You can deploy this model and start earning money today!

bartowski/
deepseek-coder-6.7b-base-exl2

text-generation

other

Views

No views yet

Exllama v2 Quantizations of deepseek-coder-6.7b-base

Using turboderp's ExLlamaV2 v0.0.12 for quantization.

The "main" branch only contains the measurement.json, download one of the other branches for the model (see below)

Each branch contains an individual bits per weight, with the main one containing only the meaurement.json for further conversions.

Original model: https://huggingface.co/deepseek-ai/deepseek-coder-6.7b-base

No GQA - VRAM requirements will be higher

Branch	Bits	lm_head bits	Size (4k)	Size (16k)	Description
8_0	8.0	8.0	9.4 GB	15.6 GB	Maximum quality that ExLlamaV2 can produce, near unquantized performance.
6_5	6.5	8.0	8.6 GB	14.8 GB	Near unquantized performance at vastly reduced size, recommended.
5_0	5.0	6.0	7.2 GB	13.4 GB	Slightly lower quality vs 6.5, but usable on 8GB cards with 4k context.
4_25	4.25	6.0	6.5 GB	12.7 GB	GPTQ equivalent bits per weight.
3_5	3.5	6.0	5.9 GB	12.1 GB	Lower quality, not recommended.

VRAM requirements listed for both 4k context and 16k context since without GQA the differences are massive (6.2 GB)

Download instructions

With git:

git clone --single-branch --branch 6_5 https://huggingface.co/bartowski/deepseek-coder-6.7b-base-exl2 deepseek-coder-6.7b-base-exl2-6_5

With huggingface hub (credit to TheBloke for instructions):

pip3 install huggingface-hub

To download the main (only useful if you only care about measurement.json) branch to a folder called deepseek-coder-6.7b-base-exl2:

shell

mkdir deepseek-coder-6.7b-base-exl2
huggingface-cli download bartowski/deepseek-coder-6.7b-base-exl2 --local-dir deepseek-coder-6.7b-base-exl2 --local-dir-use-symlinks False

To download from a different branch, add the --revision parameter:

Linux:

shell

mkdir deepseek-coder-6.7b-base-exl2-6_5
huggingface-cli download bartowski/deepseek-coder-6.7b-base-exl2 --revision 6_5 --local-dir deepseek-coder-6.7b-base-exl2-6_5 --local-dir-use-symlinks False

Windows (which apparently doesn't like _ in folders sometimes?):

shell

mkdir deepseek-coder-6.7b-base-exl2-6.5
huggingface-cli download bartowski/deepseek-coder-6.7b-base-exl2 --revision 6_5 --local-dir deepseek-coder-6.7b-base-exl2-6.5 --local-dir-use-symlinks False

Want to support my work? Visit my ko-fi page here: https://ko-fi.com/bartowski