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mradermacher/medgemma-27b-text-it-abliterated-i1-GGUF

mradermacher 27B GGUF second-order 131K ctx
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Response includes
  • classification m8
  • files 26
  • hub_downloads_all_time 3,012
  • author_summary 3324 models
  • readme_text full
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Abliteration classifier · v1.0.0
M8
Primary method

Repackaging (quantization)

Applied on top of direct removal inherited from the base model.
Confidence
HIGH
Inherited from base model
Why this label 3 signals
Producer identity confirmed by naming conventions, tags or the model card. This label is very unlikely to change.
  • author=mradermacher (M8 quantization producer, never originator)
  • is_gguf=1
  • base_model='ToastyPigeon/medgemma-27b-text-it-abliterated' (base has 'abliterated' marker, assume M1 default)
Refusal direction extraction

No specific extraction method could be identified for this model. The producer either did not document it or used a proprietary pipeline.

What is a refusal direction? →
Downloads · lifetime
3K
569 last 30d - stable
Likes
0
Model age
16mo ago
created 2025-06-01
Downloads over time
Now3.1K→from318↑881%
1781.3K2.3K3.4K318 on May 28, 20253.1K on Oct 12May '25Aug '25Nov '25FebMayAug
May 28, 2025 → Oct 12 · 112 snapshots · spans 502 days

Genealogy 0 direct forks

Full fork graph →

This model's place in the market. Above: what it was derived from. Below: the tree of everything derived from it.

Variants by this author 2 formats · 3K downloads combined

The same weights this author released in different packaging. Pick the format that matches your runtime.

Metadata

Languages
en
Quantizations
IQ1 IQ2 IQ3 IQ4 Q2_K Q3_K Q4 Q4_K Q5_K Q6_K
Tags
transformers gguf en endpoints_compatible region:us imatrix

Related

Total size
275 GB
Files
26
Quantizations
11
Registered
2026-08-22 13:56
Last updated on HF
2025-06-01 21:00

Files by quantization

Q6_K 1 file 20.6 GB
medgemma-27b-text-it-abliterated.i1-Q6_K.gguf 20.6 GB 64026977 download
Q5_K 2 files 35.4 GB
medgemma-27b-text-it-abliterated.i1-Q5_K_M.gguf 17.9 GB ac3e5a47 download
medgemma-27b-text-it-abliterated.i1-Q5_K_S.gguf 17.5 GB 38cbc090 download
Q4 2 files 30.5 GB
medgemma-27b-text-it-abliterated.i1-Q4_1.gguf 16.0 GB 53458fc1 download
medgemma-27b-text-it-abliterated.i1-Q4_0.gguf 14.5 GB d2fc9191 download
Q4_K 2 files 30.0 GB
medgemma-27b-text-it-abliterated.i1-Q4_K_M.gguf 15.4 GB b908f91a download
medgemma-27b-text-it-abliterated.i1-Q4_K_S.gguf 14.6 GB 9085db7e download
IQ4 1 file 13.8 GB
medgemma-27b-text-it-abliterated.i1-IQ4_XS.gguf 13.8 GB 0004149c download
Q3_K 3 files 37.4 GB
medgemma-27b-text-it-abliterated.i1-Q3_K_L.gguf 13.5 GB 39aa138b download
medgemma-27b-text-it-abliterated.i1-Q3_K_M.gguf 12.5 GB 1e686f03 download
medgemma-27b-text-it-abliterated.i1-Q3_K_S.gguf 11.3 GB 4b21c4c5 download
IQ3 4 files 43.8 GB
medgemma-27b-text-it-abliterated.i1-IQ3_M.gguf 11.7 GB 55767615 download
medgemma-27b-text-it-abliterated.i1-IQ3_S.gguf 11.3 GB a8dbe31d download
medgemma-27b-text-it-abliterated.i1-IQ3_XS.gguf 10.8 GB caa03dc7 download
medgemma-27b-text-it-abliterated.i1-IQ3_XXS.gguf 9.98 GB 24e02212 download
Q2_K 2 files 18.9 GB
medgemma-27b-text-it-abliterated.i1-Q2_K.gguf 9.78 GB a8843aa1 download
medgemma-27b-text-it-abliterated.i1-Q2_K_S.gguf 9.09 GB f4b9619c download
IQ2 4 files 32.0 GB
medgemma-27b-text-it-abliterated.i1-IQ2_M.gguf 8.84 GB 32ee4a11 download
medgemma-27b-text-it-abliterated.i1-IQ2_S.gguf 8.18 GB ccbf8162 download
medgemma-27b-text-it-abliterated.i1-IQ2_XS.gguf 7.86 GB 9d29d844 download
medgemma-27b-text-it-abliterated.i1-IQ2_XXS.gguf 7.16 GB 45fbca0f download
IQ1 2 files 12.2 GB
medgemma-27b-text-it-abliterated.i1-IQ1_M.gguf 6.33 GB 9cedf926 download
medgemma-27b-text-it-abliterated.i1-IQ1_S.gguf 5.83 GB 279df091 download
Auxiliary files 3 files 12.4 MB
imatrix.dat 12.4 MB 14792321 download
README.md 5.86 KB aea60efe download
.gitattributes 3.41 KB 3ce27675 download

README current version from Hugging Face


base_model: ToastyPigeon/medgemma-27b-text-it-abliterated
language:

  • en
    library_name: transformers
    quantized_by: mradermacher

About

weighted/imatrix quants of https://huggingface.co/ToastyPigeon/medgemma-27b-text-it-abliterated

static quants are available at https://huggingface.co/mradermacher/medgemma-27b-text-it-abliterated-GGUF

Usage

If you are unsure how to use GGUF files, refer to one of TheBloke's
READMEs
for
more details, including on how to concatenate multi-part files.

Provided Quants

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

Link Type Size/GB Notes
GGUF i1-IQ1_S 6.4 for the desperate
GGUF i1-IQ1_M 6.9 mostly desperate
GGUF i1-IQ2_XXS 7.8
GGUF i1-IQ2_XS 8.5
GGUF i1-IQ2_S 8.9
GGUF i1-IQ2_M 9.6
GGUF i1-Q2_K_S 9.9 very low quality
GGUF i1-Q2_K 10.6 IQ3_XXS probably better
GGUF i1-IQ3_XXS 10.8 lower quality
GGUF i1-IQ3_XS 11.7
GGUF i1-IQ3_S 12.3 beats Q3_K*
GGUF i1-Q3_K_S 12.3 IQ3_XS probably better
GGUF i1-IQ3_M 12.6
GGUF i1-Q3_K_M 13.5 IQ3_S probably better
GGUF i1-Q3_K_L 14.6 IQ3_M probably better
GGUF i1-IQ4_XS 14.9
GGUF i1-Q4_0 15.7 fast, low quality
GGUF i1-Q4_K_S 15.8 optimal size/speed/quality
GGUF i1-Q4_K_M 16.6 fast, recommended
GGUF i1-Q4_1 17.3
GGUF i1-Q5_K_S 18.9
GGUF i1-Q5_K_M 19.4
GGUF i1-Q6_K 22.3 practically like static Q6_K

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

image.png

And here are Artefact2's thoughts on the matter:
https://gist.github.com/Artefact2/b5f810600771265fc1e39442288e8ec9

FAQ / Model Request

See https://huggingface.co/mradermacher/model_requests for some answers to
questions you might have and/or if you want some other model quantized.

Thanks

I thank my company, nethype GmbH, for letting
me use its servers and providing upgrades to my workstation to enable
this work in my free time. Additional thanks to @nicoboss for giving me access to his private supercomputer, enabling me to provide many more imatrix quants, at much higher quality, than I would otherwise be able to.

README history 2 versions

The author's README evolved over time. Click a version to see its content at that point.

  1. 2025-06-01auto-patch README.mdc3c6a555.9 KB
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  2. 2025-06-01uploaded from nico1d104711253 B
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