alt.freeweights.smollm / SmolLM2-360M-Instruct-GGUF
From: HuggingFaceTB <huggingface.co/HuggingFaceTB>Newsgroups: alt.freeweights.smollmSubject:

SmolLM2-360M-Instruct-GGUF

Date: 2026-11-14Commit: 593b5a2Signed: 2DC28CC7B26A283B ✓

Model. Gguf weights, 386 MB in all. Published by HuggingFaceTB under Apache-2.0.

smollm386MBSmolLM2-360M-Instruct-GGUFggufpermissive
FactsParamsnot statedSize386 MBFormatsggufTasknot taggedLicenseApache-2.0From sourcepermissive
$ fw get HuggingFaceTB/SmolLM2-360M-Instruct-GGUF
# manifest sha256 3efc29524aa2… · 386 MB · 3 files
$ fw verify ./SmolLM2-360M-Instruct-GGUF HuggingFaceTB/SmolLM2-360M-Instruct-GGUF
From sourceHosted (signed)HuggingFaceTB/SmolLM2-360M-Instruct-GGUFLast check: 2026-11-14 21:11 UTC

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

Quantized of SmolLM2-360M-Instruct.

Works with

Convert with

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Overview

Size
386 MB
Weights
386 MB (GGUF)
Parameters
not stated
Formats
gguf
Task
not tagged
License
Apache-2.0 (permissive)
Files
3, each with a sha256
Publisher
HuggingFaceTB
Added
2026-11-14
Section
alt.freeweights.smollm
Lineage

Original release from the publisher.

Base model: HuggingFaceTB/SmolLM2-360M-Instruct

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.co2026-11-14 21:11 UTCpassed

Model card

From the publisher at commit 593b5a2. Shown as plain text with links; images open at the publisher.

ngxson/SmolLM2-360M-Instruct-Q8_0-GGUF#

This model was converted to GGUF format from HuggingFaceTB/SmolLM2-360M-Instruct using llama.cpp via the ggml.ai's GGUF-my-repo space. Refer to the original model card for more details on the model.

Use with llama.cpp#

Install llama.cpp through brew (works on Mac and Linux)

brew install llama.cpp

Invoke the llama.cpp server or the CLI.

CLI:#
llama-cli --hf-repo ngxson/SmolLM2-360M-Instruct-Q8_0-GGUF --hf-file smollm2-360m-instruct-q8_0.gguf -p "The meaning to life and the universe is"
Server:#
llama-server --hf-repo ngxson/SmolLM2-360M-Instruct-Q8_0-GGUF --hf-file smollm2-360m-instruct-q8_0.gguf -c 2048

Note: You can also use this checkpoint directly through the usage steps listed in the Llama.cpp repo as well.

Step 1: Clone llama.cpp from GitHub.

git clone https://github.com/ggerganov/llama.cpp

Step 2: Move into the llama.cpp folder and build it with LLAMA_CURL=1 flag along with other hardware-specific flags (for ex: LLAMA_CUDA=1 for Nvidia GPUs on Linux).

cd llama.cpp && LLAMA_CURL=1 make

Step 3: Run inference through the main binary.

./llama-cli --hf-repo ngxson/SmolLM2-360M-Instruct-Q8_0-GGUF --hf-file smollm2-360m-instruct-q8_0.gguf -p "The meaning to life and the universe is"

or

./llama-server --hf-repo ngxson/SmolLM2-360M-Instruct-Q8_0-GGUF --hf-file smollm2-360m-instruct-q8_0.gguf -c 2048

Files

3 files · 386 MBWeights 386 MB (GGUF). Sizes and sha256 from the signed manifest.
Hide all 3 files with their sha256
FileSizesha256
.gitattributes1.59 KB25ccb1be281e25537f207b8d7c317b443371a6882e7bbd3bc8fc8a7287f2580b
README.md1.85 KB5d65a9f761fb64443b565d247593aa3d4ec0f06633a0e16c0231625cdba6a7cd
smollm2-360m-instruct-q8_0.gguf386 MB48ab3034d0dd401fbc721eb1df3217902fee7dab9078992d66431f09b7750201
VersionsEach time the pinned upstream commit or file list changed in this repo. Newest first.
Upstream commitDateContents
593b5a2e04 pinned now manifest updated, same commit2026-11-14 21:11 UTC3 files · 386 MB
593b5a2e042026-11-14 21:11 UTC3 files · 386 MB

Use it

$ fw get HuggingFaceTB/SmolLM2-360M-Instruct-GGUF
# manifest sha256 3efc29524aa2… · 386 MB · 3 files
$ fw verify ./SmolLM2-360M-Instruct-GGUF HuggingFaceTB/SmolLM2-360M-Instruct-GGUF
fw.pyChecks the signature and every sha256, tries each source in order, resumes.
$ python3 fw.py get https://freeweights.allternit.com/manifests/HuggingFaceTB/SmolLM2-360M-Instruct-GGUF.json --dir ./SmolLM2-360M-Instruct-GGUF $ python3 fw.py verify ./SmolLM2-360M-Instruct-GGUF ./HuggingFaceTB__SmolLM2-360M-Instruct-GGUF.json
hfThe Hugging Face CLI with one setting. Same repo id.
$ HF_ENDPOINT=https://freeweights.allternit.com hf download HuggingFaceTB/SmolLM2-360M-Instruct-GGUF --revision 593b5a2e04c8f3e4ee880263f93e0bd2901ad47f --local-dir ./SmolLM2-360M-Instruct-GGUF
llama.cppDownload one GGUF variant (smollm2-360m-instruct-q8_0, 386 MB), then serve it.
$ HF_ENDPOINT=https://freeweights.allternit.com hf download HuggingFaceTB/SmolLM2-360M-Instruct-GGUF --include "smollm2-360m-instruct-q8_0*" --local-dir ./SmolLM2-360M-Instruct-GGUF $ llama-server -m ./SmolLM2-360M-Instruct-GGUF/smollm2-360m-instruct-q8_0.gguf
OllamaMake an Ollama model from the downloaded file.
$ printf 'FROM ./SmolLM2-360M-Instruct-GGUF/smollm2-360m-instruct-q8_0.gguf\n' > Modelfile $ ollama create smollm2-360m-instruct-gguf -f Modelfile

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. 2026-11-14
Text in
README.md
Text sha256
5d65a9f761fb64443b565d247593aa3d4ec0f06633a0e16c0231625cdba6a7cd
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: HuggingFaceTB <huggingface.co/HuggingFaceTB>Newsgroups: alt.freeweights.smollmSubject: SmolLM2-360M-Instruct-GGUFDate: 2026-11-14Commit: 593b5a2Signed: 2DC28CC7B26A283B ✓
Upstream
HuggingFaceTB/SmolLM2-360M-Instruct-GGUF
Pinned commit
593b5a2e04c8f3e4ee880263f93e0bd2901ad47f
Manifest
SmolLM2-360M-Instruct-GGUF.json · .minisig
Manifest sha256
3efc29524aa24c95c82d8ee84be9f685e768e29f93bac6bcfd5d48a35aca7503
Signature
minisign, Ed25519, key 2DC28CC7B26A283B
Created
2026-11-14 21:11 UTC
Generator
freeweights-manifest/0.1.0
Takedowns
None.

How to verify

$ curl -O https://freeweights.allternit.com/manifests/HuggingFaceTB/SmolLM2-360M-Instruct-GGUF.json $ curl -O https://freeweights.allternit.com/manifests/HuggingFaceTB/SmolLM2-360M-Instruct-GGUF.json.minisig $ minisign -Vm SmolLM2-360M-Instruct-GGUF.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

Parent

HuggingFaceTB/SmolLM2-360M-Instruct · this model is a quantization of it

No model in the catalog names this one as its parent.

Get it
Download
$ HF_ENDPOINT=https://freeweights.allternit.com hf download HuggingFaceTB/SmolLM2-360M-Instruct-GGUF
Open in Freeweights Studio

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

Signed manifest
minisign, key 2DC28CC7B26A283B. SmolLM2-360M-Instruct-GGUF.json. Provenance. Takedown history: none.
From: HuggingFaceTB <huggingface.co/HuggingFaceTB>Subject: 135M-lc-100k-rope-12B
From: nisten <huggingface.co/nisten>Subject: Biggie-SmoLlm-0.4B
From: onnx-community <huggingface.co/onnx-community>Subject: Biggie-SmoLlm-0.4B-ONNX
From: unsloth <huggingface.co/unsloth>Subject: SmolLM-1.7B-bnb-4bit
From: unsloth <huggingface.co/unsloth>Subject: SmolLM-1.7B-Instruct
From: unsloth <huggingface.co/unsloth>Subject: SmolLM-135M-bnb-4bit