Theta-Crucis-0.6B-Turbo1 is a compact, high-performance model designed for code generation, technical reasoning, and structured output tasks. Fine-tuned from Qwen3-0.6B using the Mixture of Thoughts (MoT) dataset with an emphasis on code expert clusters, this model delivers agile and accurate coding assistance in low-resource environments. At only 0.6B parameters, it offers strong fluency in programming, structured syntax, and technical language generation.

Model File

File Name	Size	Format	Description
Theta-Crucis-0.6B-Turbo1.BF16.gguf	1.2 GB	GGUF (BF16)	BFloat16 precision model file
Theta-Crucis-0.6B-Turbo1.F32.gguf	2.39 GB	GGUF (F32)	Float32 precision model file
Theta-Crucis-0.6B-Turbo1.Q4_K_M.gguf	397 MB	GGUF (Q4_K_M)	4-bit quantized model file
Theta-Crucis-0.6B-Turbo1.Q5_K_M.gguf	444 MB	GGUF (Q5_K_M)	5-bit quantized model file
Theta-Crucis-0.6B-Turbo1.Q8_0.gguf	639 MB	GGUF (Q8_0)	8-bit quantized model file
config.json	31 B	JSON	Configuration file
.gitattributes	1.88 kB	Text	Git attributes configuration

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/Theta-Crucis-0.6B-Turbo1-GGUF

Theta-Crucis-0.6B-Turbo1-GGUF

Model File

Quants Usage

prithivMLmods/
Theta-Crucis-0.6B-Turbo1-GGUF