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|
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<li class="toctree-l2"><a class="reference internal" href="smallpond.logical.node.EvenlyDistributedPartitionNode.html">smallpond.logical.node.EvenlyDistributedPartitionNode</a></li>
|
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|
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<li class="toctree-l2"><a class="reference internal" href="smallpond.logical.node.PartitionNode.html">smallpond.logical.node.PartitionNode</a></li>
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<section id="smallpond-logical-node-node">
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<h1>smallpond.logical.node.Node<a class="headerlink" href="#smallpond-logical-node-node" title="Permalink to this heading">#</a></h1>
|
||
<dl class="py class">
|
||
<dt class="sig sig-object py" id="smallpond.logical.node.Node">
|
||
<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">smallpond.logical.node.</span></span><span class="sig-name descname"><span class="pre">Node</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">ctx</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="smallpond.logical.node.Context.html#smallpond.logical.node.Context" title="smallpond.logical.node.Context"><span class="pre">Context</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">input_deps</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#smallpond.logical.node.Node" title="smallpond.logical.node.Node"><span class="pre">Node</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="p"><span class="pre">...</span></span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cpu_limit</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">gpu_limit</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">memory_limit</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#smallpond.logical.node.Node" title="Permalink to this definition">#</a></dt>
|
||
<dd><p>The base class for all nodes.</p>
|
||
<dl class="py method">
|
||
<dt class="sig sig-object py" id="smallpond.logical.node.Node.__init__">
|
||
<span class="sig-name descname"><span class="pre">__init__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">ctx</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="smallpond.logical.node.Context.html#smallpond.logical.node.Context" title="smallpond.logical.node.Context"><span class="pre">Context</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">input_deps</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#smallpond.logical.node.Node" title="smallpond.logical.node.Node"><span class="pre">Node</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="p"><span class="pre">...</span></span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cpu_limit</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">gpu_limit</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">memory_limit</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">→</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="headerlink" href="#smallpond.logical.node.Node.__init__" title="Permalink to this definition">#</a></dt>
|
||
<dd><p>The base class for all nodes in logical plan.</p>
|
||
<section id="parameters">
|
||
<h2>Parameters<a class="headerlink" href="#parameters" title="Permalink to this heading">#</a></h2>
|
||
<dl>
|
||
<dt>ctx</dt><dd><p>The context of logical plan.</p>
|
||
</dd>
|
||
<dt>input_deps</dt><dd><p>Define the inputs of this node.</p>
|
||
</dd>
|
||
<dt>output_name, optional</dt><dd><p>The prefix of output directories and filenames for tasks generated from this node.
|
||
The default <cite>output_name</cite> is the class name of the task created for this node, e.g.
|
||
<cite>HashPartitionTask, SqlEngineTask, PythonScriptTask</cite>, etc.</p>
|
||
<p>The <cite>output_name</cite> string should only include alphanumeric characters and underscore.
|
||
In other words, it matches regular expression <cite>[a-zA-Z0-9_]+</cite>.</p>
|
||
<p>If <cite>output_name</cite> is set and <cite>output_path</cite> is None, the path format of output files is:
|
||
<cite>{job_root_path}/output/{output_name}/{task_runtime_id}/{output_name}-{task_runtime_id}-{seqnum}.parquet</cite>
|
||
where <cite>{task_runtime_id}</cite> is defined as <cite>{job_id}.{task_id}.{sched_epoch}.{task_retry_count}</cite>.</p>
|
||
</dd>
|
||
<dt>output_path, optional</dt><dd><p>The absolute path of a customized output folder for tasks generated from this node.
|
||
Any shared folder that can be accessed by executor and scheduler is allowed
|
||
although IO performance varies across filesystems.</p>
|
||
<p>If both <cite>output_name</cite> and <cite>output_path</cite> are specified, the path format of output files is:
|
||
<cite>{output_path}/{output_name}/{task_runtime_id}/{output_name}-{task_runtime_id}-{seqnum}.parquet</cite>
|
||
where <cite>{task_runtime_id}</cite> is defined as <cite>{job_id}.{task_id}.{sched_epoch}.{task_retry_count}</cite>.</p>
|
||
</dd>
|
||
<dt>cpu_limit, optional</dt><dd><p>The max number of CPUs would be used by tasks generated from this node.
|
||
This is a resource requirement specified by the user and used to guide
|
||
task scheduling. smallpond does NOT enforce this limit.</p>
|
||
</dd>
|
||
<dt>gpu_limit, optional</dt><dd><p>The max number of GPUs would be used by tasks generated from this node.
|
||
This is a resource requirement specified by the user and used to guide
|
||
task scheduling. smallpond does NOT enforce this limit.</p>
|
||
</dd>
|
||
<dt>memory_limit, optional</dt><dd><p>The max memory would be used by tasks generated from this node.
|
||
The memory limit is automatically calculated based memory-to-cpu ratio of executor machine if not specified.
|
||
This is a resource requirement specified by the user and used to guide
|
||
task scheduling. smallpond does NOT enforce this limit.</p>
|
||
</dd>
|
||
</dl>
|
||
</section>
|
||
</dd></dl>
|
||
|
||
<p class="rubric">Methods</p>
|
||
<table class="autosummary longtable table autosummary">
|
||
<tbody>
|
||
<tr class="row-odd"><td><p><a class="reference internal" href="#smallpond.logical.node.Node.__init__" title="smallpond.logical.node.Node.__init__"><code class="xref py py-obj docutils literal notranslate"><span class="pre">__init__</span></code></a>(ctx, input_deps[, output_name, ...])</p></td>
|
||
<td><p>The base class for all nodes in logical plan.</p></td>
|
||
</tr>
|
||
<tr class="row-even"><td><p><code class="xref py py-obj docutils literal notranslate"><span class="pre">add_perf_metrics</span></code>(name, value)</p></td>
|
||
<td><p></p></td>
|
||
</tr>
|
||
<tr class="row-odd"><td><p><code class="xref py py-obj docutils literal notranslate"><span class="pre">create_task</span></code>(runtime_ctx, input_deps, ...)</p></td>
|
||
<td><p></p></td>
|
||
</tr>
|
||
<tr class="row-even"><td><p><code class="xref py py-obj docutils literal notranslate"><span class="pre">get_perf_stats</span></code>(name)</p></td>
|
||
<td><p></p></td>
|
||
</tr>
|
||
<tr class="row-odd"><td><p><code class="xref py py-obj docutils literal notranslate"><span class="pre">slim_copy</span></code>()</p></td>
|
||
<td><p></p></td>
|
||
</tr>
|
||
<tr class="row-even"><td><p><code class="xref py py-obj docutils literal notranslate"><span class="pre">task_factory</span></code>(task_builder)</p></td>
|
||
<td><p></p></td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
<p class="rubric">Attributes</p>
|
||
<table class="autosummary longtable table autosummary">
|
||
<tbody>
|
||
<tr class="row-odd"><td><p><code class="xref py py-obj docutils literal notranslate"><span class="pre">enable_resource_boost</span></code></p></td>
|
||
<td><p></p></td>
|
||
</tr>
|
||
<tr class="row-even"><td><p><code class="xref py py-obj docutils literal notranslate"><span class="pre">num_partitions</span></code></p></td>
|
||
<td><p></p></td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
</dd></dl>
|
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|
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