Benchmark App & Website - Complete Features & Tests Documentation

November 25, 2025 · View on GitHub

Overview

A comprehensive benchmarking system consisting of:

Cross Platform Benchmark App: Runs benchmarks, handles authentication, displays previous results (android, pc)
Website: Leaderboards, device comparisons, detailed analytics, device information database

🎯 BENCHMARK TESTS & SCORING

1. Benchmark Test Categories (46 Tests Total)

CPU Tests (10 tests)

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

AI/ML Tests (5 tests)

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)

GPU Tests - Native Kotlin (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

GPU Tests - External Engines

Unity Benchmarks: 2 scenes (separate APK with deep linking)
Unreal Benchmarks: 3 scenes (separate APK with deep linking)

RAM Tests (5 tests)

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

Storage Tests (6 tests) - Internal Storage Only

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

Productivity Tests (10 tests)

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

2. Benchmark Modes (3 Modes)

Full Benchmark

Runs all 46 tests sequentially
Duration: ~30-45 minutes
Generates complete overall score with category breakdown
Output:
- Overall device score
- Individual category scores (CPU, AI/ML, GPU, RAM, Storage, Productivity)
- Detailed per-test results
- Performance grade (A+ to F)
- Global device ranking

Throttle Test (Stress Test)

Runs CPU multi-core heavy test + GPU heavy test simultaneously
Duration options: 10 minutes / 30 minutes / 1 hour
Real-time monitoring of device behavior under sustained load
Metrics Tracked:
- CPU/GPU clock speeds over time
- Temperature sensors (CPU, GPU, Battery)
- Performance degradation percentage
- Time to throttle
- Thermal throttling events
Output:
- Throttling percentage (% performance drop)
- Temperature curve graph
- Sustained performance score
- Thermal management rating

Efficiency Test (Performance per Watt)

Same workload as throttle test but limited to 1 minute
Measures performance vs power consumption
Metrics Tracked:
- Battery drain (mAh)
- Power consumption (watts)
- Performance output
Output:
- Efficiency score (points/watt)
- Battery drain rate
- Performance vs power graph
- Efficiency grade

3. Scoring System

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 Method

Each test normalized against baseline reference device
Test score = $(\text{User} \text{Result} / \text{Baseline} \text{Result}) \times 1000$
Category score = Average of all tests in category
Final score = Sum of weighted category scores
Display as single overall score (e.g., 8,542 points)

Performance Grades

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%

Throttle Test Scoring (lines in artifact):

Formula: (Performance Retention × 0.5) + (Time to Throttle × 0.3) + (Thermal Efficiency × 0.2) Score range: 0-10,000 points Grades based on throttling percentage Tracks: Initial performance, sustained performance, temperature, time to throttle

Efficiency Test Scoring (lines in artifact):

Formula: (Performance Output / Power Consumption) × 1000 Score range: 0-15,000 points Grades: A+ (>12,000) to F (<2,000) Tracks: Performance per watt, battery drain rate, temperature

💾 DATA STORAGE & SYNC

Local Storage (App)

All benchmark results stored locally using SQLite
Historical test data with timestamps
Device configuration snapshots
Test logs and error reports
Offline access to all previous results

Cloud Storage (Backend)

Anonymous Mode:
- Results uploaded without user identification
- Device model and specs stored
- Contributes to global leaderboards
- No account required
Authenticated Mode:
- User account required (email/Google/social login)
- Personal test history stored permanently
- Cross-device result synchronization
- Named device profiles
- Private results (optional)
- Result sharing with custom links
- Historical performance tracking over time

Privacy Options

Opt-in for cloud upload
Anonymous vs authenticated submission
Make results public or private
Delete cloud data anytime
GDPR compliant data handling

📱 ANDROID APP FEATURES

1. Run Benchmarks

Execute all 46 benchmark tests
Choose between 3 benchmark modes:
- Full Benchmark (all 46 tests)
- Throttle Test (stress test)
- Efficiency Test (performance per watt)
Real-time progress indicator
Live performance graphs during tests
Pause/Resume capability
Cancel ongoing tests

2. Authentication

Guest Mode (Anonymous):
- Run benchmarks without account
- Results stored locally only
- Optional anonymous cloud upload
User Account (Authenticated):
- Email/Password registration
- Google Sign-In
- Social login options
- Cloud sync of all results
- Persistent history across devices

3. Previous Results (History)

View all past benchmark results
Filter by:
- Benchmark mode (Full/Throttle/Efficiency)
- Date range
- Score range
Sort by date or score
Detailed view of each test run:
- Overall score
- Category breakdown
- Individual test results
- Graphs and charts
- Device state (temperature, battery level)
Delete individual results
Export results (JSON, CSV, PDF)
Share results (generate shareable link to website)

4. Basic UI/UX

Clean, minimal interface
Dark/Light theme
Simple navigation:
- Home (Start benchmark)
- History (Previous results)
- Profile (Account settings)
Notifications for test completion
Basic settings:
- Theme selection
- Auto-upload toggle
- Temperature warnings
- Keep screen on during tests

🌐 WEBSITE FEATURES

1. Global Leaderboards

Three Separate Leaderboards by Mode:
- Full Benchmark Leaderboard (overall device performance)
- Throttle Test Leaderboard (thermal management & sustained performance)
- Efficiency Test Leaderboard (performance per watt)
Category-Specific Leaderboards (for Full Benchmark only):
- CPU Performance
- AI/ML Performance
- GPU Performance
- RAM Performance
- Storage Performance
- Productivity Performance
Basic Filter Options for All Leaderboards:
- By Phone Brand: Samsung, Xiaomi, OnePlus, Google, Motorola, Realme, Vivo, Oppo, etc.
- By CPU Brand: Qualcomm (Snapdragon), MediaTek (Dimensity), Samsung (Exynos), Google (Tensor), Apple (A-series, M-series)
Search Functionality:
- Search by device name/model
- Auto-complete suggestions
Sorting Options:
- By score (highest to lowest)
- By date (newest first)

2. Device Comparison Tool

Compare up to 4 devices side-by-side
Visual comparison charts:
- Radar/Spider charts for categories
- Bar charts for individual tests
- Score difference percentages
Highlight winner in each category
Show performance gaps
Price-to-performance ratio
Export comparison as image/PDF

3. Device Information Database

Comprehensive Device Catalog:
- All benchmarked devices
- Detailed specifications:
  - CPU (model, cores, architecture, max frequency)
  - GPU (model, driver version)
  - RAM (capacity, type, speed)
  - Storage (type, capacity, speed)
  - Display (resolution, refresh rate, panel type)
  - Battery capacity
  - Camera specifications
  - Dimensions and weight
  - Release date and price
Search and Filter:
- Search by device name
- Filter by specs
- Advanced filtering options
Device Pages:
- Individual page for each device
- Average benchmark scores
- Score distribution graph
- Number of submissions
- User reviews/comments
- Links to manufacturer website
- Where to buy

4. User Profiles (Authenticated)

Personal dashboard
All submitted results
Devices owned/tested
Badges and achievements
Contribution statistics
Profile customization

5. Analytics & Insights

Performance Trends:
- Year-over-year improvements
- Average scores by year
- Technology progression graphs
Market Analysis:
- Best devices by price range
- Best value devices
- Performance per dollar charts
- Brand performance comparison
Popular Devices:
- Most benchmarked devices
- Trending devices
- Recommended devices by use case

View any shared result via unique URL
Beautiful result cards with:
- Device name and photo
- Overall score and grade
- Category breakdown
- Visual charts
- Test details
Social media sharing buttons
Embed codes for forums/blogs
Download result as image

7. Community Features

Discussion forums
Device Q&A sections
User reviews and ratings
Tips and optimization guides
Benchmark methodology documentation
FAQ and help center

8. Additional Website Features

News & Blog:
- Device launches
- Benchmark updates
- Performance tips
- Industry news
API Documentation:
- For developers
- Integration guides
- Rate limits and authentication
About & Contact:
- Project information
- Team details
- Contact form
- Privacy policy
- Terms of service

🔄 APP ↔ WEBSITE INTEGRATION

Data Flow:

App → Backend → Website:
- App runs benchmark
- Results uploaded to backend
- Website displays results in leaderboards
Share Flow:
- User completes benchmark in app
- Taps "Share" button
- Backend generates unique URL
- URL opens result page on website
- Shareable on social media
Account Sync:
- User logs in via app
- All results sync to cloud
- Access full history on website
- Manage account settings on website

📊 CLEAR FEATURE SEPARATION

ANDROID APP (Minimal):

✅ Run all 46 benchmark tests
✅ 3 benchmark modes (Full, Throttle, Efficiency)
✅ User authentication (Guest/Registered)
✅ View previous test results (local history)
✅ Export/Share individual results
✅ Basic settings and themes

WEBSITE (Feature-Rich):

✅ Global leaderboards (all categories)
✅ Device comparison tool (up to 4 devices)
✅ Complete device information database
✅ Search and advanced filtering
✅ Analytics and market insights
✅ User profiles and dashboards
✅ Community features
✅ Result viewing via shared links
✅ News, blog, and resources

Device Comparison

Compare current device with up to 3 other devices
Side-by-side score comparison
Visual graphs for each category
Highlight strengths and weaknesses

Global Leaderboards

Overall device rankings worldwide
Category-specific leaderboards
Filter by device type (flagship, mid-range, budget)
Filter by manufacturer
Filter by release year

Historical Tracking

Track device performance over time
Detect performance degradation
Compare multiple test runs
Identify throttling patterns
Monitor after system updates

Generate shareable result cards (image)
Share via social media
Generate shareable links
Export results as PDF/CSV
Compare results via shared links

🎮 EXTERNAL ENGINE INTEGRATION

Unity Benchmark APK

2 custom GPU benchmark scenes
Separate installable APK (optional)
Deep linking integration with main app
Returns FPS, frame time, and performance metrics
Optimized for mobile GPU testing

Unreal Benchmark APK

3 custom GPU benchmark scenes
Separate installable APK (optional)
Deep linking integration with main app
Returns rendering performance metrics
High-fidelity graphics stress testing

Communication Protocol

Intent-based launch from main app
Bi-directional data passing
Result collection and aggregation
Automatic result integration into overall score

7. Additional Features

Device Information

Detailed hardware specifications
CPU: Model, cores, architecture, max frequency
GPU: Model, driver version
RAM: Total, available, type
Storage: Total, available, type
Display: Resolution, refresh rate
Android version and security patch level
Kernel version

Real-time Monitoring

Live graphs during tests
CPU/GPU usage
Temperature monitoring
Memory usage
Battery level and drain rate
Clock speed monitoring

Notifications & Reports

Test completion notifications
Performance summary
Comparison with previous runs
Thermal warnings
Battery optimization suggestions

Settings & Customization

Choose benchmark duration
Enable/disable specific test categories
Temperature threshold alerts
Auto-upload results to cloud
Theme selection (Light/Dark)
Language support

Help & Support

Test descriptions and methodology
FAQ section
Troubleshooting guide
Contact support
Report bugs
Feature requests

📊 OUTPUT FORMATS

Test Results Include:

Overall benchmark score (varies by mode)
Category breakdown with individual scores (Full Benchmark only)
Detailed per-test results with metrics
Performance grade and ranking
Device comparison charts
Historical performance graphs
Throttling analysis (Throttle Test)
Efficiency metrics (Efficiency Test)
Device specifications
Test environment details (date, time, ambient temperature, battery level at start)