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<h1 id="index">Index</h1>
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<div class="genindex-jumpbox">
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 <a href="#Symbols"><strong>Symbols</strong></a>
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 | <a href="#A"><strong>A</strong></a>
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 | <a href="#B"><strong>B</strong></a>
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 | <a href="#C"><strong>C</strong></a>
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 | <a href="#D"><strong>D</strong></a>
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 | <a href="#E"><strong>E</strong></a>
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 | <a href="#F"><strong>F</strong></a>
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 | <a href="#G"><strong>G</strong></a>
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 | <a href="#I"><strong>I</strong></a>
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 | <a href="#L"><strong>L</strong></a>
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 | <a href="#N"><strong>N</strong></a>
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 | <a href="#O"><strong>O</strong></a>
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 | <a href="#P"><strong>P</strong></a>
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 | <a href="#R"><strong>R</strong></a>
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 | <a href="#S"><strong>S</strong></a>
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 | <a href="#T"><strong>T</strong></a>
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 | <a href="#U"><strong>U</strong></a>
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</div>
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<h2 id="Symbols">Symbols</h2>
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<table style="width: 100%" class="indextable genindextable"><tr>
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  <td style="width: 33%; vertical-align: top;"><ul>
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      <li>
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    --version
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      <ul>
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        <li><a href="index.html#cmdoption-pathflowai-monitor-version">pathflowai-monitor command line option</a>
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        <li><a href="index.html#cmdoption-pathflowai-preprocess-version">pathflowai-preprocess command line option</a>
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        <li><a href="index.html#cmdoption-pathflowai-visualize-version">pathflowai-visualize command line option</a>
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</li>
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      </ul></li>
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      <li>
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    -a, --annotation_txt &lt;annotation_txt&gt;
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      <ul>
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        <li><a href="index.html#cmdoption-pathflowai-visualize-overlay-new-annotations-a">pathflowai-visualize-overlay_new_annotations command line option</a>
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</li>
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      </ul></li>
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      <li>
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    -a, --annotations &lt;annotations&gt;
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      <ul>
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        <li><a href="index.html#cmdoption-pathflowai-preprocess-preprocess-pipeline-a">pathflowai-preprocess-preprocess_pipeline command line option</a>
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</li>
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        <li><a href="index.html#cmdoption-pathflowai-visualize-plot-embeddings-a">pathflowai-visualize-plot_embeddings command line option</a>
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</li>
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      </ul></li>
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      <li>
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    -ac, --annotation_col &lt;annotation_col&gt;
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      <ul>
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        <li><a href="index.html#cmdoption-pathflowai-visualize-plot-predictions-ac">pathflowai-visualize-plot_predictions command line option</a>
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</li>
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      </ul></li>
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    -al, --alpha &lt;alpha&gt;
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        <li><a href="index.html#cmdoption-pathflowai-visualize-plot-predictions-al">pathflowai-visualize-plot_predictions command line option</a>
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</li>
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      </ul></li>
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    -am, --adjust_mask
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        <li><a href="index.html#cmdoption-pathflowai-preprocess-preprocess-pipeline-am">pathflowai-preprocess-preprocess_pipeline command line option</a>
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      </ul></li>
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    -an, --annotations
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        <li><a href="index.html#cmdoption-pathflowai-visualize-plot-predictions-an">pathflowai-visualize-plot_predictions command line option</a>
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</li>
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    -b, --basename &lt;basename&gt;
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        <li><a href="index.html#cmdoption-pathflowai-preprocess-preprocess-pipeline-b">pathflowai-preprocess-preprocess_pipeline command line option</a>
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        <li><a href="index.html#cmdoption-pathflowai-preprocess-remove-basename-from-db-b">pathflowai-preprocess-remove_basename_from_db command line option</a>
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</li>
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        <li><a href="index.html#cmdoption-pathflowai-visualize-extract-patch-b">pathflowai-visualize-extract_patch command line option</a>
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</li>
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        <li><a href="index.html#cmdoption-pathflowai-visualize-plot-embeddings-b">pathflowai-visualize-plot_embeddings command line option</a>
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</li>
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        <li><a href="index.html#cmdoption-pathflowai-visualize-plot-image-umap-embeddings-b">pathflowai-visualize-plot_image_umap_embeddings command line option</a>
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        <li><a href="index.html#cmdoption-pathflowai-visualize-plot-predictions-b">pathflowai-visualize-plot_predictions command line option</a>
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</li>
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      </ul></li>
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    -bp, --basic_preprocess
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        <li><a href="index.html#cmdoption-pathflowai-preprocess-preprocess-pipeline-bp">pathflowai-preprocess-preprocess_pipeline command line option</a>
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    -bs, --batch_size &lt;batch_size&gt;
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        <li><a href="index.html#cmdoption-pathflowai-visualize-shapley-plot-bs">pathflowai-visualize-shapley_plot command line option</a>
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    -c, --custom_segmentation &lt;custom_segmentation&gt;
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        <li><a href="index.html#cmdoption-pathflowai-visualize-extract-patch-c">pathflowai-visualize-extract_patch command line option</a>
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        <li><a href="index.html#cmdoption-pathflowai-visualize-plot-predictions-c">pathflowai-visualize-plot_predictions command line option</a>
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    -cf, --compression_factor &lt;compression_factor&gt;
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        <li><a href="index.html#cmdoption-pathflowai-visualize-overlay-new-annotations-cf">pathflowai-visualize-overlay_new_annotations command line option</a>
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        <li><a href="index.html#cmdoption-pathflowai-visualize-plot-image-cf">pathflowai-visualize-plot_image command line option</a>
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        <li><a href="index.html#cmdoption-pathflowai-visualize-plot-predictions-cf">pathflowai-visualize-plot_predictions command line option</a>
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</li>
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      </ul></li>
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    -csv, --records_output_csv &lt;records_output_csv&gt;
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        <li><a href="index.html#cmdoption-pathflowai-monitor-monitor-usage-csv">pathflowai-monitor-monitor_usage command line option</a>
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</li>
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      </ul></li>
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    -dt, --delay_time &lt;delay_time&gt;
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        <li><a href="index.html#cmdoption-pathflowai-monitor-monitor-usage-dt">pathflowai-monitor-monitor_usage command line option</a>
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</li>
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      </ul></li>
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      <li>
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    -e, --embeddings_file &lt;embeddings_file&gt;
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        <li><a href="index.html#cmdoption-pathflowai-visualize-plot-image-umap-embeddings-e">pathflowai-visualize-plot_image_umap_embeddings command line option</a>
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    -fr, --from_annotations &lt;from_annotations&gt;
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        <li><a href="index.html#cmdoption-pathflowai-preprocess-alter-masks-fr">pathflowai-preprocess-alter_masks command line option</a>
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</li>
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        <li><a href="index.html#cmdoption-pathflowai-preprocess-collapse-annotations-fr">pathflowai-preprocess-collapse_annotations command line option</a>
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</li>
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    -g, --generate_finetune_segmentation
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      <ul>
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        <li><a href="index.html#cmdoption-pathflowai-preprocess-preprocess-pipeline-g">pathflowai-preprocess-preprocess_pipeline command line option</a>
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</li>
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      </ul></li>
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      <li>
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    -i, --embeddings_file &lt;embeddings_file&gt;
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      <ul>
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        <li><a href="index.html#cmdoption-pathflowai-visualize-plot-embeddings-i">pathflowai-visualize-plot_embeddings command line option</a>
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</li>
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      </ul></li>
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    -i, --image_file &lt;image_file&gt;
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        <li><a href="index.html#cmdoption-pathflowai-visualize-plot-image-i">pathflowai-visualize-plot_image command line option</a>
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</li>
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      </ul></li>
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    -i, --img_file &lt;img_file&gt;
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      <ul>
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        <li><a href="index.html#cmdoption-pathflowai-visualize-overlay-new-annotations-i">pathflowai-visualize-overlay_new_annotations command line option</a>
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</li>
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      </ul></li>
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      <li>
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    -i, --input_dir &lt;input_dir&gt;
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      <ul>
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        <li><a href="index.html#cmdoption-pathflowai-preprocess-preprocess-pipeline-i">pathflowai-preprocess-preprocess_pipeline command line option</a>
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</li>
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        <li><a href="index.html#cmdoption-pathflowai-visualize-extract-patch-i">pathflowai-visualize-extract_patch command line option</a>
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</li>
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        <li><a href="index.html#cmdoption-pathflowai-visualize-plot-image-umap-embeddings-i">pathflowai-visualize-plot_image_umap_embeddings command line option</a>
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</li>
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        <li><a href="index.html#cmdoption-pathflowai-visualize-plot-predictions-i">pathflowai-visualize-plot_predictions command line option</a>
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</li>
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      </ul></li>
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      <li>
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    -i, --input_patch_db &lt;input_patch_db&gt;
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      <ul>
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        <li><a href="index.html#cmdoption-pathflowai-preprocess-collapse-annotations-i">pathflowai-preprocess-collapse_annotations command line option</a>
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</li>
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        <li><a href="index.html#cmdoption-pathflowai-preprocess-remove-basename-from-db-i">pathflowai-preprocess-remove_basename_from_db command line option</a>
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</li>
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      </ul></li>
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      <li>
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    -i, --mask_dir &lt;mask_dir&gt;
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      <ul>
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        <li><a href="index.html#cmdoption-pathflowai-preprocess-alter-masks-i">pathflowai-preprocess-alter_masks command line option</a>
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</li>
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      </ul></li>
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      <li>
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    -it, --intensity_threshold &lt;intensity_threshold&gt;
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        <li><a href="index.html#cmdoption-pathflowai-preprocess-preprocess-pipeline-it">pathflowai-preprocess-preprocess_pipeline command line option</a>
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</li>
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      </ul></li>
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      <li>
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    -l, --local_smoothing &lt;local_smoothing&gt;
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      <ul>
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        <li><a href="index.html#cmdoption-pathflowai-visualize-shapley-plot-l">pathflowai-visualize-shapley_plot command line option</a>
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</li>
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      </ul></li>
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      <li>
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    -m, --model_pkl &lt;model_pkl&gt;
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        <li><a href="index.html#cmdoption-pathflowai-visualize-shapley-plot-m">pathflowai-visualize-shapley_plot command line option</a>
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</li>
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      </ul></li>
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      <li>
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    -ma, --max_background_area &lt;max_background_area&gt;
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        <li><a href="index.html#cmdoption-pathflowai-preprocess-collapse-annotations-ma">pathflowai-preprocess-collapse_annotations command line option</a>
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</li>
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        <li><a href="index.html#cmdoption-pathflowai-visualize-plot-embeddings-ma">pathflowai-visualize-plot_embeddings command line option</a>
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</li>
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        <li><a href="index.html#cmdoption-pathflowai-visualize-plot-image-umap-embeddings-ma">pathflowai-visualize-plot_image_umap_embeddings command line option</a>
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</li>
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      </ul></li>
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      <li>
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    -mpl, --mpl_scatter
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        <li><a href="index.html#cmdoption-pathflowai-visualize-plot-image-umap-embeddings-mpl">pathflowai-visualize-plot_image_umap_embeddings command line option</a>
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</li>
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      </ul></li>
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    -mth, --method &lt;method&gt;
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        <li><a href="index.html#cmdoption-pathflowai-visualize-shapley-plot-mth">pathflowai-visualize-shapley_plot command line option</a>
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</li>
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      </ul></li>
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  </ul></td>
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  <td style="width: 33%; vertical-align: top;"><ul>
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    -nn, --n_neighbors &lt;n_neighbors&gt;
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        <li><a href="index.html#cmdoption-pathflowai-preprocess-preprocess-pipeline-nn">pathflowai-preprocess-preprocess_pipeline command line option</a>
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</li>
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        <li><a href="index.html#cmdoption-pathflowai-visualize-plot-embeddings-nn">pathflowai-visualize-plot_embeddings command line option</a>
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</li>
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        <li><a href="index.html#cmdoption-pathflowai-visualize-plot-image-umap-embeddings-nn">pathflowai-visualize-plot_image_umap_embeddings command line option</a>
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</li>
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      </ul></li>
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    -npy, --img2npy
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        <li><a href="index.html#cmdoption-pathflowai-preprocess-preprocess-pipeline-npy">pathflowai-preprocess-preprocess_pipeline command line option</a>
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    -ns, --n_samples &lt;n_samples&gt;
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        <li><a href="index.html#cmdoption-pathflowai-visualize-shapley-plot-ns">pathflowai-visualize-shapley_plot command line option</a>
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      </ul></li>
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    -o, --output_dir &lt;output_dir&gt;
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      <ul>
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        <li><a href="index.html#cmdoption-pathflowai-preprocess-alter-masks-o">pathflowai-preprocess-alter_masks command line option</a>
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      </ul></li>
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    -o, --output_patch_db &lt;output_patch_db&gt;
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        <li><a href="index.html#cmdoption-pathflowai-preprocess-collapse-annotations-o">pathflowai-preprocess-collapse_annotations command line option</a>
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        <li><a href="index.html#cmdoption-pathflowai-preprocess-remove-basename-from-db-o">pathflowai-preprocess-remove_basename_from_db command line option</a>
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      </ul></li>
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    -o, --outputfilename &lt;outputfilename&gt;
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        <li><a href="index.html#cmdoption-pathflowai-visualize-overlay-new-annotations-o">pathflowai-visualize-overlay_new_annotations command line option</a>
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</li>
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        <li><a href="index.html#cmdoption-pathflowai-visualize-plot-image-umap-embeddings-o">pathflowai-visualize-plot_image_umap_embeddings command line option</a>
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        <li><a href="index.html#cmdoption-pathflowai-visualize-shapley-plot-o">pathflowai-visualize-shapley_plot command line option</a>
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      </ul></li>
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    -o, --outputfname &lt;outputfname&gt;
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        <li><a href="index.html#cmdoption-pathflowai-visualize-extract-patch-o">pathflowai-visualize-extract_patch command line option</a>
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        <li><a href="index.html#cmdoption-pathflowai-visualize-plot-image-o">pathflowai-visualize-plot_image command line option</a>
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        <li><a href="index.html#cmdoption-pathflowai-visualize-plot-predictions-o">pathflowai-visualize-plot_predictions command line option</a>
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      </ul></li>
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    -o, --plotly_output_file &lt;plotly_output_file&gt;
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        <li><a href="index.html#cmdoption-pathflowai-visualize-plot-embeddings-o">pathflowai-visualize-plot_embeddings command line option</a>
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    -ocf, --original_compression_factor &lt;original_compression_factor&gt;
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        <li><a href="index.html#cmdoption-pathflowai-visualize-overlay-new-annotations-ocf">pathflowai-visualize-overlay_new_annotations command line option</a>
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    -odb, --out_db &lt;out_db&gt;
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        <li><a href="index.html#cmdoption-pathflowai-preprocess-preprocess-pipeline-odb">pathflowai-preprocess-preprocess_pipeline command line option</a>
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    -p, --patch_info_file &lt;patch_info_file&gt;
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        <li><a href="index.html#cmdoption-pathflowai-visualize-extract-patch-p">pathflowai-visualize-extract_patch command line option</a>
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        <li><a href="index.html#cmdoption-pathflowai-visualize-plot-predictions-p">pathflowai-visualize-plot_predictions command line option</a>
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    -p, --pred_out &lt;pred_out&gt;
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      <ul>
509
        <li><a href="index.html#cmdoption-pathflowai-visualize-shapley-plot-p">pathflowai-visualize-shapley_plot command line option</a>
510
</li>
511
      </ul></li>
512
      <li>
513
    -pa, --patches
514
515
      <ul>
516
        <li><a href="index.html#cmdoption-pathflowai-preprocess-preprocess-pipeline-pa">pathflowai-preprocess-preprocess_pipeline command line option</a>
517
</li>
518
      </ul></li>
519
      <li>
520
    -pr, --preprocess
521
522
      <ul>
523
        <li><a href="index.html#cmdoption-pathflowai-preprocess-preprocess-pipeline-pr">pathflowai-preprocess-preprocess_pipeline command line option</a>
524
</li>
525
      </ul></li>
526
      <li>
527
    -ps, --patch_size &lt;patch_size&gt;
528
529
      <ul>
530
        <li><a href="index.html#cmdoption-pathflowai-preprocess-collapse-annotations-ps">pathflowai-preprocess-collapse_annotations command line option</a>
531
</li>
532
        <li><a href="index.html#cmdoption-pathflowai-preprocess-preprocess-pipeline-ps">pathflowai-preprocess-preprocess_pipeline command line option</a>
533
</li>
534
        <li><a href="index.html#cmdoption-pathflowai-preprocess-remove-basename-from-db-ps">pathflowai-preprocess-remove_basename_from_db command line option</a>
535
</li>
536
        <li><a href="index.html#cmdoption-pathflowai-visualize-extract-patch-ps">pathflowai-visualize-extract_patch command line option</a>
537
</li>
538
        <li><a href="index.html#cmdoption-pathflowai-visualize-plot-predictions-ps">pathflowai-visualize-plot_predictions command line option</a>
539
</li>
540
      </ul></li>
541
      <li>
542
    -rb, --remove_background_annotation &lt;remove_background_annotation&gt;
543
544
      <ul>
545
        <li><a href="index.html#cmdoption-pathflowai-preprocess-collapse-annotations-rb">pathflowai-preprocess-collapse_annotations command line option</a>
546
</li>
547
        <li><a href="index.html#cmdoption-pathflowai-visualize-plot-embeddings-rb">pathflowai-visualize-plot_embeddings command line option</a>
548
</li>
549
        <li><a href="index.html#cmdoption-pathflowai-visualize-plot-image-umap-embeddings-rb">pathflowai-visualize-plot_image_umap_embeddings command line option</a>
550
</li>
551
      </ul></li>
552
      <li>
553
    -s, --segmentation
554
555
      <ul>
556
        <li><a href="index.html#cmdoption-pathflowai-visualize-extract-patch-s">pathflowai-visualize-extract_patch command line option</a>
557
</li>
558
        <li><a href="index.html#cmdoption-pathflowai-visualize-plot-predictions-s">pathflowai-visualize-plot_predictions command line option</a>
559
</li>
560
      </ul></li>
561
      <li>
562
    -sc, --n_segmentation_classes &lt;n_segmentation_classes&gt;
563
564
      <ul>
565
        <li><a href="index.html#cmdoption-pathflowai-visualize-extract-patch-sc">pathflowai-visualize-extract_patch command line option</a>
566
</li>
567
        <li><a href="index.html#cmdoption-pathflowai-visualize-plot-predictions-sc">pathflowai-visualize-plot_predictions command line option</a>
568
</li>
569
      </ul></li>
570
      <li>
571
    -sc, --sort_col &lt;sort_col&gt;
572
573
      <ul>
574
        <li><a href="index.html#cmdoption-pathflowai-visualize-plot-image-umap-embeddings-sc">pathflowai-visualize-plot_image_umap_embeddings command line option</a>
575
</li>
576
      </ul></li>
577
      <li>
578
    -sf, --scaling_factor &lt;scaling_factor&gt;
579
580
      <ul>
581
        <li><a href="index.html#cmdoption-pathflowai-visualize-plot-predictions-sf">pathflowai-visualize-plot_predictions command line option</a>
582
</li>
583
      </ul></li>
584
      <li>
585
    -sm, --sort_mode &lt;sort_mode&gt;
586
587
      <ul>
588
        <li><a href="index.html#cmdoption-pathflowai-visualize-plot-image-umap-embeddings-sm">pathflowai-visualize-plot_image_umap_embeddings command line option</a>
589
</li>
590
      </ul></li>
591
      <li>
592
    -t, --threshold &lt;threshold&gt;
593
594
      <ul>
595
        <li><a href="index.html#cmdoption-pathflowai-preprocess-preprocess-pipeline-t">pathflowai-preprocess-preprocess_pipeline command line option</a>
596
</li>
597
      </ul></li>
598
      <li>
599
    -tc, --target_segmentation_class &lt;target_segmentation_class&gt;
600
601
      <ul>
602
        <li><a href="index.html#cmdoption-pathflowai-preprocess-preprocess-pipeline-tc">pathflowai-preprocess-preprocess_pipeline command line option</a>
603
</li>
604
      </ul></li>
605
      <li>
606
    -tif, --tif_file
607
608
      <ul>
609
        <li><a href="index.html#cmdoption-pathflowai-visualize-plot-predictions-tif">pathflowai-visualize-plot_predictions command line option</a>
610
</li>
611
      </ul></li>
612
      <li>
613
    -to, --to_annotations &lt;to_annotations&gt;
614
615
      <ul>
616
        <li><a href="index.html#cmdoption-pathflowai-preprocess-alter-masks-to">pathflowai-preprocess-alter_masks command line option</a>
617
</li>
618
        <li><a href="index.html#cmdoption-pathflowai-preprocess-collapse-annotations-to">pathflowai-preprocess-collapse_annotations command line option</a>
619
</li>
620
      </ul></li>
621
      <li>
622
    -tt, --target_threshold &lt;target_threshold&gt;
623
624
      <ul>
625
        <li><a href="index.html#cmdoption-pathflowai-preprocess-preprocess-pipeline-tt">pathflowai-preprocess-preprocess_pipeline command line option</a>
626
</li>
627
      </ul></li>
628
      <li>
629
    -tt, --total_time &lt;total_time&gt;
630
631
      <ul>
632
        <li><a href="index.html#cmdoption-pathflowai-monitor-monitor-usage-tt">pathflowai-monitor-monitor_usage command line option</a>
633
</li>
634
      </ul></li>
635
      <li>
636
    -x, --x &lt;x&gt;
637
638
      <ul>
639
        <li><a href="index.html#cmdoption-pathflowai-visualize-extract-patch-x">pathflowai-visualize-extract_patch command line option</a>
640
</li>
641
      </ul></li>
642
      <li>
643
    -y, --y &lt;y&gt;
644
645
      <ul>
646
        <li><a href="index.html#cmdoption-pathflowai-visualize-extract-patch-y">pathflowai-visualize-extract_patch command line option</a>
647
</li>
648
      </ul></li>
649
      <li>
650
    -z, --zoom &lt;zoom&gt;
651
652
      <ul>
653
        <li><a href="index.html#cmdoption-pathflowai-visualize-plot-image-umap-embeddings-z">pathflowai-visualize-plot_image_umap_embeddings command line option</a>
654
</li>
655
      </ul></li>
656
  </ul></td>
657
</tr></table>
658
659
<h2 id="A">A</h2>
660
<table style="width: 100%" class="indextable genindextable"><tr>
661
  <td style="width: 33%; vertical-align: top;"><ul>
662
      <li><a href="index.html#pathflowai.visualize.PredictionPlotter.add_custom_segmentation">add_custom_segmentation() (pathflowai.visualize.PredictionPlotter method)</a>
663
</li>
664
      <li><a href="index.html#pathflowai.visualize.PlotlyPlot.add_plot">add_plot() (pathflowai.visualize.PlotlyPlot method)</a>
665
</li>
666
      <li><a href="index.html#pathflowai.utils.add_purple_mask">add_purple_mask() (in module pathflowai.utils)</a>
667
</li>
668
  </ul></td>
669
  <td style="width: 33%; vertical-align: top;"><ul>
670
      <li><a href="index.html#pathflowai.utils.adjust_mask">adjust_mask() (in module pathflowai.utils)</a>
671
</li>
672
      <li><a href="index.html#pathflowai.visualize.annotation2rgb">annotation2rgb() (in module pathflowai.visualize)</a>
673
</li>
674
      <li><a href="index.html#pathflowai.losses.assert_">assert_() (in module pathflowai.losses)</a>
675
</li>
676
  </ul></td>
677
</tr></table>
678
679
<h2 id="B">B</h2>
680
<table style="width: 100%" class="indextable genindextable"><tr>
681
  <td style="width: 33%; vertical-align: top;"><ul>
682
      <li><a href="index.html#pathflowai.datasets.DynamicImageDataset.binarize_annotations">binarize_annotations() (pathflowai.datasets.DynamicImageDataset method)</a>
683
</li>
684
  </ul></td>
685
  <td style="width: 33%; vertical-align: top;"><ul>
686
      <li><a href="index.html#pathflowai.visualize.blend">blend() (in module pathflowai.visualize)</a>
687
</li>
688
      <li><a href="index.html#pathflowai.utils.boxes2interior">boxes2interior() (in module pathflowai.utils)</a>
689
</li>
690
  </ul></td>
691
</tr></table>
692
693
<h2 id="C">C</h2>
694
<table style="width: 100%" class="indextable genindextable"><tr>
695
  <td style="width: 33%; vertical-align: top;"><ul>
696
      <li><a href="index.html#pathflowai.losses.class2one_hot">class2one_hot() (in module pathflowai.losses)</a>
697
</li>
698
      <li><a href="index.html#pathflowai.datasets.DynamicImageDataset.concat">concat() (pathflowai.datasets.DynamicImageDataset method)</a>
699
</li>
700
      <li><a href="index.html#pathflowai.schedulers.CosineAnnealingWithRestartsLR">CosineAnnealingWithRestartsLR (class in pathflowai.schedulers)</a>
701
</li>
702
  </ul></td>
703
  <td style="width: 33%; vertical-align: top;"><ul>
704
      <li><a href="index.html#pathflowai.utils.create_purple_mask">create_purple_mask() (in module pathflowai.utils)</a>
705
</li>
706
      <li><a href="index.html#pathflowai.utils.create_sparse_annotation_arrays">create_sparse_annotation_arrays() (in module pathflowai.utils)</a>
707
</li>
708
      <li><a href="index.html#pathflowai.utils.create_train_val_test">create_train_val_test() (in module pathflowai.utils)</a>
709
</li>
710
      <li><a href="index.html#pathflowai.datasets.create_transforms">create_transforms() (in module pathflowai.datasets)</a>
711
</li>
712
  </ul></td>
713
</tr></table>
714
715
<h2 id="D">D</h2>
716
<table style="width: 100%" class="indextable genindextable"><tr>
717
  <td style="width: 33%; vertical-align: top;"><ul>
718
      <li><a href="index.html#pathflowai.utils.df2sql">df2sql() (in module pathflowai.utils)</a>
719
</li>
720
  </ul></td>
721
  <td style="width: 33%; vertical-align: top;"><ul>
722
      <li><a href="index.html#pathflowai.utils.dir2images">dir2images() (in module pathflowai.utils)</a>
723
</li>
724
      <li><a href="index.html#pathflowai.datasets.DynamicImageDataset">DynamicImageDataset (class in pathflowai.datasets)</a>
725
</li>
726
  </ul></td>
727
</tr></table>
728
729
<h2 id="E">E</h2>
730
<table style="width: 100%" class="indextable genindextable"><tr>
731
  <td style="width: 33%; vertical-align: top;"><ul>
732
      <li><a href="index.html#pathflowai.losses.eq">eq() (in module pathflowai.losses)</a>
733
</li>
734
  </ul></td>
735
  <td style="width: 33%; vertical-align: top;"><ul>
736
      <li><a href="index.html#pathflowai.utils.extract_patch_information">extract_patch_information() (in module pathflowai.utils)</a>
737
</li>
738
  </ul></td>
739
</tr></table>
740
741
<h2 id="F">F</h2>
742
<table style="width: 100%" class="indextable genindextable"><tr>
743
  <td style="width: 33%; vertical-align: top;"><ul>
744
      <li><a href="index.html#pathflowai.utils.fix_name">fix_name() (in module pathflowai.utils)</a>
745
</li>
746
      <li><a href="index.html#pathflowai.utils.fix_names">fix_names() (in module pathflowai.utils)</a>
747
</li>
748
      <li><a href="index.html#pathflowai.losses.flatten_samples">flatten_samples() (in module pathflowai.losses)</a>
749
</li>
750
  </ul></td>
751
  <td style="width: 33%; vertical-align: top;"><ul>
752
      <li><a href="index.html#pathflowai.losses.FocalLoss">FocalLoss (class in pathflowai.losses)</a>
753
</li>
754
      <li><a href="index.html#pathflowai.losses.FocalLoss.forward">forward() (pathflowai.losses.FocalLoss method)</a>
755
756
      <ul>
757
        <li><a href="index.html#pathflowai.losses.GeneralizedDiceLoss.forward">(pathflowai.losses.GeneralizedDiceLoss method)</a>
758
</li>
759
      </ul></li>
760
  </ul></td>
761
</tr></table>
762
763
<h2 id="G">G</h2>
764
<table style="width: 100%" class="indextable genindextable"><tr>
765
  <td style="width: 33%; vertical-align: top;"><ul>
766
      <li><a href="index.html#pathflowai.losses.GeneralizedDice">GeneralizedDice (class in pathflowai.losses)</a>
767
</li>
768
      <li><a href="index.html#pathflowai.losses.GeneralizedDiceLoss">GeneralizedDiceLoss (class in pathflowai.losses)</a>
769
</li>
770
      <li><a href="index.html#pathflowai.visualize.PredictionPlotter.generate_image">generate_image() (pathflowai.visualize.PredictionPlotter method)</a>
771
</li>
772
      <li><a href="index.html#pathflowai.utils.generate_patch_pipeline">generate_patch_pipeline() (in module pathflowai.utils)</a>
773
</li>
774
  </ul></td>
775
  <td style="width: 33%; vertical-align: top;"><ul>
776
      <li><a href="index.html#pathflowai.datasets.DynamicImageDataset.get_class_weights">get_class_weights() (pathflowai.datasets.DynamicImageDataset method)</a>
777
</li>
778
      <li><a href="index.html#pathflowai.datasets.get_data_transforms">get_data_transforms() (in module pathflowai.datasets)</a>
779
</li>
780
      <li><a href="index.html#pathflowai.schedulers.Scheduler.get_lr">get_lr() (pathflowai.schedulers.Scheduler method)</a>
781
</li>
782
      <li><a href="index.html#pathflowai.datasets.get_normalizer">get_normalizer() (in module pathflowai.datasets)</a>
783
</li>
784
      <li><a href="index.html#pathflowai.utils.grab_interior_points">grab_interior_points() (in module pathflowai.utils)</a>
785
</li>
786
  </ul></td>
787
</tr></table>
788
789
<h2 id="I">I</h2>
790
<table style="width: 100%" class="indextable genindextable"><tr>
791
  <td style="width: 33%; vertical-align: top;"><ul>
792
      <li><a href="index.html#pathflowai.utils.image2coords">image2coords() (in module pathflowai.utils)</a>
793
</li>
794
      <li><a href="index.html#pathflowai.utils.images2coord_dict">images2coord_dict() (in module pathflowai.utils)</a>
795
</li>
796
      <li><a href="index.html#pathflowai.sampler.ImbalancedDatasetSampler">ImbalancedDatasetSampler (class in pathflowai.sampler)</a>
797
</li>
798
  </ul></td>
799
  <td style="width: 33%; vertical-align: top;"><ul>
800
      <li><a href="index.html#pathflowai.utils.img2npy_">img2npy_() (in module pathflowai.utils)</a>
801
</li>
802
      <li><a href="index.html#pathflowai.utils.is_coords_in_box">is_coords_in_box() (in module pathflowai.utils)</a>
803
</li>
804
      <li><a href="index.html#pathflowai.utils.is_image_in_boxes">is_image_in_boxes() (in module pathflowai.utils)</a>
805
</li>
806
      <li><a href="index.html#pathflowai.utils.is_valid_patch">is_valid_patch() (in module pathflowai.utils)</a>
807
</li>
808
  </ul></td>
809
</tr></table>
810
811
<h2 id="L">L</h2>
812
<table style="width: 100%" class="indextable genindextable"><tr>
813
  <td style="width: 33%; vertical-align: top;"><ul>
814
      <li><a href="index.html#pathflowai.utils.load_dataset">load_dataset() (in module pathflowai.utils)</a>
815
</li>
816
      <li><a href="index.html#pathflowai.utils.load_image">load_image() (in module pathflowai.utils)</a>
817
</li>
818
  </ul></td>
819
  <td style="width: 33%; vertical-align: top;"><ul>
820
      <li><a href="index.html#pathflowai.utils.load_process_image">load_process_image() (in module pathflowai.utils)</a>
821
</li>
822
      <li><a href="index.html#pathflowai.utils.load_sql_df">load_sql_df() (in module pathflowai.utils)</a>
823
</li>
824
  </ul></td>
825
</tr></table>
826
827
<h2 id="N">N</h2>
828
<table style="width: 100%" class="indextable genindextable"><tr>
829
  <td style="width: 33%; vertical-align: top;"><ul>
830
      <li><a href="index.html#pathflowai.utils.npy2da">npy2da() (in module pathflowai.utils)</a>
831
</li>
832
  </ul></td>
833
</tr></table>
834
835
<h2 id="O">O</h2>
836
<table style="width: 100%" class="indextable genindextable"><tr>
837
  <td style="width: 33%; vertical-align: top;"><ul>
838
      <li><a href="index.html#pathflowai.losses.one_hot">one_hot() (in module pathflowai.losses)</a>
839
</li>
840
  </ul></td>
841
  <td style="width: 33%; vertical-align: top;"><ul>
842
      <li><a href="index.html#pathflowai.losses.one_hot2dist">one_hot2dist() (in module pathflowai.losses)</a>
843
</li>
844
      <li><a href="index.html#pathflowai.visualize.PredictionPlotter.output_image">output_image() (pathflowai.visualize.PredictionPlotter method)</a>
845
</li>
846
  </ul></td>
847
</tr></table>
848
849
<h2 id="P">P</h2>
850
<table style="width: 100%" class="indextable genindextable"><tr>
851
  <td style="width: 33%; vertical-align: top;"><ul>
852
      <li><a href="index.html#pathflowai.utils.parse_coord_return_boxes">parse_coord_return_boxes() (in module pathflowai.utils)</a>
853
</li>
854
      <li>
855
    pathflowai-monitor command line option
856
857
      <ul>
858
        <li><a href="index.html#cmdoption-pathflowai-monitor-version">--version</a>
859
</li>
860
      </ul></li>
861
      <li>
862
    pathflowai-monitor-monitor_usage command line option
863
864
      <ul>
865
        <li><a href="index.html#cmdoption-pathflowai-monitor-monitor-usage-csv">-csv, --records_output_csv &lt;records_output_csv&gt;</a>
866
</li>
867
        <li><a href="index.html#cmdoption-pathflowai-monitor-monitor-usage-dt">-dt, --delay_time &lt;delay_time&gt;</a>
868
</li>
869
        <li><a href="index.html#cmdoption-pathflowai-monitor-monitor-usage-tt">-tt, --total_time &lt;total_time&gt;</a>
870
</li>
871
      </ul></li>
872
      <li>
873
    pathflowai-preprocess command line option
874
875
      <ul>
876
        <li><a href="index.html#cmdoption-pathflowai-preprocess-version">--version</a>
877
</li>
878
      </ul></li>
879
      <li>
880
    pathflowai-preprocess-alter_masks command line option
881
882
      <ul>
883
        <li><a href="index.html#cmdoption-pathflowai-preprocess-alter-masks-fr">-fr, --from_annotations &lt;from_annotations&gt;</a>
884
</li>
885
        <li><a href="index.html#cmdoption-pathflowai-preprocess-alter-masks-i">-i, --mask_dir &lt;mask_dir&gt;</a>
886
</li>
887
        <li><a href="index.html#cmdoption-pathflowai-preprocess-alter-masks-o">-o, --output_dir &lt;output_dir&gt;</a>
888
</li>
889
        <li><a href="index.html#cmdoption-pathflowai-preprocess-alter-masks-to">-to, --to_annotations &lt;to_annotations&gt;</a>
890
</li>
891
      </ul></li>
892
      <li>
893
    pathflowai-preprocess-collapse_annotations command line option
894
895
      <ul>
896
        <li><a href="index.html#cmdoption-pathflowai-preprocess-collapse-annotations-fr">-fr, --from_annotations &lt;from_annotations&gt;</a>
897
</li>
898
        <li><a href="index.html#cmdoption-pathflowai-preprocess-collapse-annotations-i">-i, --input_patch_db &lt;input_patch_db&gt;</a>
899
</li>
900
        <li><a href="index.html#cmdoption-pathflowai-preprocess-collapse-annotations-ma">-ma, --max_background_area &lt;max_background_area&gt;</a>
901
</li>
902
        <li><a href="index.html#cmdoption-pathflowai-preprocess-collapse-annotations-o">-o, --output_patch_db &lt;output_patch_db&gt;</a>
903
</li>
904
        <li><a href="index.html#cmdoption-pathflowai-preprocess-collapse-annotations-ps">-ps, --patch_size &lt;patch_size&gt;</a>
905
</li>
906
        <li><a href="index.html#cmdoption-pathflowai-preprocess-collapse-annotations-rb">-rb, --remove_background_annotation &lt;remove_background_annotation&gt;</a>
907
</li>
908
        <li><a href="index.html#cmdoption-pathflowai-preprocess-collapse-annotations-to">-to, --to_annotations &lt;to_annotations&gt;</a>
909
</li>
910
      </ul></li>
911
      <li>
912
    pathflowai-preprocess-preprocess_pipeline command line option
913
914
      <ul>
915
        <li><a href="index.html#cmdoption-pathflowai-preprocess-preprocess-pipeline-a">-a, --annotations &lt;annotations&gt;</a>
916
</li>
917
        <li><a href="index.html#cmdoption-pathflowai-preprocess-preprocess-pipeline-am">-am, --adjust_mask</a>
918
</li>
919
        <li><a href="index.html#cmdoption-pathflowai-preprocess-preprocess-pipeline-b">-b, --basename &lt;basename&gt;</a>
920
</li>
921
        <li><a href="index.html#cmdoption-pathflowai-preprocess-preprocess-pipeline-bp">-bp, --basic_preprocess</a>
922
</li>
923
        <li><a href="index.html#cmdoption-pathflowai-preprocess-preprocess-pipeline-g">-g, --generate_finetune_segmentation</a>
924
</li>
925
        <li><a href="index.html#cmdoption-pathflowai-preprocess-preprocess-pipeline-i">-i, --input_dir &lt;input_dir&gt;</a>
926
</li>
927
        <li><a href="index.html#cmdoption-pathflowai-preprocess-preprocess-pipeline-it">-it, --intensity_threshold &lt;intensity_threshold&gt;</a>
928
</li>
929
        <li><a href="index.html#cmdoption-pathflowai-preprocess-preprocess-pipeline-nn">-nn, --n_neighbors &lt;n_neighbors&gt;</a>
930
</li>
931
        <li><a href="index.html#cmdoption-pathflowai-preprocess-preprocess-pipeline-npy">-npy, --img2npy</a>
932
</li>
933
        <li><a href="index.html#cmdoption-pathflowai-preprocess-preprocess-pipeline-odb">-odb, --out_db &lt;out_db&gt;</a>
934
</li>
935
        <li><a href="index.html#cmdoption-pathflowai-preprocess-preprocess-pipeline-pa">-pa, --patches</a>
936
</li>
937
        <li><a href="index.html#cmdoption-pathflowai-preprocess-preprocess-pipeline-pr">-pr, --preprocess</a>
938
</li>
939
        <li><a href="index.html#cmdoption-pathflowai-preprocess-preprocess-pipeline-ps">-ps, --patch_size &lt;patch_size&gt;</a>
940
</li>
941
        <li><a href="index.html#cmdoption-pathflowai-preprocess-preprocess-pipeline-t">-t, --threshold &lt;threshold&gt;</a>
942
</li>
943
        <li><a href="index.html#cmdoption-pathflowai-preprocess-preprocess-pipeline-tc">-tc, --target_segmentation_class &lt;target_segmentation_class&gt;</a>
944
</li>
945
        <li><a href="index.html#cmdoption-pathflowai-preprocess-preprocess-pipeline-tt">-tt, --target_threshold &lt;target_threshold&gt;</a>
946
</li>
947
      </ul></li>
948
      <li>
949
    pathflowai-preprocess-remove_basename_from_db command line option
950
951
      <ul>
952
        <li><a href="index.html#cmdoption-pathflowai-preprocess-remove-basename-from-db-b">-b, --basename &lt;basename&gt;</a>
953
</li>
954
        <li><a href="index.html#cmdoption-pathflowai-preprocess-remove-basename-from-db-i">-i, --input_patch_db &lt;input_patch_db&gt;</a>
955
</li>
956
        <li><a href="index.html#cmdoption-pathflowai-preprocess-remove-basename-from-db-o">-o, --output_patch_db &lt;output_patch_db&gt;</a>
957
</li>
958
        <li><a href="index.html#cmdoption-pathflowai-preprocess-remove-basename-from-db-ps">-ps, --patch_size &lt;patch_size&gt;</a>
959
</li>
960
      </ul></li>
961
      <li>
962
    pathflowai-visualize command line option
963
964
      <ul>
965
        <li><a href="index.html#cmdoption-pathflowai-visualize-version">--version</a>
966
</li>
967
      </ul></li>
968
      <li>
969
    pathflowai-visualize-extract_patch command line option
970
971
      <ul>
972
        <li><a href="index.html#cmdoption-pathflowai-visualize-extract-patch-b">-b, --basename &lt;basename&gt;</a>
973
</li>
974
        <li><a href="index.html#cmdoption-pathflowai-visualize-extract-patch-c">-c, --custom_segmentation &lt;custom_segmentation&gt;</a>
975
</li>
976
        <li><a href="index.html#cmdoption-pathflowai-visualize-extract-patch-i">-i, --input_dir &lt;input_dir&gt;</a>
977
</li>
978
        <li><a href="index.html#cmdoption-pathflowai-visualize-extract-patch-o">-o, --outputfname &lt;outputfname&gt;</a>
979
</li>
980
        <li><a href="index.html#cmdoption-pathflowai-visualize-extract-patch-p">-p, --patch_info_file &lt;patch_info_file&gt;</a>
981
</li>
982
        <li><a href="index.html#cmdoption-pathflowai-visualize-extract-patch-ps">-ps, --patch_size &lt;patch_size&gt;</a>
983
</li>
984
        <li><a href="index.html#cmdoption-pathflowai-visualize-extract-patch-s">-s, --segmentation</a>
985
</li>
986
        <li><a href="index.html#cmdoption-pathflowai-visualize-extract-patch-sc">-sc, --n_segmentation_classes &lt;n_segmentation_classes&gt;</a>
987
</li>
988
        <li><a href="index.html#cmdoption-pathflowai-visualize-extract-patch-x">-x, --x &lt;x&gt;</a>
989
</li>
990
        <li><a href="index.html#cmdoption-pathflowai-visualize-extract-patch-y">-y, --y &lt;y&gt;</a>
991
</li>
992
      </ul></li>
993
      <li>
994
    pathflowai-visualize-overlay_new_annotations command line option
995
996
      <ul>
997
        <li><a href="index.html#cmdoption-pathflowai-visualize-overlay-new-annotations-a">-a, --annotation_txt &lt;annotation_txt&gt;</a>
998
</li>
999
        <li><a href="index.html#cmdoption-pathflowai-visualize-overlay-new-annotations-cf">-cf, --compression_factor &lt;compression_factor&gt;</a>
1000
</li>
1001
        <li><a href="index.html#cmdoption-pathflowai-visualize-overlay-new-annotations-i">-i, --img_file &lt;img_file&gt;</a>
1002
</li>
1003
        <li><a href="index.html#cmdoption-pathflowai-visualize-overlay-new-annotations-o">-o, --outputfilename &lt;outputfilename&gt;</a>
1004
</li>
1005
        <li><a href="index.html#cmdoption-pathflowai-visualize-overlay-new-annotations-ocf">-ocf, --original_compression_factor &lt;original_compression_factor&gt;</a>
1006
</li>
1007
      </ul></li>
1008
  </ul></td>
1009
  <td style="width: 33%; vertical-align: top;"><ul>
1010
      <li>
1011
    pathflowai-visualize-plot_embeddings command line option
1012
1013
      <ul>
1014
        <li><a href="index.html#cmdoption-pathflowai-visualize-plot-embeddings-a">-a, --annotations &lt;annotations&gt;</a>
1015
</li>
1016
        <li><a href="index.html#cmdoption-pathflowai-visualize-plot-embeddings-b">-b, --basename &lt;basename&gt;</a>
1017
</li>
1018
        <li><a href="index.html#cmdoption-pathflowai-visualize-plot-embeddings-i">-i, --embeddings_file &lt;embeddings_file&gt;</a>
1019
</li>
1020
        <li><a href="index.html#cmdoption-pathflowai-visualize-plot-embeddings-ma">-ma, --max_background_area &lt;max_background_area&gt;</a>
1021
</li>
1022
        <li><a href="index.html#cmdoption-pathflowai-visualize-plot-embeddings-nn">-nn, --n_neighbors &lt;n_neighbors&gt;</a>
1023
</li>
1024
        <li><a href="index.html#cmdoption-pathflowai-visualize-plot-embeddings-o">-o, --plotly_output_file &lt;plotly_output_file&gt;</a>
1025
</li>
1026
        <li><a href="index.html#cmdoption-pathflowai-visualize-plot-embeddings-rb">-rb, --remove_background_annotation &lt;remove_background_annotation&gt;</a>
1027
</li>
1028
      </ul></li>
1029
      <li>
1030
    pathflowai-visualize-plot_image command line option
1031
1032
      <ul>
1033
        <li><a href="index.html#cmdoption-pathflowai-visualize-plot-image-cf">-cf, --compression_factor &lt;compression_factor&gt;</a>
1034
</li>
1035
        <li><a href="index.html#cmdoption-pathflowai-visualize-plot-image-i">-i, --image_file &lt;image_file&gt;</a>
1036
</li>
1037
        <li><a href="index.html#cmdoption-pathflowai-visualize-plot-image-o">-o, --outputfname &lt;outputfname&gt;</a>
1038
</li>
1039
      </ul></li>
1040
      <li>
1041
    pathflowai-visualize-plot_image_umap_embeddings command line option
1042
1043
      <ul>
1044
        <li><a href="index.html#cmdoption-pathflowai-visualize-plot-image-umap-embeddings-b">-b, --basename &lt;basename&gt;</a>
1045
</li>
1046
        <li><a href="index.html#cmdoption-pathflowai-visualize-plot-image-umap-embeddings-e">-e, --embeddings_file &lt;embeddings_file&gt;</a>
1047
</li>
1048
        <li><a href="index.html#cmdoption-pathflowai-visualize-plot-image-umap-embeddings-i">-i, --input_dir &lt;input_dir&gt;</a>
1049
</li>
1050
        <li><a href="index.html#cmdoption-pathflowai-visualize-plot-image-umap-embeddings-ma">-ma, --max_background_area &lt;max_background_area&gt;</a>
1051
</li>
1052
        <li><a href="index.html#cmdoption-pathflowai-visualize-plot-image-umap-embeddings-mpl">-mpl, --mpl_scatter</a>
1053
</li>
1054
        <li><a href="index.html#cmdoption-pathflowai-visualize-plot-image-umap-embeddings-nn">-nn, --n_neighbors &lt;n_neighbors&gt;</a>
1055
</li>
1056
        <li><a href="index.html#cmdoption-pathflowai-visualize-plot-image-umap-embeddings-o">-o, --outputfilename &lt;outputfilename&gt;</a>
1057
</li>
1058
        <li><a href="index.html#cmdoption-pathflowai-visualize-plot-image-umap-embeddings-rb">-rb, --remove_background_annotation &lt;remove_background_annotation&gt;</a>
1059
</li>
1060
        <li><a href="index.html#cmdoption-pathflowai-visualize-plot-image-umap-embeddings-sc">-sc, --sort_col &lt;sort_col&gt;</a>
1061
</li>
1062
        <li><a href="index.html#cmdoption-pathflowai-visualize-plot-image-umap-embeddings-sm">-sm, --sort_mode &lt;sort_mode&gt;</a>
1063
</li>
1064
        <li><a href="index.html#cmdoption-pathflowai-visualize-plot-image-umap-embeddings-z">-z, --zoom &lt;zoom&gt;</a>
1065
</li>
1066
      </ul></li>
1067
      <li>
1068
    pathflowai-visualize-plot_predictions command line option
1069
1070
      <ul>
1071
        <li><a href="index.html#cmdoption-pathflowai-visualize-plot-predictions-ac">-ac, --annotation_col &lt;annotation_col&gt;</a>
1072
</li>
1073
        <li><a href="index.html#cmdoption-pathflowai-visualize-plot-predictions-al">-al, --alpha &lt;alpha&gt;</a>
1074
</li>
1075
        <li><a href="index.html#cmdoption-pathflowai-visualize-plot-predictions-an">-an, --annotations</a>
1076
</li>
1077
        <li><a href="index.html#cmdoption-pathflowai-visualize-plot-predictions-b">-b, --basename &lt;basename&gt;</a>
1078
</li>
1079
        <li><a href="index.html#cmdoption-pathflowai-visualize-plot-predictions-c">-c, --custom_segmentation &lt;custom_segmentation&gt;</a>
1080
</li>
1081
        <li><a href="index.html#cmdoption-pathflowai-visualize-plot-predictions-cf">-cf, --compression_factor &lt;compression_factor&gt;</a>
1082
</li>
1083
        <li><a href="index.html#cmdoption-pathflowai-visualize-plot-predictions-i">-i, --input_dir &lt;input_dir&gt;</a>
1084
</li>
1085
        <li><a href="index.html#cmdoption-pathflowai-visualize-plot-predictions-o">-o, --outputfname &lt;outputfname&gt;</a>
1086
</li>
1087
        <li><a href="index.html#cmdoption-pathflowai-visualize-plot-predictions-p">-p, --patch_info_file &lt;patch_info_file&gt;</a>
1088
</li>
1089
        <li><a href="index.html#cmdoption-pathflowai-visualize-plot-predictions-ps">-ps, --patch_size &lt;patch_size&gt;</a>
1090
</li>
1091
        <li><a href="index.html#cmdoption-pathflowai-visualize-plot-predictions-s">-s, --segmentation</a>
1092
</li>
1093
        <li><a href="index.html#cmdoption-pathflowai-visualize-plot-predictions-sc">-sc, --n_segmentation_classes &lt;n_segmentation_classes&gt;</a>
1094
</li>
1095
        <li><a href="index.html#cmdoption-pathflowai-visualize-plot-predictions-sf">-sf, --scaling_factor &lt;scaling_factor&gt;</a>
1096
</li>
1097
        <li><a href="index.html#cmdoption-pathflowai-visualize-plot-predictions-tif">-tif, --tif_file</a>
1098
</li>
1099
      </ul></li>
1100
      <li>
1101
    pathflowai-visualize-shapley_plot command line option
1102
1103
      <ul>
1104
        <li><a href="index.html#cmdoption-pathflowai-visualize-shapley-plot-bs">-bs, --batch_size &lt;batch_size&gt;</a>
1105
</li>
1106
        <li><a href="index.html#cmdoption-pathflowai-visualize-shapley-plot-l">-l, --local_smoothing &lt;local_smoothing&gt;</a>
1107
</li>
1108
        <li><a href="index.html#cmdoption-pathflowai-visualize-shapley-plot-m">-m, --model_pkl &lt;model_pkl&gt;</a>
1109
</li>
1110
        <li><a href="index.html#cmdoption-pathflowai-visualize-shapley-plot-mth">-mth, --method &lt;method&gt;</a>
1111
</li>
1112
        <li><a href="index.html#cmdoption-pathflowai-visualize-shapley-plot-ns">-ns, --n_samples &lt;n_samples&gt;</a>
1113
</li>
1114
        <li><a href="index.html#cmdoption-pathflowai-visualize-shapley-plot-o">-o, --outputfilename &lt;outputfilename&gt;</a>
1115
</li>
1116
        <li><a href="index.html#cmdoption-pathflowai-visualize-shapley-plot-p">-p, --pred_out &lt;pred_out&gt;</a>
1117
</li>
1118
      </ul></li>
1119
      <li><a href="index.html#module-pathflowai.datasets">pathflowai.datasets (module)</a>
1120
</li>
1121
      <li><a href="index.html#module-pathflowai.losses">pathflowai.losses (module)</a>
1122
</li>
1123
      <li><a href="index.html#module-pathflowai.sampler">pathflowai.sampler (module)</a>
1124
</li>
1125
      <li><a href="index.html#module-pathflowai.schedulers">pathflowai.schedulers (module)</a>
1126
</li>
1127
      <li><a href="index.html#module-pathflowai.utils">pathflowai.utils (module)</a>
1128
</li>
1129
      <li><a href="index.html#module-pathflowai.visualize">pathflowai.visualize (module)</a>
1130
</li>
1131
      <li><a href="index.html#pathflowai.visualize.PlotlyPlot.plot">plot() (pathflowai.visualize.PlotlyPlot method)</a>
1132
</li>
1133
      <li><a href="index.html#pathflowai.visualize.plot_image_">plot_image_() (in module pathflowai.visualize)</a>
1134
</li>
1135
      <li><a href="index.html#pathflowai.visualize.plot_shap">plot_shap() (in module pathflowai.visualize)</a>
1136
</li>
1137
      <li><a href="index.html#pathflowai.visualize.plot_umap_images">plot_umap_images() (in module pathflowai.visualize)</a>
1138
</li>
1139
      <li><a href="index.html#pathflowai.visualize.PlotlyPlot">PlotlyPlot (class in pathflowai.visualize)</a>
1140
</li>
1141
      <li><a href="index.html#pathflowai.visualize.PredictionPlotter">PredictionPlotter (class in pathflowai.visualize)</a>
1142
</li>
1143
      <li><a href="index.html#pathflowai.visualize.prob2rbg">prob2rbg() (in module pathflowai.visualize)</a>
1144
</li>
1145
      <li><a href="index.html#pathflowai.utils.process_svs">process_svs() (in module pathflowai.utils)</a>
1146
</li>
1147
  </ul></td>
1148
</tr></table>
1149
1150
<h2 id="R">R</h2>
1151
<table style="width: 100%" class="indextable genindextable"><tr>
1152
  <td style="width: 33%; vertical-align: top;"><ul>
1153
      <li><a href="index.html#pathflowai.datasets.RandomRotate90">RandomRotate90() (in module pathflowai.datasets)</a>
1154
</li>
1155
      <li><a href="index.html#pathflowai.datasets.DynamicImageDataset.retain_ID">retain_ID() (pathflowai.datasets.DynamicImageDataset method)</a>
1156
</li>
1157
      <li><a href="index.html#pathflowai.utils.retain_images">retain_images() (in module pathflowai.utils)</a>
1158
</li>
1159
  </ul></td>
1160
  <td style="width: 33%; vertical-align: top;"><ul>
1161
      <li><a href="index.html#pathflowai.utils.return_image_coord">return_image_coord() (in module pathflowai.utils)</a>
1162
</li>
1163
      <li><a href="index.html#pathflowai.utils.return_image_in_boxes_dict">return_image_in_boxes_dict() (in module pathflowai.utils)</a>
1164
</li>
1165
      <li><a href="index.html#pathflowai.visualize.PredictionPlotter.return_patch">return_patch() (pathflowai.visualize.PredictionPlotter method)</a>
1166
</li>
1167
      <li><a href="index.html#pathflowai.utils.run_preprocessing_pipeline">run_preprocessing_pipeline() (in module pathflowai.utils)</a>
1168
</li>
1169
  </ul></td>
1170
</tr></table>
1171
1172
<h2 id="S">S</h2>
1173
<table style="width: 100%" class="indextable genindextable"><tr>
1174
  <td style="width: 33%; vertical-align: top;"><ul>
1175
      <li><a href="index.html#pathflowai.utils.save_all_patch_info">save_all_patch_info() (in module pathflowai.utils)</a>
1176
</li>
1177
      <li><a href="index.html#pathflowai.utils.save_dataset">save_dataset() (in module pathflowai.utils)</a>
1178
</li>
1179
      <li><a href="index.html#pathflowai.schedulers.Scheduler">Scheduler (class in pathflowai.schedulers)</a>
1180
</li>
1181
      <li><a href="index.html#pathflowai.visualize.seg2rgb">seg2rgb() (in module pathflowai.visualize)</a>
1182
</li>
1183
      <li><a href="index.html#pathflowai.utils.segmentation_predictions2npy">segmentation_predictions2npy() (in module pathflowai.utils)</a>
1184
</li>
1185
      <li><a href="index.html#pathflowai.datasets.segmentation_transform">segmentation_transform() (in module pathflowai.datasets)</a>
1186
</li>
1187
      <li><a href="index.html#pathflowai.losses.ShapeError">ShapeError</a>
1188
</li>
1189
  </ul></td>
1190
  <td style="width: 33%; vertical-align: top;"><ul>
1191
      <li><a href="index.html#pathflowai.losses.simplex">simplex() (in module pathflowai.losses)</a>
1192
</li>
1193
      <li><a href="index.html#pathflowai.datasets.DynamicImageDataset.split_by_ID">split_by_ID() (pathflowai.datasets.DynamicImageDataset method)</a>
1194
</li>
1195
      <li><a href="index.html#pathflowai.losses.sset">sset() (in module pathflowai.losses)</a>
1196
</li>
1197
      <li><a href="index.html#pathflowai.schedulers.Scheduler.step">step() (pathflowai.schedulers.Scheduler method)</a>
1198
</li>
1199
      <li><a href="index.html#pathflowai.datasets.DynamicImageDataset.subsample">subsample() (pathflowai.datasets.DynamicImageDataset method)</a>
1200
</li>
1201
      <li><a href="index.html#pathflowai.losses.SurfaceLoss">SurfaceLoss (class in pathflowai.losses)</a>
1202
</li>
1203
      <li><a href="index.html#pathflowai.utils.svs2dask_array">svs2dask_array() (in module pathflowai.utils)</a>
1204
</li>
1205
  </ul></td>
1206
</tr></table>
1207
1208
<h2 id="T">T</h2>
1209
<table style="width: 100%" class="indextable genindextable"><tr>
1210
  <td style="width: 33%; vertical-align: top;"><ul>
1211
      <li><a href="index.html#pathflowai.visualize.to_pil">to_pil() (in module pathflowai.visualize)</a>
1212
</li>
1213
  </ul></td>
1214
</tr></table>
1215
1216
<h2 id="U">U</h2>
1217
<table style="width: 100%" class="indextable genindextable"><tr>
1218
  <td style="width: 33%; vertical-align: top;"><ul>
1219
      <li><a href="index.html#pathflowai.losses.uniq">uniq() (in module pathflowai.losses)</a>
1220
</li>
1221
  </ul></td>
1222
</tr></table>
1223
1224
1225
1226
           </div>
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