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462 lines
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<section id="tools">
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<h1>Tools<a class="headerlink" href="#tools" title="Permalink to this headline">¶</a></h1>
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<section id="module-deepke.relation_extraction.standard.tools.dataset">
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<span id="deepke-relation-extraction-standard-tools-dataset-module"></span><h2>deepke.relation_extraction.standard.tools.dataset module<a class="headerlink" href="#module-deepke.relation_extraction.standard.tools.dataset" title="Permalink to this headline">¶</a></h2>
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<dl class="py function">
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<dt class="sig sig-object py" id="deepke.relation_extraction.standard.tools.dataset.collate_fn">
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<span class="sig-prename descclassname"><span class="pre">deepke.relation_extraction.standard.tools.dataset.</span></span><span class="sig-name descname"><span class="pre">collate_fn</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">cfg</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/deepke/relation_extraction/standard/tools/dataset.html#collate_fn"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#deepke.relation_extraction.standard.tools.dataset.collate_fn" title="Permalink to this definition">¶</a></dt>
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<dd></dd></dl>
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<dl class="py class">
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<dt class="sig sig-object py" id="deepke.relation_extraction.standard.tools.dataset.CustomDataset">
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<em class="property"><span class="pre">class</span> </em><span class="sig-prename descclassname"><span class="pre">deepke.relation_extraction.standard.tools.dataset.</span></span><span class="sig-name descname"><span class="pre">CustomDataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">fp</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/deepke/relation_extraction/standard/tools/dataset.html#CustomDataset"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#deepke.relation_extraction.standard.tools.dataset.CustomDataset" title="Permalink to this definition">¶</a></dt>
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<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">torch.utils.data.dataset.Dataset</span></code></p>
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<p>Use List to store data by default</p>
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</dd></dl>
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</section>
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<section id="module-deepke.relation_extraction.standard.tools.loss">
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<span id="deepke-relation-extraction-standard-tools-loss-module"></span><h2>deepke.relation_extraction.standard.tools.loss module<a class="headerlink" href="#module-deepke.relation_extraction.standard.tools.loss" title="Permalink to this headline">¶</a></h2>
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<dl class="py class">
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<dt class="sig sig-object py" id="deepke.relation_extraction.standard.tools.loss.FocalLoss">
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<em class="property"><span class="pre">class</span> </em><span class="sig-prename descclassname"><span class="pre">deepke.relation_extraction.standard.tools.loss.</span></span><span class="sig-name descname"><span class="pre">FocalLoss</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">gamma</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">alpha</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">size_average</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/deepke/relation_extraction/standard/tools/loss.html#FocalLoss"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#deepke.relation_extraction.standard.tools.loss.FocalLoss" title="Permalink to this definition">¶</a></dt>
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<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">torch.nn.modules.module.Module</span></code></p>
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<p>Focal Loss : [1] Lin T Y , Goyal P , Girshick R , et al. Focal Loss for Dense Object Detection[J]. IEEE Transactions on Pattern Analysis & Machine Intelligence, 2017, PP(99):2999-3007.
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In this work, authors identify class imbalance as the primary obstacle preventing one-stage object detectors from surpassing top-performing, two-stage methods, such as Faster R-CNN variants. To address this, we propose the focal loss which applies a modulating term to the cross entropy loss in order to focus learning on hard examples and down-weight the numerous easy negatives</p>
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<dl class="py method">
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<dt class="sig sig-object py" id="deepke.relation_extraction.standard.tools.loss.FocalLoss.forward">
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<span class="sig-name descname"><span class="pre">forward</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">target</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/deepke/relation_extraction/standard/tools/loss.html#FocalLoss.forward"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#deepke.relation_extraction.standard.tools.loss.FocalLoss.forward" title="Permalink to this definition">¶</a></dt>
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<dd><p>Defines the computation performed at every call.</p>
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<p>Should be overridden by all subclasses.</p>
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<div class="admonition note">
|
||
<p class="admonition-title">Note</p>
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<p>Although the recipe for forward pass needs to be defined within
|
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this function, one should call the <code class="xref py py-class docutils literal notranslate"><span class="pre">Module</span></code> instance afterwards
|
||
instead of this since the former takes care of running the
|
||
registered hooks while the latter silently ignores them.</p>
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</div>
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</dd></dl>
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</dd></dl>
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<dl class="py class">
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<dt class="sig sig-object py" id="deepke.relation_extraction.standard.tools.loss.LabelSmoothSoftmaxCEV1">
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<em class="property"><span class="pre">class</span> </em><span class="sig-prename descclassname"><span class="pre">deepke.relation_extraction.standard.tools.loss.</span></span><span class="sig-name descname"><span class="pre">LabelSmoothSoftmaxCEV1</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">lb_smooth</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">reduction</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'mean'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ignore_index</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">-</span> <span class="pre">100</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/deepke/relation_extraction/standard/tools/loss.html#LabelSmoothSoftmaxCEV1"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#deepke.relation_extraction.standard.tools.loss.LabelSmoothSoftmaxCEV1" title="Permalink to this definition">¶</a></dt>
|
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<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">torch.nn.modules.module.Module</span></code></p>
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<p>Label Smooth Softmax</p>
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<dl class="py method">
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<dt class="sig sig-object py" id="deepke.relation_extraction.standard.tools.loss.LabelSmoothSoftmaxCEV1.forward">
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<span class="sig-name descname"><span class="pre">forward</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">logits</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">label</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/deepke/relation_extraction/standard/tools/loss.html#LabelSmoothSoftmaxCEV1.forward"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#deepke.relation_extraction.standard.tools.loss.LabelSmoothSoftmaxCEV1.forward" title="Permalink to this definition">¶</a></dt>
|
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<dd><p>Defines the computation performed at every call.</p>
|
||
<p>Should be overridden by all subclasses.</p>
|
||
<div class="admonition note">
|
||
<p class="admonition-title">Note</p>
|
||
<p>Although the recipe for forward pass needs to be defined within
|
||
this function, one should call the <code class="xref py py-class docutils literal notranslate"><span class="pre">Module</span></code> instance afterwards
|
||
instead of this since the former takes care of running the
|
||
registered hooks while the latter silently ignores them.</p>
|
||
</div>
|
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</dd></dl>
|
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|
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</dd></dl>
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|
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<dl class="py function">
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<dt class="sig sig-object py" id="deepke.relation_extraction.standard.tools.loss.taylor_softmax_v1">
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<span class="sig-prename descclassname"><span class="pre">deepke.relation_extraction.standard.tools.loss.</span></span><span class="sig-name descname"><span class="pre">taylor_softmax_v1</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dim</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_log</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/deepke/relation_extraction/standard/tools/loss.html#taylor_softmax_v1"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#deepke.relation_extraction.standard.tools.loss.taylor_softmax_v1" title="Permalink to this definition">¶</a></dt>
|
||
<dd></dd></dl>
|
||
|
||
<dl class="py class">
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<dt class="sig sig-object py" id="deepke.relation_extraction.standard.tools.loss.LogTaylorSoftmaxV1">
|
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<em class="property"><span class="pre">class</span> </em><span class="sig-prename descclassname"><span class="pre">deepke.relation_extraction.standard.tools.loss.</span></span><span class="sig-name descname"><span class="pre">LogTaylorSoftmaxV1</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">dim</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">2</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/deepke/relation_extraction/standard/tools/loss.html#LogTaylorSoftmaxV1"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#deepke.relation_extraction.standard.tools.loss.LogTaylorSoftmaxV1" title="Permalink to this definition">¶</a></dt>
|
||
<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">torch.nn.modules.module.Module</span></code></p>
|
||
<dl class="py method">
|
||
<dt class="sig sig-object py" id="deepke.relation_extraction.standard.tools.loss.LogTaylorSoftmaxV1.forward">
|
||
<span class="sig-name descname"><span class="pre">forward</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/deepke/relation_extraction/standard/tools/loss.html#LogTaylorSoftmaxV1.forward"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#deepke.relation_extraction.standard.tools.loss.LogTaylorSoftmaxV1.forward" title="Permalink to this definition">¶</a></dt>
|
||
<dd><p>Defines the computation performed at every call.</p>
|
||
<p>Should be overridden by all subclasses.</p>
|
||
<div class="admonition note">
|
||
<p class="admonition-title">Note</p>
|
||
<p>Although the recipe for forward pass needs to be defined within
|
||
this function, one should call the <code class="xref py py-class docutils literal notranslate"><span class="pre">Module</span></code> instance afterwards
|
||
instead of this since the former takes care of running the
|
||
registered hooks while the latter silently ignores them.</p>
|
||
</div>
|
||
</dd></dl>
|
||
|
||
</dd></dl>
|
||
|
||
<dl class="py class">
|
||
<dt class="sig sig-object py" id="deepke.relation_extraction.standard.tools.loss.TaylorCrossEntropyLossV1">
|
||
<em class="property"><span class="pre">class</span> </em><span class="sig-prename descclassname"><span class="pre">deepke.relation_extraction.standard.tools.loss.</span></span><span class="sig-name descname"><span class="pre">TaylorCrossEntropyLossV1</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">n</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ignore_index</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">-</span> <span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">reduction</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'mean'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/deepke/relation_extraction/standard/tools/loss.html#TaylorCrossEntropyLossV1"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#deepke.relation_extraction.standard.tools.loss.TaylorCrossEntropyLossV1" title="Permalink to this definition">¶</a></dt>
|
||
<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">torch.nn.modules.module.Module</span></code></p>
|
||
<p>TaylorCrossEntropyLoss : [1] Banerjee K , Vishak P C , RR Gupta, et al. Exploring Alternatives to Softmax Function[J]. 2020.
|
||
In this work, author investigate Taylor softmax, soft-margin softmax and our proposed SM-Taylor softmax as alternatives to softmax function</p>
|
||
<dl class="py method">
|
||
<dt class="sig sig-object py" id="deepke.relation_extraction.standard.tools.loss.TaylorCrossEntropyLossV1.forward">
|
||
<span class="sig-name descname"><span class="pre">forward</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">logits</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">labels</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/deepke/relation_extraction/standard/tools/loss.html#TaylorCrossEntropyLossV1.forward"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#deepke.relation_extraction.standard.tools.loss.TaylorCrossEntropyLossV1.forward" title="Permalink to this definition">¶</a></dt>
|
||
<dd><p>Defines the computation performed at every call.</p>
|
||
<p>Should be overridden by all subclasses.</p>
|
||
<div class="admonition note">
|
||
<p class="admonition-title">Note</p>
|
||
<p>Although the recipe for forward pass needs to be defined within
|
||
this function, one should call the <code class="xref py py-class docutils literal notranslate"><span class="pre">Module</span></code> instance afterwards
|
||
instead of this since the former takes care of running the
|
||
registered hooks while the latter silently ignores them.</p>
|
||
</div>
|
||
</dd></dl>
|
||
|
||
</dd></dl>
|
||
|
||
</section>
|
||
<section id="module-deepke.relation_extraction.standard.tools.metrics">
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<span id="deepke-relation-extraction-standard-tools-metrics-module"></span><h2>deepke.relation_extraction.standard.tools.metrics module<a class="headerlink" href="#module-deepke.relation_extraction.standard.tools.metrics" title="Permalink to this headline">¶</a></h2>
|
||
<dl class="py class">
|
||
<dt class="sig sig-object py" id="deepke.relation_extraction.standard.tools.metrics.Metric">
|
||
<em class="property"><span class="pre">class</span> </em><span class="sig-prename descclassname"><span class="pre">deepke.relation_extraction.standard.tools.metrics.</span></span><span class="sig-name descname"><span class="pre">Metric</span></span><a class="reference internal" href="_modules/deepke/relation_extraction/standard/tools/metrics.html#Metric"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#deepke.relation_extraction.standard.tools.metrics.Metric" title="Permalink to this definition">¶</a></dt>
|
||
<dd><p>Bases: <a class="reference external" href="https://docs.python.org/3/library/functions.html#object" title="(in Python v3.10)"><code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></a></p>
|
||
<dl class="py method">
|
||
<dt class="sig sig-object py" id="deepke.relation_extraction.standard.tools.metrics.Metric.reset">
|
||
<em class="property"><span class="pre">abstract</span> </em><span class="sig-name descname"><span class="pre">reset</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/deepke/relation_extraction/standard/tools/metrics.html#Metric.reset"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#deepke.relation_extraction.standard.tools.metrics.Metric.reset" title="Permalink to this definition">¶</a></dt>
|
||
<dd><p>Resets the metric to to it’s initial state.
|
||
This is called at the start of each epoch.</p>
|
||
</dd></dl>
|
||
|
||
<dl class="py method">
|
||
<dt class="sig sig-object py" id="deepke.relation_extraction.standard.tools.metrics.Metric.update">
|
||
<em class="property"><span class="pre">abstract</span> </em><span class="sig-name descname"><span class="pre">update</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/deepke/relation_extraction/standard/tools/metrics.html#Metric.update"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#deepke.relation_extraction.standard.tools.metrics.Metric.update" title="Permalink to this definition">¶</a></dt>
|
||
<dd><p>Updates the metric’s state using the passed batch output.
|
||
This is called once for each batch.</p>
|
||
</dd></dl>
|
||
|
||
<dl class="py method">
|
||
<dt class="sig sig-object py" id="deepke.relation_extraction.standard.tools.metrics.Metric.compute">
|
||
<em class="property"><span class="pre">abstract</span> </em><span class="sig-name descname"><span class="pre">compute</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/deepke/relation_extraction/standard/tools/metrics.html#Metric.compute"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#deepke.relation_extraction.standard.tools.metrics.Metric.compute" title="Permalink to this definition">¶</a></dt>
|
||
<dd><p>Computes the metric based on it’s accumulated state.
|
||
This is called at the end of each epoch.
|
||
:return: the actual quantity of interest</p>
|
||
</dd></dl>
|
||
|
||
</dd></dl>
|
||
|
||
<dl class="py class">
|
||
<dt class="sig sig-object py" id="deepke.relation_extraction.standard.tools.metrics.PRMetric">
|
||
<em class="property"><span class="pre">class</span> </em><span class="sig-prename descclassname"><span class="pre">deepke.relation_extraction.standard.tools.metrics.</span></span><span class="sig-name descname"><span class="pre">PRMetric</span></span><a class="reference internal" href="_modules/deepke/relation_extraction/standard/tools/metrics.html#PRMetric"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#deepke.relation_extraction.standard.tools.metrics.PRMetric" title="Permalink to this definition">¶</a></dt>
|
||
<dd><p>Bases: <a class="reference external" href="https://docs.python.org/3/library/functions.html#object" title="(in Python v3.10)"><code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></a></p>
|
||
<dl class="py method">
|
||
<dt class="sig sig-object py" id="deepke.relation_extraction.standard.tools.metrics.PRMetric.reset">
|
||
<span class="sig-name descname"><span class="pre">reset</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/deepke/relation_extraction/standard/tools/metrics.html#PRMetric.reset"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#deepke.relation_extraction.standard.tools.metrics.PRMetric.reset" title="Permalink to this definition">¶</a></dt>
|
||
<dd><p>Reset to 0.</p>
|
||
</dd></dl>
|
||
|
||
<dl class="py method">
|
||
<dt class="sig sig-object py" id="deepke.relation_extraction.standard.tools.metrics.PRMetric.update">
|
||
<span class="sig-name descname"><span class="pre">update</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">y_true</span></span><span class="p"><span class="pre">:</span></span> <span class="n"><span class="pre">torch.Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">y_pred</span></span><span class="p"><span class="pre">:</span></span> <span class="n"><span class="pre">torch.Tensor</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/deepke/relation_extraction/standard/tools/metrics.html#PRMetric.update"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#deepke.relation_extraction.standard.tools.metrics.PRMetric.update" title="Permalink to this definition">¶</a></dt>
|
||
<dd><p>Update tensor,keep the value, and cancel the original gradient.</p>
|
||
</dd></dl>
|
||
|
||
<dl class="py method">
|
||
<dt class="sig sig-object py" id="deepke.relation_extraction.standard.tools.metrics.PRMetric.compute">
|
||
<span class="sig-name descname"><span class="pre">compute</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/deepke/relation_extraction/standard/tools/metrics.html#PRMetric.compute"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#deepke.relation_extraction.standard.tools.metrics.PRMetric.compute" title="Permalink to this definition">¶</a></dt>
|
||
<dd><p>Calculate acc,p,r,f1.</p>
|
||
</dd></dl>
|
||
|
||
</dd></dl>
|
||
|
||
</section>
|
||
<section id="module-deepke.relation_extraction.standard.tools.preprocess">
|
||
<span id="deepke-relation-extraction-standard-tools-preprocess-module"></span><h2>deepke.relation_extraction.standard.tools.preprocess module<a class="headerlink" href="#module-deepke.relation_extraction.standard.tools.preprocess" title="Permalink to this headline">¶</a></h2>
|
||
<dl class="py function">
|
||
<dt class="sig sig-object py" id="deepke.relation_extraction.standard.tools.preprocess.preprocess">
|
||
<span class="sig-prename descclassname"><span class="pre">deepke.relation_extraction.standard.tools.preprocess.</span></span><span class="sig-name descname"><span class="pre">preprocess</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">cfg</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/deepke/relation_extraction/standard/tools/preprocess.html#preprocess"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#deepke.relation_extraction.standard.tools.preprocess.preprocess" title="Permalink to this definition">¶</a></dt>
|
||
<dd><p>Preprocess data</p>
|
||
</dd></dl>
|
||
|
||
</section>
|
||
<section id="module-deepke.relation_extraction.standard.tools.serializer">
|
||
<span id="deepke-relation-extraction-standard-tools-serializer-module"></span><h2>deepke.relation_extraction.standard.tools.serializer module<a class="headerlink" href="#module-deepke.relation_extraction.standard.tools.serializer" title="Permalink to this headline">¶</a></h2>
|
||
<dl class="py class">
|
||
<dt class="sig sig-object py" id="deepke.relation_extraction.standard.tools.serializer.Serializer">
|
||
<em class="property"><span class="pre">class</span> </em><span class="sig-prename descclassname"><span class="pre">deepke.relation_extraction.standard.tools.serializer.</span></span><span class="sig-name descname"><span class="pre">Serializer</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">never_split</span></span><span class="p"><span class="pre">:</span></span> <span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">]</span></span></span> <span class="o"><span class="pre">=</span></span> <span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">do_lower_case</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">do_chinese_split</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/deepke/relation_extraction/standard/tools/serializer.html#Serializer"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#deepke.relation_extraction.standard.tools.serializer.Serializer" title="Permalink to this definition">¶</a></dt>
|
||
<dd><p>Bases: <a class="reference external" href="https://docs.python.org/3/library/functions.html#object" title="(in Python v3.10)"><code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></a></p>
|
||
<dl class="py method">
|
||
<dt class="sig sig-object py" id="deepke.relation_extraction.standard.tools.serializer.Serializer.serialize">
|
||
<span class="sig-name descname"><span class="pre">serialize</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">text</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">never_split</span></span><span class="p"><span class="pre">:</span></span> <span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">]</span></span></span> <span class="o"><span class="pre">=</span></span> <span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/deepke/relation_extraction/standard/tools/serializer.html#Serializer.serialize"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#deepke.relation_extraction.standard.tools.serializer.Serializer.serialize" title="Permalink to this definition">¶</a></dt>
|
||
<dd><p>Split a piece of text into a vocabulary list according to the established splitting rules
|
||
:param text: Text for spliting
|
||
:type text: String
|
||
:param never_split: Words not to be split, empty by default
|
||
:type never_split: List</p>
|
||
<dl class="simple">
|
||
<dt>Rerurns:</dt><dd><p>output_tokens (List): Results after spliting</p>
|
||
</dd>
|
||
</dl>
|
||
</dd></dl>
|
||
|
||
<dl class="py method">
|
||
<dt class="sig sig-object py" id="deepke.relation_extraction.standard.tools.serializer.Serializer.is_control">
|
||
<em class="property"><span class="pre">static</span> </em><span class="sig-name descname"><span class="pre">is_control</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">char</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/deepke/relation_extraction/standard/tools/serializer.html#Serializer.is_control"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#deepke.relation_extraction.standard.tools.serializer.Serializer.is_control" title="Permalink to this definition">¶</a></dt>
|
||
<dd><p>Determine whether the character is a control character
|
||
:param char: Character</p>
|
||
<dl class="field-list simple">
|
||
<dt class="field-odd">Returns</dt>
|
||
<dd class="field-odd"><p>Result</p>
|
||
</dd>
|
||
<dt class="field-even">Return type</dt>
|
||
<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.10)">bool</a></p>
|
||
</dd>
|
||
</dl>
|
||
</dd></dl>
|
||
|
||
<dl class="py method">
|
||
<dt class="sig sig-object py" id="deepke.relation_extraction.standard.tools.serializer.Serializer.is_whitespace">
|
||
<em class="property"><span class="pre">static</span> </em><span class="sig-name descname"><span class="pre">is_whitespace</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">char</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/deepke/relation_extraction/standard/tools/serializer.html#Serializer.is_whitespace"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#deepke.relation_extraction.standard.tools.serializer.Serializer.is_whitespace" title="Permalink to this definition">¶</a></dt>
|
||
<dd><p>Determine whether the character is a whitespace character
|
||
:param char: Character</p>
|
||
<dl class="field-list simple">
|
||
<dt class="field-odd">Returns</dt>
|
||
<dd class="field-odd"><p>Result</p>
|
||
</dd>
|
||
<dt class="field-even">Return type</dt>
|
||
<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.10)">bool</a></p>
|
||
</dd>
|
||
</dl>
|
||
</dd></dl>
|
||
|
||
<dl class="py method">
|
||
<dt class="sig sig-object py" id="deepke.relation_extraction.standard.tools.serializer.Serializer.is_chinese_char">
|
||
<em class="property"><span class="pre">static</span> </em><span class="sig-name descname"><span class="pre">is_chinese_char</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">cp</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/deepke/relation_extraction/standard/tools/serializer.html#Serializer.is_chinese_char"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#deepke.relation_extraction.standard.tools.serializer.Serializer.is_chinese_char" title="Permalink to this definition">¶</a></dt>
|
||
<dd><p>Determine whether the character is a chinese character
|
||
:param cp: Character
|
||
:type cp: char</p>
|
||
<dl class="field-list simple">
|
||
<dt class="field-odd">Returns</dt>
|
||
<dd class="field-odd"><p>Result</p>
|
||
</dd>
|
||
<dt class="field-even">Return type</dt>
|
||
<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.10)">bool</a></p>
|
||
</dd>
|
||
</dl>
|
||
</dd></dl>
|
||
|
||
<dl class="py method">
|
||
<dt class="sig sig-object py" id="deepke.relation_extraction.standard.tools.serializer.Serializer.is_punctuation">
|
||
<em class="property"><span class="pre">static</span> </em><span class="sig-name descname"><span class="pre">is_punctuation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">char</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/deepke/relation_extraction/standard/tools/serializer.html#Serializer.is_punctuation"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#deepke.relation_extraction.standard.tools.serializer.Serializer.is_punctuation" title="Permalink to this definition">¶</a></dt>
|
||
<dd><p>Determine whether the character is a punctuation character
|
||
:param char: Character</p>
|
||
<dl class="field-list simple">
|
||
<dt class="field-odd">Returns</dt>
|
||
<dd class="field-odd"><p>Result</p>
|
||
</dd>
|
||
<dt class="field-even">Return type</dt>
|
||
<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.10)">bool</a></p>
|
||
</dd>
|
||
</dl>
|
||
</dd></dl>
|
||
|
||
</dd></dl>
|
||
|
||
</section>
|
||
<section id="module-deepke.relation_extraction.standard.tools.trainer">
|
||
<span id="deepke-relation-extraction-standard-tools-trainer-module"></span><h2>deepke.relation_extraction.standard.tools.trainer module<a class="headerlink" href="#module-deepke.relation_extraction.standard.tools.trainer" title="Permalink to this headline">¶</a></h2>
|
||
<dl class="py function">
|
||
<dt class="sig sig-object py" id="deepke.relation_extraction.standard.tools.trainer.train">
|
||
<span class="sig-prename descclassname"><span class="pre">deepke.relation_extraction.standard.tools.trainer.</span></span><span class="sig-name descname"><span class="pre">train</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">epoch</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dataloader</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">optimizer</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">criterion</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">device</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">writer</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cfg</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/deepke/relation_extraction/standard/tools/trainer.html#train"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#deepke.relation_extraction.standard.tools.trainer.train" title="Permalink to this definition">¶</a></dt>
|
||
<dd><dl class="simple">
|
||
<dt>training the model.</dt><dd><dl class="simple">
|
||
<dt>Args:</dt><dd><p>epoch (int): number of training steps.
|
||
model (class): model of training.
|
||
dataloader (dict): dict of dataset iterator. Keys are tasknames, values are corresponding dataloaders.
|
||
optimizer (Callable): optimizer of training.
|
||
criterion (Callable): loss criterion of training.
|
||
device (torch.device): device of training.
|
||
writer (class): output to tensorboard.
|
||
cfg: configutation of training.</p>
|
||
</dd>
|
||
<dt>Returns:</dt><dd><p>losses[-1] : the loss of training</p>
|
||
</dd>
|
||
</dl>
|
||
</dd>
|
||
</dl>
|
||
</dd></dl>
|
||
|
||
<dl class="py function">
|
||
<dt class="sig sig-object py" id="deepke.relation_extraction.standard.tools.trainer.validate">
|
||
<span class="sig-prename descclassname"><span class="pre">deepke.relation_extraction.standard.tools.trainer.</span></span><span class="sig-name descname"><span class="pre">validate</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">epoch</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dataloader</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">criterion</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">device</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cfg</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/deepke/relation_extraction/standard/tools/trainer.html#validate"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#deepke.relation_extraction.standard.tools.trainer.validate" title="Permalink to this definition">¶</a></dt>
|
||
<dd><dl class="simple">
|
||
<dt>validating the model.</dt><dd><dl class="simple">
|
||
<dt>Args:</dt><dd><p>epoch (int): number of validating steps.
|
||
model (class): model of validating.
|
||
dataloader (dict): dict of dataset iterator. Keys are tasknames, values are corresponding dataloaders.
|
||
criterion (Callable): loss criterion of validating.
|
||
device (torch.device): device of validating.
|
||
cfg: configutation of validating.</p>
|
||
</dd>
|
||
<dt>Returns:</dt><dd><p>f1 : f1 score
|
||
loss : the loss of validating</p>
|
||
</dd>
|
||
</dl>
|
||
</dd>
|
||
</dl>
|
||
</dd></dl>
|
||
|
||
</section>
|
||
<section id="module-deepke.relation_extraction.standard.tools.vocab">
|
||
<span id="deepke-relation-extraction-standard-tools-vocab-module"></span><h2>deepke.relation_extraction.standard.tools.vocab module<a class="headerlink" href="#module-deepke.relation_extraction.standard.tools.vocab" title="Permalink to this headline">¶</a></h2>
|
||
<dl class="py class">
|
||
<dt class="sig sig-object py" id="deepke.relation_extraction.standard.tools.vocab.Vocab">
|
||
<em class="property"><span class="pre">class</span> </em><span class="sig-prename descclassname"><span class="pre">deepke.relation_extraction.standard.tools.vocab.</span></span><span class="sig-name descname"><span class="pre">Vocab</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="p"><span class="pre">:</span></span> <span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.10)"><span class="pre">str</span></a></span> <span class="o"><span class="pre">=</span></span> <span class="default_value"><span class="pre">'basic'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">init_tokens</span></span><span class="p"><span class="pre">:</span></span> <span class="n"><span class="pre">Sequence</span></span> <span class="o"><span class="pre">=</span></span> <span class="default_value"><span class="pre">{'bos_token':</span> <span class="pre">'[BOS]',</span> <span class="pre">'cls_token':</span> <span class="pre">'[CLS]',</span> <span class="pre">'eos_token':</span> <span class="pre">'[EOS]',</span> <span class="pre">'head_token':</span> <span class="pre">'HEAD',</span> <span class="pre">'mask_token':</span> <span class="pre">'[MASK]',</span> <span class="pre">'pad_token':</span> <span class="pre">'[PAD]',</span> <span class="pre">'sep_token':</span> <span class="pre">'[SEP]',</span> <span class="pre">'tail_token':</span> <span class="pre">'TAIL',</span> <span class="pre">'unk_token':</span> <span class="pre">'[UNK]'}</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/deepke/relation_extraction/standard/tools/vocab.html#Vocab"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#deepke.relation_extraction.standard.tools.vocab.Vocab" title="Permalink to this definition">¶</a></dt>
|
||
<dd><p>Bases: <a class="reference external" href="https://docs.python.org/3/library/functions.html#object" title="(in Python v3.10)"><code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></a></p>
|
||
<p>Build vocabulary, add vocabulary,and delete low-frequency vocabulary</p>
|
||
<dl class="py method">
|
||
<dt class="sig sig-object py" id="deepke.relation_extraction.standard.tools.vocab.Vocab.add_words">
|
||
<span class="sig-name descname"><span class="pre">add_words</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">words</span></span><span class="p"><span class="pre">:</span></span> <span class="n"><span class="pre">Sequence</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/deepke/relation_extraction/standard/tools/vocab.html#Vocab.add_words"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#deepke.relation_extraction.standard.tools.vocab.Vocab.add_words" title="Permalink to this definition">¶</a></dt>
|
||
<dd><p>Add words
|
||
:param words: List of words
|
||
:type words: List</p>
|
||
</dd></dl>
|
||
|
||
<dl class="py method">
|
||
<dt class="sig sig-object py" id="deepke.relation_extraction.standard.tools.vocab.Vocab.trim">
|
||
<span class="sig-name descname"><span class="pre">trim</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">min_freq</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">verbose</span></span><span class="p"><span class="pre">:</span></span> <span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.10)"><span class="pre">bool</span></a><span class="p"><span class="pre">]</span></span></span> <span class="o"><span class="pre">=</span></span> <span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/deepke/relation_extraction/standard/tools/vocab.html#Vocab.trim"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#deepke.relation_extraction.standard.tools.vocab.Vocab.trim" title="Permalink to this definition">¶</a></dt>
|
||
<dd><p>When the word frequency of word is lower than min_freq, delete from the thesaurus
|
||
:param min_freq: Minimum word frequency
|
||
:type min_freq: int
|
||
:param verbose: Whether to print log
|
||
:type verbose: bool</p>
|
||
</dd></dl>
|
||
|
||
</dd></dl>
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