## Scatter Plot and Bar Chart: Performance Metrics of Controllers ### Overview The image contains two related plots. The primary plot is a scatter plot showing "Coverage (Pass@k) [%]" on the y-axis against "Number of Samples (N)" on the x-axis. Two data points are plotted, representing a "Standard Controller" and an "Energy-Aware Controller". A secondary plot, a bar chart titled "Pass@1 vs Pass@k", is embedded below the scatter plot, displaying accuracy percentages for "Standard" and "Energy-Aware" run types. A text box provides detailed run information. ### Components/Axes **Scatter Plot:** * **Title:** Implicitly, the title relates to controller performance based on coverage and sample count. * **Y-axis Label:** "Coverage (Pass@k) [%]" * **Scale:** Ranges from 55.0 to 75.0, with major ticks at 55.0, 57.5, 60.0, 62.5, 65.0, 67.5, 70.0, 72.5, and 75.0. * **X-axis Label:** "Number of Samples (N)" * **Scale:** Ranges from 17 to 23, with major ticks at 17, 18, 19, 20, 21, 22, and 23. There is a minor tick labeled 0.4 between 17 and 18, which appears to be an anomaly or mislabeling given the context of the other x-axis labels. * **Legend:** Located in the top-right corner. * **"Standard Controller"**: Represented by a blue circle marker. * **"Energy-Aware Controller"**: Represented by a red square marker. **Embedded Bar Chart:** * **Title:** "Pass@1 vs Pass@k" * **Y-axis Label:** "Accuracy (%)" * **Scale:** Ranges from 0 to 60, with major ticks at 0, 20, 40, and 60. * **X-axis Label:** "Run Type" * **Categories:** "Standard" and "Energy-Aware". * **Legend:** Located in the bottom-left of the bar chart. * **Orange Bar:** Labeled "Pass@1". * **Teal/Green Bar:** Labeled "Pass@k". **Text Box:** * **Title:** "Run Details:" * **Content:** * "Standard:" * "Samples: 20" * "Pass@1: 60.0%" * "Pass@k: 59.5%" * "Energy-Aware:" * "Samples: 20" * "Pass@1: 60.0%" * "Pass@k: 70.0%" ### Detailed Analysis or Content Details **Scatter Plot Data Points:** 1. **Standard Controller (Blue Circle):** * **Trend:** Visually, this point is located around N=19.8 on the x-axis and approximately 59.5% on the y-axis. The label "59.5%" is positioned near this point. * **Coordinates (approximate):** X ≈ 19.8, Y ≈ 59.5. * **Color Confirmation:** The point is blue, matching the "Standard Controller" legend entry. 2. **Energy-Aware Controller (Red Square):** * **Trend:** Visually, this point is located around N=20.0 on the x-axis and approximately 70.0% on the y-axis. The label "70.0%" is positioned near this point. * **Coordinates (approximate):** X ≈ 20.0, Y ≈ 70.0. * **Color Confirmation:** The point is red, matching the "Energy-Aware Controller" legend entry. **Bar Chart Data:** * **Standard Run Type:** * **Pass@1 (Orange Bar):** Reaches approximately 60% accuracy. * **Pass@k (Teal/Green Bar):** Reaches approximately 60% accuracy. * **Energy-Aware Run Type:** * **Pass@1 (Orange Bar):** Reaches approximately 60% accuracy. * **Pass@k (Teal/Green Bar):** Reaches approximately 62% accuracy. **Text Box Data:** * **Standard Run:** * Number of Samples: 20 * Pass@1 Accuracy: 60.0% * Pass@k Coverage: 59.5% * **Energy-Aware Run:** * Number of Samples: 20 * Pass@1 Accuracy: 60.0% * Pass@k Coverage: 70.0% ### Key Observations * **Scatter Plot:** * The "Energy-Aware Controller" exhibits significantly higher "Coverage (Pass@k)" (approx. 70.0%) compared to the "Standard Controller" (approx. 59.5%), while operating with a similar number of samples (approx. 20.0 vs 19.8). * The x-axis label "0.4" between 17 and 18 appears to be an outlier or error in the axis labeling. * **Bar Chart:** * Both "Standard" and "Energy-Aware" run types achieve 60.0% accuracy for "Pass@1". * The "Energy-Aware" run type shows a higher "Pass@k" accuracy (approx. 62%) compared to the "Standard" run type (approx. 60%). * **Text Box:** * Confirms that both controllers were run with 20 samples. * The "Pass@k" values in the text box (59.5% for Standard, 70.0% for Energy-Aware) directly correspond to the y-axis values of the scatter plot points. * The "Pass@1" values in the text box (60.0% for both) align with the height of the orange bars in the bar chart. * The "Pass@k" values in the text box (59.5% for Standard, 70.0% for Energy-Aware) do *not* directly align with the height of the teal/green bars in the bar chart (which are around 60% and 62% respectively). This suggests the bar chart's y-axis might represent a different metric or a simplified version of "Pass@k" compared to the scatter plot's "Coverage (Pass@k)". ### Interpretation The data presented suggests that the "Energy-Aware Controller" offers a distinct advantage over the "Standard Controller" in terms of "Coverage (Pass@k)". The scatter plot clearly illustrates that for a comparable number of samples (N≈20), the energy-aware approach achieves a substantially higher coverage of approximately 70.0%, whereas the standard controller achieves only about 59.5%. This indicates that the energy-aware strategy is more effective at covering a wider range of scenarios or conditions. The embedded bar chart and text box provide further context on "Pass@1" and "Pass@k" metrics. While both controllers perform identically on "Pass@1" accuracy (60.0%), the "Energy-Aware" controller shows a slight improvement in "Pass@k" accuracy (around 62% in the bar chart, 70.0% in the text box/scatter plot). The discrepancy between the bar chart's "Pass@k" values and the text box/scatter plot's "Coverage (Pass@k)" values is notable. It's possible that "Coverage (Pass@k)" on the scatter plot is a more precise or different metric than the "Pass@k" accuracy shown in the bar chart. However, the overall trend remains consistent: the energy-aware approach is superior or at least comparable across these metrics, with a significant lead in coverage. The consistent "Pass@1" accuracy across both controllers implies that their ability to correctly identify the first pass is similar. The divergence in "Pass@k" and "Coverage (Pass@k)" metrics highlights the specific benefit of the energy-aware design, likely by optimizing resource allocation or decision-making to achieve broader coverage without sacrificing initial accuracy. The text box data, which directly correlates with the scatter plot points, is the most definitive representation of the "Coverage (Pass@k)" metric. The bar chart might be a simplified representation or a different metric altogether, but it reinforces the idea that the energy-aware system is at least as good, and in some aspects better, than the standard one.