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| <h1>Source code for airflow.contrib.hooks.azure_data_lake_hook</h1><div class="highlight"><pre> |
| <span></span><span class="c1"># -*- coding: utf-8 -*-</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"># "License"); 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"># "AS IS" 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="c1">#</span> |
| |
| <span class="kn">from</span> <span class="nn">airflow.hooks.base_hook</span> <span class="kn">import</span> <span class="n">BaseHook</span> |
| <span class="kn">from</span> <span class="nn">azure.datalake.store</span> <span class="kn">import</span> <span class="n">core</span><span class="p">,</span> <span class="n">lib</span><span class="p">,</span> <span class="n">multithread</span> |
| |
| |
| <div class="viewcode-block" id="AzureDataLakeHook"><a class="viewcode-back" href="../../../../_api/airflow/contrib/hooks/azure_data_lake_hook/index.html#airflow.contrib.hooks.azure_data_lake_hook.AzureDataLakeHook">[docs]</a><span class="k">class</span> <span class="nc">AzureDataLakeHook</span><span class="p">(</span><span class="n">BaseHook</span><span class="p">):</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Interacts with Azure Data Lake.</span> |
| |
| <span class="sd"> Client ID and client secret should be in user and password parameters.</span> |
| <span class="sd"> Tenant and account name should be extra field as</span> |
| <span class="sd"> {"tenant": "<TENANT>", "account_name": "ACCOUNT_NAME"}.</span> |
| |
| <span class="sd"> :param azure_data_lake_conn_id: Reference to the Azure Data Lake connection.</span> |
| <span class="sd"> :type azure_data_lake_conn_id: str</span> |
| <span class="sd"> """</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">azure_data_lake_conn_id</span><span class="o">=</span><span class="s1">'azure_data_lake_default'</span><span class="p">):</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">conn_id</span> <span class="o">=</span> <span class="n">azure_data_lake_conn_id</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">connection</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_conn</span><span class="p">()</span> |
| |
| <div class="viewcode-block" id="AzureDataLakeHook.get_conn"><a class="viewcode-back" href="../../../../_api/airflow/contrib/hooks/azure_data_lake_hook/index.html#airflow.contrib.hooks.azure_data_lake_hook.AzureDataLakeHook.get_conn">[docs]</a> <span class="k">def</span> <span class="nf">get_conn</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> |
| <span class="sd">"""Return a AzureDLFileSystem object."""</span> |
| <span class="n">conn</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_connection</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">conn_id</span><span class="p">)</span> |
| <span class="n">service_options</span> <span class="o">=</span> <span class="n">conn</span><span class="o">.</span><span class="n">extra_dejson</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">account_name</span> <span class="o">=</span> <span class="n">service_options</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">'account_name'</span><span class="p">)</span> |
| |
| <span class="n">adlCreds</span> <span class="o">=</span> <span class="n">lib</span><span class="o">.</span><span class="n">auth</span><span class="p">(</span><span class="n">tenant_id</span><span class="o">=</span><span class="n">service_options</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">'tenant'</span><span class="p">),</span> |
| <span class="n">client_secret</span><span class="o">=</span><span class="n">conn</span><span class="o">.</span><span class="n">password</span><span class="p">,</span> |
| <span class="n">client_id</span><span class="o">=</span><span class="n">conn</span><span class="o">.</span><span class="n">login</span><span class="p">)</span> |
| <span class="n">adlsFileSystemClient</span> <span class="o">=</span> <span class="n">core</span><span class="o">.</span><span class="n">AzureDLFileSystem</span><span class="p">(</span><span class="n">adlCreds</span><span class="p">,</span> |
| <span class="n">store_name</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">account_name</span><span class="p">)</span> |
| <span class="n">adlsFileSystemClient</span><span class="o">.</span><span class="n">connect</span><span class="p">()</span> |
| <span class="k">return</span> <span class="n">adlsFileSystemClient</span></div> |
| |
| <div class="viewcode-block" id="AzureDataLakeHook.check_for_file"><a class="viewcode-back" href="../../../../_api/airflow/contrib/hooks/azure_data_lake_hook/index.html#airflow.contrib.hooks.azure_data_lake_hook.AzureDataLakeHook.check_for_file">[docs]</a> <span class="k">def</span> <span class="nf">check_for_file</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">file_path</span><span class="p">):</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Check if a file exists on Azure Data Lake.</span> |
| |
| <span class="sd"> :param file_path: Path and name of the file.</span> |
| <span class="sd"> :type file_path: str</span> |
| <span class="sd"> :return: True if the file exists, False otherwise.</span> |
| <span class="sd"> :rtype: bool</span> |
| <span class="sd"> """</span> |
| <span class="k">try</span><span class="p">:</span> |
| <span class="n">files</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">connection</span><span class="o">.</span><span class="n">glob</span><span class="p">(</span><span class="n">file_path</span><span class="p">,</span> <span class="n">details</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">invalidate_cache</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span> |
| <span class="k">return</span> <span class="nb">len</span><span class="p">(</span><span class="n">files</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span> |
| <span class="k">except</span> <span class="ne">FileNotFoundError</span><span class="p">:</span> |
| <span class="k">return</span> <span class="kc">False</span></div> |
| |
| <div class="viewcode-block" id="AzureDataLakeHook.upload_file"><a class="viewcode-back" href="../../../../_api/airflow/contrib/hooks/azure_data_lake_hook/index.html#airflow.contrib.hooks.azure_data_lake_hook.AzureDataLakeHook.upload_file">[docs]</a> <span class="k">def</span> <span class="nf">upload_file</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">local_path</span><span class="p">,</span> <span class="n">remote_path</span><span class="p">,</span> <span class="n">nthreads</span><span class="o">=</span><span class="mi">64</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">buffersize</span><span class="o">=</span><span class="mi">4194304</span><span class="p">,</span> <span class="n">blocksize</span><span class="o">=</span><span class="mi">4194304</span><span class="p">):</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Upload a file to Azure Data Lake.</span> |
| |
| <span class="sd"> :param local_path: local path. Can be single file, directory (in which case,</span> |
| <span class="sd"> upload recursively) or glob pattern. Recursive glob patterns using `**`</span> |
| <span class="sd"> are not supported.</span> |
| <span class="sd"> :type local_path: str</span> |
| <span class="sd"> :param remote_path: Remote path to upload to; if multiple files, this is the</span> |
| <span class="sd"> directory root to write within.</span> |
| <span class="sd"> :type remote_path: str</span> |
| <span class="sd"> :param nthreads: Number of threads to use. If None, uses the number of cores.</span> |
| <span class="sd"> :type nthreads: int</span> |
| <span class="sd"> :param overwrite: Whether to forcibly overwrite existing files/directories.</span> |
| <span class="sd"> If False and remote path is a directory, will quit regardless if any files</span> |
| <span class="sd"> would be overwritten or not. If True, only matching filenames are actually</span> |
| <span class="sd"> overwritten.</span> |
| <span class="sd"> :type overwrite: bool</span> |
| <span class="sd"> :param buffersize: int [2**22]</span> |
| <span class="sd"> Number of bytes for internal buffer. This block cannot be bigger than</span> |
| <span class="sd"> a chunk and cannot be smaller than a block.</span> |
| <span class="sd"> :type buffersize: int</span> |
| <span class="sd"> :param blocksize: int [2**22]</span> |
| <span class="sd"> Number of bytes for a block. Within each chunk, we write a smaller</span> |
| <span class="sd"> block for each API call. This block cannot be bigger than a chunk.</span> |
| <span class="sd"> :type blocksize: int</span> |
| <span class="sd"> """</span> |
| <span class="n">multithread</span><span class="o">.</span><span class="n">ADLUploader</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">connection</span><span class="p">,</span> |
| <span class="n">lpath</span><span class="o">=</span><span class="n">local_path</span><span class="p">,</span> |
| <span class="n">rpath</span><span class="o">=</span><span class="n">remote_path</span><span class="p">,</span> |
| <span class="n">nthreads</span><span class="o">=</span><span class="n">nthreads</span><span class="p">,</span> |
| <span class="n">overwrite</span><span class="o">=</span><span class="n">overwrite</span><span class="p">,</span> |
| <span class="n">buffersize</span><span class="o">=</span><span class="n">buffersize</span><span class="p">,</span> |
| <span class="n">blocksize</span><span class="o">=</span><span class="n">blocksize</span><span class="p">)</span></div> |
| |
| <div class="viewcode-block" id="AzureDataLakeHook.download_file"><a class="viewcode-back" href="../../../../_api/airflow/contrib/hooks/azure_data_lake_hook/index.html#airflow.contrib.hooks.azure_data_lake_hook.AzureDataLakeHook.download_file">[docs]</a> <span class="k">def</span> <span class="nf">download_file</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">local_path</span><span class="p">,</span> <span class="n">remote_path</span><span class="p">,</span> <span class="n">nthreads</span><span class="o">=</span><span class="mi">64</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">buffersize</span><span class="o">=</span><span class="mi">4194304</span><span class="p">,</span> <span class="n">blocksize</span><span class="o">=</span><span class="mi">4194304</span><span class="p">):</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Download a file from Azure Blob Storage.</span> |
| |
| <span class="sd"> :param local_path: local path. If downloading a single file, will write to this</span> |
| <span class="sd"> specific file, unless it is an existing directory, in which case a file is</span> |
| <span class="sd"> created within it. If downloading multiple files, this is the root</span> |
| <span class="sd"> directory to write within. Will create directories as required.</span> |
| <span class="sd"> :type local_path: str</span> |
| <span class="sd"> :param remote_path: remote path/globstring to use to find remote files.</span> |
| <span class="sd"> Recursive glob patterns using `**` are not supported.</span> |
| <span class="sd"> :type remote_path: str</span> |
| <span class="sd"> :param nthreads: Number of threads to use. If None, uses the number of cores.</span> |
| <span class="sd"> :type nthreads: int</span> |
| <span class="sd"> :param overwrite: Whether to forcibly overwrite existing files/directories.</span> |
| <span class="sd"> If False and remote path is a directory, will quit regardless if any files</span> |
| <span class="sd"> would be overwritten or not. If True, only matching filenames are actually</span> |
| <span class="sd"> overwritten.</span> |
| <span class="sd"> :type overwrite: bool</span> |
| <span class="sd"> :param buffersize: int [2**22]</span> |
| <span class="sd"> Number of bytes for internal buffer. This block cannot be bigger than</span> |
| <span class="sd"> a chunk and cannot be smaller than a block.</span> |
| <span class="sd"> :type buffersize: int</span> |
| <span class="sd"> :param blocksize: int [2**22]</span> |
| <span class="sd"> Number of bytes for a block. Within each chunk, we write a smaller</span> |
| <span class="sd"> block for each API call. This block cannot be bigger than a chunk.</span> |
| <span class="sd"> :type blocksize: int</span> |
| <span class="sd"> """</span> |
| <span class="n">multithread</span><span class="o">.</span><span class="n">ADLDownloader</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">connection</span><span class="p">,</span> |
| <span class="n">lpath</span><span class="o">=</span><span class="n">local_path</span><span class="p">,</span> |
| <span class="n">rpath</span><span class="o">=</span><span class="n">remote_path</span><span class="p">,</span> |
| <span class="n">nthreads</span><span class="o">=</span><span class="n">nthreads</span><span class="p">,</span> |
| <span class="n">overwrite</span><span class="o">=</span><span class="n">overwrite</span><span class="p">,</span> |
| <span class="n">buffersize</span><span class="o">=</span><span class="n">buffersize</span><span class="p">,</span> |
| <span class="n">blocksize</span><span class="o">=</span><span class="n">blocksize</span><span class="p">)</span></div> |
| |
| <div class="viewcode-block" id="AzureDataLakeHook.list"><a class="viewcode-back" href="../../../../_api/airflow/contrib/hooks/azure_data_lake_hook/index.html#airflow.contrib.hooks.azure_data_lake_hook.AzureDataLakeHook.list">[docs]</a> <span class="k">def</span> <span class="nf">list</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="sd">"""</span> |
| <span class="sd"> List files in Azure Data Lake Storage</span> |
| |
| <span class="sd"> :param path: full path/globstring to use to list files in ADLS</span> |
| <span class="sd"> :type path: str</span> |
| <span class="sd"> """</span> |
| <span class="k">if</span> <span class="s2">"*"</span> <span class="ow">in</span> <span class="n">path</span><span class="p">:</span> |
| <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">connection</span><span class="o">.</span><span class="n">glob</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="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">connection</span><span class="o">.</span><span class="n">walk</span><span class="p">(</span><span class="n">path</span><span class="p">)</span></div></div> |
| </pre></div> |
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