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"""The App module is the main entry point for the application.
Run `streamlit run app.py` to start the app.
"""
import pandas as pd
import streamlit as st
from streamlit_option_menu import option_menu
from src.load import load_context
from src.subpages import (
DebugPage,
FindDuplicatesPage,
HomePage,
LossesPage,
LossySamplesPage,
MetricsPage,
MisclassifiedPage,
Page,
ProbingPage,
RandomSamplesPage,
RawDataPage,
)
from src.subpages.attention import AttentionPage
from src.subpages.hidden_states import HiddenStatesPage
from src.subpages.inspect import InspectPage
from src.utils import classmap
sts = st.sidebar
st.set_page_config(
layout="wide",
page_title="Error Analysis",
page_icon="🏷️",
)
def _show_menu(pages: list[Page]) -> int:
with st.sidebar:
page_names = [p.name for p in pages]
page_icons = [p.icon for p in pages]
selected_menu_item = st.session_state.active_page = option_menu(
menu_title="ExplaiNER",
options=page_names,
icons=page_icons,
menu_icon="layout-wtf",
default_index=0,
)
return page_names.index(selected_menu_item)
assert False
def _initialize_session_state(pages: list[Page]):
if "active_page" not in st.session_state:
for page in pages:
st.session_state.update(**page._get_widget_defaults())
st.session_state.update(st.session_state)
def _write_color_legend(context):
def style(x):
return [f"background-color: {rgb}; opacity: 1;" for rgb in colors]
labels = list(set([lbl.split("-")[1] if "-" in lbl else lbl for lbl in context.labels]))
colors = [st.session_state.get(f"color_{lbl}", "#000000") for lbl in labels]
color_legend_df = pd.DataFrame(
[classmap[l] for l in labels], columns=["label"], index=labels
).T
st.sidebar.write(
color_legend_df.T.style.apply(style, axis=0).set_properties(
**{"color": "white", "text-align": "center"}
)
)
def main():
"""The main entry point for the application."""
pages: list[Page] = [
HomePage(),
AttentionPage(),
HiddenStatesPage(),
ProbingPage(),
MetricsPage(),
LossySamplesPage(),
LossesPage(),
MisclassifiedPage(),
RandomSamplesPage(),
FindDuplicatesPage(),
InspectPage(),
RawDataPage(),
DebugPage(),
]
_initialize_session_state(pages)
selected_page_idx = _show_menu(pages)
selected_page = pages[selected_page_idx]
if isinstance(selected_page, HomePage):
selected_page.render()
return
if "model_name" not in st.session_state:
# this can happen if someone loads another page directly (without going through home)
st.error("Setup not complete. Please click on 'Home / Setup in left menu bar'")
return
context = load_context(**st.session_state)
_write_color_legend(context)
selected_page.render(context)
if __name__ == "__main__":
main()
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