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flairNLP · Feb 3, 2024 · d0a66b0 · d0a66b0
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diff --git a/master/.buildinfo b/master/.buildinfo
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 # Sphinx build info version 1
 # This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
-config: 664b784f50b73c6d65cb145c90a7093f
+config: fd0071b740104e8f010b5d455ad5b1e0
 tags: 645f666f9bcd5a90fca523b33c5a78b7
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diff --git a/master/.doctrees/tutorial/tutorial-training/how-to-train-text-classifier.doctree b/master/.doctrees/tutorial/tutorial-training/how-to-train-text-classifier.doctree
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diff --git a/master/api/datasets/biomedical.html b/master/api/datasets/biomedical.html
diff --git a/master/api/datasets/sequence_labeling.html b/master/api/datasets/sequence_labeling.html
diff --git a/master/api/flair.data.html b/master/api/flair.data.html
diff --git a/master/api/flair.html b/master/api/flair.html
@@ -560,7 +560,7 @@ <h3>Versions</h3>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="flair.set_proxies">
-<span class="sig-prename descclassname"><span class="pre">flair.</span></span><span class="sig-name descname"><span class="pre">set_proxies</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">proxies</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/flairNLP/flair/blob/master/flair/file_utils.py#L32-L41"><span class="linkcode-link"><span class="pre">View</span> <span class="pre">on</span> <span class="pre">GitHub</span></span></a><a class="headerlink" href="#flair.set_proxies" title="Permalink to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">flair.</span></span><span class="sig-name descname"><span class="pre">set_proxies</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">proxies</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/flairNLP/flair/blob/master/flair/file_utils.py#L33-L42"><span class="linkcode-link"><span class="pre">View</span> <span class="pre">on</span> <span class="pre">GitHub</span></span></a><a class="headerlink" href="#flair.set_proxies" title="Permalink to this definition">#</a></dt>
 <dd><p>Allows for data downloaded from urls to be forwarded to a proxy.</p>
 <p>see <a class="reference external" href="https://requests.readthedocs.io/en/latest/user/advanced/#proxies">https://requests.readthedocs.io/en/latest/user/advanced/#proxies</a></p>
 <dl class="field-list simple">

diff --git a/master/api/flair.nn.html b/master/api/flair.nn.html
diff --git a/master/api/flair.trainers.html b/master/api/flair.trainers.html
@@ -643,27 +643,27 @@ <h3>Versions</h3>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="flair.trainers.LanguageModelTrainer">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">flair.trainers.</span></span><span class="sig-name descname"><span class="pre">LanguageModelTrainer</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">model</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">corpus</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">optimizer=&lt;class</span> <span class="pre">'torch.optim.sgd.SGD'&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">test_mode=False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">epoch=0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">split=0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">loss=10000</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">optimizer_state=None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scaler_state=None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/flairNLP/flair/blob/master/flair/trainers/language_model_trainer.py#L153-L460"><span class="linkcode-link"><span class="pre">View</span> <span class="pre">on</span> <span class="pre">GitHub</span></span></a><a class="headerlink" href="#flair.trainers.LanguageModelTrainer" title="Permalink to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">flair.trainers.</span></span><span class="sig-name descname"><span class="pre">LanguageModelTrainer</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">model</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">corpus</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">optimizer=&lt;class</span> <span class="pre">'torch.optim.sgd.SGD'&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">test_mode=False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">epoch=0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">split=0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">loss=10000</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">optimizer_state=None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scaler_state=None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/flairNLP/flair/blob/master/flair/trainers/language_model_trainer.py#L153-L458"><span class="linkcode-link"><span class="pre">View</span> <span class="pre">on</span> <span class="pre">GitHub</span></span></a><a class="headerlink" href="#flair.trainers.LanguageModelTrainer" title="Permalink to this definition">#</a></dt>
 <dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
 <dl class="py method">
 <dt class="sig sig-object py" id="flair.trainers.LanguageModelTrainer.train">
-<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">base_path</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sequence_length</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">learning_rate</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">20</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mini_batch_size</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">100</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">anneal_factor</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.25</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">patience</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">10</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">clip</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.25</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_epochs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1000</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">checkpoint</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">grow_to_sequence_length</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">num_workers</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">use_amp</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/flairNLP/flair/blob/master/flair/trainers/language_model_trainer.py#L179-L394"><span class="linkcode-link"><span class="pre">View</span> <span class="pre">on</span> <span class="pre">GitHub</span></span></a><a class="headerlink" href="#flair.trainers.LanguageModelTrainer.train" title="Permalink to this definition">#</a></dt>
+<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">base_path</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sequence_length</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">learning_rate</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">20</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mini_batch_size</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">100</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">anneal_factor</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.25</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">patience</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">10</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">clip</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.25</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_epochs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1000</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">checkpoint</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">grow_to_sequence_length</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">num_workers</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">use_amp</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/flairNLP/flair/blob/master/flair/trainers/language_model_trainer.py#L179-L392"><span class="linkcode-link"><span class="pre">View</span> <span class="pre">on</span> <span class="pre">GitHub</span></span></a><a class="headerlink" href="#flair.trainers.LanguageModelTrainer.train" title="Permalink to this definition">#</a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="flair.trainers.LanguageModelTrainer.evaluate">
-<span class="sig-name descname"><span class="pre">evaluate</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_source</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">eval_batch_size</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sequence_length</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/flairNLP/flair/blob/master/flair/trainers/language_model_trainer.py#L396-L412"><span class="linkcode-link"><span class="pre">View</span> <span class="pre">on</span> <span class="pre">GitHub</span></span></a><a class="headerlink" href="#flair.trainers.LanguageModelTrainer.evaluate" title="Permalink to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">evaluate</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_source</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">eval_batch_size</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sequence_length</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/flairNLP/flair/blob/master/flair/trainers/language_model_trainer.py#L394-L410"><span class="linkcode-link"><span class="pre">View</span> <span class="pre">on</span> <span class="pre">GitHub</span></span></a><a class="headerlink" href="#flair.trainers.LanguageModelTrainer.evaluate" title="Permalink to this definition">#</a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="flair.trainers.LanguageModelTrainer._repackage_hidden">
-<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">_repackage_hidden</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">h</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/flairNLP/flair/blob/master/flair/trainers/language_model_trainer.py#L436-L439"><span class="linkcode-link"><span class="pre">View</span> <span class="pre">on</span> <span class="pre">GitHub</span></span></a><a class="headerlink" href="#flair.trainers.LanguageModelTrainer._repackage_hidden" title="Permalink to this definition">#</a></dt>
+<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">_repackage_hidden</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">h</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/flairNLP/flair/blob/master/flair/trainers/language_model_trainer.py#L434-L437"><span class="linkcode-link"><span class="pre">View</span> <span class="pre">on</span> <span class="pre">GitHub</span></span></a><a class="headerlink" href="#flair.trainers.LanguageModelTrainer._repackage_hidden" title="Permalink to this definition">#</a></dt>
 <dd><p>Wraps hidden states in new tensors, to detach them from their history.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="flair.trainers.LanguageModelTrainer.load_checkpoint">
-<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">load_checkpoint</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">checkpoint_file</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">corpus</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">optimizer=&lt;class</span> <span class="pre">'torch.optim.sgd.SGD'&gt;</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/flairNLP/flair/blob/master/flair/trainers/language_model_trainer.py#L441-L460"><span class="linkcode-link"><span class="pre">View</span> <span class="pre">on</span> <span class="pre">GitHub</span></span></a><a class="headerlink" href="#flair.trainers.LanguageModelTrainer.load_checkpoint" title="Permalink to this definition">#</a></dt>
+<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">load_checkpoint</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">checkpoint_file</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">corpus</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">optimizer=&lt;class</span> <span class="pre">'torch.optim.sgd.SGD'&gt;</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/flairNLP/flair/blob/master/flair/trainers/language_model_trainer.py#L439-L458"><span class="linkcode-link"><span class="pre">View</span> <span class="pre">on</span> <span class="pre">GitHub</span></span></a><a class="headerlink" href="#flair.trainers.LanguageModelTrainer.load_checkpoint" title="Permalink to this definition">#</a></dt>
 <dd></dd></dl>
 
 </dd></dl>