From: unsloth <huggingface.co/unsloth>Newsgroups: alt.freeweights.gemmaSubject:

gemma-7b

Date: 2026-11-15Commit: a0aa822Signed: 2DC28CC7B26A283B ✓

Text generation model with 8.5B parameters. Safetensors weights, 17.1 GB in all. Published by unsloth under Apache-2.0.

8.5B params17.1GBgemma-7bsafetensorspermissive
FactsParams8.5BSize17.1 GBFormatssafetensorsTasktext generationLicenseApache-2.0From sourcepermissive
$ fw get unsloth/gemma-7b
# manifest sha256 4c1e64f652ea… · 17.1 GB · 13 files
$ fw verify ./gemma-7b unsloth/gemma-7b
From sourceHosted (signed)unsloth/gemma-7bLast check: 2026-11-15 03:41 UTC

Get help: custom fine-tune or private deploy. We review your setup before we quote.

Works with

Overview

Size
17.1 GB
Weights
17.1 GB (safetensors)
Parameters
8.5B
Formats
safetensors
Task
text generation
License
Apache-2.0 (permissive)
Files
13, each with a sha256
Publisher
unsloth
Added
2026-11-15
Section
alt.freeweights.gemma
Lineage

Original release from the publisher.

Where these bytes come from
Publisher at the pinned commit→You

Sources are tried in order. A file counts only when its size and sha256 match the manifest. Sources are checked when you ask for them, not on a timer.

Sources
BadgeHostLast checkResult
From sourcehuggingface.co2026-11-15 03:41 UTCpassed

Model card

From the publisher at commit a0aa822. Shown as plain text with links; images open at the publisher.

Finetune Mistral, Gemma, Llama 2-5x faster with 70% less memory via Unsloth!#

https://discord.gg/u54VK8m8tk https://ko-fi.com/unsloth https://github.com/unslothai/unsloth

✨ Finetune for Free#

All notebooks are beginner friendly! Add your dataset, click "Run All", and you'll get a 2x faster finetuned model which can be exported to GGUF, vLLM or uploaded to Hugging Face.

Unsloth supportsFree NotebooksPerformanceMemory use
Gemma 7b▶️ Start on Colab2.4x faster58% less
Mistral 7b▶️ Start on Colab2.2x faster62% less
Llama-2 7b▶️ Start on Colab2.2x faster43% less
TinyLlama▶️ Start on Colab3.9x faster74% less
CodeLlama 34b A100▶️ Start on Colab1.9x faster27% less
Mistral 7b 1xT4▶️ Start on Kaggle5x faster\*62% less
DPO - Zephyr▶️ Start on Colab1.9x faster19% less

Files

13 files · 17.1 GBWeights 17.1 GB (safetensors). Sizes and sha256 from the signed manifest.
Hide all 13 files with their sha256
FileSizesha256
.gitattributes1.57 KB34448b82c17d60fec9b65b1f093c115ddbaadc04beb1b0140b6bfed2e012a930
README.md2.92 KBc754c926f8c5c3809f1efb8682a73a45f8172edf315123398a582041942348a3
config.json709 Bea3580074b04fc9e5cd3555316faab4fdb7d070224521f7371180463d01935bc
generation_config.json154 B9f8c77dd886e6e1f39fc9d241cbb1ac69c0d15b55137efd2fb6334dffbf79183
model-00001-of-00004.safetensors5.00 GB632edaf7993dd73b33287cc34e0de0ed48c04a54834198fac5f2f78ff47e62c9
model-00002-of-00004.safetensors4.98 GBb9b0278bd4e203c50d4a1b2a29bd6061b19c48abc77f338a4de2f0dd4fba0fac
model-00003-of-00004.safetensors4.98 GB69dcacd38561f42064c81a0d8ebfd97d8a393d22e40fea327fc6c9a14205768c
model-00004-of-00004.safetensors2.11 GB1ddee49e12c7ec4ffb8ff6359a727a798ded9d6176da4bad30833f24426cb92f
model.safetensors.index.json20.9 KB5a380de9182b50384f31d115991a3976352fb129e4016e29715b5b25439f3684
special_tokens_map.json636 Bbaec30ea10906f16adb8c18af7a34023002c1746542612b8b41c9f09e1351351
tokenizer.json34.4 MBf559f2189f392b4555613965f089e7c4d300b41fbe080bf79da0d676e33ee7f0
tokenizer.model4.24 MB61a7b147390c64585d6c3543dd6fc636906c9af3865a5548f27f31aee1d4c8e2
tokenizer_config.json41.5 KB885bfdeda5b7a75bcb4aff07a655531138db218b3ca3f3c57b2f08d5910d9724
VersionsEach time the pinned upstream commit or file list changed in this repo. Newest first.
Upstream commitDateContents
a0aa8221f5 pinned now2026-11-15 03:41 UTC13 files · 17.1 GB

Use it

$ fw get unsloth/gemma-7b
# manifest sha256 4c1e64f652ea… · 17.1 GB · 13 files
$ fw verify ./gemma-7b unsloth/gemma-7b
fw.pyChecks the signature and every sha256, tries each source in order, resumes.
$ python3 fw.py get https://freeweights.allternit.com/manifests/unsloth/gemma-7b.json --dir ./gemma-7b $ python3 fw.py verify ./gemma-7b ./unsloth__gemma-7b.json
hfThe Hugging Face CLI with one setting. Same repo id.
$ HF_ENDPOINT=https://freeweights.allternit.com hf download unsloth/gemma-7b --revision a0aa8221f534401bd60aa694dd8dd3022dbaf47a --local-dir ./gemma-7b
transformersLoad the weights in Python.
import os os.environ["HF_ENDPOINT"] = "https://freeweights.allternit.com" from transformers import AutoModelForCausalLM, AutoTokenizer tok = AutoTokenizer.from_pretrained("unsloth/gemma-7b", revision="a0aa8221f534401bd60aa694dd8dd3022dbaf47a") model = AutoModelForCausalLM.from_pretrained("unsloth/gemma-7b", revision="a0aa8221f534401bd60aa694dd8dd3022dbaf47a", device_map="auto")
vLLMServe an OpenAI-compatible API.
$ HF_ENDPOINT=https://freeweights.allternit.com vllm serve unsloth/gemma-7b --revision a0aa8221f534401bd60aa694dd8dd3022dbaf47a

License

Name
Apache License 2.0
Id
Apache-2.0
Class
Permissive
Redistribution
yes
Listing
Hosted (signed)
Decided
License as declared by the publisher. No person read it. 2026-11-15
Text in
README.md
Text sha256
c754c926f8c5c3809f1efb8682a73a45f8172edf315123398a582041942348a3
Terms gate
No extra terms beyond the license.

Read the license text

Licenses are checked against the license table. A custom license passes only after a person reads it.

Provenance

From: unsloth <huggingface.co/unsloth>Newsgroups: alt.freeweights.gemmaSubject: gemma-7bDate: 2026-11-15Commit: a0aa822Signed: 2DC28CC7B26A283B ✓
Upstream
unsloth/gemma-7b
Pinned commit
a0aa8221f534401bd60aa694dd8dd3022dbaf47a
Manifest
gemma-7b.json · .minisig
Manifest sha256
4c1e64f652ea24d624e6266ce89ea9b9bfcee98b58089c57a5f2f781eae53323
Signature
minisign, Ed25519, key 2DC28CC7B26A283B
Created
2026-11-15 03:41 UTC
Generator
freeweights-manifest/0.1.0
Takedowns
None.

How to verify

$ curl -O https://freeweights.allternit.com/manifests/unsloth/gemma-7b.json $ curl -O https://freeweights.allternit.com/manifests/unsloth/gemma-7b.json.minisig $ minisign -Vm gemma-7b.json -P RWQ7KGqyx4zCLXtUFOqvfv8L3g+8fpKJ1FsuxPyOYMF+4KufbUxKq1Oq $ shasum -a 256 <file> # compare with the Files tab

A manifest whose signature fails must be rejected. A file whose size or sha256 does not match must be discarded. Verify a download

Model tree

No related models in this catalog.Nothing here lists this model as its parent, and it names no parent.
Get it
Download
$ HF_ENDPOINT=https://freeweights.allternit.com hf download unsloth/gemma-7b
Open in Freeweights Studio

Pull, verify and run it in the Allternit app on Desktop, web or phone.

Signed manifest
minisign, key 2DC28CC7B26A283B. gemma-7b.json. Provenance. Takedown history: none.
From: laion <huggingface.co/laion>Subject: Alexandria-Gemma-4-12B-it-Ornith9-Summaries-LoRA-r128
From: laion <huggingface.co/laion>Subject: Alexandria-Gemma-4-12B-it-Ornith9-Summaries-LoRA-r64
From: laion <huggingface.co/laion>Subject: Alexandria-Gemma-4-12B-it-Qwen27-Knowledge-Units-LoRA-r128
From: laion <huggingface.co/laion>Subject: Alexandria-Gemma-4-12B-it-Qwen27-Summaries-LoRA-r128
From: laion <huggingface.co/laion>Subject: Alexandria-Gemma-4-12B-it-Qwen27-Summaries-LoRA-r64
From: laion <huggingface.co/laion>Subject: Alexandria-Gemma-4-E4B-it-Qwen27-Knowledge-Units-LoRA-r128