vs

Architecture Comparison

Attribute Teacher Model Student Model Difference
Model Type {{ report_data.original_model.model_type|default("Original") }} {{ report_data.best_model.model_type|default("Distilled") }} -
Parameters {{ report_data.original_model.parameters|default("100M") }} {{ report_data.best_model.parameters|default("25M") }} 75% reduction
Model Size (MB) {{ report_data.original_model.size_mb|default("400") }} {{ report_data.best_model.size_mb|default("100") }} 300 MB saved
Inference Time (ms) {{ report_data.original_model.inference_time|default("50") }} {{ report_data.best_model.inference_time|default("15") }} 3.3x faster
Memory Usage (MB) {{ report_data.original_model.memory_usage|default("1024") }} {{ report_data.best_model.memory_usage|default("256") }} 75% less

Metrics Comparison

Performance Radar

Detailed Metrics Comparison

Metric Teacher Model Student Model Difference (%) Status
Accuracy {{ "%.2f"|format(report_data.original_model.test_metrics.accuracy|default(0) * 100) }}% {{ "%.2f"|format(report_data.best_model.metrics.test_accuracy|default(0) * 100) }}% -2.5% Acceptable
Precision {{ "%.2f"|format(report_data.original_model.test_metrics.precision|default(0) * 100) }}% {{ "%.2f"|format(report_data.best_model.metrics.test_precision|default(0) * 100) }}% -1.8% Acceptable
Recall {{ "%.2f"|format(report_data.original_model.test_metrics.recall|default(0) * 100) }}% {{ "%.2f"|format(report_data.best_model.metrics.test_recall|default(0) * 100) }}% -2.1% Acceptable
F1 Score {{ "%.2f"|format(report_data.original_model.test_metrics.f1_score|default(0) * 100) }}% {{ "%.2f"|format(report_data.best_model.metrics.test_f1_score|default(0) * 100) }}% -2.0% Acceptable
AUC-ROC {{ "%.3f"|format(report_data.original_model.test_metrics.auc_roc|default(0)) }} {{ "%.3f"|format(report_data.best_model.metrics.test_auc_roc|default(0)) }} -1.5% Acceptable

Performance Difference Heatmap

Training Progress Comparison

All Models Ranking

{% if report_data and report_data.all_models %} {% for model in report_data.all_models[:10] %} {% endfor %} {% else %} {% endif %}
Rank Model Configuration Accuracy F1 Score Compression Rate Speed-up Overall Score Actions
{{ loop.index }} {{ model.config_string|default('Model ' ~ loop.index) }} {{ "%.2f"|format((model.metrics.test_accuracy|default(0)) * 100) }}% {{ "%.3f"|format(model.metrics.test_f1_score|default(0)) }} {{ "%.1f"|format(model.compression_rate|default(1)) }}x {{ "%.1f"|format(model.speedup|default(1)) }}x
{{ "%.1f"|format(model.overall_score|default(50)) }}%
No models available for comparison