Deploying locally takes the least amount of time when executed through native OS tools.
Please follow the instructions listed below to get started.
The framework seamlessly downloads the massive neural network binaries.
The setup file includes a feature that instantly optimizes all configurations.
📡 Hash Check: 8762fb08849bc2f295c46d49baa107cc | 📅 Last Update: 2026-07-06
CPU: 8-core / 16-thread recommended for orchestration
RAM: 64 GB to avoid OOM crashes on large contexts
Disk Space: 80 GB NVMe SSD required for fast model weights loading
Graphics: stable 30+ tk/s at 4-bit quantization on medium setup
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Key Features and Capabilities
High-throughput inference capabilities on consumer-grade hardware
Competitive performance across a range of devices, from laptops to edge servers
Strong results in benchmark evaluations for reasoning, multilingual understanding, and code generation tasks
Reduced model footprint compared to larger language models
Technical Specifications Comparison
Attribute
Value
Parameter Count
4 billion parameters
Precision
FP8 precision
Max Context Length
8,000 tokens
Inference Speed
200+ tokens/s on GPU
Benchmark Results and Performance Metrics
Strong performance in reasoning tasks, often matching larger models
Excellent multilingual understanding capabilities
Competitive code generation results across a range of evaluation metrics
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