BetaCeti-Beta-4B-Prime1 is a compact, coding-optimized language model built on the Qwen3-4B architecture, tailored for high-accuracy code generation, debugging, and technical reasoning. With 4 billion parameters, it strikes a balance between performance and efficiency, making it an ideal assistant for developers, educators, and engineers working in constrained environments or requiring fast inference.

Model Files

File Name	Precision	Size
BetaCeti-Beta-4B-Prime1.BF16.gguf	BF16	8.05 GB
BetaCeti-Beta-4B-Prime1.F16.gguf	FP16	8.05 GB
BetaCeti-Beta-4B-Prime1.F32.gguf	FP32	16.1 GB
BetaCeti-Beta-4B-Prime1.Q2_K.gguf	Q2_K	1.67 GB
BetaCeti-Beta-4B-Prime1.Q3_K_M.gguf	Q3_K_M	2.08 GB
BetaCeti-Beta-4B-Prime1.Q4_K_M.gguf	Q4_K_M	2.50 GB
BetaCeti-Beta-4B-Prime1.Q5_K_M.gguf	Q5_K_M	2.89 GB
BetaCeti-Beta-4B-Prime1.Q8_0.gguf	Q8_0	4.28 GB
config.json	Config File	31 Bytes

Quants Usage

(sorted by size, not necessarily quality. IQ-quants are often preferable over similar sized non-IQ quants)

Here is a handy graph by ikawrakow comparing some lower-quality quant types (lower is better):

prithivMLmods/BetaCeti-Beta-4B-Prime1-GGUF

BetaCeti-Beta-4B-Prime1-GGUF

Model Files

Quants Usage

prithivMLmods/
BetaCeti-Beta-4B-Prime1-GGUF