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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()
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