Full Benchmark Mode: Complete System Performance Evaluation

November 24, 2025 · View on GitHub

Overview

The Full Benchmark Mode executes all 46 tests across six major performance categories to provide a comprehensive assessment of device capabilities. This mode delivers the most thorough evaluation of system performance by running sequential, random, computational, graphical, memory, storage, and productivity tests that collectively represent real-world usage patterns.

Duration: Approximately 30-45 minutes Output: Complete overall score with detailed category breakdown

Test Categories & Composition

1. CPU Tests (10 tests) - 20% of total score

  • Prime Number Generation
  • Fibonacci Sequence (Recursive)
  • Matrix Multiplication
  • Hash Computing (SHA-256, MD5)
  • String Sorting
  • Ray Tracing
  • Compression/Decompression
  • Monte Carlo Simulation
  • JSON Parsing
  • N-Queens Problem

2. AI/ML Tests (5 tests) - 15% of total score

  • LLM Inference (llama.cpp with TinyLlama-1.1B)
  • Image Classification (ONNX Runtime - MobileNetV2/SqueezeNet)
  • Object Detection (YOLOv8n-nano)
  • Text Embedding Generation (all-MiniLM-L6-v2)
  • Speech-to-Text (Whisper-tiny)

3. GPU Tests (10 tests) - 20% of total score

Native Kotlin Tests (5 tests)

  • Triangle Rendering Stress Test (OpenGL/Vulkan)
  • Compute Shader - Matrix Multiplication (Vulkan)
  • Particle System Simulation (100K+ particles)
  • Texture Sampling & Fillrate Test
  • Tessellation & Geometry Shader Test

External Engine Tests (5 tests)

  • Unity Benchmark Scenes (2 scenes)
  • Unreal Benchmark Scenes (3 scenes)

4. RAM Tests (5 tests) - 10% of total score

  • Sequential Read/Write Speed
  • Random Access Latency
  • Memory Copy Bandwidth
  • Multi-threaded Memory Bandwidth
  • Cache Hierarchy Test (L1/L2/L3 detection)

5. Storage Tests (6 tests) - 10% of total score

  • Sequential Read Speed
  • Sequential Write Speed
  • Random Read/Write (4K blocks)
  • Small File Operations
  • Database Performance (SQLite)
  • Mixed Workload Test

6. Productivity Tests (10 tests) - 25% of total score

  • UI Rendering Performance
  • RecyclerView Stress Test
  • Canvas Drawing Performance
  • Image Processing - Filters
  • Image Processing - Batch Resize
  • Video Encoding Test (H.264/H.265)
  • Video Transcoding
  • PDF Rendering & Generation
  • Text Rendering & Typography
  • Multi-tasking Simulation

Scoring Methodology

Category Weights (Total = 100%)

  • CPU Performance: 20%
  • AI/ML Performance: 15%
  • GPU Performance: 20%
  • RAM Performance: 10%
  • Storage Performance: 10%
  • Productivity Performance: 25%

Score Calculation Process

Step 1: Normalize Each Test

  • Compare against baseline reference device (mid-range phone from 2023)
  • Each test gets a score: (User Result / Baseline Result) × 1000

Step 2: Calculate Category Score

  • Average all tests within each category
  • Apply category weight

Step 3: Final Overall Score

  • Sum all weighted category scores
  • Display as single number (e.g., 8,542 points)

Baseline Reference Device

  • Device: Mid-range smartphone from 2023
  • Specifications: To be determined based on market analysis
  • Performance values: Established through extensive testing across multiple units

Output Format

Primary Display

═══════════════════
   OVERALL BENCHMARK SCORE
═══════════
         🏆 8,542 points
═══════════

Category Breakdown

CATEGORY BREAKDOWN:
├─ CPU Performance      → 9,124 pts (20%)
├─ AI/ML Performance    → 7,856 pts (15%)
├─ GPU Performance      → 8,967 pts (20%)
├─ RAM Performance      → 8,234 pts (10%)
├─ Storage Performance  → 7,645 pts (10%)
└─ Productivity         → 8,891 pts (25%)

Additional Information

  • Device Ranking: Top 15% globally
  • Performance Grade: A+
  • Detailed per-test results available
  • Historical comparison with previous runs
  • Thermal throttling analysis
  • Power consumption estimates

Performance Grading System

  • A+: Top 5% of devices
  • A: Top 15% of devices
  • B+: Top 30% of devices
  • B: Top 50% of devices
  • C: Top 70% of devices
  • D: Below 70%
  • F: Bottom 10%

Execution Sequence

The full benchmark runs tests in the following optimized sequence to minimize thermal effects and maximize accuracy:

  1. Initial System Assessment - Device information collection
  2. CPU Tests - Single-threaded tests first, then multi-threaded
  3. RAM Tests - Memory performance evaluation
  4. Storage Tests - Storage performance evaluation
  5. GPU Native Tests - Graphics performance with Vulkan/OpenGL
  6. AI/ML Tests - Machine learning performance evaluation
  7. Productivity Tests - Real-world application performance
  8. External Engine Tests - Separate APKs for Unity and Unreal
  9. Final Analysis - Results compilation and scoring

Thermal Management

  • Continuous thermal monitoring during testing
  • Automatic pause mechanism if thermal throttling detected
  • Performance consistency tracking
  • Temperature correlation with performance metrics
  • Post-test thermal recovery assessment

Anti-Cheat Measures

  • System integrity verification before testing
  • Process monitoring during benchmark execution
  • Hardware configuration validation
  • Result plausibility checks
  • Detection of performance modification attempts
  • Baseline comparison for anomaly detection

Data Collection & Reporting

Collected Metrics

  • Raw performance data for each test
  • System information (CPU, GPU, RAM, storage specifications)
  • Thermal readings during testing
  • Power consumption estimates
  • Memory usage patterns
  • Background process interference detection

Report Contents

  • Overall score and category breakdown
  • Individual test results with percentiles
  • Comparison to similar devices
  • Performance trend analysis
  • Recommendations for optimization
  • Detailed technical metrics for advanced users

Data Collected

The full benchmark mode collects extensive data across multiple dimensions:

Environmental Data (from TEST_ENVIRONMENT table):

  • Ambient temperature
  • Battery levels (start and end)
  • Charging status
  • Screen brightness
  • Network connectivity states (WiFi, Bluetooth, mobile data, GPS)
  • Running applications count
  • Available RAM and storage
  • Kernel version and build fingerprint
  • Security patch level
  • Root status
  • Throttling enabled status
  • Initial temperature readings for CPU, GPU, and battery

Category Scores (from FULL_BENCHMARK_DETAILS table):

  • CPU score
  • AI/ML score
  • GPU score
  • RAM score
  • Storage score
  • Productivity score

Detailed Test Results (from specialized tables linked to FULL_BENCHMARK_DETAILS):

  • CPU test results: Prime numbers, Fibonacci, matrix multiplication, hash computing, string sorting, ray tracing, compression/decompression, Monte Carlo, JSON parsing, N-Queens
  • AI/ML test results: LLM inference, image classification, object detection, text embedding, speech-to-text
  • GPU test results: Triangle rendering, compute shaders, particle systems, texture sampling, tessellation, Unity/Unreal scenes
  • RAM test results: Sequential read/write, random access, memory copy, multi-threaded bandwidth, cache hierarchy
  • Storage test results: Sequential read/write, random 4K operations, small file ops, database performance, mixed workload
  • Productivity test results: UI rendering, RecyclerView, canvas drawing, image processing, video encoding, PDF rendering, text rendering, multitasking

Telemetry Data (from FULL_BENCHMARK_TELEMETRY table):

  • Temperature timelines for CPU, GPU, and battery
  • Frequency timelines for CPU and GPU
  • Battery level timeline
  • Memory usage timeline
  • Power consumption timeline
  • Thermal throttle events
  • Performance state timeline
  • Average and maximum temperature values
  • Average and peak frequency values
  • Total throttle events
  • Total battery drain percentage
  • Average and peak power consumption

GPU Frame Metrics (from GPU_FRAME_METRICS table):

  • Average, minimum, and maximum FPS
  • FPS standard deviation
  • Low FPS percentiles (1st and 0.1st percentile)
  • 99th percentile FPS
  • Total and dropped frame counts
  • Frame time metrics (average, minimum, maximum, 9th percentile)
  • Frame spike counts
  • Frame time distribution
  • Timeline data for FPS, GPU utilization, temperature, and frequency
  • Average and maximum GPU utilization

This comprehensive data collection enables detailed analysis of device performance across all major hardware components and usage scenarios.

Result Interpretation

The final score provides a comprehensive performance indicator where:

  • Scores above 9,000: Exceptional performance (top-tier devices)
  • Scores 7,000-9,000: Excellent performance (premium devices)
  • Scores 5,000-7,000: Good performance (mid-range devices)
  • Scores 3,000-5,000: Adequate performance (budget devices)
  • Scores below 3,000: Limited performance (entry-level devices)

This scoring system allows for fair comparison across different device categories while providing meaningful differentiation between performance levels.