tensorblock/prem-1B-SQL-GGUF

Feedback and support: TensorBlock's Twitter/X, Telegram Group and Discord server

premai-io/prem-1B-SQL - GGUF

This repo contains GGUF format model files for premai-io/prem-1B-SQL.

The files were quantized using machines provided by TensorBlock, and they are compatible with llama.cpp as of commit b4011.

<｜begin▁of▁sentence｜>{system_prompt}### Instruction:
{prompt}
### Response:

Filename	Quant type	File Size	Description
prem-1B-SQL-Q2_K.gguf	Q2_K	0.521 GB	smallest, significant quality loss - not recommended for most purposes
prem-1B-SQL-Q3_K_S.gguf	Q3_K_S	0.598 GB	very small, high quality loss
prem-1B-SQL-Q3_K_M.gguf	Q3_K_M	0.656 GB	very small, high quality loss
prem-1B-SQL-Q3_K_L.gguf	Q3_K_L	0.693 GB	small, substantial quality loss
prem-1B-SQL-Q4_0.gguf	Q4_0	0.723 GB	legacy; small, very high quality loss - prefer using Q3_K_M
prem-1B-SQL-Q4_K_S.gguf	Q4_K_S	0.758 GB	small, greater quality loss
prem-1B-SQL-Q4_K_M.gguf	Q4_K_M	0.813 GB	medium, balanced quality - recommended
prem-1B-SQL-Q5_0.gguf	Q5_0	0.872 GB	legacy; medium, balanced quality - prefer using Q4_K_M
prem-1B-SQL-Q5_K_S.gguf	Q5_K_S	0.887 GB	large, low quality loss - recommended
prem-1B-SQL-Q5_K_M.gguf	Q5_K_M	0.933 GB	large, very low quality loss - recommended
prem-1B-SQL-Q6_K.gguf	Q6_K	1.091 GB	very large, extremely low quality loss
prem-1B-SQL-Q8_0.gguf	Q8_0	1.334 GB	very large, extremely low quality loss - not recommended

Firstly, install Huggingface Client

pip install -U "huggingface_hub[cli]"

Then, downoad the individual model file the a local directory

huggingface-cli download tensorblock/prem-1B-SQL-GGUF --include "prem-1B-SQL-Q2_K.gguf" --local-dir MY_LOCAL_DIR

If you wanna download multiple model files with a pattern (e.g., *Q4_K*gguf), you can try:

huggingface-cli download tensorblock/prem-1B-SQL-GGUF --local-dir MY_LOCAL_DIR --local-dir-use-symlinks False --include='*Q4_K*gguf'