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streamlit_prodigy.py
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<table class="highlight tab-size js-file-line-container" data-tab-size="8" data-paste-markdown-skip>
<tr>
<td id="file-streamlit_prodigy-py-L1" class="blob-num js-line-number" data-line-number="1"></td>
<td id="file-streamlit_prodigy-py-LC1" class="blob-code blob-code-inner js-file-line"><span class=pl-s>"""</span></td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L2" class="blob-num js-line-number" data-line-number="2"></td>
<td id="file-streamlit_prodigy-py-LC2" class="blob-code blob-code-inner js-file-line"><span class=pl-s>Example of a Streamlit app for an interactive Prodigy dataset viewer that also lets you</span></td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L3" class="blob-num js-line-number" data-line-number="3"></td>
<td id="file-streamlit_prodigy-py-LC3" class="blob-code blob-code-inner js-file-line"><span class=pl-s>run simple training experiments for NER and text classification.</span></td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L4" class="blob-num js-line-number" data-line-number="4"></td>
<td id="file-streamlit_prodigy-py-LC4" class="blob-code blob-code-inner js-file-line"><span class=pl-s></span></td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L5" class="blob-num js-line-number" data-line-number="5"></td>
<td id="file-streamlit_prodigy-py-LC5" class="blob-code blob-code-inner js-file-line"><span class=pl-s>Requires the Prodigy annotation tool to be installed: https://prodi.gy</span></td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L6" class="blob-num js-line-number" data-line-number="6"></td>
<td id="file-streamlit_prodigy-py-LC6" class="blob-code blob-code-inner js-file-line"><span class=pl-s>See here for details on Streamlit: https://streamlit.io.</span></td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L7" class="blob-num js-line-number" data-line-number="7"></td>
<td id="file-streamlit_prodigy-py-LC7" class="blob-code blob-code-inner js-file-line"><span class=pl-s>"""</span></td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L8" class="blob-num js-line-number" data-line-number="8"></td>
<td id="file-streamlit_prodigy-py-LC8" class="blob-code blob-code-inner js-file-line"><span class=pl-k>import</span> <span class=pl-s1>streamlit</span> <span class=pl-k>as</span> <span class=pl-s1>st</span></td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L9" class="blob-num js-line-number" data-line-number="9"></td>
<td id="file-streamlit_prodigy-py-LC9" class="blob-code blob-code-inner js-file-line"><span class=pl-k>from</span> <span class=pl-s1>prodigy</span>.<span class=pl-s1>components</span>.<span class=pl-s1>db</span> <span class=pl-k>import</span> <span class=pl-s1>connect</span></td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L10" class="blob-num js-line-number" data-line-number="10"></td>
<td id="file-streamlit_prodigy-py-LC10" class="blob-code blob-code-inner js-file-line"><span class=pl-k>from</span> <span class=pl-s1>prodigy</span>.<span class=pl-s1>models</span>.<span class=pl-s1>ner</span> <span class=pl-k>import</span> <span class=pl-v>EntityRecognizer</span>, <span class=pl-s1>merge_spans</span>, <span class=pl-s1>guess_batch_size</span></td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L11" class="blob-num js-line-number" data-line-number="11"></td>
<td id="file-streamlit_prodigy-py-LC11" class="blob-code blob-code-inner js-file-line"><span class=pl-k>from</span> <span class=pl-s1>prodigy</span>.<span class=pl-s1>models</span>.<span class=pl-s1>textcat</span> <span class=pl-k>import</span> <span class=pl-v>TextClassifier</span></td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L12" class="blob-num js-line-number" data-line-number="12"></td>
<td id="file-streamlit_prodigy-py-LC12" class="blob-code blob-code-inner js-file-line"><span class=pl-k>from</span> <span class=pl-s1>prodigy</span>.<span class=pl-s1>util</span> <span class=pl-k>import</span> <span class=pl-s1>split_evals</span></td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L13" class="blob-num js-line-number" data-line-number="13"></td>
<td id="file-streamlit_prodigy-py-LC13" class="blob-code blob-code-inner js-file-line"><span class=pl-k>import</span> <span class=pl-s1>pandas</span> <span class=pl-k>as</span> <span class=pl-s1>pd</span></td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L14" class="blob-num js-line-number" data-line-number="14"></td>
<td id="file-streamlit_prodigy-py-LC14" class="blob-code blob-code-inner js-file-line"><span class=pl-k>import</span> <span class=pl-s1>spacy</span></td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L15" class="blob-num js-line-number" data-line-number="15"></td>
<td id="file-streamlit_prodigy-py-LC15" class="blob-code blob-code-inner js-file-line"><span class=pl-k>from</span> <span class=pl-s1>spacy</span> <span class=pl-k>import</span> <span class=pl-s1>displacy</span></td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L16" class="blob-num js-line-number" data-line-number="16"></td>
<td id="file-streamlit_prodigy-py-LC16" class="blob-code blob-code-inner js-file-line"><span class=pl-k>from</span> <span class=pl-s1>spacy</span>.<span class=pl-s1>util</span> <span class=pl-k>import</span> <span class=pl-s1>filter_spans</span>, <span class=pl-s1>minibatch</span></td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L17" class="blob-num js-line-number" data-line-number="17"></td>
<td id="file-streamlit_prodigy-py-LC17" class="blob-code blob-code-inner js-file-line"><span class=pl-k>import</span> <span class=pl-s1>random</span></td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L18" class="blob-num js-line-number" data-line-number="18"></td>
<td id="file-streamlit_prodigy-py-LC18" class="blob-code blob-code-inner js-file-line">
</td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L19" class="blob-num js-line-number" data-line-number="19"></td>
<td id="file-streamlit_prodigy-py-LC19" class="blob-code blob-code-inner js-file-line">
</td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L20" class="blob-num js-line-number" data-line-number="20"></td>
<td id="file-streamlit_prodigy-py-LC20" class="blob-code blob-code-inner js-file-line"><span class=pl-v>SPACY_MODEL_NAMES</span> <span class=pl-c1>=</span> [<span class=pl-s>"en_core_web_sm"</span>]</td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L21" class="blob-num js-line-number" data-line-number="21"></td>
<td id="file-streamlit_prodigy-py-LC21" class="blob-code blob-code-inner js-file-line"><span class=pl-v>EXC_FIELDS</span> <span class=pl-c1>=</span> [<span class=pl-s>"meta"</span>, <span class=pl-s>"priority"</span>, <span class=pl-s>"score"</span>]</td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L22" class="blob-num js-line-number" data-line-number="22"></td>
<td id="file-streamlit_prodigy-py-LC22" class="blob-code blob-code-inner js-file-line"><span class=pl-v>HTML_WRAPPER</span> <span class=pl-c1>=</span> <span class=pl-s>"""<div style="overflow-x: auto; border: 1px solid #e6e9ef; border-radius: 0.25rem; padding: 1rem; margin-bottom: 2.5rem">{}</div>"""</span></td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L23" class="blob-num js-line-number" data-line-number="23"></td>
<td id="file-streamlit_prodigy-py-LC23" class="blob-code blob-code-inner js-file-line"><span class=pl-v>COLOR_ACCEPT</span> <span class=pl-c1>=</span> <span class=pl-s>"#93eaa1"</span></td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L24" class="blob-num js-line-number" data-line-number="24"></td>
<td id="file-streamlit_prodigy-py-LC24" class="blob-code blob-code-inner js-file-line"><span class=pl-v>COLOR_REJECT</span> <span class=pl-c1>=</span> <span class=pl-s>"#ff8f8e"</span></td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L25" class="blob-num js-line-number" data-line-number="25"></td>
<td id="file-streamlit_prodigy-py-LC25" class="blob-code blob-code-inner js-file-line">
</td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L26" class="blob-num js-line-number" data-line-number="26"></td>
<td id="file-streamlit_prodigy-py-LC26" class="blob-code blob-code-inner js-file-line">
</td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L27" class="blob-num js-line-number" data-line-number="27"></td>
<td id="file-streamlit_prodigy-py-LC27" class="blob-code blob-code-inner js-file-line"><span class=pl-k>def</span> <span class=pl-en>guess_dataset_type</span>(<span class=pl-s1>first_eg</span>):</td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L28" class="blob-num js-line-number" data-line-number="28"></td>
<td id="file-streamlit_prodigy-py-LC28" class="blob-code blob-code-inner js-file-line"> <span class=pl-k>if</span> <span class=pl-s>"image"</span> <span class=pl-c1>in</span> <span class=pl-s1>first_eg</span>:</td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L29" class="blob-num js-line-number" data-line-number="29"></td>
<td id="file-streamlit_prodigy-py-LC29" class="blob-code blob-code-inner js-file-line"> <span class=pl-k>return</span> <span class=pl-s>"image"</span></td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L30" class="blob-num js-line-number" data-line-number="30"></td>
<td id="file-streamlit_prodigy-py-LC30" class="blob-code blob-code-inner js-file-line"> <span class=pl-k>if</span> <span class=pl-s>"arc"</span> <span class=pl-c1>in</span> <span class=pl-s1>first_eg</span>:</td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L31" class="blob-num js-line-number" data-line-number="31"></td>
<td id="file-streamlit_prodigy-py-LC31" class="blob-code blob-code-inner js-file-line"> <span class=pl-k>return</span> <span class=pl-s>"dep"</span></td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L32" class="blob-num js-line-number" data-line-number="32"></td>
<td id="file-streamlit_prodigy-py-LC32" class="blob-code blob-code-inner js-file-line"> <span class=pl-k>if</span> <span class=pl-s>"options"</span> <span class=pl-c1>in</span> <span class=pl-s1>first_eg</span> <span class=pl-c1>or</span> <span class=pl-s>"label"</span> <span class=pl-c1>in</span> <span class=pl-s1>first_eg</span>:</td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L33" class="blob-num js-line-number" data-line-number="33"></td>
<td id="file-streamlit_prodigy-py-LC33" class="blob-code blob-code-inner js-file-line"> <span class=pl-k>return</span> <span class=pl-s>"textcat"</span></td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L34" class="blob-num js-line-number" data-line-number="34"></td>
<td id="file-streamlit_prodigy-py-LC34" class="blob-code blob-code-inner js-file-line"> <span class=pl-k>if</span> <span class=pl-s>"spans"</span> <span class=pl-c1>in</span> <span class=pl-s1>first_eg</span>:</td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L35" class="blob-num js-line-number" data-line-number="35"></td>
<td id="file-streamlit_prodigy-py-LC35" class="blob-code blob-code-inner js-file-line"> <span class=pl-k>return</span> <span class=pl-s>"ner"</span></td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L36" class="blob-num js-line-number" data-line-number="36"></td>
<td id="file-streamlit_prodigy-py-LC36" class="blob-code blob-code-inner js-file-line"> <span class=pl-k>return</span> <span class=pl-s>"other"</span></td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L37" class="blob-num js-line-number" data-line-number="37"></td>
<td id="file-streamlit_prodigy-py-LC37" class="blob-code blob-code-inner js-file-line">
</td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L38" class="blob-num js-line-number" data-line-number="38"></td>
<td id="file-streamlit_prodigy-py-LC38" class="blob-code blob-code-inner js-file-line">
</td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L39" class="blob-num js-line-number" data-line-number="39"></td>
<td id="file-streamlit_prodigy-py-LC39" class="blob-code blob-code-inner js-file-line"><span class=pl-k>def</span> <span class=pl-en>get_answer_counts</span>(<span class=pl-s1>examples</span>):</td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L40" class="blob-num js-line-number" data-line-number="40"></td>
<td id="file-streamlit_prodigy-py-LC40" class="blob-code blob-code-inner js-file-line"> <span class=pl-s1>result</span> <span class=pl-c1>=</span> {<span class=pl-s>"accept"</span>: <span class=pl-c1>0</span>, <span class=pl-s>"reject"</span>: <span class=pl-c1>0</span>, <span class=pl-s>"ignore"</span>: <span class=pl-c1>0</span>}</td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L41" class="blob-num js-line-number" data-line-number="41"></td>
<td id="file-streamlit_prodigy-py-LC41" class="blob-code blob-code-inner js-file-line"> <span class=pl-k>for</span> <span class=pl-s1>eg</span> <span class=pl-c1>in</span> <span class=pl-s1>examples</span>:</td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L42" class="blob-num js-line-number" data-line-number="42"></td>
<td id="file-streamlit_prodigy-py-LC42" class="blob-code blob-code-inner js-file-line"> <span class=pl-s1>answer</span> <span class=pl-c1>=</span> <span class=pl-s1>eg</span>.<span class=pl-en>get</span>(<span class=pl-s>"answer"</span>)</td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L43" class="blob-num js-line-number" data-line-number="43"></td>
<td id="file-streamlit_prodigy-py-LC43" class="blob-code blob-code-inner js-file-line"> <span class=pl-k>if</span> <span class=pl-s1>answer</span>:</td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L44" class="blob-num js-line-number" data-line-number="44"></td>
<td id="file-streamlit_prodigy-py-LC44" class="blob-code blob-code-inner js-file-line"> <span class=pl-s1>result</span>[<span class=pl-s1>answer</span>] <span class=pl-c1>+=</span> <span class=pl-c1>1</span></td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L45" class="blob-num js-line-number" data-line-number="45"></td>
<td id="file-streamlit_prodigy-py-LC45" class="blob-code blob-code-inner js-file-line"> <span class=pl-k>return</span> <span class=pl-s1>result</span></td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L46" class="blob-num js-line-number" data-line-number="46"></td>
<td id="file-streamlit_prodigy-py-LC46" class="blob-code blob-code-inner js-file-line">
</td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L47" class="blob-num js-line-number" data-line-number="47"></td>
<td id="file-streamlit_prodigy-py-LC47" class="blob-code blob-code-inner js-file-line">
</td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L48" class="blob-num js-line-number" data-line-number="48"></td>
<td id="file-streamlit_prodigy-py-LC48" class="blob-code blob-code-inner js-file-line"><span class=pl-k>def</span> <span class=pl-en>format_label</span>(<span class=pl-s1>label</span>, <span class=pl-s1>answer</span><span class=pl-c1>=</span><span class=pl-s>"accept"</span>):</td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L49" class="blob-num js-line-number" data-line-number="49"></td>
<td id="file-streamlit_prodigy-py-LC49" class="blob-code blob-code-inner js-file-line"> <span class=pl-c># Hack to use different colors for the label (by adding zero-width space)</span></td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L50" class="blob-num js-line-number" data-line-number="50"></td>
<td id="file-streamlit_prodigy-py-LC50" class="blob-code blob-code-inner js-file-line"> <span class=pl-k>return</span> <span class=pl-s>f"<span class=pl-s1><span class=pl-kos>{</span><span class=pl-s1>label</span><span class=pl-kos>}</span></span><span class=pl-cce>\u200B</span>"</span> <span class=pl-k>if</span> <span class=pl-s1>answer</span> <span class=pl-c1>==</span> <span class=pl-s>"reject"</span> <span class=pl-k>else</span> <span class=pl-s1>label</span></td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L51" class="blob-num js-line-number" data-line-number="51"></td>
<td id="file-streamlit_prodigy-py-LC51" class="blob-code blob-code-inner js-file-line">
</td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L52" class="blob-num js-line-number" data-line-number="52"></td>
<td id="file-streamlit_prodigy-py-LC52" class="blob-code blob-code-inner js-file-line">
</td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L53" class="blob-num js-line-number" data-line-number="53"></td>
<td id="file-streamlit_prodigy-py-LC53" class="blob-code blob-code-inner js-file-line"><span class=pl-s1>st</span>.<span class=pl-s1>sidebar</span>.<span class=pl-en>title</span>(<span class=pl-s>"Prodigy Data Explorer"</span>)</td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L54" class="blob-num js-line-number" data-line-number="54"></td>
<td id="file-streamlit_prodigy-py-LC54" class="blob-code blob-code-inner js-file-line"><span class=pl-s1>db</span> <span class=pl-c1>=</span> <span class=pl-en>connect</span>()</td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L55" class="blob-num js-line-number" data-line-number="55"></td>
<td id="file-streamlit_prodigy-py-LC55" class="blob-code blob-code-inner js-file-line"><span class=pl-s1>db_sets</span> <span class=pl-c1>=</span> <span class=pl-s1>db</span>.<span class=pl-s1>datasets</span></td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L56" class="blob-num js-line-number" data-line-number="56"></td>
<td id="file-streamlit_prodigy-py-LC56" class="blob-code blob-code-inner js-file-line"><span class=pl-s1>placeholder</span> <span class=pl-c1>=</span> <span class=pl-s>"Select dataset..."</span></td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L57" class="blob-num js-line-number" data-line-number="57"></td>
<td id="file-streamlit_prodigy-py-LC57" class="blob-code blob-code-inner js-file-line"><span class=pl-s1>dataset</span> <span class=pl-c1>=</span> <span class=pl-s1>st</span>.<span class=pl-s1>sidebar</span>.<span class=pl-en>selectbox</span>(<span class=pl-s>f"Datasets (<span class=pl-s1><span class=pl-kos>{</span><span class=pl-en>len</span>(<span class=pl-s1>db_sets</span>)<span class=pl-kos>}</span></span>)"</span>, [<span class=pl-s1>placeholder</span>] <span class=pl-c1>+</span> <span class=pl-s1>db_sets</span>)</td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L58" class="blob-num js-line-number" data-line-number="58"></td>
<td id="file-streamlit_prodigy-py-LC58" class="blob-code blob-code-inner js-file-line"><span class=pl-k>if</span> <span class=pl-s1>dataset</span> <span class=pl-c1>!=</span> <span class=pl-s1>placeholder</span>:</td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L59" class="blob-num js-line-number" data-line-number="59"></td>
<td id="file-streamlit_prodigy-py-LC59" class="blob-code blob-code-inner js-file-line"> <span class=pl-s1>examples</span> <span class=pl-c1>=</span> <span class=pl-s1>db</span>.<span class=pl-en>get_dataset</span>(<span class=pl-s1>dataset</span>)</td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L60" class="blob-num js-line-number" data-line-number="60"></td>
<td id="file-streamlit_prodigy-py-LC60" class="blob-code blob-code-inner js-file-line"> <span class=pl-s1>st</span>.<span class=pl-en>header</span>(<span class=pl-s>f"<span class=pl-s1><span class=pl-kos>{</span><span class=pl-s1>dataset</span><span class=pl-kos>}</span></span> (<span class=pl-s1><span class=pl-kos>{</span><span class=pl-en>len</span>(<span class=pl-s1>examples</span>)<span class=pl-kos>}</span></span>)"</span>)</td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L61" class="blob-num js-line-number" data-line-number="61"></td>
<td id="file-streamlit_prodigy-py-LC61" class="blob-code blob-code-inner js-file-line"> <span class=pl-k>if</span> <span class=pl-c1>not</span> <span class=pl-en>len</span>(<span class=pl-s1>examples</span>):</td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L62" class="blob-num js-line-number" data-line-number="62"></td>
<td id="file-streamlit_prodigy-py-LC62" class="blob-code blob-code-inner js-file-line"> <span class=pl-s1>st</span>.<span class=pl-en>markdown</span>(<span class=pl-s>"_Empty dataset._"</span>)</td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L63" class="blob-num js-line-number" data-line-number="63"></td>
<td id="file-streamlit_prodigy-py-LC63" class="blob-code blob-code-inner js-file-line"> <span class=pl-k>else</span>:</td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L64" class="blob-num js-line-number" data-line-number="64"></td>
<td id="file-streamlit_prodigy-py-LC64" class="blob-code blob-code-inner js-file-line"> <span class=pl-s1>counts</span> <span class=pl-c1>=</span> <span class=pl-en>get_answer_counts</span>(<span class=pl-s1>examples</span>)</td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L65" class="blob-num js-line-number" data-line-number="65"></td>
<td id="file-streamlit_prodigy-py-LC65" class="blob-code blob-code-inner js-file-line"> <span class=pl-s1>st</span>.<span class=pl-en>markdown</span>(<span class=pl-s>", "</span>.<span class=pl-en>join</span>(<span class=pl-s>f"**<span class=pl-s1><span class=pl-kos>{</span><span class=pl-s1>c</span><span class=pl-kos>}</span></span>** <span class=pl-s1><span class=pl-kos>{</span><span class=pl-s1>a</span><span class=pl-kos>}</span></span>"</span> <span class=pl-k>for</span> <span class=pl-s1>a</span>, <span class=pl-s1>c</span> <span class=pl-c1>in</span> <span class=pl-s1>counts</span>.<span class=pl-en>items</span>()))</td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L66" class="blob-num js-line-number" data-line-number="66"></td>
<td id="file-streamlit_prodigy-py-LC66" class="blob-code blob-code-inner js-file-line"> <span class=pl-s1>dataset_types</span> <span class=pl-c1>=</span> [<span class=pl-s>"ner"</span>, <span class=pl-s>"textcat"</span>, <span class=pl-s>"dep"</span>, <span class=pl-s>"pos"</span>, <span class=pl-s>"image"</span>, <span class=pl-s>"other"</span>]</td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L67" class="blob-num js-line-number" data-line-number="67"></td>
<td id="file-streamlit_prodigy-py-LC67" class="blob-code blob-code-inner js-file-line"> <span class=pl-s1>guessed_index</span> <span class=pl-c1>=</span> <span class=pl-s1>dataset_types</span>.<span class=pl-en>index</span>(<span class=pl-en>guess_dataset_type</span>(<span class=pl-s1>examples</span>[<span class=pl-c1>0</span>]))</td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L68" class="blob-num js-line-number" data-line-number="68"></td>
<td id="file-streamlit_prodigy-py-LC68" class="blob-code blob-code-inner js-file-line"> <span class=pl-s1>set_type</span> <span class=pl-c1>=</span> <span class=pl-s1>st</span>.<span class=pl-s1>sidebar</span>.<span class=pl-en>selectbox</span>(<span class=pl-s>"Dataset type"</span>, <span class=pl-s1>dataset_types</span>, <span class=pl-s1>guessed_index</span>)</td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L69" class="blob-num js-line-number" data-line-number="69"></td>
<td id="file-streamlit_prodigy-py-LC69" class="blob-code blob-code-inner js-file-line"> <span class=pl-s1>fields</span> <span class=pl-c1>=</span> <span class=pl-en>list</span>(<span class=pl-s1>examples</span>[<span class=pl-c1>0</span>].<span class=pl-en>keys</span>())</td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L70" class="blob-num js-line-number" data-line-number="70"></td>
<td id="file-streamlit_prodigy-py-LC70" class="blob-code blob-code-inner js-file-line"> <span class=pl-s1>default_fields</span> <span class=pl-c1>=</span> [<span class=pl-s1>f</span> <span class=pl-k>for</span> <span class=pl-s1>f</span> <span class=pl-c1>in</span> <span class=pl-s1>fields</span> <span class=pl-k>if</span> <span class=pl-s1>f</span>[<span class=pl-c1>0</span>] <span class=pl-c1>!=</span> <span class=pl-s>"_"</span> <span class=pl-c1>and</span> <span class=pl-s1>f</span> <span class=pl-c1>not</span> <span class=pl-c1>in</span> <span class=pl-v>EXC_FIELDS</span>]</td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L71" class="blob-num js-line-number" data-line-number="71"></td>
<td id="file-streamlit_prodigy-py-LC71" class="blob-code blob-code-inner js-file-line"> <span class=pl-s1>task_fields</span> <span class=pl-c1>=</span> <span class=pl-s1>st</span>.<span class=pl-s1>sidebar</span>.<span class=pl-en>multiselect</span>(<span class=pl-s>"Visible fields"</span>, <span class=pl-s1>fields</span>, <span class=pl-s1>default_fields</span>)</td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L72" class="blob-num js-line-number" data-line-number="72"></td>
<td id="file-streamlit_prodigy-py-LC72" class="blob-code blob-code-inner js-file-line"> <span class=pl-s1>st</span>.<span class=pl-en>dataframe</span>(<span class=pl-s1>pd</span>.<span class=pl-v>DataFrame</span>(<span class=pl-s1>examples</span>).<span class=pl-en>filter</span>(<span class=pl-s1>task_fields</span>), <span class=pl-s1>height</span><span class=pl-c1>=</span><span class=pl-c1>500</span>)</td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L73" class="blob-num js-line-number" data-line-number="73"></td>
<td id="file-streamlit_prodigy-py-LC73" class="blob-code blob-code-inner js-file-line">
</td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L74" class="blob-num js-line-number" data-line-number="74"></td>
<td id="file-streamlit_prodigy-py-LC74" class="blob-code blob-code-inner js-file-line"> <span class=pl-k>if</span> <span class=pl-s1>set_type</span> <span class=pl-c1>in</span> [<span class=pl-s>"ner"</span>, <span class=pl-s>"textcat"</span>]:</td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L75" class="blob-num js-line-number" data-line-number="75"></td>
<td id="file-streamlit_prodigy-py-LC75" class="blob-code blob-code-inner js-file-line"> <span class=pl-s1>st</span>.<span class=pl-s1>sidebar</span>.<span class=pl-en>header</span>(<span class=pl-s>"Viewer options"</span>)</td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L76" class="blob-num js-line-number" data-line-number="76"></td>
<td id="file-streamlit_prodigy-py-LC76" class="blob-code blob-code-inner js-file-line"> <span class=pl-s1>purpose</span> <span class=pl-c1>=</span> <span class=pl-s>"tokenization & training"</span> <span class=pl-k>if</span> <span class=pl-s1>set_type</span> <span class=pl-c1>==</span> <span class=pl-s>"ner"</span> <span class=pl-k>else</span> <span class=pl-s>"training"</span></td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L77" class="blob-num js-line-number" data-line-number="77"></td>
<td id="file-streamlit_prodigy-py-LC77" class="blob-code blob-code-inner js-file-line"> <span class=pl-s1>spacy_model_title</span> <span class=pl-c1>=</span> <span class=pl-s>f"spaCy model for <span class=pl-s1><span class=pl-kos>{</span><span class=pl-s1>purpose</span><span class=pl-kos>}</span></span>"</span></td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L78" class="blob-num js-line-number" data-line-number="78"></td>
<td id="file-streamlit_prodigy-py-LC78" class="blob-code blob-code-inner js-file-line"> <span class=pl-s1>spacy_model</span> <span class=pl-c1>=</span> <span class=pl-s1>st</span>.<span class=pl-s1>sidebar</span>.<span class=pl-en>selectbox</span>(<span class=pl-s1>spacy_model_title</span>, <span class=pl-v>SPACY_MODEL_NAMES</span>)</td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L79" class="blob-num js-line-number" data-line-number="79"></td>
<td id="file-streamlit_prodigy-py-LC79" class="blob-code blob-code-inner js-file-line"> <span class=pl-s1>st</span>.<span class=pl-s1>sidebar</span>.<span class=pl-en>subheader</span>(<span class=pl-s>"Training configuration"</span>)</td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L80" class="blob-num js-line-number" data-line-number="80"></td>
<td id="file-streamlit_prodigy-py-LC80" class="blob-code blob-code-inner js-file-line"> <span class=pl-s1>n_iter</span> <span class=pl-c1>=</span> <span class=pl-s1>st</span>.<span class=pl-s1>sidebar</span>.<span class=pl-en>slider</span>(<span class=pl-s>"Number of iterations"</span>, <span class=pl-c1>1</span>, <span class=pl-c1>100</span>, <span class=pl-c1>5</span>, <span class=pl-c1>1</span>)</td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L81" class="blob-num js-line-number" data-line-number="81"></td>
<td id="file-streamlit_prodigy-py-LC81" class="blob-code blob-code-inner js-file-line"> <span class=pl-s1>dropout</span> <span class=pl-c1>=</span> <span class=pl-s1>st</span>.<span class=pl-s1>sidebar</span>.<span class=pl-en>slider</span>(<span class=pl-s>"Dropout rate"</span>, <span class=pl-c1>0.0</span>, <span class=pl-c1>1.0</span>, <span class=pl-c1>0.2</span>, <span class=pl-c1>0.05</span>)</td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L82" class="blob-num js-line-number" data-line-number="82"></td>
<td id="file-streamlit_prodigy-py-LC82" class="blob-code blob-code-inner js-file-line"> <span class=pl-s1>eval_split_label</span> <span class=pl-c1>=</span> <span class=pl-s>"% of examples held back for evaluation"</span></td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L83" class="blob-num js-line-number" data-line-number="83"></td>
<td id="file-streamlit_prodigy-py-LC83" class="blob-code blob-code-inner js-file-line"> <span class=pl-s1>eval_split</span> <span class=pl-c1>=</span> <span class=pl-s1>st</span>.<span class=pl-s1>sidebar</span>.<span class=pl-en>slider</span>(<span class=pl-s1>eval_split_label</span>, <span class=pl-c1>0.0</span>, <span class=pl-c1>1.0</span>, <span class=pl-c1>0.2</span>, <span class=pl-c1>0.05</span>)</td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L84" class="blob-num js-line-number" data-line-number="84"></td>
<td id="file-streamlit_prodigy-py-LC84" class="blob-code blob-code-inner js-file-line">
</td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L85" class="blob-num js-line-number" data-line-number="85"></td>
<td id="file-streamlit_prodigy-py-LC85" class="blob-code blob-code-inner js-file-line"> <span class=pl-k>if</span> <span class=pl-s1>set_type</span> <span class=pl-c1>==</span> <span class=pl-s>"ner"</span>:</td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L86" class="blob-num js-line-number" data-line-number="86"></td>
<td id="file-streamlit_prodigy-py-LC86" class="blob-code blob-code-inner js-file-line"> <span class=pl-s1>st</span>.<span class=pl-en>subheader</span>(<span class=pl-s>"Named entity viewer"</span>)</td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L87" class="blob-num js-line-number" data-line-number="87"></td>
<td id="file-streamlit_prodigy-py-LC87" class="blob-code blob-code-inner js-file-line"> <span class=pl-s1>nlp</span> <span class=pl-c1>=</span> <span class=pl-s1>spacy</span>.<span class=pl-en>load</span>(<span class=pl-s1>spacy_model</span>)</td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L88" class="blob-num js-line-number" data-line-number="88"></td>
<td id="file-streamlit_prodigy-py-LC88" class="blob-code blob-code-inner js-file-line"> <span class=pl-s1>merged_examples</span> <span class=pl-c1>=</span> <span class=pl-en>merge_spans</span>(<span class=pl-en>list</span>(<span class=pl-s1>examples</span>))</td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L89" class="blob-num js-line-number" data-line-number="89"></td>
<td id="file-streamlit_prodigy-py-LC89" class="blob-code blob-code-inner js-file-line"> <span class=pl-s1>all_labels</span> <span class=pl-c1>=</span> <span class=pl-en>set</span>()</td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L90" class="blob-num js-line-number" data-line-number="90"></td>
<td id="file-streamlit_prodigy-py-LC90" class="blob-code blob-code-inner js-file-line"> <span class=pl-k>for</span> <span class=pl-s1>eg</span> <span class=pl-c1>in</span> <span class=pl-s1>merged_examples</span>:</td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L91" class="blob-num js-line-number" data-line-number="91"></td>
<td id="file-streamlit_prodigy-py-LC91" class="blob-code blob-code-inner js-file-line"> <span class=pl-k>for</span> <span class=pl-s1>span</span> <span class=pl-c1>in</span> <span class=pl-s1>eg</span>[<span class=pl-s>"spans"</span>]:</td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L92" class="blob-num js-line-number" data-line-number="92"></td>
<td id="file-streamlit_prodigy-py-LC92" class="blob-code blob-code-inner js-file-line"> <span class=pl-s1>all_labels</span>.<span class=pl-en>add</span>(<span class=pl-s1>span</span>[<span class=pl-s>"label"</span>])</td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L93" class="blob-num js-line-number" data-line-number="93"></td>
<td id="file-streamlit_prodigy-py-LC93" class="blob-code blob-code-inner js-file-line"> <span class=pl-s1>colors</span> <span class=pl-c1>=</span> {}</td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L94" class="blob-num js-line-number" data-line-number="94"></td>
<td id="file-streamlit_prodigy-py-LC94" class="blob-code blob-code-inner js-file-line"> <span class=pl-k>for</span> <span class=pl-s1>label</span> <span class=pl-c1>in</span> <span class=pl-s1>all_labels</span>:</td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L95" class="blob-num js-line-number" data-line-number="95"></td>
<td id="file-streamlit_prodigy-py-LC95" class="blob-code blob-code-inner js-file-line"> <span class=pl-s1>colors</span>[<span class=pl-s1>label</span>] <span class=pl-c1>=</span> <span class=pl-v>COLOR_ACCEPT</span></td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L96" class="blob-num js-line-number" data-line-number="96"></td>
<td id="file-streamlit_prodigy-py-LC96" class="blob-code blob-code-inner js-file-line"> <span class=pl-s1>colors</span>[<span class=pl-en>format_label</span>(<span class=pl-s1>label</span>, <span class=pl-s>"reject"</span>)] <span class=pl-c1>=</span> <span class=pl-v>COLOR_REJECT</span></td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L97" class="blob-num js-line-number" data-line-number="97"></td>
<td id="file-streamlit_prodigy-py-LC97" class="blob-code blob-code-inner js-file-line"> <span class=pl-s1>ner_example_i</span> <span class=pl-c1>=</span> <span class=pl-s1>st</span>.<span class=pl-en>selectbox</span>(</td>
</tr>
<tr>
<td id="file-streamlit_prodigy-py-L98" class="blob-num js-line-number" data-line-number="98"></td>