What license applies to gghfez/jacobian-lens-GGUF?

License: cc-by-nc-4.0. Verify terms on Hugging Face before commercial use.

How do I run gghfez/jacobian-lens-GGUF locally?

Download a GGUF file from this page and load it in guIDE or llama.cpp. Pipeline task: text-generation.

Model Intelligence Sheet

gghfez/jacobian-lens-GGUF overview

GGUF conversion of neuronpedia/jacobian lens Requires patches to work with llama.cpp Manually Tested / verified identical predictions Qwen 2.5 7b Instruct llam…

ggufbase_model:neuronpedia/jacobian-lensbase_model:quantized:neuronpedia/jacobian-lenslicense:cc-by-nc-4.0region:us

Runs locally from ~12.4 MB disk (4 GB VRAM class GPUs with llama.cpp / guIDE).

Downloads

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Pipeline

—

Author

gghfez

Repository Files & Downloads

37 GGUF files detected

Direct downloads for local inference

File	Type	Quantization	Size	Link
gemma-2-27b-jlens.gguf	GGUF	GGUF	1.78 GB	Download
gemma-2-2b-it-jlens.gguf	GGUF	GGUF	253.1 MB	Download
gemma-2-2b-jlens.gguf	GGUF	GGUF	253.1 MB	Download
gemma-2-9b-it-jlens.gguf	GGUF	GGUF	1004.5 MB	Download
gemma-2-9b-jlens.gguf	GGUF	GGUF	1004.5 MB	Download
gemma-3-12b-it-jlens.gguf	GGUF	GGUF	1.29 GB	Download
gemma-3-12b-jlens.gguf	GGUF	GGUF	1.29 GB	Download
gemma-3-1b-it-jlens.gguf	GGUF	GGUF	63.3 MB	Download
gemma-3-1b-jlens.gguf	GGUF	GGUF	63.3 MB	Download
gemma-3-270m-it-jlens.gguf	GGUF	GGUF	13.3 MB	Download
gemma-3-270m-jlens.gguf	GGUF	GGUF	13.3 MB	Download
gemma-3-27b-it-jlens.gguf	GGUF	GGUF	3.28 GB	Download
gemma-3-27b-jlens.gguf	GGUF	GGUF	3.28 GB	Download
gemma-3-4b-it-jlens.gguf	GGUF	GGUF	412.5 MB	Download
gemma-3-4b-jlens.gguf	GGUF	GGUF	412.5 MB	Download
gemma-4-31b-jlens.gguf	GGUF	GGUF	3.18 GB	Download
gemma-4-e2b-jlens.gguf	GGUF	GGUF	153.0 MB	Download
gemma-4-e4b-jlens.gguf	GGUF	GGUF	512.5 MB	Download
gpt-oss-20b-jlens.gguf	GGUF	GGUF	363.9 MB	Download
gpt2-small-jlens.gguf	GGUF	GGUF	12.4 MB	Download
llama3.1-8b-it-jlens.gguf	GGUF	GGUF	992.0 MB	Download
llama3.1-8b-jlens.gguf	GGUF	GGUF	992.0 MB	Download
llama3.3-70b-it-jlens.gguf	GGUF	GGUF	9.88 GB	Download
olmo-3-1025-7b-jlens.gguf	GGUF	GGUF	992.0 MB	Download
olmo-3-1125-32b-jlens.gguf	GGUF	GGUF	3.08 GB	Download
qwen2.5-7b-it-jlens.gguf	GGUF	GGUF	661.5 MB	Download
qwen2.5-7b.jlens.gguf	GGUF	GGUF	661.5 MB	Download
qwen3-1.7b-jlens.gguf	GGUF	GGUF	216.0 MB	Download
qwen3-14b-jlens.gguf	GGUF	GGUF	1.90 GB	Download
qwen3-4b-jlens.gguf	GGUF	GGUF	437.5 MB	Download
qwen3-8b-jlens.gguf	GGUF	GGUF	1.09 GB	Download
qwen3.5-0.8b-jlens.gguf	GGUF	GGUF	46.0 MB	Download
qwen3.5-27b-jlens.gguf	GGUF	GGUF	3.08 GB	Download
qwen3.5-2b-pt-jlens.gguf	GGUF	GGUF	184.0 MB	Download
qwen3.5-4b-jlens.gguf	GGUF	GGUF	387.5 MB	Download
qwen3.5-9b-pt-jlens.gguf	GGUF	GGUF	992.0 MB	Download
qwen3.6-27b-jlens.gguf	GGUF	GGUF	3.08 GB	Download

Model Details

Model ID	gghfez/jacobian-lens-GGUF
Author	gghfez
Pipeline	—
License	cc-by-nc-4.0
Base model	neuronpedia/jacobian-lens
Last modified	2026-07-10T11:43:32.000Z

Model README

---

license: cc-by-nc-4.0

base_model:

neuronpedia/jacobian-lens

---

GGUF conversion of neuronpedia/jacobian-lens

Requires patches to work with llama.cpp

Manually Tested / verified identical predictions

Qwen-2.5-7b-Instruct
llama3.3-70b-it

Converted Models

#gemma-2-27b
d_model=4608  n_prompts=780  layers=0..44 (45)  dtype=f16
gguf:  jacobian-lens-GGUF/gemma-2-27b-jlens.gguf

#gemma-2-2b
d_model=2304  n_prompts=454  layers=0..24 (25)  dtype=f16
gguf:  jacobian-lens-GGUF/gemma-2-2b-jlens.gguf

#gemma-2-2b-it
d_model=2304  n_prompts=337  layers=0..24 (25)  dtype=f16
gguf:  jacobian-lens-GGUF/gemma-2-2b-it-jlens.gguf

#gemma-2-9b
d_model=3584  n_prompts=462  layers=0..40 (41)  dtype=f16
gguf:  jacobian-lens-GGUF/gemma-2-9b-jlens.gguf

#gemma-2-9b-it
d_model=3584  n_prompts=453  layers=0..40 (41)  dtype=f16
gguf:  jacobian-lens-GGUF/gemma-2-9b-it-jlens.gguf

#gemma-3-12b
d_model=3840  n_prompts=775  layers=0..46 (47)  dtype=f16
gguf:  jacobian-lens-GGUF/gemma-3-12b-jlens.gguf

#gemma-3-12b-it
d_model=3840  n_prompts=844  layers=0..46 (47)  dtype=f16
gguf:  jacobian-lens-GGUF/gemma-3-12b-it-jlens.gguf

#gemma-3-1b
d_model=1152  n_prompts=467  layers=0..24 (25)  dtype=f16
gguf:  jacobian-lens-GGUF/gemma-3-1b-jlens.gguf

#gemma-3-1b-it
d_model=1152  n_prompts=460  layers=0..24 (25)  dtype=f16
gguf:  jacobian-lens-GGUF/gemma-3-1b-it-jlens.gguf

#gemma-3-270m
d_model=640  n_prompts=302  layers=0..16 (17)  dtype=f16
gguf:  jacobian-lens-GGUF/gemma-3-270m-jlens.gguf

#gemma-3-270m-it
d_model=640  n_prompts=278  layers=0..16 (17)  dtype=f16
gguf:  jacobian-lens-GGUF/gemma-3-270m-it-jlens.gguf

#gemma-3-27b
d_model=5376  n_prompts=670  layers=0..60 (61)  dtype=f16
gguf:  jacobian-lens-GGUF/gemma-3-27b-jlens.gguf

#gemma-3-27b-it
d_model=5376  n_prompts=828  layers=0..60 (61)  dtype=f16
gguf:  jacobian-lens-GGUF/gemma-3-27b-it-jlens.gguf

#gemma-3-4b
d_model=2560  n_prompts=616  layers=0..32 (33)  dtype=f16
gguf:  jacobian-lens-GGUF/gemma-3-4b-jlens.gguf

#gemma-3-4b-it
d_model=2560  n_prompts=546  layers=0..32 (33)  dtype=f16
gguf:  jacobian-lens-GGUF/gemma-3-4b-it-jlens.gguf

#gemma-4-31b
d_model=5376  n_prompts=861  layers=0..58 (59)  dtype=f16
gguf:  jacobian-lens-GGUF/gemma-4-31b-jlens.gguf

#gemma-4-e2b
d_model=1536  n_prompts=455  layers=0..33 (34)  dtype=f16
gguf:  jacobian-lens-GGUF/gemma-4-e2b-jlens.gguf

#gemma-4-e4b
d_model=2560  n_prompts=663  layers=0..40 (41)  dtype=f16
gguf:  jacobian-lens-GGUF/gemma-4-e4b-jlens.gguf

#gpt2-small
d_model=768  n_prompts=277  layers=0..10 (11)  dtype=f16
gguf:  jacobian-lens-GGUF/gpt2-small-jlens.gguf

#gpt-oss-20b
d_model=2880  n_prompts=457  layers=0..22 (23)  dtype=f16
gguf:  jacobian-lens-GGUF/gpt-oss-20b-jlens.gguf

#llama3.1-8b
d_model=4096  n_prompts=539  layers=0..30 (31)  dtype=f16
gguf:  jacobian-lens-GGUF/llama3.1-8b-jlens.gguf

#llama3.1-8b-it
d_model=4096  n_prompts=461  layers=0..30 (31)  dtype=f16
gguf:  jacobian-lens-GGUF/llama3.1-8b-it-jlens.gguf

#llama3.3-70b-it
d_model=8192  n_prompts=125  layers=0..78 (79)  dtype=f16
gguf:  jacobian-lens-GGUF/llama3.3-70b-it-jlens.gguf

#olmo-3-1025-7b
d_model=4096  n_prompts=616  layers=0..30 (31)  dtype=f16
gguf:  jacobian-lens-GGUF/olmo-3-1025-7b-jlens.gguf

#olmo-3-1125-32b
d_model=5120  n_prompts=470  layers=0..62 (63)  dtype=f16
gguf:  jacobian-lens-GGUF/olmo-3-1125-32b-jlens.gguf

#qwen2.5-7b-it
d_model=3584  n_prompts=485  layers=0..26 (27)  dtype=f16
gguf:  jacobian-lens-GGUF/qwen2.5-7b-it-jlens.gguf

#qwen3-14b
d_model=5120  n_prompts=615  layers=0..38 (39)  dtype=f16
gguf:  jacobian-lens-GGUF/qwen3-14b-jlens.gguf

#qwen3-1.7b
d_model=2048  n_prompts=466  layers=0..26 (27)  dtype=f16
gguf:  jacobian-lens-GGUF/qwen3-1.7b-jlens.gguf

#qwen3-4b
d_model=2560  n_prompts=479  layers=0..34 (35)  dtype=f16
gguf:  jacobian-lens-GGUF/qwen3-4b-jlens.gguf

#qwen3.5-0.8b
d_model=1024  n_prompts=233  layers=0..22 (23)  dtype=f16
gguf:  jacobian-lens-GGUF/qwen3.5-0.8b-jlens.gguf

#qwen3.5-27b
d_model=5120  n_prompts=672  layers=0..62 (63)  dtype=f16
gguf:  jacobian-lens-GGUF/qwen3.5-27b-jlens.gguf

#qwen3.5-2b-pt
d_model=2048  n_prompts=335  layers=0..22 (23)  dtype=f16
gguf:  jacobian-lens-GGUF/qwen3.5-2b-pt-jlens.gguf

#qwen3.5-4b
d_model=2560  n_prompts=1000  layers=0..30 (31)  dtype=f16
gguf:  jacobian-lens-GGUF/qwen3.5-4b-jlens.gguf

#qwen3.5-9b-pt
d_model=4096  n_prompts=458  layers=0..30 (31)  dtype=f16
gguf:  jacobian-lens-GGUF/qwen3.5-9b-pt-jlens.gguf

#qwen3.6-27b
d_model=5120  n_prompts=1000  layers=0..62 (63)  dtype=f16
gguf:  jacobian-lens-GGUF/qwen3.6-27b-jlens.gguf

#qwen3-8b
d_model=4096  n_prompts=461  layers=0..34 (35)  dtype=f16
gguf:  jacobian-lens-GGUF/qwen3-8b-jlens.gguf

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