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

gemma-2b

Date: 2026-11-15Commit: 7ac9d20Signed: 2DC28CC7B26A283B ✓

Text generation model with 2.5B parameters. Safetensors weights, 5.03 GB in all. Published by unsloth under Apache-2.0.

2.5B params5.03GBgemma-2bsafetensorspermissive
FactsParams2.5BSize5.03 GBFormatssafetensorsTasktext generationLicenseApache-2.0From sourcepermissive
$ fw get unsloth/gemma-2b
# manifest sha256 4944e67537ff… · 5.03 GB · 9 files
$ fw verify ./gemma-2b unsloth/gemma-2b
From sourceHosted (signed)unsloth/gemma-2bLast check: 2026-11-15 02:46 UTC

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

Works with

Overview

Size
5.03 GB
Weights
5.01 GB (safetensors)
Parameters
2.5B
Formats
safetensors
Task
text generation
License
Apache-2.0 (permissive)
Files
9, 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 02:46 UTCpassed

Model card

From the publisher at commit 7ac9d20. 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

9 files · 5.03 GBWeights 5.01 GB (safetensors). Sizes and sha256 from the signed manifest.
Hide all 9 files with their sha256
FileSizesha256
.gitattributes1.57 KB34448b82c17d60fec9b65b1f093c115ddbaadc04beb1b0140b6bfed2e012a930
README.md2.92 KB68b2ef654e6198cb54455e43c245089de07d118cd760738d1d94191cd1cc5779
config.json721 Baa31dbdc535024275edec7b3faa4822759c827147a1d3b3ea5127c1b5527ced3
generation_config.json154 B4358ba9459393634465be72b3428013c0e946aef4c18f50f26f94443070d3f8a
model.safetensors5.01 GBd00d0537c1c6175a8cb10bf8263bc3af94e06a7ad92962a6c051f45c4eb4e68a
special_tokens_map.json636 Bbaec30ea10906f16adb8c18af7a34023002c1746542612b8b41c9f09e1351351
tokenizer.json17.5 MB7da53ca29fb16f6b2489482fc0bc6a394162cdab14d12764a1755ebc583fea79
tokenizer.model4.24 MB61a7b147390c64585d6c3543dd6fc636906c9af3865a5548f27f31aee1d4c8e2
tokenizer_config.json40.0 KBa9c97d9a9e90e0f3ef7db379ad2786e030830de8d27e4d474408b44b52c1a624
VersionsEach time the pinned upstream commit or file list changed in this repo. Newest first.
Upstream commitDateContents
7ac9d201a5 pinned now2026-11-15 02:46 UTC9 files · 5.03 GB

Use it

$ fw get unsloth/gemma-2b
# manifest sha256 4944e67537ff… · 5.03 GB · 9 files
$ fw verify ./gemma-2b unsloth/gemma-2b
fw.pyChecks the signature and every sha256, tries each source in order, resumes.
$ python3 fw.py get https://freeweights.allternit.com/manifests/unsloth/gemma-2b.json --dir ./gemma-2b $ python3 fw.py verify ./gemma-2b ./unsloth__gemma-2b.json
hfThe Hugging Face CLI with one setting. Same repo id.
$ HF_ENDPOINT=https://freeweights.allternit.com hf download unsloth/gemma-2b --revision 7ac9d201a57c8cdc6f939069fc0f044c60197a4a --local-dir ./gemma-2b
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-2b", revision="7ac9d201a57c8cdc6f939069fc0f044c60197a4a") model = AutoModelForCausalLM.from_pretrained("unsloth/gemma-2b", revision="7ac9d201a57c8cdc6f939069fc0f044c60197a4a", device_map="auto")
vLLMServe an OpenAI-compatible API.
$ HF_ENDPOINT=https://freeweights.allternit.com vllm serve unsloth/gemma-2b --revision 7ac9d201a57c8cdc6f939069fc0f044c60197a4a

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
68b2ef654e6198cb54455e43c245089de07d118cd760738d1d94191cd1cc5779
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-2bDate: 2026-11-15Commit: 7ac9d20Signed: 2DC28CC7B26A283B ✓
Upstream
unsloth/gemma-2b
Pinned commit
7ac9d201a57c8cdc6f939069fc0f044c60197a4a
Manifest
gemma-2b.json · .minisig
Manifest sha256
4944e67537ff40285e7bd7322739830fffd1a1b0a5051600251a9bbeb77bce98
Signature
minisign, Ed25519, key 2DC28CC7B26A283B
Created
2026-11-15 02:46 UTC
Generator
freeweights-manifest/0.1.0
Takedowns
None.

How to verify

$ curl -O https://freeweights.allternit.com/manifests/unsloth/gemma-2b.json $ curl -O https://freeweights.allternit.com/manifests/unsloth/gemma-2b.json.minisig $ minisign -Vm gemma-2b.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-2b
Open in Freeweights Studio

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

Signed manifest
minisign, key 2DC28CC7B26A283B. gemma-2b.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