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import gradio as gr
import pandas as pd
import plotly.express as px
def plot_csv(df):
# 将第一列作为索引
df.set_index('Model', inplace=True)
# 转置数据框，使得模型作为列，横轴作为行
df_transposed = df.T
# 使用plotly绘制折线图
fig = px.line(df_transposed, x=df_transposed.index, y=df_transposed.columns,
title='Model Evaluation Results',
labels={'value': 'Evaluation Score', 'index': 'Evaluation Metric'},
color_discrete_sequence=px.colors.qualitative.Plotly)
# 设置悬停效果
fig.update_traces(hovertemplate='%{y}')
return fig
# 读取本地的CSV文件
file_path = 'line_counts_QS.csv'
df = pd.read_csv(file_path)
iface = gr.Interface(
fn=plot_csv,
inputs=gr.Dataframe(df),
outputs=gr.Plot(label="Line Plot"),
title="CSV to Line Plot",
description="Visualize the evaluation results as a line plot."
)
iface.launch() |