SecretLanguage / secretlanguage.py
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import param
import panel as pn
pn.extension(sizing_mode="stretch_width")
import pickle
import pandas as pd
css = ['https://cdn.datatables.net/1.10.24/css/jquery.dataTables.min.css',
# Below: Needed for export buttons
'https://cdn.datatables.net/buttons/1.7.0/css/buttons.dataTables.min.css'
]
js = {
'$': 'https://code.jquery.com/jquery-3.5.1.js',
'DataTable': 'https://cdn.datatables.net/1.10.24/js/jquery.dataTables.min.js',
# Below: Needed for export buttons
'buttons': 'https://cdn.datatables.net/buttons/1.7.0/js/dataTables.buttons.min.js',
'jszip': 'https://cdnjs.cloudflare.com/ajax/libs/jszip/3.1.3/jszip.min.js',
'pdfmake': 'https://cdnjs.cloudflare.com/ajax/libs/pdfmake/0.1.53/pdfmake.min.js',
'vfsfonts': 'https://cdnjs.cloudflare.com/ajax/libs/pdfmake/0.1.53/vfs_fonts.js',
'html5buttons': 'https://cdn.datatables.net/buttons/1.7.0/js/buttons.html5.min.js',
}
pn.extension(css_files=css, js_files=js)
script = """
<script>
if (document.readyState === "complete") {
$('.example').DataTable();
} else {
$(document).ready(function () {
$('.example').DataTable();
})
}
</script>
"""
# html = autompg.to_html(classes=['example', 'panel-df'])
class ReactiveTables(param.Parameterized):
dataset = param.ObjectSelector(default='SNLI (DistillBERT)', objects=['SNLI (DistillBERT)', 'MRPC (ALBERT)', 'SQuAD (Roberta)'])
split = param.ObjectSelector(default='train', objects=['train', 'validation or test'])
start = param.Integer(1)
stop = param.Integer(200)
@param.depends('dataset', 'split')
def data(self):
_path = f'{self.dataset.split(" ")[0]}_{self.split}.pkl'
if self.split != 'train':
_path = _path.replace('validation or test', 'validation' if 'SQuAD' in self.dataset else 'test')
dataframe = pickle.load(open(_path, 'rb'))
return dataframe
@param.depends('dataset', 'split', 'data')
def summary(self):
return self.data().describe()
# @param.depends('data', 'stop')
# def table(self):
# return self.data()[self.start:self.stop]
@param.depends('dataset', 'split', 'start', 'stop')
def table_ours(self):
return pn.pane.HTML(self.data()[self.start:self.stop + 1].to_html(classes=['example', 'panel-df']) + script,
sizing_mode='stretch_width')
def panel(self):
return pn.Row(
pn.Param(self, name="Settings", width=300, sizing_mode="fixed"),
pn.Column(
"## Description", self.summary,
"## Table", self.table_ours,
width=2000,
# sizing_mode='stretch_height'
)
, sizing_mode="stretch_width"
)
component = ReactiveTables().panel()
# dash =
pn.template.FastListTemplate(site="ACL 23 Submission", title="Finding Secret Language of Language Models",
main=[
"This page presents some secret languages discovered by our proposed SecretFinding algorithm on three multi-sentence datasets. To ensure optimal performance of this webapp, we recommend presenting less than 2000 data at a time.",
component
]).servable()
# pn.serve(dash)