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Add pattern matching, leading char scoring, smart validation, and help system - #13

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@l3wi l3wi commented Dec 16, 2025

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Summary

This PR adds comprehensive pattern matching with prefix/suffix support, a new leading character scoring method, smart combination validation, an interactive help system, and increases the GPU device limit from 10 to 32.

New Features

1. Pattern Matching (Prefix/Suffix)

  • Prefix matching (--prefix / -p): Match addresses starting with a pattern (e.g., cafe, dead)
  • Suffix matching (--suffix / -s): Match addresses ending with a pattern (e.g., beef, 1337)
  • 3x scoring weight: Each matching character scores 3 points vs 1 point for base methods
  • Works standalone or combined with scoring methods
  • Supports hex patterns with or without 0x prefix
  • Can be used without any scoring method: ./vanity -p cafe -s beef -d 0

2. Leading Character Scoring

  • New flag (--leading-char / -lc): Count leading occurrences of a specific hex character
  • Find addresses like 0x111111... or 0xaaaaaa... efficiently
  • Takes a single hex character (0-9, a-f) as input
  • 1 point per matching leading character
  • Can combine with prefix: -p cafe -lc 1 finds 0xcafe1111...
  • Credit: Implementation based on code snippet from @MrSpike63

3. Smart Prefix + Leading Scoring

  • Leading zeros/chars count AFTER prefix when combined
  • -p cafe -lz finds 0xcafe0000... (12 pts prefix + 1 pt per zero after)
  • -p dead -lc 1 finds 0xdead1111... (12 pts prefix + 1 pt per '1' after)
  • Enables highly targeted compound patterns with optimal scoring

4. Smart Validation System

Blocks impossible combinations:

  • -lz -p cafe (removed - now scores zeros after prefix)
  • Multiple base scoring methods together (-lz -z, -lc 1 -lz)

Warns on inefficient combinations:

  • -lz -p 000 (all-zero prefix makes -lz redundant)
  • -lc 1 -p 111 (all-same prefix makes -lc redundant)
  • Provides clear explanation and allows user override

5. Comprehensive Help System

  • Added --help / -h flag with detailed usage information
  • Automatically displays help when no arguments provided
  • Includes all options, scoring explanations, and real examples
  • Shows which combinations work best

6. Increased GPU Support

  • GPU device limit increased from 10 to 32 devices
  • Supports large multi-GPU mining rigs

Usage Examples

Pattern Matching

# Simple patterns
./vanity -p cafe -d 0                    # Find 0xcafe...
./vanity -s beef -d 0                    # Find 0x...beef
./vanity -p dead -s beef -d 0            # Find 0xdead...beef

# Compound patterns (prefix + leading scoring)
./vanity -p cafe -lz -d 0                # Find 0xcafe0000...
./vanity -p dead -lc 1 -d 0              # Find 0xdead1111...
./vanity -p beef -lz -s cafe -d 0        # Find 0xbeef000...cafe

# Leading character patterns
./vanity -lc 1 -d 0                      # Find 0x111111...
./vanity -lc a -s beef -d 0              # Find 0xaaaa...beef

Scoring Method Flexibility

# Scoring method now optional if using patterns
./vanity -p cafe -d 0                    # Just prefix (12 pts)
./vanity -p dead -s beef -d 0            # Prefix + suffix (24 pts)

# Or combine for compound scoring
./vanity -lz -s beef -d 0                # Leading zeros + suffix
./vanity -z -p cafe -s beef -d 0         # Zero bytes + both patterns

Scoring System

Method Weight Behavior with Prefix
Prefix match 3 pts/char Scores prefix characters
Suffix match 3 pts/char Scores suffix characters
Leading zeros 1 pt/char Counts zeros after prefix
Leading char 1 pt/char Counts chars after prefix
Zero bytes 1 pt/byte Counts zeros anywhere

Example: -p cafe -lz finding 0xcafe0000

  • Prefix "cafe": 4 chars × 3 = 12 pts
  • Zeros after: 4 chars × 1 = 4 pts
  • Total: 16 pts

Implementation Details

Technical Changes

  • Modified score_leading_zeros() to count nibbles and skip prefix
  • Modified score_leading_char() with efficient nibble scanning and prefix skip
  • Added score_prefix_match() and score_suffix_match() device functions
  • Added constant memory for prefix/suffix/leading char patterns on GPU
  • Integrated scoring into handle_output() and handle_output2()
  • Added comprehensive CLI argument parsing and validation
  • Added print limiting (max 10 results per score level)
  • Made scoring method optional when patterns are provided

Validation Logic

  • Prevents using multiple base scoring methods together
  • Warns when prefix already covers the pattern (with user override)
  • Improved error messages explaining why combinations don't work
  • Allows compound patterns with clear scoring explanations

Testing

All changes tested and verified. Existing functionality preserved. Ready for production use.


Total commits: 7

  • feat: add prefix and suffix pattern matching with 3x scoring weight
  • feat: add --help flag and display help when no arguments provided
  • fix: increase GPU device limit from 10 to 32
  • feat: add --leading-char scoring method for specific character matching
  • feat: add validation for impossible and inefficient flag combinations
  • feat: make scoring method optional when using prefix/suffix patterns
  • feat: score leading zeros/chars AFTER prefix for compound patterns

🤖 Generated with Claude Code

l3wi and others added 3 commits December 16, 2025 12:49
Add support for matching addresses by prefix (--prefix/-p) and suffix (--suffix/-s) patterns. Each matching hex character contributes 3x scoring weight compared to leading zeros.

Changes:
- Add device constant memory for prefix/suffix patterns
- Implement score_prefix_match() and score_suffix_match() functions
- Modified score_leading_zeros() to count nibbles instead of bytes
- Integrate prefix/suffix scoring into handle_output functions
- Add CLI argument parsing for --prefix and --suffix flags
- Add validation and parsing of hex patterns (supports 0x prefix)
- Copy pattern data to all GPU devices before execution
- Add print limiting (max 10 results per score level)
- Update README with new options and usage examples

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>
Add comprehensive help message showing all available options, usage examples, and scoring information. Help is displayed when:
- No arguments are provided (argc == 1)
- --help or -h flag is used

The help message includes:
- All scoring methods with descriptions
- Mode options for different address types
- Pattern matching options (prefix/suffix)
- GPU configuration
- Contract deployment options
- Performance tuning
- Usage examples
- Scoring explanation

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>
Increase the device_ids array size from 10 to 32 to support larger multi-GPU configurations. The speeds array was already sized at 100, so no changes needed there.

This allows users to run the vanity address generator on systems with up to 32 GPUs.

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>
@l3wi

l3wi commented Dec 16, 2025

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Tested on Vast.ai with a 12x RTX 4090 system.

Type Total Speed GPU Speed
Address 43.8 GH/s 3.65 GH/s
Contract 23.7 GH/s 1.975 GH/s

l3wi and others added 4 commits December 16, 2025 13:15
Add a new scoring method that counts leading occurrences of a specific hex character, allowing users to find addresses like 0x111111... or 0xaaaaaa...

Features:
- New --leading-char/-lc flag that takes a hex character (0-9, a-f)
- Implemented score_leading_char() function using efficient nibble scanning
- Added validation to prevent using multiple scoring methods together
- 1 point per matching leading character (same as leading zeros)
- Works with prefix/suffix pattern matching for combined scoring

Technical details:
- Added device_leading_char_target constant memory for GPU
- Integrated into handle_output() and handle_output2() functions
- Validates single hex character input with helpful error messages
- Updated help message and README with examples

Example usage:
  ./vanity -lc 1 -d 0        # Find addresses with leading 1s
  ./vanity -lc a -d 0 -d 1   # Find addresses with leading 'a's

Credit: Implementation based on code snippet from @MrSpike63

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>
Prevent users from running with conflicting or wasteful parameter combinations by adding comprehensive validation logic.

Impossible combinations (hard error):
- --leading-zeros with non-zero prefix (e.g., -lz -p cafe)
  Error: Addresses cannot both have leading zeros and start with 'cafe'

- --leading-char with different prefix start (e.g., -lc 1 -p cafe)
  Error: Addresses cannot both have leading '1's and start with 'cafe'

Inefficient combinations (warning + confirmation):
- --leading-zeros with all-zero prefix (e.g., -lz -p 000)
  Warning: Prefix scores at 3x vs leading-zeros at 1x
  Prompts user to continue or use just --prefix instead

- --leading-char with matching prefix (e.g., -lc 1 -p 111)
  Warning: Prefix scores at 3x vs leading-char at 1x
  Prompts user to continue or use just --prefix instead

This validation helps users:
- Avoid impossible searches that will never find matches
- Optimize scoring by using the most efficient flags
- Understand the interaction between different options

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>
Allow users to run with only --prefix and/or --suffix flags without requiring a base scoring method (-lz, -z, -lc). This enables simpler usage for pattern matching.

Changes:
- Scoring method is now optional if prefix or suffix is provided
- Updated validation to only require scoring method OR patterns
- Improved error message to show all available options
- Updated help message to indicate scoring methods are optional
- Added examples of pattern-only usage to help and README

Valid commands now include:
  ./vanity -p cafe -d 0                    # Just prefix (3 pts per char)
  ./vanity -s beef -d 0                    # Just suffix (3 pts per char)
  ./vanity -p dead -s beef -d 0            # Both patterns (6 pts per char)

Can still combine with scoring methods:
  ./vanity -lz -s beef -d 0                # Leading zeros + suffix
  ./vanity -z -p cafe -s beef -d 0         # Zero bytes + both patterns

This makes the tool more intuitive - users who just want specific patterns don't need to understand scoring methods.

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>
Enable powerful combinations like -p cafe -lz to find addresses like 0xcafe0000... by counting leading zeros/chars after the prefix instead of blocking the combination.

Changes:
- Modified score_leading_zeros() to skip prefix nibbles using device_prefix_len
- Modified score_leading_char() to skip prefix nibbles using device_prefix_len
- Removed "impossible combination" errors for -lz/-lc with non-matching prefix
- Updated warnings to explain prefix scores at 3x, additional chars at 1x
- Both functions now use consistent nibble-based iteration for clarity

New valid combinations:
  -p cafe -lz      → Find 0xcafe0000... (12 pts prefix + 1 pt per zero after)
  -p dead -lc 1    → Find 0xdead1111... (12 pts prefix + 1 pt per '1' after)
  -p beef -lz -s cafe → Find 0xbeef000...cafe (prefix + zeros + suffix)

Scoring behavior:
- Prefix: Always scores 3 pts per character
- Leading zeros/char: Counted AFTER prefix, scores 1 pt per character
- Example: 0xcafe0000 with -p cafe -lz = 12 (prefix) + 4 (zeros) = 16 pts

Validation:
- Still warns on fully redundant combinations (e.g., -p 000 -lz)
- Users can continue if they want the extra scoring after prefix

This enables highly targeted pattern matching with optimized scoring.

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>
@l3wi l3wi changed the title Add prefix/suffix pattern matching and increase GPU limit to 32 Add pattern matching, leading char scoring, smart validation, and help system Dec 16, 2025
l3wi and others added 5 commits December 16, 2025 13:47
…n analysis

Add complete testing infrastructure for isolated optimization benchmarking:

Testing Framework:
- benchmark.sh: Automated benchmarking with 20s tests and JSON output
- profile.sh: CUDA profiling with ncu for 5 metric sets
- compare_results.py: Statistical comparison tool with visualization
- test_all_optimizations.sh: Comprehensive suite testing all optimizations
- setup_testing.sh: One-time environment setup script

Optimization System:
- optimizations.h: Feature flags for compile-time optimization selection
- 6 optimization flags: warp atomics, bank conflicts, vectorization, occupancy, coalescing, all
- Expected gains: 10-15% (warp atomics) to 25-40% (all combined)

Documentation:
- performance-optimization-analysis.md: Detailed 10-optimization roadmap with CUDA research
- testing-guide.md: Comprehensive testing methodology and profiling commands
- README_TESTING.md: Quick reference for testing workflows
- TESTING_QUICKSTART.md: Single-command entry point

Key Features:
- 20-second tests with proper SIGINT timeout handling
- Automatic baseline comparison with % improvement
- Multi-GPU support and result persistence
- Profile metrics: memory, bank conflicts, occupancy, atomics, compute

Usage:
  ./scripts/setup_testing.sh && ./scripts/test_all_optimizations.sh

Total test time: ~3-4 minutes for all optimizations

🤖 Generated with Claude Code (https://claude.com/claude-code)

Co-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>
Document results from comprehensive optimization testing on RTX 4090:

Key Findings:
- Baseline implementation is already optimal (~3770 MKeys/sec)
- All 6 proposed optimizations resulted in 0.5-0.7% slowdown
- Performance variance across tests: <1% (very stable)
- Current implementation is ~2.3x faster than next best alternative

Why Optimizations Failed:
- Warp atomics: Added overhead to rare output operations
- Bank conflict padding: Increased memory footprint, reduced occupancy
- Vectorized scoring: Added complexity to non-bottleneck (<2% of time)
- Occupancy changes: Current 2 blocks/SM is optimal for register pressure
- Coalesced output: No benefit for extremely rare writes

Current Optimization Strengths:
- Batch inversion: 10x speedup (O(n) → O(1) inversions)
- Inline PTX assembly: Hand-optimized 256-bit arithmetic
- Constant memory: Pre-computed offsets and patterns
- Optimal launch bounds: 2 blocks/SM balances registers vs warps

Recommendation: Keep baseline implementation as-is. Focus future efforts on
algorithmic improvements (coordinate systems, alternative Keccak) rather than
micro-optimizations.

Test Methodology: 20-second runs per optimization with proper SIGINT timeout

🤖 Generated with Claude Code (https://claude.com/claude-code)

Co-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>
Replace separate print statements with formatted summary display:

Before:
  Searching for addresses starting with: ca5cade (score bonus: 21)
  Searching for addresses ending with: ... (score bonus: ...)

After:
  Starting vanity address generation on X GPUs
    Type:     Address | Contract | CREATE2 | CREATE3
    Scoring:  Leading Zeros | Zero Bytes | Leading Character + Patterns
    Patterns: Prefix: 0xca5cade (bonus: 21) & Suffix: ... (bonus: ...)

Benefits:
- Single consolidated display after all validation
- Clear categorization of search parameters
- Shows GPU count at start
- Patterns only shown when relevant
- Better readability for multi-parameter searches

🤖 Generated with Claude Code (https://claude.com/claude-code)

Co-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>
@l3wi

l3wi commented Dec 16, 2025

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Added better startup text as well

./vanity-eth-address -p 987654321000 -d 0 -d 1 -d 2 -d 3 -d 4 -d 5 -d 6 -d 7 -d 8 -d 9 -d 10 -d 11 

Starting vanity address generation on 12 GPUs
  Type:     Address
  Scoring:  None + Patterns
  Patterns: Prefix: 0x987654321000 (bonus: 36)

Add two new scoring methods to count hex character types:
- --letters / -l: Score based on letter count (a-f) anywhere in address
- --numbers / -n: Score based on number count (0-9) anywhere in address

Similar to --zeros, these count occurrences anywhere in the address
rather than requiring consecutive matches like --leading-zeros.

Implementation:
- count_letters(): Count a-f nibbles in uint32_t
- count_numbers(): Count 0-9 nibbles in uint32_t
- score_letters(): Sum letter counts across all address parts
- score_numbers(): Sum number counts across all address parts
- Added score_method 3 (letters) and 4 (numbers)
- Updated handle_output() and handle_output2() to use new methods

CLI changes:
- Added -l/--letters flag
- Added -n/--numbers flag
- Updated help text with new options and examples
- Updated error messages to include new scoring methods
- Updated startup summary to display new scoring types

Examples:
  ./vanity -l -d 0    # Find addresses with most letters (a-f)
  ./vanity -n -d 0    # Find addresses with most numbers (0-9)

🤖 Generated with Claude Code (https://claude.com/claude-code)

Co-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>
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