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README.md
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---
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title:
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emoji: π
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colorFrom: yellow
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colorTo: indigo
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---
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title: Black Forest Labs FLUX.1 Devn
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emoji: π
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colorFrom: yellow
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colorTo: indigo
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app.py
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import
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import plotly.express as px
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from shared import app_dir, tips
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from shinywidgets import render_plotly
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from shiny import reactive, render
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from shiny.express import input, ui
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bill_rng = (min(tips.total_bill), max(tips.total_bill))
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# Add page title and sidebar
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ui.page_opts(title="Restaurant tipping", fillable=True)
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with ui.sidebar(open="desktop"):
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ui.input_slider(
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"total_bill",
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"Bill amount",
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min=bill_rng[0],
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max=bill_rng[1],
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value=bill_rng,
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pre="$",
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)
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ui.input_checkbox_group(
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"time",
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"Food service",
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["Lunch", "Dinner"],
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selected=["Lunch", "Dinner"],
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inline=True,
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)
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ui.input_action_button("reset", "Reset filter")
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# Add main content
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ICONS = {
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"user": fa.icon_svg("user", "regular"),
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"wallet": fa.icon_svg("wallet"),
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"currency-dollar": fa.icon_svg("dollar-sign"),
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"ellipsis": fa.icon_svg("ellipsis"),
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}
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with ui.layout_columns(fill=False):
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with ui.value_box(showcase=ICONS["user"]):
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"Total tippers"
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@render.express
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def total_tippers():
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tips_data().shape[0]
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with ui.value_box(showcase=ICONS["wallet"]):
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"Average tip"
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@render.express
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def average_tip():
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d = tips_data()
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if d.shape[0] > 0:
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perc = d.tip / d.total_bill
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f"{perc.mean():.1%}"
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with ui.value_box(showcase=ICONS["currency-dollar"]):
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"Average bill"
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@render.express
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def average_bill():
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d = tips_data()
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if d.shape[0] > 0:
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bill = d.total_bill.mean()
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f"${bill:.2f}"
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with ui.layout_columns(col_widths=[6, 6, 12]):
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with ui.card(full_screen=True):
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ui.card_header("Tips data")
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@render.data_frame
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def table():
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return render.DataGrid(tips_data())
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with ui.card(full_screen=True):
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with ui.card_header(class_="d-flex justify-content-between align-items-center"):
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"Total bill vs tip"
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with ui.popover(title="Add a color variable", placement="top"):
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ICONS["ellipsis"]
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ui.input_radio_buttons(
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"scatter_color",
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None,
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["none", "sex", "smoker", "day", "time"],
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inline=True,
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)
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@render_plotly
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def scatterplot():
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color = input.scatter_color()
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return px.scatter(
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tips_data(),
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x="total_bill",
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y="tip",
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color=None if color == "none" else color,
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trendline="lowess",
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)
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with ui.card(full_screen=True):
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with ui.card_header(class_="d-flex justify-content-between align-items-center"):
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"Tip percentages"
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with ui.popover(title="Add a color variable"):
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ICONS["ellipsis"]
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ui.input_radio_buttons(
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"tip_perc_y",
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"Split by:",
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["sex", "smoker", "day", "time"],
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selected="day",
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inline=True,
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)
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@render_plotly
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def tip_perc():
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from ridgeplot import ridgeplot
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dat = tips_data()
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dat["percent"] = dat.tip / dat.total_bill
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yvar = input.tip_perc_y()
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uvals = dat[yvar].unique()
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samples = [[dat.percent[dat[yvar] == val]] for val in uvals]
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plt = ridgeplot(
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samples=samples,
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labels=uvals,
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bandwidth=0.01,
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colorscale="viridis",
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colormode="row-index",
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)
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plt.update_layout(
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legend=dict(
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orientation="h", yanchor="bottom", y=1.02, xanchor="center", x=0.5
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)
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)
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return plt
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ui.include_css(app_dir / "styles.css")
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# --------------------------------------------------------
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# Reactive calculations and effects
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# --------------------------------------------------------
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@reactive.calc
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def tips_data():
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bill = input.total_bill()
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idx1 = tips.total_bill.between(bill[0], bill[1])
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idx2 = tips.time.isin(input.time())
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return tips[idx1 & idx2]
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@reactive.effect
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@reactive.event(input.reset)
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def _():
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ui.update_slider("total_bill", value=bill_rng)
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ui.update_checkbox_group("time", selected=["Lunch", "Dinner"])
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import gradio as gr
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gr.load("models/black-forest-labs/FLUX.1-dev").launch()
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