alt.freeweights.gemma / gemma-2b-it
From: unsloth <huggingface.co/unsloth>Newsgroups: alt.freeweights.gemmaSubject:

gemma-2b-it

Date: 2026-11-15Commit: 5ae754dSigned: 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-2b-itsafetensorspermissive
FactsParams2.5BSize5.03 GBFormatssafetensorsTasktext generationLicenseApache-2.0From sourcepermissive
$ fw get unsloth/gemma-2b-it
# manifest sha256 1db410dcfb64… · 5.03 GB · 9 files
$ fw verify ./gemma-2b-it unsloth/gemma-2b-it
From sourceHosted (signed)unsloth/gemma-2b-itLast check: 2026-11-15 02:41 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 02:41 UTCpassed

Model card

From the publisher at commit 5ae754d. 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.json724 B90fd9a9035ea6cadd4fb7b3d2d0762fae249e492aa43f68b78645474c5987e88
generation_config.json154 B4358ba9459393634465be72b3428013c0e946aef4c18f50f26f94443070d3f8a
model.safetensors5.01 GB8fdf067bdfd010c75d8c4c0508fe45f4567c6097f3193928501d63a05020e0e6
special_tokens_map.json636 Bbaec30ea10906f16adb8c18af7a34023002c1746542612b8b41c9f09e1351351
tokenizer.json17.5 MB7da53ca29fb16f6b2489482fc0bc6a394162cdab14d12764a1755ebc583fea79
tokenizer.model4.24 MB61a7b147390c64585d6c3543dd6fc636906c9af3865a5548f27f31aee1d4c8e2
tokenizer_config.json40.6 KB0807d35bd578032f64c7d0f9aeff6c75905dbc4fd6dbbc347bc3533747b81060
VersionsEach time the pinned upstream commit or file list changed in this repo. Newest first.
Upstream commitDateContents
5ae754dee0 pinned now2026-11-15 02:41 UTC9 files · 5.03 GB

Use it

$ fw get unsloth/gemma-2b-it
# manifest sha256 1db410dcfb64… · 5.03 GB · 9 files
$ fw verify ./gemma-2b-it unsloth/gemma-2b-it
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-it.json --dir ./gemma-2b-it $ python3 fw.py verify ./gemma-2b-it ./unsloth__gemma-2b-it.json
hfThe Hugging Face CLI with one setting. Same repo id.
$ HF_ENDPOINT=https://freeweights.allternit.com hf download unsloth/gemma-2b-it --revision 5ae754dee0b5cbf7f7fb39a7731aefa6b7987c2d --local-dir ./gemma-2b-it
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-it", revision="5ae754dee0b5cbf7f7fb39a7731aefa6b7987c2d") model = AutoModelForCausalLM.from_pretrained("unsloth/gemma-2b-it", revision="5ae754dee0b5cbf7f7fb39a7731aefa6b7987c2d", device_map="auto")
vLLMServe an OpenAI-compatible API.
$ HF_ENDPOINT=https://freeweights.allternit.com vllm serve unsloth/gemma-2b-it --revision 5ae754dee0b5cbf7f7fb39a7731aefa6b7987c2d

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-2b-itDate: 2026-11-15Commit: 5ae754dSigned: 2DC28CC7B26A283B ✓
Upstream
unsloth/gemma-2b-it
Pinned commit
5ae754dee0b5cbf7f7fb39a7731aefa6b7987c2d
Manifest
gemma-2b-it.json · .minisig
Manifest sha256
1db410dcfb6444a34f9c2e7453fa73483a3201f7055529ff98617c915f291c6a
Signature
minisign, Ed25519, key 2DC28CC7B26A283B
Created
2026-11-15 02:41 UTC
Generator
freeweights-manifest/0.1.0
Takedowns
None.

How to verify

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