The performance comparison between varianta_main and variantb_UseCompactObjectHeaders reveals minor differences in build and configuration times, with variantb_UseCompactObjectHeaders showing a slight improvement in build time by approximately 0.28% (around 1.8 seconds faster). The configuration time is nearly identical between the two variants. Notably, the top three most time-consuming tasks across both variants include :app:app:mergeExtDexDebug, :app:app:hiltJavaCompileDebug, and :app:app:compileDebugKotlin, with :app:app:mergeExtDexDebug being the longest at over 18 seconds for both variants. CPU and memory usage are almost identical, with maximum values reaching up to 100% CPU and around 13.87 GB of memory for all processes. The total garbage collection counts are slightly lower in variantb_UseCompactObjectHeaders, suggesting marginally better memory management.

The analysis of the Gradle build performance data between two variants, varianta_9.5.1 and variantb_9.6.0-rc-1, reveals several key insights. The overall build time has decreased from 516.886 seconds in varianta_9.5.1 to 499.350 seconds in variantb_9.6.0-rc-1, marking a 3.4% improvement. Configuration time also saw a reduction, decreasing by about 5.1%. The most time-consuming tasks across both variants include :app:app:mergeExtDexDebug, :app:app:hiltJavaCompileDebug, and :app:app:compileDebugKotlin, with variantb_9.6.0-rc-1 generally showing better performance in these areas. CPU and memory usage metrics indicate that both variants are pushing the limits with 100% CPU usage observed at peak times. Memory usage peaked at 10.34 GB in variantb_9.6.0-rc-1 compared to 10.09 GB in varianta_9.5.1. The garbage collection logs show a slight decrease in total collections from 197 in varianta_9.5.1 to 196 in variantb_9.6.0-rc-1.

The performance comparison between varianta_baseline and variantb_kotlin-2.3.21 reveals several key differences. The overall build time for variantb_kotlin-2.3.21 is slightly higher, with a mean increase of about 4.4 seconds (1.66% longer). Notably, the configuration time has improved in variantb_kotlin-2.3.21 by approximately 1.8 seconds (4.4% faster). In task-specific performance, the :core:cart:compileDebugKotlin task showed a significant increase in execution time in variantb_kotlin-2.3.21, taking about 5.6 seconds longer on average, which is a 65% increase. Memory usage also saw a slight increase in variantb_kotlin-2.3.21 across all metrics, with a notable increase in build child processes memory by 0.46 GB (14.5% higher).

The analysis of the Gradle build performance data reveals that the transition from varianta_baseline to variantb_gradle-9.5.1 has led to a slight reduction in overall build time by approximately 9.5 seconds (3.57%). However, the configuration time has increased slightly by about 1.046 seconds (2.69%). Notably, the task :app:app:parseDebugLocalResources showed a significant reduction in execution time, decreasing by about 0.642 seconds (31.41%). Memory usage for all processes decreased from 8.61 GB to 8.31 GB, a reduction of about 3.48%. CPU usage remained maximally utilized at 100% for all processes in both variants.

The analysis of the Gradle build performance data between varianta_baseline and variantb_agp-9.2.1 reveals several key insights. The overall build time for variantb_agp-9.2.1 increased slightly by about 2.77 seconds (1.07%) compared to varianta_baseline. Configuration times also saw a notable increase in variantb_agp-9.2.1 by about 6.54 seconds (16.39%). Among the most time-consuming tasks, :core:cart:compileDebugKotlin and :build-logic:convention:compileKotlin exhibited the most significant increases in execution times. CPU and memory usage across all processes remained at their maximum capacity for both variants, indicating a high level of resource utilization during the builds.

The analysis of the Gradle build performance data reveals notable improvements in build times and resource utilization between the two variants, varianta_9.1.0 and variantb_9.2.0. The overall build time decreased by 4.45% from an average of 588.322 seconds in varianta_9.1.0 to 562.176 seconds in variantb_9.2.0. Configuration times also saw a slight improvement. The most time-consuming tasks such as :app:app:mergeExtDexDebug and :core:analytics:kspDebugKotlin showed significant reductions in execution times, contributing to the overall efficiency. Memory usage and CPU utilization during the build process were slightly better in variantb_9.2.0. Furthermore, Kotlin Build Reports indicate an increase in code generation lines per second, suggesting enhanced compiler performance in the newer variant.

The analysis of the Gradle build performance data reveals a slight increase in build time in variantb_9.5.0 compared to varianta_9.4.1, with the mean build time increasing by approximately 11.4 seconds (2%). The configuration time also saw an increase, with the mean time rising by about 2 seconds (3.2%). Notably, the most time-consuming tasks across both variants include ‘KotlinCompile’, ‘KspAATask’, and ‘LinkApplicationAndroidResourcesTask’, with minor increases in execution times in variantb_9.5.0. In terms of resource usage, both CPU and memory usage for all processes and specifically for the build processes show very close figures between the two variants, with no significant deviations. The total garbage collection (GC) counts are nearly identical, indicating stable memory management across builds.

The performance comparison between varianta_main and variantb_9.5.0-rc-1 reveals minor differences in build times and task execution times. The overall build time for variantb_9.5.0-rc-1 is slightly higher by about 0.9% compared to varianta_main, translating to an increase of approximately 4.376 seconds. The configuration time shows a negligible decrease of about 0.7% in variantb_9.5.0-rc-1. Notably, the most time-consuming tasks across both variants are similar, with minor variations in execution times. Memory and CPU usage metrics for all processes and specifically for the build processes are closely matched between the two variants, indicating similar resource consumption. The total garbage collection counts are also comparable, suggesting efficient memory management in both scenarios.

The analysis of the Gradle build performance comparison between two Kotlin variants (2.3.10 and 2.3.20) reveals minor differences in build times and task execution. The overall build time for variant B (Kotlin 2.3.20) is slightly higher by approximately 0.76 seconds (0.76% increase). Configuration times are nearly identical with a negligible difference. Notably, the most time-consuming tasks such as :app:app:mergeExtDexDebug and :app:app:hiltJavaCompileDebug show minimal variation between the two variants. In terms of CPU and memory usage, both variants reach the maximum CPU usage, but variant B uses slightly more memory (0.03 GB more for the build process). The garbage collection metrics indicate a very close number of total collections between the two variants, suggesting similar memory management efficiency.

The analysis of the Gradle build performance data between variants 9.3.1 and 9.4.0 reveals minor differences in build times and resource usage. The overall build time for variant 9.3.1 averaged 395.328 seconds, slightly longer than the 394.733 seconds for variant 9.4.0, a marginal improvement of about 0.15%. Configuration times are also nearly identical, with variant 9.3.1 being marginally slower by about 0.29%. In terms of resource usage, both CPU and memory metrics for the build processes are closely matched between the two variants, indicating no significant change in resource efficiency. The most time-consuming tasks across both variants include :app:app:mergeExtDexDebug, :app:app:hiltJavaCompileDebug, and :app:app:mergeDebugResources, with variant 9.4.0 showing slight improvements in execution times for these tasks.

The analysis of the Gradle build performance comparison between variants 9.3.1 and 9.4.0-rc-1 reveals a slight increase in overall build time by approximately 4.6 seconds (0.9% increase). The configuration time also saw a minor increase of about 1.02 seconds (2.3% increase). Notably, the top three most time-consuming tasks across both variants were :core:cart:kspDebugKotlin, :core:contact:kspDebugKotlin, and :core:comment:kspDebugKotlin, with marginal increases in their execution times in the newer variant. Memory usage across all processes slightly decreased in the newer variant, while CPU usage remained maximally utilized at 100% for all processes. The total garbage collection counts increased in the newer variant, suggesting a potential area for optimization.

The analysis of the Gradle build performance data reveals minor but notable differences between the two variants, varianta_2.3.0 and variantb_2.3.10. The overall build time for varianta_2.3.0 is slightly higher with an average of 514.136 seconds compared to 511.726 seconds for variantb_2.3.10, a difference of about 0.47%. Configuration times also show a slight improvement in variantb_2.3.10 with an average time of 46.028 seconds versus 47.689 seconds for varianta_2.3.0, marking a 3.48% decrease. Task execution times across various types and paths show mixed results with minor variations, indicating specific areas where performance tuning affects outcomes. Memory and CPU usage metrics are closely matched between the variants, with no significant differences observed in maximum values.

The analysis of the Gradle build performance data reveals minor differences between the two variants, varianta_9.2.1 and variantb_9.3.0. The overall build time for varianta_9.2.1 averaged 638.4 seconds, slightly faster than variantb_9.3.0 at 639.8 seconds, a difference of about 1.4 seconds. Configuration times also showed a slight increase in variantb_9.3.0 by approximately 0.9 seconds. The most time-consuming tasks across both variants include :core:account:kspDebugKotlin, :core:analytics:kspDebugKotlin, and :core:article:kspDebugKotlin, with execution times closely matched between variants. Memory and CPU usage for all processes and specifically for the build processes were nearly identical in both variants, indicating consistent resource utilization. The total garbage collection counts were also similar, with varianta_9.2.1 having 290 collections compared to 288 in variantb_9.3.0.

The analysis of the Gradle build performance data reveals that variant variantb_useMetro_false generally has longer build times compared to varianta_useMetro_true. Specifically, the mean build time for variantb_useMetro_false is approximately 15.7% longer, translating to about 18.9 seconds more. Configuration times are also slightly higher in variantb_useMetro_false by about 3.9%. Task execution times show significant variability, with some tasks like com.google.devtools.ksp.gradle.KspAATask showing drastic differences (over 75% faster in varianta_useMetro_true). Memory usage is slightly higher in variantb_useMetro_false across all processes, with the build process memory usage notably about 18% higher. The total garbage collection (GC) counts are also higher in variantb_useMetro_false for both Gradle and Kotlin processes, indicating potentially less efficient memory management.

The analysis of the Gradle build performance data between two variants, varianta_2.2.21 and variantb_2.3.0, reveals subtle differences in build times and task execution. The overall build time for varianta_2.2.21 averaged 569.213 seconds, slightly longer than variantb_2.3.0 at 567.616 seconds, a marginal improvement of about 0.28%. Configuration times also saw a decrease from 54.823 seconds in varianta_2.2.21 to 52.565 seconds in variantb_2.3.0, improving by approximately 4.12%. Notably, the most time-consuming tasks across both variants include :core:account:kspDebugKotlin, :core:analytics:kspDebugKotlin, and :core:alarm:compileDebugKotlin, with minor variations in execution times between the variants. The garbage collection metrics indicate a slight increase in total collections for variantb_2.3.0, suggesting a minor increase in memory management activities.

The analysis of the Gradle build performance data reveals that variant B (kill_process_before_r8) generally performs better than variant A (r8). Specifically, the overall build time for variant B is shorter by approximately 8.3 seconds (1.7% improvement). This trend is consistent across various task types, where variant B often shows reduced execution times. Notably, the R8Task, one of the most time-consuming tasks, executes about 4.4 seconds faster in variant B. Memory usage is also slightly lower in variant B across all processes, with a maximum reduction of about 1.55 GB in overall system memory usage. CPU usage remains high and nearly maxed out for both variants, indicating a CPU-bound process.

The performance comparison between two Gradle build variants, varianta_agp_9_0_0_beta01_no_builtInKotlin and variantb_agp_9_0_0_beta01_builtInKotlin, reveals minor differences in build times and task execution. The overall build time for variant A averages 555.578 seconds, slightly longer than variant B’s 551.235 seconds. Notably, the configuration time for variant A is also higher at 55.243 seconds compared to 52.432 seconds for variant B. The most time-consuming tasks across both variants include :core:cart:kspDebugKotlin, :core:contact:kspDebugKotlin, and :core:comment:kspDebugKotlin, with marginal differences in execution times between the two variants. CPU and memory usage are nearly identical for both variants, with maximum values reaching up to 100% CPU usage and 11.78 GB of memory for all processes.

The analysis of the Gradle build performance data reveals that the transition from variant A (Gradle 9.2.0) to variant B (Gradle 9.2.1) shows a slight increase in overall build time, with the mean build time increasing by approximately 3 seconds (0.57%). Configuration times are also slightly higher in variant B by about 0.64%. In terms of task execution, the most time-consuming tasks across both variants include :build-logic:convention:compileKotlin, :core:account:kspDebugKotlin, and :core:analytics:kspDebugKotlin, with variant B generally showing a marginal increase in execution times. CPU and memory usage across all processes and specifically for the build processes show no significant change, maintaining near-maximum CPU usage and similar memory footprints in both variants. The garbage collection metrics indicate a minor decrease in total collections in variant B, suggesting a slight improvement in memory management efficiency.

The performance analysis between two Gradle build variants, varianta_agp_9_0_0_beta01 and variantb_agp_8_13_1, reveals several key insights. The overall build time for varianta is slightly faster, averaging 554.782 seconds compared to variantb’s 566.004 seconds, a difference of approximately 2%. Notably, varianta also shows a quicker configuration time, averaging 53.077 seconds versus variantb’s 59.078 seconds, indicating a 10% improvement. In task execution, varianta generally performs better in CPU and memory usage, with a maximum CPU usage slightly lower than variantb (97.14% vs. 96.96%) and a more efficient memory usage profile. The analysis of garbage collection shows varianta having fewer total collections (251) compared to variantb (259), suggesting better memory management.

The analysis of Gradle build performance between varianta_gradle_9_2_0 and variantb_gradle_9_1_0 reveals minor differences in build times, with varianta_gradle_9_2_0 showing a slight improvement. The mean build time for varianta is approximately 539.9 seconds compared to variantb at 542.4 seconds, a decrease of about 0.47%. Configuration times also show a marginal improvement in varianta with a mean time of 64.49 seconds versus 65.92 seconds for variantb, reflecting a 2.17% decrease. The most time-consuming tasks across both variants include :build-logic:convention:compileKotlin, :core:account:kspDebugKotlin, and :core:analytics:kspDebugKotlin, with varianta generally performing slightly better. Memory and CPU usage are nearly identical for both variants, with maximum values reaching up to 11.59 GB and 100% CPU usage respectively. Garbage collection activities are also comparable, with total collections close between the two variants.

The analysis of the Gradle build performance data reveals minor differences between the two variants, varianta_2.2.20 and variantb_2.3.0-beta2. The overall build time is slightly reduced in variantb_2.3.0-beta2 by approximately 0.15% (from 580.709 seconds to 579.848 seconds). Configuration times are nearly identical with a negligible decrease in the newer variant. The most time-consuming tasks across both variants include Kotlin compilation and various Android build tasks, with minor variations in execution times between the two variants. Memory usage and CPU utilization for both the build process and child processes are comparable, with no significant differences observed. The total number of garbage collection operations remains consistent across variants.

The analysis of the Gradle build performance comparison between variant A (Gradle 9.1.0) and variant B (Gradle 9.2.0-rc-1) reveals subtle improvements in build efficiency in the newer version. The overall build time slightly decreased from 544.528 seconds in variant A to 542.012 seconds in variant B, a reduction of approximately 2.516 seconds (0.46%). Similarly, configuration time saw a reduction from 66.133 seconds to 64.152 seconds, improving by 1.981 seconds (3%). The most time-consuming tasks across both variants include :build-logic:convention:compileKotlin, :core:analytics:kspDebugKotlin, and :core:calendar:kspDebugKotlin, with minor variations in execution times between the variants. CPU and memory usage remained nearly at capacity for both variants, with a maximum CPU usage of 100% and memory peaking around 11.6 GB. The garbage collection metrics indicate a slight decrease in total collections from 169 in variant A to 167 in variant B, suggesting marginally better memory management in the newer Gradle version.

The performance comparison between varianta_gradle_9_1_0 and variantb_jdk_25_parallel reveals several key insights. The overall build time for varianta_gradle_9_1_0 averaged 466.318 seconds, slightly higher than variantb_jdk_25_parallel at 448.495 seconds, marking a decrease of about 3.82%. Configuration times also show a decrease from 59.939 seconds in varianta_gradle_9_1_0 to 53.989 seconds in variantb_jdk_25_parallel, a reduction of approximately 9.92%. Notably, garbage collection (GC) was more efficient in variantb_jdk_25_parallel with significantly fewer total collections (74) compared to varianta_gradle_9_1_0 (157). Memory usage peaked slightly higher in variantb_jdk_25_parallel at 11.49 GB compared to 10.98 GB in varianta_gradle_9_1_0. CPU usage was maximized at 100% for both variants, indicating full utilization during the builds.

The analysis of the Gradle build performance data reveals some key differences between the two variants, varianta_gradle_9_1_0 and variantb_jdk_25. The overall build time for varianta_gradle_9_1_0 averaged 461.379 seconds, slightly faster than variantb_jdk_25 at 469.345 seconds, a difference of about 7.966 seconds or approximately 1.7%. The configuration time showed varianta_gradle_9_1_0 to be slower on average, taking 57.628 seconds compared to 55.901 seconds for variantb_jdk_25, a difference of 1.727 seconds or about 3.1%. Task execution times varied significantly between variants, with variantb_jdk_25 generally taking longer in tasks related to Kotlin compilation and Android resource linking. Memory usage was slightly higher in variantb_jdk_25 across all processes, with a maximum of 10.97 GB compared to 10.95 GB in varianta_gradle_9_1_0. CPU usage was nearly maxed out for both variants. The total garbage collection counts were higher in varianta_gradle_9_1_0 with 157 collections compared to 120 in variantb_jdk_25.

The performance comparison between Gradle versions 9.0.0 and 9.1.0 shows minor differences in build times and resource usage. The mean build time for version 9.0.0 is approximately 467 seconds, slightly faster than the 468 seconds for version 9.1.0, a difference of about 1 second or 0.2%. Configuration times are nearly identical, with version 9.0.0 being marginally quicker by about 0.4%. The most time-consuming tasks across both versions are related to Kotlin compilation and Android resource linking, with minor variations in execution times. CPU and memory usage for both the build process and child processes are similar, with no significant differences exceeding 10%. The total garbage collection counts are also comparable, indicating similar memory management efficiency between the two versions.

The analysis of the Gradle build performance between variants 2.2.10 and 2.2.20 reveals subtle differences in build times and task execution. The overall build time for variant 2.2.20 is slightly higher by about 3.3 seconds (0.92% increase) compared to variant 2.2.10. The configuration time also shows a minor increase of 0.63 seconds (1.46% increase) in variant 2.2.20. Notably, the most time-consuming tasks across both variants include :app:app:hiltJavaCompileDebug, :app:app:mergeExtDexDebug, and :core:cart:compileDebugKotlin, with variant 2.2.20 generally showing a marginal increase in execution times. Memory usage is slightly lower in variant 2.2.20 by about 0.21 GB (2.01% decrease), while CPU usage remains maximized at 100% for both variants. The total garbage collection counts are very close, with variant 2.2.20 having just one more collection than 2.2.10.

The analysis of the Gradle build performance between varianta_jdk_17 and variantb_jdk_21 reveals several key insights. The overall build time for varianta_jdk_17 averages 396.626 seconds, while variantb_jdk_21 is slightly faster at 381.929 seconds, showing a reduction of approximately 14.697 seconds (3.7%). The configuration times are very close, with varianta_jdk_17 averaging 44.278 seconds and variantb_jdk_21 at 43.845 seconds. Notably, the most time-consuming tasks across both variants include :core:cart:compileDebugKotlin, :core:identity:compileDebugKotlin, and :core:contact:compileDebugKotlin, with variantb_jdk_21 generally performing better in these areas. Memory usage is higher in variantb_jdk_21 across all processes, with a maximum of 10.84 GB compared to 10.31 GB in varianta_jdk_17. CPU usage is nearly maxed out for both variants. The total garbage collection counts are slightly higher in variantb_jdk_21 with 139 collections compared to 131 in varianta_jdk_17.

The performance comparison between two Gradle build variants, varianta_agp_8.12 and variantb_agp_9-alpha02, shows that the newer variant generally improves build performance. The mean build time decreased from 376.749 seconds in varianta to 370.775 seconds in variantb, a reduction of approximately 1.58%. The P50 and P90 values also show improvements with reductions of 1.58% and 5.44% respectively. Notably, the most time-consuming tasks across both variants include :core:identity:compileDebugKotlin, :core:cart:compileDebugKotlin, and :app:app:mergeExtDexDebug, with variantb showing slight improvements in execution times for these tasks. Memory and CPU usage metrics indicate marginal differences, with variantb generally using slightly less memory. The total garbage collection counts are very similar between the variants, suggesting stable memory management across builds.

The analysis of the Gradle build performance data reveals that Variant B (variantb_2.2.10-ksp2) generally has longer build times compared to Variant A (varianta_2.2.10). Specifically, the mean build time for Variant B is approximately 8.2% longer than Variant A, translating to an increase of about 30.3 seconds. This trend is consistent across the P50 and P90 percentiles as well. In task execution, Variant B shows longer times particularly in Kotlin-related tasks, suggesting a possible area for optimization. Memory usage is also higher in Variant B by approximately 15.3%, which could be contributing to the increased build times. The total garbage collection (GC) events are significantly higher in Variant B, indicating more frequent memory management operations which could be impacting performance.

The analysis of the Gradle build performance data reveals minor differences between the two variants, varianta_2.2.0 and variantb_2.2.10. The overall build time for varianta_2.2.0 averages around 372.6 seconds, while variantb_2.2.10 is slightly faster at 370.4 seconds, marking a modest improvement of approximately 0.6%. The most time-consuming tasks across both variants include :core:identity:compileDebugKotlin, :core:contact:compileDebugKotlin, and :feature:post:compileDebugKotlin, with each showing minor time differences between the variants. Memory usage is slightly higher in variantb_2.2.10 with a peak of 10.94 GB compared to 10.74 GB in varianta_2.2.0. CPU usage for both variants reached the maximum capacity of 100%. The Kotlin build reports indicate a slight efficiency improvement in variantb_2.2.10 in terms of incremental compilation and compiler code generation.

The analysis of Gradle build performance between two variants, varianta_agp_8.12 and variantb_agp_9-alpha01, reveals a slight increase in overall build time in the newer variant by approximately 0.35 seconds (0.35% increase). The configuration time also shows a minor increase by about 0.09 seconds (2.15% increase). The most time-consuming tasks across both variants include :core:cart:compileDebugKotlin, :core:identity:compileDebugKotlin, and :core:contact:compileDebugKotlin, with marginal differences in execution times between the variants. Memory usage is slightly higher in variantb_agp_9-alpha01 for all processes and specifically for build child processes. CPU usage remains nearly identical across both variants. The total garbage collection counts are slightly reduced in the newer variant.

The analysis of the Gradle build performance between variants varianta_9.0.0 and variantb_9.1.0-rc-1 reveals slight differences in build times and resource usage. The overall build time for varianta_9.0.0 averaged 203.511 seconds, while variantb_9.1.0-rc-1 was slightly slower at 204.142 seconds, marking a 0.31% increase. Notably, the :app:app:mergeExtDexDebug task showed a significant increase in execution time in the newer variant. CPU and memory usage across all processes were nearly maxed out for both variants, with a slight increase in memory usage in variantb_9.1.0-rc-1. The total garbage collection events also saw a small rise from 101 to 103 events on average.

The performance comparison between Gradle build variants varianta_9.0.0 and variantb_9.1.0-rc-1 reveals a slight increase in overall build time in the newer variant by approximately 2.36 seconds (1.16% increase). Notably, the hiltJavaCompileDebug task in variantb_9.1.0-rc-1 shows a significant improvement, reducing its execution time by almost 50%. However, this variant also exhibits increased execution times for several Kotlin compilation tasks (kspDebugKotlin), particularly in the domain and repository modules. Memory usage across all processes is slightly reduced in the newer variant, while CPU usage remains maximally utilized in both variants. The total garbage collection counts remain unchanged across variants.

The analysis of the Gradle build performance comparison between varianta_2.2.0 and variantb_2.2.20-Beta2 reveals several key findings. The overall build time for variantb_2.2.20-Beta2 is slightly longer, with a mean time of 762.133 seconds compared to 750.638 seconds for varianta_2.2.0, marking a 1.53% increase. Significant differences are noted in task execution times, particularly for :core:account:kspDebugKotlin which shows a 44% increase in mean execution time in variantb_2.2.20-Beta2. The CPU and memory usage are closely matched between the variants, with both maxing out CPU usage at 100% and memory usage peaking around 14 GB. The Kotlin Build Reports indicate that variantb_2.2.20-Beta2 has a slightly longer compiler code analysis time but a quicker code generation rate.

The analysis of Gradle build performance data reveals a slight increase in overall build time when transitioning from variant A (8.14.2) to variant B (9.0.0-rc4). Specifically, the mean build time increased by approximately 7.5 seconds (0.85% increase), with the P90 time showing an increase of about 8.6 seconds (0.95% increase). Notably, the :layer_0:module_0_1:kspDebugKotlin task showed a significant increase in mean execution time by approximately 3.4 seconds (46.5% increase). In contrast, the :layer_0:module_0_1:parseDebugLocalResources task saw a decrease in mean execution time by about 4.9 seconds (-28.5%). Memory usage across all processes slightly increased in variant B, with a peak usage of 13.98 GB compared to 13.53 GB in variant A. CPU usage remained maximally utilized at 100% for all processes in both variants.

The detailed analysis of Gradle build performance between two variants reveals marginal differences in build times, with variantb_9.0.0-rc3 generally showing slight improvements over varianta_8.14.2. The mean build time for variantb is approximately 877.819 seconds compared to varianta’s 878.069 seconds, indicating a minor reduction. Notable task execution times, such as for :layer_0:module_0_1:kspDebugKotlin, show significant increases in variantb, suggesting potential areas for optimization. Memory usage across all processes shows a slight increase in variantb, with a maximum of 13.2 GB compared to 12.84 GB in varianta. CPU usage remains high in both variants, maxing out at 100%. The total garbage collection counts are very close, with 268 for varianta and 269 for variantb, indicating similar memory management behavior.

The analysis of the Gradle build performance data reveals several key insights between the two variants, varianta_k2_kotlin_2.2.0 and variantb_k2_increase_memory_gradle. The overall build time for variantb_k2_increase_memory_gradle is slightly higher at approximately 626.643 seconds compared to 618.083 seconds for varianta_k2_kotlin_2.2.0, marking a 1.38% increase. Among the most time-consuming tasks, significant differences are observed in tasks like com.android.build.gradle.internal.res.LinkApplicationAndroidResourcesTask and dagger.hilt.android.plugin.task.AggregateDepsTask, where variantb_k2_increase_memory_gradle shows increased execution times. Memory usage also shows a notable increase in variantb_k2_increase_memory_gradle with a maximum of 13.57 GB compared to 11.65 GB in varianta_k2_kotlin_2.2.0. The total garbage collection (GC) counts are slightly lower in variantb_k2_increase_memory_gradle across both Gradle and Kotlin processes.

The performance comparison between two Gradle build variants shows notable differences in build times and resource usage. Variant B generally exhibits longer build times with a mean build time of 617.338 seconds compared to Variant A’s 569.857 seconds, marking an 8.3% increase. The most time-consuming tasks in Variant B are consistently longer than in Variant A, particularly :layer_0:module_0_1:kspDebugKotlin which takes 14.614 seconds in Variant B versus 10.220 seconds in Variant A. Memory usage is also higher in Variant B with a maximum of 11.73 GB compared to 11.45 GB in Variant A. CPU usage for the build process is slightly higher in Variant B at 96.98% compared to 96.32% in Variant A. Garbage collection activities are more frequent in Variant B with 280 total collections compared to 204 in Variant A, indicating potential inefficiencies in memory management.

The analysis of Gradle build performance data reveals several key differences between varianta_kotlin_2.2.0 and variantb_k2_kotlin_2.2.0. Notably, the overall build time for variant B is longer by approximately 42.7 seconds (7.3% increase). In task execution, the :layer_0:module_0_10:kspDebugKotlin task shows a significant increase in execution time in variant B, suggesting a potential area for optimization. Memory usage is higher in variant B across all processes, with a notable increase in the main build process (up to 6.7 GB in variant B compared to 5.1 GB in variant A). Garbage collection activities also increased in variant B, indicating heavier memory management activities. These findings suggest that variant B may be less efficient in terms of both time and resource usage compared to variant A.

The analysis of the Gradle build performance data reveals subtle yet insightful differences between two Kotlin variants, varianta_kotlin_2.1.21 and variantb_kotlin_2.2.0. The overall build time shows a slight improvement in variantb by approximately 0.42 seconds (0.4% faster). Notably, the most time-consuming tasks across variants include :layer_0:module_0_1:kspDebugKotlin, :layer_0:module_0_10:kspDebugKotlin, and :layer_0:module_0_12:kspDebugKotlin, with variantb generally showing marginal increases in execution times. CPU and memory usage are closely matched between the variants, with variantb showing a slight increase in maximum memory usage by about 0.09 GB. Garbage collection metrics indicate a very similar performance, with total collections slightly lower in variantb. The Kotlin Build Reports highlight a faster compiler code generation and analysis in variantb, suggesting efficiency improvements in the newer Kotlin version.

The performance comparison between varianta_parallel and variantb_g1 reveals several key insights. The overall build time for variantb_g1 is longer by approximately 55 seconds (6% increase) compared to varianta_parallel. Notably, the DexMergingTask and AggregateDepsTask show significant time increases in variantb_g1, suggesting areas where performance optimizations could be targeted. In task execution, variantb_g1 generally exhibits longer times across most tasks, particularly in Kotlin compilation tasks like :layer_0:module_0_10:kspDebugKotlin, which is about 7% slower in variantb_g1. Memory usage is slightly higher in variantb_g1 by about 0.3 GB, aligning with the increased build times and task durations observed. The garbage collection logs indicate a similar number of total collections between the variants, suggesting that garbage collection overhead does not significantly differ between them. The Kotlin Build Reports highlight a slower performance in variantb_g1 across various metrics, including compiler initialization, IR generation, and code generation, which corroborates the observed longer build times.

The analysis of the Gradle build performance data reveals several key insights across different metrics and task types. The overall build times for varianta_9.0.0-rc1 averaged around 878.54 seconds, slightly slower than variantb_8.14.2 at 869.71 seconds, showing a minor difference of about 1%. Among the most time-consuming tasks, :layer_0:module_0_1:compileDebugKotlin and related Kotlin compilation tasks consistently took longer in varianta_9.0.0-rc1 compared to variantb_8.14.2. Memory usage was slightly higher in variantb_8.14.2 with a maximum of 12.75 GB compared to 12.67 GB in varianta_9.0.0-rc1. CPU usage for all processes hit the maximum of 100% for both variants, indicating full utilization during the build. The total garbage collection counts were slightly higher in varianta_9.0.0-rc1 for both Gradle and Kotlin processes, suggesting a bit more frequent memory cleanup.

The performance comparison between two Gradle build variants reveals minor differences in build times and resource usage. The mean build time for varianta_main is 515.286 seconds, while variantb_agp_8_10_1 is slightly longer at 516.571 seconds, marking a 0.25% increase. The most time-consuming tasks include com.android.build.gradle.internal.tasks.R8Task and com.android.build.gradle.internal.tasks.L8DexDesugarLibTask, with notable differences in execution times between the variants. CPU and memory usage across all processes and specifically for the build processes are nearly identical, with variantb_agp_8_10_1 showing a slight decrease in memory usage.

The analysis of the Gradle build performance data reveals a slight increase in overall build time when comparing variant B (AGP 8.10.1) to variant A. Specifically, the mean build time for variant B is approximately 0.61 seconds longer than variant A, representing a 0.6% increase. The P90 build times show a more pronounced difference, with variant B taking about 6.24 seconds longer than variant A, a 2.7% increase. In task execution, the most significant time differences are observed in tasks like :app:transformDemoDebugClassesWithAsm and :app:jacocoDemoDebug, where variant B shows increased execution times. Memory and CPU usage across all processes and specifically for the build processes are relatively stable with minor fluctuations. The total garbage collection (GC) counts are slightly higher in variant B for both Gradle and Kotlin processes, indicating a marginal increase in memory management activities.

The analysis of the Gradle build performance data reveals a notable improvement in overall build times when comparing variant B (metro_0_3_2) to variant A (anvil). Specifically, variant B is faster by approximately 6.7 seconds (26.012s for A vs. 19.291s for B), translating to a 25.8% decrease in build time. This improvement is consistent across the 50th and 90th percentiles as well. In task execution, the :app-scaffold:compileDebugKotlin task shows a significant increase in execution time in variant B, while :app-scaffold:kspDebugKotlin is notably faster. The Kotlin build reports highlight a substantial increase in IR translation time for variant B, suggesting a potential area for optimization. Memory and CPU usage are slightly higher in variant B for all processes, with the build child processes in variant B utilizing significantly more CPU resources. Lastly, garbage collection data indicates fewer total collections in variant B, suggesting more efficient memory management.

The performance analysis of the two Gradle build variants, varianta_anvil and variantb_metro_0_3_2, reveals significant differences in build times and task execution. variantb_metro_0_3_2 shows a faster overall build time by approximately 22.2 seconds (14.1%) compared to varianta_anvil. Notably, the com.google.devtools.ksp.gradle.KspAATask and org.jetbrains.kotlin.gradle.tasks.KotlinCompile tasks in variantb_metro_0_3_2 are considerably slower, indicating potential areas for optimization. Memory usage is slightly lower in variantb_metro_0_3_2 across all processes, with a maximum difference of about 0.19 GB. The Kotlin Build Reports highlight variantb_metro_0_3_2 as having a higher compiler IR translation time and more intensive code analysis, suggesting more complex operations despite the overall faster build time.

The performance comparison between varianta_main and variantb_lint_1.5g reveals significant differences in build times and resource utilization. variantb_lint_1.5g shows a notable reduction in overall build time, clocking in at approximately 1057.511 seconds compared to varianta_main’s 1642.304 seconds, marking a decrease of around 35.6%. This variant also uses less memory, with a maximum of 11.64 GB compared to varianta_main’s 13.69 GB. However, CPU usage is slightly higher in variantb_lint_1.5g for the build process, peaking at 93.95% versus 92.00% in varianta_main.

The performance comparison between two Gradle build variants shows a slight improvement in overall build time for variant B (218.791s) compared to variant A (221.317s), with a decrease of about 1.14%. The most time-consuming tasks across both variants include :app:l8DexDesugarLibDemoDebug, :app:mergeExtDexDemoDebug, and :core:designsystem:compileDemoDebugKotlin, with variant B generally showing better performance in these tasks. Memory usage is slightly lower in variant B for all processes and build child processes. The total garbage collection counts are slightly higher in variant B for both Gradle and Kotlin processes.

The analysis of the Gradle build performance between two variants, varianta_gradle_8_13 and variantb_gradle_8_14_rc2, reveals minor differences in build times and task execution. The mean build time for varianta is 215.687 seconds, slightly higher than variantb at 215.076 seconds, showing a marginal improvement of 0.28%. Key tasks such as KotlinCompile, LinkApplicationAndroidResourcesTask, and KspTaskJvm show minor fluctuations in execution times between the two variants, with differences generally under 10%. Memory and CPU usage for all processes and specifically for the build process are nearly identical across variants, with maximum CPU usage hitting 100% for all processes in both variants. The total garbage collection counts in Gradle and Kotlin processes are also similar, indicating consistent memory management behavior between the two variants.

The performance comparison between varianta_main and variantb_z/metro reveals that variantb_z/metro generally has a shorter build time with a mean reduction of 25.1% (6.622 seconds). Notably, variantb_z/metro also exhibits higher CPU usage in build child processes, suggesting more intensive parallel task execution. In the Kotlin Build Reports, variantb_z/metro shows a significant increase in Compiler IR translation time, which could indicate more complex translation processes. Memory usage is slightly lower in variantb_z/metro across all processes, contributing to its efficiency.

The analysis of the Gradle build performance comparison data between two variants reveals notable differences in build times and task execution times. Variant B (variantb_z/metro) shows a faster overall build time with a mean reduction of 20.42 seconds (13.4% faster) compared to Variant A (varianta_main). Key tasks such as com.android.build.gradle.internal.tasks.MapSourceSetPathsTask and com.google.devtools.ksp.gradle.KspAATask also exhibit significant time reductions in Variant B. Memory usage is slightly lower in Variant B across all processes, with a maximum memory usage of 6.9 GB compared to 7.04 GB in Variant A. CPU usage is nearly identical for both variants, maxing out at 100% for all processes.

The analysis of the Gradle build performance comparison between varianta_main and variantb_lint_2g reveals several key findings. The overall build time for variantb_lint_2g is longer by approximately 73 seconds (7.3% increase) compared to varianta_main. In task execution, the most significant difference is observed in the :layer_0:module_0_1:lintAnalyzeDebug task, where variantb_lint_2g takes about 13.64 seconds longer than varianta_main. Memory and CPU usage across all processes are relatively similar between the two variants, with slight variations in peak values. The total garbage collection (GC) count was lower in variantb_lint_2g by 73 collections, indicating potentially more efficient memory management.

The analysis of the Gradle build performance data reveals minor differences between the two variants, with variant B showing a slight increase in overall build time by approximately 0.3 seconds (0.3%). Notably, the most time-consuming tasks across both variants include com.android.build.gradle.internal.lint.AndroidLintAnalysisTask, :core:designsystem:compileProdReleaseKotlin, and :core:common:lintAnalyzeJvmMain, with variant B generally performing slightly better in these tasks. Memory and CPU usage are nearly identical for both variants, with no significant differences observed. The total garbage collection counts for Gradle and Kotlin processes are slightly lower in variant B, suggesting marginally better memory management.

The performance comparison between two Gradle build variants, varianta_main_r8 and variantb_r8_different_process, reveals several key differences. The overall build time for variantb_r8_different_process is slightly higher by approximately 10.6 seconds (2.04% increase) compared to varianta_main_r8. Notably, variantb_r8_different_process shows a significant increase in memory usage, with a maximum of 14.24 GB compared to 11.2 GB for varianta_main_r8, marking a 27.14% increase. Additionally, variantb_r8_different_process has fewer total garbage collection (GC) events in the Gradle process but more in the Kotlin process, suggesting different memory management behaviors. The R8Task and L8DexDesugarLibTask are among the most time-consuming tasks, with variantb_r8_different_process showing longer execution times, especially in L8DexDesugarLibTask where the mean time increased by over 47%.

The Gradle build performance comparison shows a slight improvement in overall build times for variantb_kotlin_2_1_20 compared to varianta_main_2_1_0, with a mean time of 213.747 seconds versus 214.317 seconds, respectively. The most time-consuming tasks across both variants were ‘org.jetbrains.kotlin.gradle.tasks.KotlinCompile’, ‘com.android.build.gradle.internal.tasks.DexMergingTask’, and ‘com.android.build.gradle.tasks.PackageApplication’. Notably, the ‘com.google.devtools.ksp.gradle.KspTaskJvm’ task showed a significant timing variation of more than 10% between the two variants. In terms of resource consumption, both variants showed similar CPU and memory usage, with a slight increase in memory usage for variantb_kotlin_2_1_20.

The analysis of the Gradle build performance comparison data reveals that the variant variantb_no_xms generally takes longer to build than varianta_using_xms. The mean build time for variantb_no_xms is approximately 3.5% longer than varianta_using_xms. The most time-consuming tasks across both variants are :app:l8DexDesugarLibDemoDebug, :app:mergeExtDexDemoDebug, and :core:designsystem:compileDemoDebugKotlin. In terms of CPU and memory usage, both variants reach 100% CPU usage, but varianta_using_xms uses more memory. Garbage collection data shows more collections for variantb_no_xms.

The Gradle build performance comparison shows that the build times between the two variants are almost identical with a mean difference of just 99ms (0.05%). The variant with the Kotlin compiler and 3 workers (variantb_kotlin_compiler_3_workers) has slightly higher P90 values in most tasks, indicating that it might be slower in worst-case scenarios. The most time-consuming tasks across both variants are :app:l8DexDesugarLibDemoDebug, :app:mergeExtDexDemoDebug, and :core:designsystem:compileDemoDebugKotlin. Notably, the :app:mergeExtDexDemoDebug task is faster in variantb_kotlin_compiler_3_workers by 10.3%. CPU and memory usage are almost identical between the two variants.

The Gradle build performance comparison data reveals that variant B (variantb_main_parallel) generally performs better than variant A (varianta_main_g1). The mean build time for variant B is approximately 14.3 seconds, which is 6.6% faster than variant A’s mean build time of around 21.5 seconds. The most time-consuming tasks across both variants are :app:l8DexDesugarLibDemoDebug, :app:mergeExtDexDemoDebug, and :core:designsystem:compileDemoDebugKotlin. Significant differences in task execution times are observed in :app:transformDemoDebugClassesWithAsm and :core:designsystem:bundleLibCompileToJarDemoDebug. The CPU and memory usage are also slightly lower for variant B.