GeneticMerge

Merge LLMs with Precision

Cutting-edge platform that combines the best layers from different fine-tuned models through evolutionary optimization to build more capable language models.

Powerful Features

Everything you need to merge, optimize, and benchmark language models

Genetic Algorithm Merging

Advanced evolutionary algorithms to find optimal layer selection combinations

• Population-based layer selection from finetunes
• Crossover and mutation of layer choices
• Multi-objective fitness evaluation

Layer Visualization

Real-time visualization of model architecture and merge process

• Interactive layer explorer
• Merge progress tracking
• Architecture comparison

Comprehensive Benchmarks

Extensive evaluation suite for merged models

• MMLU, HellaSwag, ARC
• Custom benchmark support
• Performance analytics

HuggingFace Integration

Seamless access to thousands of fine-tuned models

• Direct finetune discovery and loading
• Base model compatibility checking
• Finetune metadata and statistics

Optimized Performance

GPU-accelerated merging with memory optimization

• CUDA acceleration
• Memory-efficient algorithms
• Batch processing

Smart Recommendations

AI-powered suggestions for optimal merge strategies

• Model compatibility analysis
• Merge strategy suggestions
• Performance predictions

How It Works

Simple steps to create powerful merged models

Select Base Model & Finetunes

Choose a base model architecture, then select multiple finetunes from HuggingFace to serve as layer sources

Evolve Layer Selection

Genetic algorithm finds optimal combination of layers from different finetunes of the same base architecture

Benchmark & Deploy

Evaluate the merged model with selected layers and deploy the optimal finetune combination

Ready to Merge Models?

Join researchers and developers using GeneticMerge to create state-of-the-art language models