Pyrz-8B-Instruct-Uncensored/README.md

license, pipeline_tag, tags, model-index

license	pipeline_tag	tags	model-index
mit	text-generation	coding uncensored pytorch llama-cpp gguf	name results Pyrex-8B-Instruct-Uncensored task dataset metrics type text-generation type name openai_humaneval HumanEval type value name pass@1 52.4 pass@1 (greedy)

Pyrex-8B-Instruct-Uncensored

Pyrex-8B-Instruct-Uncensored is a high-performance, uncensored coding assistant optimized for complex software engineering tasks, agentic workflows, and function calling.

Benchmark Results (HumanEval)

Model	pass@1
Pyrex-8B-Instruct-Uncensored	52.4%

Capabilities

• Unconstrained Coding: Handles all coding requests without refusal or boilerplate restrictions.
• Agentic Workflow: Fine-tuned on high-quality synthetic data for function calling and tool-use integration.
• Optimized for Engineering: Trained on a massive corpus of programming literature, algorithms, and system-level codebases.

Usage

GGUF (llama.cpp / Ollama)

Quantization	Recommended Use
Q4_K_M	Best balance of speed and quality
Q5_K_M	Improved accuracy for complex debugging
Q8_0	Near-lossless performance

ollama create pyrex-8b -f Modelfile
./llama-cli -m pyrex-q4_k_m.gguf -p "<|im_start|>user\nExplain recursion.\n<|im_end|>\n<|im_start|>assistant\n" -n 512 -c 8192

Download from ImposterOnline/Pyrex-8B-Instruct-Uncensored-GGUF.

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Pyrex is a private, independent project for high-performance, uncensored engineering assistance.