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| <h1>Source code for apache_beam.utils.profiler</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 "License"); 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 "AS IS" 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">"""A profiler context manager based on cProfile.Profile objects.</span> |
| |
| <span class="sd">For internal use only; no backwards-compatibility guarantees.</span> |
| <span class="sd">"""</span> |
| |
| <span class="kn">from</span> <span class="nn">__future__</span> <span class="k">import</span> <span class="n">absolute_import</span> |
| |
| <span class="kn">import</span> <span class="nn">cProfile</span> <span class="c1"># pylint: disable=bad-python3-import</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">pstats</span> |
| <span class="kn">import</span> <span class="nn">tempfile</span> |
| <span class="kn">import</span> <span class="nn">time</span> |
| <span class="kn">import</span> <span class="nn">warnings</span> |
| <span class="kn">from</span> <span class="nn">builtins</span> <span class="k">import</span> <span class="nb">object</span> |
| <span class="kn">from</span> <span class="nn">threading</span> <span class="k">import</span> <span class="n">Timer</span> |
| |
| |
| <div class="viewcode-block" id="Profile"><a class="viewcode-back" href="../../../apache_beam.utils.profiler.html#apache_beam.utils.profiler.Profile">[docs]</a><span class="k">class</span> <span class="nc">Profile</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span> |
| <span class="sd">"""cProfile wrapper context for saving and logging profiler results."""</span> |
| |
| <span class="n">SORTBY</span> <span class="o">=</span> <span class="s1">'cumulative'</span> |
| |
| <span class="k">def</span> <span class="nf">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">profile_id</span><span class="p">,</span> <span class="n">profile_location</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">log_results</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> |
| <span class="n">file_copy_fn</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">stats</span> <span class="o">=</span> <span class="kc">None</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">profile_id</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="n">profile_id</span><span class="p">)</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">profile_location</span> <span class="o">=</span> <span class="n">profile_location</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">log_results</span> <span class="o">=</span> <span class="n">log_results</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">file_copy_fn</span> <span class="o">=</span> <span class="n">file_copy_fn</span> |
| |
| <span class="k">def</span> <span class="nf">__enter__</span><span class="p">(</span><span class="bp">self</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="s1">'Start profiling: </span><span class="si">%s</span><span class="s1">'</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">profile_id</span><span class="p">)</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">profile</span> <span class="o">=</span> <span class="n">cProfile</span><span class="o">.</span><span class="n">Profile</span><span class="p">()</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">profile</span><span class="o">.</span><span class="n">enable</span><span class="p">()</span> |
| <span class="k">return</span> <span class="bp">self</span> |
| |
| <span class="k">def</span> <span class="nf">__exit__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">):</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">profile</span><span class="o">.</span><span class="n">disable</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="s1">'Stop profiling: </span><span class="si">%s</span><span class="s1">'</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">profile_id</span><span class="p">)</span> |
| |
| <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">profile_location</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">file_copy_fn</span><span class="p">:</span> |
| <span class="n">dump_location</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">profile_location</span><span class="p">,</span> <span class="s1">'profile'</span><span class="p">,</span> |
| <span class="p">(</span><span class="s1">'</span><span class="si">%s</span><span class="s1">-</span><span class="si">%s</span><span class="s1">'</span> <span class="o">%</span> <span class="p">(</span><span class="n">time</span><span class="o">.</span><span class="n">strftime</span><span class="p">(</span><span class="s1">'%Y-%m-</span><span class="si">%d</span><span class="s1">_%H_%M_%S'</span><span class="p">),</span> <span class="bp">self</span><span class="o">.</span><span class="n">profile_id</span><span class="p">)))</span> |
| <span class="n">fd</span><span class="p">,</span> <span class="n">filename</span> <span class="o">=</span> <span class="n">tempfile</span><span class="o">.</span><span class="n">mkstemp</span><span class="p">()</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">profile</span><span class="o">.</span><span class="n">dump_stats</span><span class="p">(</span><span class="n">filename</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="s1">'Copying profiler data to: [</span><span class="si">%s</span><span class="s1">]'</span><span class="p">,</span> <span class="n">dump_location</span><span class="p">)</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">file_copy_fn</span><span class="p">(</span><span class="n">filename</span><span class="p">,</span> <span class="n">dump_location</span><span class="p">)</span> <span class="c1"># pylint: disable=protected-access</span> |
| <span class="n">os</span><span class="o">.</span><span class="n">close</span><span class="p">(</span><span class="n">fd</span><span class="p">)</span> |
| <span class="n">os</span><span class="o">.</span><span class="n">remove</span><span class="p">(</span><span class="n">filename</span><span class="p">)</span> |
| |
| <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">log_results</span><span class="p">:</span> |
| <span class="n">s</span> <span class="o">=</span> <span class="n">io</span><span class="o">.</span><span class="n">StringIO</span><span class="p">()</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">stats</span> <span class="o">=</span> <span class="n">pstats</span><span class="o">.</span><span class="n">Stats</span><span class="p">(</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">profile</span><span class="p">,</span> <span class="n">stream</span><span class="o">=</span><span class="n">s</span><span class="p">)</span><span class="o">.</span><span class="n">sort_stats</span><span class="p">(</span><span class="n">Profile</span><span class="o">.</span><span class="n">SORTBY</span><span class="p">)</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">stats</span><span class="o">.</span><span class="n">print_stats</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="s1">'Profiler data: [</span><span class="si">%s</span><span class="s1">]'</span><span class="p">,</span> <span class="n">s</span><span class="o">.</span><span class="n">getvalue</span><span class="p">())</span></div> |
| |
| |
| <div class="viewcode-block" id="MemoryReporter"><a class="viewcode-back" href="../../../apache_beam.utils.profiler.html#apache_beam.utils.profiler.MemoryReporter">[docs]</a><span class="k">class</span> <span class="nc">MemoryReporter</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span> |
| <span class="sd">"""A memory reporter that reports the memory usage and heap profile.</span> |
| <span class="sd"> Usage:::</span> |
| |
| <span class="sd"> mr = MemoryReporter(interval_second=30.0)</span> |
| <span class="sd"> mr.start()</span> |
| <span class="sd"> while ...</span> |
| <span class="sd"> <do something></span> |
| <span class="sd"> # this will report continuously with 30 seconds between reports.</span> |
| <span class="sd"> mr.stop()</span> |
| |
| <span class="sd"> NOTE: A reporter with start() should always stop(), or the parent process can</span> |
| <span class="sd"> never finish.</span> |
| |
| <span class="sd"> Or simply the following which does star() and stop():</span> |
| <span class="sd"> with MemoryReporter(interval_second=100):</span> |
| <span class="sd"> while ...</span> |
| <span class="sd"> <do some thing></span> |
| |
| <span class="sd"> Also it could report on demand without continuous reporting.::</span> |
| |
| <span class="sd"> mr = MemoryReporter() # default interval 60s but not started.</span> |
| <span class="sd"> <do something></span> |
| <span class="sd"> mr.report_once()</span> |
| <span class="sd"> """</span> |
| |
| <span class="k">def</span> <span class="nf">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">interval_second</span><span class="o">=</span><span class="mf">60.0</span><span class="p">):</span> |
| <span class="c1"># guppy might not have installed. http://pypi.python.org/pypi/guppy/0.1.10</span> |
| <span class="c1"># The reporter can be set up only when guppy is installed (and guppy cannot</span> |
| <span class="c1"># be added to the required packages in setup.py, since it's not available</span> |
| <span class="c1"># in all platforms).</span> |
| <span class="k">try</span><span class="p">:</span> |
| <span class="kn">from</span> <span class="nn">guppy</span> <span class="k">import</span> <span class="n">hpy</span> <span class="c1"># pylint: disable=import-error</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_hpy</span> <span class="o">=</span> <span class="n">hpy</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_interval_second</span> <span class="o">=</span> <span class="n">interval_second</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_timer</span> <span class="o">=</span> <span class="kc">None</span> |
| <span class="k">except</span> <span class="ne">ImportError</span><span class="p">:</span> |
| <span class="n">warnings</span><span class="o">.</span><span class="n">warn</span><span class="p">(</span><span class="s1">'guppy is not installed; MemoryReporter not available.'</span><span class="p">)</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_hpy</span> <span class="o">=</span> <span class="kc">None</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_enabled</span> <span class="o">=</span> <span class="kc">False</span> |
| |
| <span class="k">def</span> <span class="nf">__enter__</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">start</span><span class="p">()</span> |
| <span class="k">return</span> <span class="bp">self</span> |
| |
| <span class="k">def</span> <span class="nf">__exit__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">):</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">stop</span><span class="p">()</span> |
| |
| <div class="viewcode-block" id="MemoryReporter.start"><a class="viewcode-back" href="../../../apache_beam.utils.profiler.html#apache_beam.utils.profiler.MemoryReporter.start">[docs]</a> <span class="k">def</span> <span class="nf">start</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> |
| <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_enabled</span> <span class="ow">or</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">_hpy</span><span class="p">:</span> |
| <span class="k">return</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_enabled</span> <span class="o">=</span> <span class="kc">True</span> |
| |
| <span class="k">def</span> <span class="nf">report_with_interval</span><span class="p">():</span> |
| <span class="k">if</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">_enabled</span><span class="p">:</span> |
| <span class="k">return</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">report_once</span><span class="p">()</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_timer</span> <span class="o">=</span> <span class="n">Timer</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_interval_second</span><span class="p">,</span> <span class="n">report_with_interval</span><span class="p">)</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_timer</span><span class="o">.</span><span class="n">start</span><span class="p">()</span> |
| |
| <span class="bp">self</span><span class="o">.</span><span class="n">_timer</span> <span class="o">=</span> <span class="n">Timer</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_interval_second</span><span class="p">,</span> <span class="n">report_with_interval</span><span class="p">)</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_timer</span><span class="o">.</span><span class="n">start</span><span class="p">()</span></div> |
| |
| <div class="viewcode-block" id="MemoryReporter.stop"><a class="viewcode-back" href="../../../apache_beam.utils.profiler.html#apache_beam.utils.profiler.MemoryReporter.stop">[docs]</a> <span class="k">def</span> <span class="nf">stop</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> |
| <span class="k">if</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">_enabled</span><span class="p">:</span> |
| <span class="k">return</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_timer</span><span class="o">.</span><span class="n">cancel</span><span class="p">()</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_enabled</span> <span class="o">=</span> <span class="kc">False</span></div> |
| |
| <div class="viewcode-block" id="MemoryReporter.report_once"><a class="viewcode-back" href="../../../apache_beam.utils.profiler.html#apache_beam.utils.profiler.MemoryReporter.report_once">[docs]</a> <span class="k">def</span> <span class="nf">report_once</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> |
| <span class="k">if</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">_hpy</span><span class="p">:</span> |
| <span class="k">return</span> |
| <span class="n">report_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="n">heap_profile</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_hpy</span><span class="p">()</span><span class="o">.</span><span class="n">heap</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="s1">'*** MemoryReport Heap:</span><span class="se">\n</span><span class="s1"> </span><span class="si">%s</span><span class="se">\n</span><span class="s1"> MemoryReport took </span><span class="si">%.1f</span><span class="s1"> seconds'</span><span class="p">,</span> |
| <span class="n">heap_profile</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">report_start_time</span><span class="p">)</span></div></div> |
| </pre></div> |
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