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- <h1>Source code for super_gradients.common.environment.env_helpers</h1><div class="highlight"><pre>
- <span></span><span class="kn">import</span> <span class="nn">argparse</span>
- <span class="kn">import</span> <span class="nn">os</span>
- <span class="kn">import</span> <span class="nn">sys</span>
- <span class="kn">from</span> <span class="nn">functools</span> <span class="kn">import</span> <span class="n">wraps</span>
- <span class="kn">from</span> <span class="nn">super_gradients.common.environment</span> <span class="kn">import</span> <span class="n">environment_config</span>
- <div class="viewcode-block" id="TerminalColours"><a class="viewcode-back" href="../../../../super_gradients.common.environment.html#super_gradients.TerminalColours">[docs]</a><span class="k">class</span> <span class="nc">TerminalColours</span><span class="p">:</span>
- <span class="sd">"""</span>
- <span class="sd"> Usage: https://stackoverflow.com/questions/287871/how-to-print-colored-text-in-python?page=1&tab=votes#tab-top</span>
- <span class="sd"> """</span>
- <span class="n">HEADER</span> <span class="o">=</span> <span class="s1">'</span><span class="se">\033</span><span class="s1">[95m'</span>
- <span class="n">OKBLUE</span> <span class="o">=</span> <span class="s1">'</span><span class="se">\033</span><span class="s1">[94m'</span>
- <span class="n">OKCYAN</span> <span class="o">=</span> <span class="s1">'</span><span class="se">\033</span><span class="s1">[96m'</span>
- <span class="n">OKGREEN</span> <span class="o">=</span> <span class="s1">'</span><span class="se">\033</span><span class="s1">[92m'</span>
- <span class="n">WARNING</span> <span class="o">=</span> <span class="s1">'</span><span class="se">\033</span><span class="s1">[93m'</span>
- <span class="n">FAIL</span> <span class="o">=</span> <span class="s1">'</span><span class="se">\033</span><span class="s1">[91m'</span>
- <span class="n">ENDC</span> <span class="o">=</span> <span class="s1">'</span><span class="se">\033</span><span class="s1">[0m'</span>
- <span class="n">BOLD</span> <span class="o">=</span> <span class="s1">'</span><span class="se">\033</span><span class="s1">[1m'</span>
- <span class="n">UNDERLINE</span> <span class="o">=</span> <span class="s1">'</span><span class="se">\033</span><span class="s1">[4m'</span></div>
- <div class="viewcode-block" id="ColouredTextFormatter"><a class="viewcode-back" href="../../../../super_gradients.common.environment.html#super_gradients.ColouredTextFormatter">[docs]</a><span class="k">class</span> <span class="nc">ColouredTextFormatter</span><span class="p">:</span>
- <div class="viewcode-block" id="ColouredTextFormatter.print_coloured_text"><a class="viewcode-back" href="../../../../super_gradients.common.environment.html#super_gradients.ColouredTextFormatter.print_coloured_text">[docs]</a> <span class="nd">@staticmethod</span>
- <span class="k">def</span> <span class="nf">print_coloured_text</span><span class="p">(</span><span class="n">text</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">colour</span><span class="p">:</span> <span class="nb">str</span><span class="p">):</span>
- <span class="sd">"""</span>
- <span class="sd"> Prints a text with colour ascii characters.</span>
- <span class="sd"> """</span>
- <span class="k">return</span> <span class="nb">print</span><span class="p">(</span><span class="s1">''</span><span class="o">.</span><span class="n">join</span><span class="p">([</span><span class="n">colour</span><span class="p">,</span> <span class="n">text</span><span class="p">,</span> <span class="n">TerminalColours</span><span class="o">.</span><span class="n">ENDC</span><span class="p">]))</span></div></div>
- <div class="viewcode-block" id="get_environ_as_type"><a class="viewcode-back" href="../../../../super_gradients.common.environment.html#super_gradients.get_environ_as_type">[docs]</a><span class="k">def</span> <span class="nf">get_environ_as_type</span><span class="p">(</span><span class="n">environment_variable_name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">default</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">cast_to_type</span><span class="p">:</span> <span class="nb">type</span> <span class="o">=</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-></span> <span class="nb">object</span><span class="p">:</span>
- <span class="sd">"""</span>
- <span class="sd"> Tries to get an environment variable and cast it into a requested type.</span>
- <span class="sd"> :return: cast_to_type object, or None if failed.</span>
- <span class="sd"> :raises ValueError: If the value could not be casted into type 'cast_to_type'</span>
- <span class="sd"> """</span>
- <span class="n">value</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">environ</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">environment_variable_name</span><span class="p">,</span> <span class="n">default</span><span class="p">)</span>
- <span class="k">if</span> <span class="n">value</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
- <span class="k">try</span><span class="p">:</span>
- <span class="k">return</span> <span class="n">cast_to_type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
- <span class="k">except</span> <span class="ne">Exception</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span>
- <span class="nb">print</span><span class="p">(</span><span class="n">e</span><span class="p">)</span>
- <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
- <span class="sa">f</span><span class="s1">'Failed to cast environment variable </span><span class="si">{</span><span class="n">environment_variable_name</span><span class="si">}</span><span class="s1"> to type </span><span class="si">{</span><span class="n">cast_to_type</span><span class="si">}</span><span class="s1">: the value </span><span class="si">{</span><span class="n">value</span><span class="si">}</span><span class="s1"> is not a valid </span><span class="si">{</span><span class="n">cast_to_type</span><span class="si">}</span><span class="s1">'</span><span class="p">)</span>
- <span class="k">return</span></div>
- <div class="viewcode-block" id="init_trainer"><a class="viewcode-back" href="../../../../super_gradients.common.environment.html#super_gradients.init_trainer">[docs]</a><span class="k">def</span> <span class="nf">init_trainer</span><span class="p">():</span>
- <span class="sd">"""</span>
- <span class="sd"> a function to initialize the super_gradients environment. This function should be the first thing to be called</span>
- <span class="sd"> by any code running super_gradients. It resolves conflicts between the different tools, packages and environments used</span>
- <span class="sd"> and prepares the super_gradients environment.</span>
- <span class="sd"> """</span>
- <span class="n">parser</span> <span class="o">=</span> <span class="n">argparse</span><span class="o">.</span><span class="n">ArgumentParser</span><span class="p">()</span>
- <span class="n">parser</span><span class="o">.</span><span class="n">add_argument</span><span class="p">(</span><span class="s2">"--local_rank"</span><span class="p">,</span> <span class="nb">type</span><span class="o">=</span><span class="nb">int</span><span class="p">,</span> <span class="n">default</span><span class="o">=-</span><span class="mi">1</span><span class="p">)</span> <span class="c1"># used by DDP</span>
- <span class="n">args</span><span class="p">,</span> <span class="n">_</span> <span class="o">=</span> <span class="n">parser</span><span class="o">.</span><span class="n">parse_known_args</span><span class="p">()</span>
- <span class="c1"># remove any flags starting with --local_rank from the argv list</span>
- <span class="n">to_remove</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">filter</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="o">.</span><span class="n">startswith</span><span class="p">(</span><span class="s1">'--local_rank'</span><span class="p">),</span> <span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">))</span>
- <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">to_remove</span><span class="p">)</span> <span class="o">></span> <span class="mi">0</span><span class="p">:</span>
- <span class="k">for</span> <span class="n">val</span> <span class="ow">in</span> <span class="n">to_remove</span><span class="p">:</span>
- <span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="o">.</span><span class="n">remove</span><span class="p">(</span><span class="n">val</span><span class="p">)</span>
- <span class="n">environment_config</span><span class="o">.</span><span class="n">DDP_LOCAL_RANK</span> <span class="o">=</span> <span class="n">args</span><span class="o">.</span><span class="n">local_rank</span></div>
- <div class="viewcode-block" id="is_distributed"><a class="viewcode-back" href="../../../../super_gradients.common.environment.html#super_gradients.is_distributed">[docs]</a><span class="k">def</span> <span class="nf">is_distributed</span><span class="p">()</span> <span class="o">-></span> <span class="nb">bool</span><span class="p">:</span>
- <span class="k">return</span> <span class="n">environment_config</span><span class="o">.</span><span class="n">DDP_LOCAL_RANK</span> <span class="o">>=</span> <span class="mi">0</span></div>
- <div class="viewcode-block" id="multi_process_safe"><a class="viewcode-back" href="../../../../super_gradients.common.environment.html#super_gradients.multi_process_safe">[docs]</a><span class="k">def</span> <span class="nf">multi_process_safe</span><span class="p">(</span><span class="n">func</span><span class="p">):</span>
- <span class="sd">"""</span>
- <span class="sd"> A decorator for making sure a function runs only in main process.</span>
- <span class="sd"> If not in DDP mode (local_rank = -1), the function will run.</span>
- <span class="sd"> If in DDP mode, the function will run only in the main process (local_rank = 0)</span>
- <span class="sd"> This works only for functions with no return value</span>
- <span class="sd"> """</span>
- <span class="k">def</span> <span class="nf">do_nothing</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
- <span class="k">pass</span>
- <span class="nd">@wraps</span><span class="p">(</span><span class="n">func</span><span class="p">)</span>
- <span class="k">def</span> <span class="nf">wrapper</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
- <span class="k">if</span> <span class="n">environment_config</span><span class="o">.</span><span class="n">DDP_LOCAL_RANK</span> <span class="o"><=</span> <span class="mi">0</span><span class="p">:</span>
- <span class="k">return</span> <span class="n">func</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
- <span class="k">else</span><span class="p">:</span>
- <span class="k">return</span> <span class="n">do_nothing</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
- <span class="k">return</span> <span class="n">wrapper</span></div>
- </pre></div>
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