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added bar graph

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Lorenzo Venerandi
2025-03-03 20:08:11 +01:00
parent 52e085e918
commit 179998f8e5
1 changed files with 25 additions and 7 deletions
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22
plot_metrics.py
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@@ -58,13 +58,11 @@ def plot_lineplot(metric, filename, color):
plt.figure(figsize=(10, 6)) plt.figure(figsize=(10, 6))
sns.lineplot(x='Task', y='Time', data=subset, errorbar=('ci', 95), color=color, linewidth=2, marker='o') sns.lineplot(x='Task', y='Time', data=subset, errorbar=('ci', 95), color=color, linewidth=2, marker='o')
# Fill missing x-axis values
min_task = subset['Task'].min() min_task = subset['Task'].min()
max_task = subset['Task'].max() max_task = subset['Task'].max()
all_tasks = np.arange(min_task, max_task + 1) all_tasks = np.arange(min_task, max_task + 1)
plt.xticks(all_tasks) plt.xticks(all_tasks)
# Label points
for i, row in subset.groupby('Task')['Time'].median().reset_index().iterrows(): for i, row in subset.groupby('Task')['Time'].median().reset_index().iterrows():
plt.text(row['Task'], row['Time'], f'{row["Time"]:.3f}', ha='center', va='bottom', fontsize=10) plt.text(row['Task'], row['Time'], f'{row["Time"]:.3f}', ha='center', va='bottom', fontsize=10)
@@ -75,14 +73,34 @@ def plot_lineplot(metric, filename, color):
plt.savefig(f'benchmark/{filename}') plt.savefig(f'benchmark/{filename}')
plt.close() plt.close()
# Function to plot bar plot with confidence intervals
def plot_barplot(metric, filename, color):
subset = df[df['Type'] == metric]
plt.figure(figsize=(10, 6))
sns.barplot(x='Task', y='Time', data=subset, color=color, errorbar=('ci', 95))
means = subset.groupby('Task')['Time'].mean()
for i, task in enumerate(means.index):
mean_value = means[task]
plt.text(i, 0, f'{mean_value:.3f}', ha='center', va='bottom', fontsize=10, alpha=0.7)
plt.ylabel('Time (seconds)')
plt.grid(True, linestyle='--', alpha=0.7)
plt.tight_layout()
plt.savefig(f'benchmark/{filename}')
plt.close()
# Plot each metric separately # Plot each metric separately
plot_boxplot('Build Time', 'build_time_boxplot.png', 'skyblue') plot_boxplot('Build Time', 'build_time_boxplot.png', 'skyblue')
plot_lineplot('Build Time', 'build_time_lineplot.png', 'skyblue') plot_lineplot('Build Time', 'build_time_lineplot.png', 'skyblue')
plot_barplot('Build Time', 'build_time_barplot.png', 'skyblue')
plot_boxplot('Generation Time', 'gen_time_boxplot.png', 'lightgreen') plot_boxplot('Generation Time', 'gen_time_boxplot.png', 'lightgreen')
plot_lineplot('Generation Time', 'gen_time_lineplot.png', 'lightgreen') plot_lineplot('Generation Time', 'gen_time_lineplot.png', 'lightgreen')
plot_barplot('Generation Time', 'gen_time_barplot.png', 'lightgreen')
plot_boxplot('Deployment Time', 'deploy_time_boxplot.png', 'salmon') plot_boxplot('Deployment Time', 'deploy_time_boxplot.png', 'salmon')
plot_lineplot('Deployment Time', 'deploy_time_lineplot.png', 'salmon') plot_lineplot('Deployment Time', 'deploy_time_lineplot.png', 'salmon')
plot_barplot('Deployment Time', 'deploy_time_barplot.png', 'salmon')
print('Plots saved successfully in "benchmark" directory!') print('Plots saved successfully in "benchmark" directory!')