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_delete_batch</span><span class="p">(</span><span class="n">container</span><span class="p">,</span> <span class="n">blobs_to_delete</span><span class="p">))</span>
<span class="n">final_results</span> <span class="o">=</span> \
<span class="p">[(</span><span class="n">path</span><span class="p">,</span> <span class="n">results</span><span class="p">[</span><span class="n">parse_azfs_path</span><span class="p">(</span><span class="n">path</span><span class="p">,</span> <span class="n">get_account</span><span class="o">=</span><span class="kc">False</span><span class="p">)])</span> \
<span class="k">for</span> <span class="n">path</span> <span class="ow">in</span> <span class="n">paths</span><span class="p">]</span>
<span class="k">return</span> <span class="n">final_results</span></div>
<span class="nd">@retry</span><span class="o">.</span><span class="n">with_exponential_backoff</span><span class="p">(</span>
<span class="n">retry_filter</span><span class="o">=</span><span class="n">retry</span><span class="o">.</span><span class="n">retry_on_beam_io_error_filter</span><span class="p">)</span>
<span class="k">def</span> <span class="nf">_delete_batch</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">container</span><span class="p">,</span> <span class="n">blobs</span><span class="p">):</span>
<span class="w"> </span><span class="sd">&quot;&quot;&quot;A helper method. Azure Blob Storage Python Client allows batch</span>
<span class="sd"> deletions for blobs within the same container.</span>
<span class="sd"> Args:</span>
<span class="sd"> container: container name.</span>
<span class="sd"> blobs: list of blobs to be deleted.</span>
<span class="sd"> Returns:</span>
<span class="sd"> Dictionary of the form {(container, blob): error}, where error is</span>
<span class="sd"> None if the operation succeeded.</span>
<span class="sd"> &quot;&quot;&quot;</span>
<span class="n">container_client</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">client</span><span class="o">.</span><span class="n">get_container_client</span><span class="p">(</span><span class="n">container</span><span class="p">)</span>
<span class="n">results</span> <span class="o">=</span> <span class="p">{}</span>
<span class="k">for</span> <span class="n">blob</span> <span class="ow">in</span> <span class="n">blobs</span><span class="p">:</span>
<span class="k">try</span><span class="p">:</span>
<span class="n">response</span> <span class="o">=</span> <span class="n">container_client</span><span class="o">.</span><span class="n">delete_blob</span><span class="p">(</span><span class="n">blob</span><span class="p">)</span>
<span class="n">results</span><span class="p">[(</span><span class="n">container</span><span class="p">,</span> <span class="n">blob</span><span class="p">)]</span> <span class="o">=</span> <span class="n">response</span>
<span class="k">except</span> <span class="n">ResourceNotFoundError</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span>
<span class="n">results</span><span class="p">[(</span><span class="n">container</span><span class="p">,</span> <span class="n">blob</span><span class="p">)]</span> <span class="o">=</span> <span class="n">e</span><span class="o">.</span><span class="n">status_code</span>
<span class="k">return</span> <span class="n">results</span>
<div class="viewcode-block" id="BlobStorageIO.list_prefix"><a class="viewcode-back" href="../../../../apache_beam.io.azure.blobstorageio.html#apache_beam.io.azure.blobstorageio.BlobStorageIO.list_prefix">[docs]</a> <span class="nd">@deprecated</span><span class="p">(</span><span class="n">since</span><span class="o">=</span><span class="s1">&#39;2.45.0&#39;</span><span class="p">,</span> <span class="n">current</span><span class="o">=</span><span class="s1">&#39;list_files&#39;</span><span class="p">)</span>
<span class="k">def</span> <span class="nf">list_prefix</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">path</span><span class="p">,</span> <span class="n">with_metadata</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
<span class="w"> </span><span class="sd">&quot;&quot;&quot;Lists files matching the prefix.</span>
<span class="sd"> Args:</span>
<span class="sd"> path: Azure Blob Storage file path pattern in the form</span>
<span class="sd"> azfs://&lt;storage-account&gt;/&lt;container&gt;/[name].</span>
<span class="sd"> with_metadata: Experimental. Specify whether returns file metadata.</span>
<span class="sd"> Returns:</span>
<span class="sd"> If ``with_metadata`` is False: dict of file name -&gt; size; if</span>
<span class="sd"> ``with_metadata`` is True: dict of file name -&gt; tuple(size, timestamp).</span>
<span class="sd"> &quot;&quot;&quot;</span>
<span class="n">file_info</span> <span class="o">=</span> <span class="p">{}</span>
<span class="k">for</span> <span class="n">file_metadata</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">list_files</span><span class="p">(</span><span class="n">path</span><span class="p">,</span> <span class="n">with_metadata</span><span class="p">):</span>
<span class="n">file_info</span><span class="p">[</span><span class="n">file_metadata</span><span class="p">[</span><span class="mi">0</span><span class="p">]]</span> <span class="o">=</span> <span class="n">file_metadata</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span>
<span class="k">return</span> <span class="n">file_info</span></div>
<div class="viewcode-block" id="BlobStorageIO.list_files"><a class="viewcode-back" href="../../../../apache_beam.io.azure.blobstorageio.html#apache_beam.io.azure.blobstorageio.BlobStorageIO.list_files">[docs]</a> <span class="k">def</span> <span class="nf">list_files</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">path</span><span class="p">,</span> <span class="n">with_metadata</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
<span class="w"> </span><span class="sd">&quot;&quot;&quot;Lists files matching the prefix.</span>
<span class="sd"> Args:</span>
<span class="sd"> path: Azure Blob Storage file path pattern in the form</span>
<span class="sd"> azfs://&lt;storage-account&gt;/&lt;container&gt;/[name].</span>
<span class="sd"> with_metadata: Experimental. Specify whether returns file metadata.</span>
<span class="sd"> Returns:</span>
<span class="sd"> If ``with_metadata`` is False: generator of tuple(file name, size); if</span>
<span class="sd"> ``with_metadata`` is True: generator of</span>
<span class="sd"> tuple(file name, tuple(size, timestamp)).</span>
<span class="sd"> &quot;&quot;&quot;</span>
<span class="n">storage_account</span><span class="p">,</span> <span class="n">container</span><span class="p">,</span> <span class="n">blob</span> <span class="o">=</span> <span class="n">parse_azfs_path</span><span class="p">(</span>
<span class="n">path</span><span class="p">,</span> <span class="n">blob_optional</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">get_account</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">file_info</span> <span class="o">=</span> <span class="nb">set</span><span class="p">()</span>
<span class="n">counter</span> <span class="o">=</span> <span class="mi">0</span>
<span class="n">start_time</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
<span class="k">if</span> <span class="n">with_metadata</span><span class="p">:</span>
<span class="n">logging</span><span class="o">.</span><span class="n">debug</span><span class="p">(</span><span class="s2">&quot;Starting the file information of the input&quot;</span><span class="p">)</span>
<span class="k">else</span><span class="p">:</span>
<span class="n">logging</span><span class="o">.</span><span class="n">debug</span><span class="p">(</span><span class="s2">&quot;Starting the size estimation of the input&quot;</span><span class="p">)</span>
<span class="n">container_client</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">client</span><span class="o">.</span><span class="n">get_container_client</span><span class="p">(</span><span class="n">container</span><span class="p">)</span>
<span class="n">response</span> <span class="o">=</span> <span class="n">retry</span><span class="o">.</span><span class="n">with_exponential_backoff</span><span class="p">(</span>
<span class="n">retry_filter</span><span class="o">=</span><span class="n">retry</span><span class="o">.</span><span class="n">retry_on_beam_io_error_filter</span><span class="p">)(</span>
<span class="n">container_client</span><span class="o">.</span><span class="n">list_blobs</span><span class="p">)(</span>
<span class="n">name_starts_with</span><span class="o">=</span><span class="n">blob</span><span class="p">)</span>
<span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">response</span><span class="p">:</span>
<span class="n">file_name</span> <span class="o">=</span> <span class="s2">&quot;azfs://</span><span class="si">%s</span><span class="s2">/</span><span class="si">%s</span><span class="s2">/</span><span class="si">%s</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="p">(</span><span class="n">storage_account</span><span class="p">,</span> <span class="n">container</span><span class="p">,</span> <span class="n">item</span><span class="o">.</span><span class="n">name</span><span class="p">)</span>
<span class="k">if</span> <span class="n">file_name</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">file_info</span><span class="p">:</span>
<span class="n">file_info</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">file_name</span><span class="p">)</span>
<span class="n">counter</span> <span class="o">+=</span> <span class="mi">1</span>
<span class="k">if</span> <span class="n">counter</span> <span class="o">%</span> <span class="mi">10000</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
<span class="k">if</span> <span class="n">with_metadata</span><span class="p">:</span>
<span class="n">logging</span><span class="o">.</span><span class="n">info</span><span class="p">(</span>
<span class="s2">&quot;Finished computing file information of: </span><span class="si">%s</span><span class="s2"> files&quot;</span><span class="p">,</span>
<span class="nb">len</span><span class="p">(</span><span class="n">file_info</span><span class="p">))</span>
<span class="k">else</span><span class="p">:</span>
<span class="n">logging</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s2">&quot;Finished computing size of: </span><span class="si">%s</span><span class="s2"> files&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">file_info</span><span class="p">))</span>
<span class="k">if</span> <span class="n">with_metadata</span><span class="p">:</span>
<span class="k">yield</span> <span class="n">file_name</span><span class="p">,</span> <span class="p">(</span>
<span class="n">item</span><span class="o">.</span><span class="n">size</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_updated_to_seconds</span><span class="p">(</span><span class="n">item</span><span class="o">.</span><span class="n">last_modified</span><span class="p">))</span>
<span class="k">else</span><span class="p">:</span>
<span class="k">yield</span> <span class="n">file_name</span><span class="p">,</span> <span class="n">item</span><span class="o">.</span><span class="n">size</span>
<span class="n">logging</span><span class="o">.</span><span class="n">log</span><span class="p">(</span>
<span class="c1"># do not spam logs when list_prefix is likely used to check empty folder</span>
<span class="n">logging</span><span class="o">.</span><span class="n">INFO</span> <span class="k">if</span> <span class="n">counter</span> <span class="o">&gt;</span> <span class="mi">0</span> <span class="k">else</span> <span class="n">logging</span><span class="o">.</span><span class="n">DEBUG</span><span class="p">,</span>
<span class="s2">&quot;Finished listing </span><span class="si">%s</span><span class="s2"> files in </span><span class="si">%s</span><span class="s2"> seconds.&quot;</span><span class="p">,</span>
<span class="n">counter</span><span class="p">,</span>
<span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span> <span class="o">-</span> <span class="n">start_time</span><span class="p">)</span></div></div>
<div class="viewcode-block" id="BlobStorageDownloader"><a class="viewcode-back" href="../../../../apache_beam.io.azure.blobstorageio.html#apache_beam.io.azure.blobstorageio.BlobStorageDownloader">[docs]</a><span class="k">class</span> <span class="nc">BlobStorageDownloader</span><span class="p">(</span><span class="n">Downloader</span><span class="p">):</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">client</span><span class="p">,</span> <span class="n">path</span><span class="p">,</span> <span class="n">buffer_size</span><span class="p">):</span>
<span class="bp">self</span><span class="o">.</span><span class="n">_client</span> <span class="o">=</span> <span class="n">client</span>
<span class="bp">self</span><span class="o">.</span><span class="n">_path</span> <span class="o">=</span> <span class="n">path</span>
<span class="bp">self</span><span class="o">.</span><span class="n">_container</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_blob</span> <span class="o">=</span> <span class="n">parse_azfs_path</span><span class="p">(</span><span class="n">path</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">_buffer_size</span> <span class="o">=</span> <span class="n">buffer_size</span>
<span class="bp">self</span><span class="o">.</span><span class="n">_blob_to_download</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_client</span><span class="o">.</span><span class="n">get_blob_client</span><span class="p">(</span>
<span class="bp">self</span><span class="o">.</span><span class="n">_container</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_blob</span><span class="p">)</span>
<span class="k">try</span><span class="p">:</span>
<span class="n">properties</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_get_object_properties</span><span class="p">()</span>
<span class="k">except</span> <span class="n">ResourceNotFoundError</span> <span class="k">as</span> <span class="n">http_error</span><span class="p">:</span>
<span class="k">if</span> <span class="n">http_error</span><span class="o">.</span><span class="n">status_code</span> <span class="o">==</span> <span class="mi">404</span><span class="p">:</span>
<span class="k">raise</span> <span class="ne">IOError</span><span class="p">(</span><span class="n">errno</span><span class="o">.</span><span class="n">ENOENT</span><span class="p">,</span> <span class="s1">&#39;Not found: </span><span class="si">%s</span><span class="s1">&#39;</span> <span class="o">%</span> <span class="bp">self</span><span class="o">.</span><span class="n">_path</span><span class="p">)</span>
<span class="k">else</span><span class="p">:</span>
<span class="n">_LOGGER</span><span class="o">.</span><span class="n">error</span><span class="p">(</span>
<span class="s1">&#39;HTTP error while requesting file </span><span class="si">%s</span><span class="s1">: </span><span class="si">%s</span><span class="s1">&#39;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_path</span><span class="p">,</span> <span class="n">http_error</span><span class="p">)</span>
<span class="k">raise</span>
<span class="bp">self</span><span class="o">.</span><span class="n">_size</span> <span class="o">=</span> <span class="n">properties</span><span class="o">.</span><span class="n">size</span>
<span class="nd">@retry</span><span class="o">.</span><span class="n">with_exponential_backoff</span><span class="p">(</span>
<span class="n">retry_filter</span><span class="o">=</span><span class="n">retry</span><span class="o">.</span><span class="n">retry_on_beam_io_error_filter</span><span class="p">)</span>
<span class="k">def</span> <span class="nf">_get_object_properties</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_blob_to_download</span><span class="o">.</span><span class="n">get_blob_properties</span><span class="p">()</span>
<span class="nd">@property</span>
<span class="k">def</span> <span class="nf">size</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_size</span>
<div class="viewcode-block" id="BlobStorageDownloader.get_range"><a class="viewcode-back" href="../../../../apache_beam.io.azure.blobstorageio.html#apache_beam.io.azure.blobstorageio.BlobStorageDownloader.get_range">[docs]</a> <span class="k">def</span> <span class="nf">get_range</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">start</span><span class="p">,</span> <span class="n">end</span><span class="p">):</span>
<span class="c1"># Download_blob first parameter is offset and second is length (exclusive).</span>
<span class="n">blob_data</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_blob_to_download</span><span class="o">.</span><span class="n">download_blob</span><span class="p">(</span><span class="n">start</span><span class="p">,</span> <span class="n">end</span> <span class="o">-</span> <span class="n">start</span><span class="p">)</span>
<span class="c1"># Returns the content as bytes.</span>
<span class="k">return</span> <span class="n">blob_data</span><span class="o">.</span><span class="n">readall</span><span class="p">()</span></div></div>
<div class="viewcode-block" id="BlobStorageUploader"><a class="viewcode-back" href="../../../../apache_beam.io.azure.blobstorageio.html#apache_beam.io.azure.blobstorageio.BlobStorageUploader">[docs]</a><span class="k">class</span> <span class="nc">BlobStorageUploader</span><span class="p">(</span><span class="n">Uploader</span><span class="p">):</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">client</span><span class="p">,</span> <span class="n">path</span><span class="p">,</span> <span class="n">mime_type</span><span class="o">=</span><span class="s1">&#39;application/octet-stream&#39;</span><span class="p">):</span>
<span class="bp">self</span><span class="o">.</span><span class="n">_client</span> <span class="o">=</span> <span class="n">client</span>
<span class="bp">self</span><span class="o">.</span><span class="n">_path</span> <span class="o">=</span> <span class="n">path</span>
<span class="bp">self</span><span class="o">.</span><span class="n">_container</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_blob</span> <span class="o">=</span> <span class="n">parse_azfs_path</span><span class="p">(</span><span class="n">path</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">_content_settings</span> <span class="o">=</span> <span class="n">ContentSettings</span><span class="p">(</span><span class="n">mime_type</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">_blob_to_upload</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_client</span><span class="o">.</span><span class="n">get_blob_client</span><span class="p">(</span>
<span class="bp">self</span><span class="o">.</span><span class="n">_container</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_blob</span><span class="p">)</span>
<span class="c1"># Temporary file.</span>
<span class="bp">self</span><span class="o">.</span><span class="n">_temporary_file</span> <span class="o">=</span> <span class="n">tempfile</span><span class="o">.</span><span class="n">NamedTemporaryFile</span><span class="p">()</span>
<div class="viewcode-block" id="BlobStorageUploader.put"><a class="viewcode-back" href="../../../../apache_beam.io.azure.blobstorageio.html#apache_beam.io.azure.blobstorageio.BlobStorageUploader.put">[docs]</a> <span class="k">def</span> <span class="nf">put</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">data</span><span class="p">):</span>
<span class="bp">self</span><span class="o">.</span><span class="n">_temporary_file</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">tobytes</span><span class="p">())</span></div>
<div class="viewcode-block" id="BlobStorageUploader.finish"><a class="viewcode-back" href="../../../../apache_beam.io.azure.blobstorageio.html#apache_beam.io.azure.blobstorageio.BlobStorageUploader.finish">[docs]</a> <span class="k">def</span> <span class="nf">finish</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
<span class="bp">self</span><span class="o">.</span><span class="n">_temporary_file</span><span class="o">.</span><span class="n">seek</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
<span class="c1"># The temporary file is deleted immediately after the operation.</span>
<span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_temporary_file</span><span class="o">.</span><span class="n">name</span><span class="p">,</span> <span class="s2">&quot;rb&quot;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
<span class="bp">self</span><span class="o">.</span><span class="n">_blob_to_upload</span><span class="o">.</span><span class="n">upload_blob</span><span class="p">(</span>
<span class="n">f</span><span class="o">.</span><span class="n">read</span><span class="p">(),</span> <span class="n">overwrite</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">content_settings</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">_content_settings</span><span class="p">)</span></div></div>
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