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import gradio | |
import gradio as gr | |
import plotly.graph_objects as go | |
from datasets import load_dataset | |
from huggingface_hub import list_datasets | |
pipelines = [d.id[20:-21] for d in list_datasets(author='open-source-metrics') if 'checkpoint-downloads' in d.id] | |
def plot(library: str, stacked: bool): | |
dataset = load_dataset(f"open-source-metrics/{library}-checkpoint-downloads")['train'] | |
dates = dataset['dates'] | |
axis = dataset.column_names | |
axis.remove('dates') | |
fig = go.Figure() | |
for i in axis: | |
fig.add_trace( | |
go.Scatter(x=dates, y=dataset[i], mode='lines+markers', name=i, stackgroup='one' if stacked else None) | |
) | |
fig.show() | |
return fig | |
with gr.Blocks() as demo: | |
inputs = [gr.Dropdown(pipelines), gr.Checkbox(label='Stacked')] | |
with gr.Row(): | |
outputs = [gr.Plot()] | |
submit = gr.Button('Submit') | |
submit.click(fn=plot, inputs=inputs, outputs=outputs) | |
demo.launch() | |