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alt.freeweights.minicpm / MiniCPM5-2B-DSpark-GGUF
From: openbmb <huggingface.co/openbmb>Newsgroups: alt.freeweights.minicpmSubject:

MiniCPM5-2B-DSpark-GGUF

Date: 2026-11-15Commit: df2740dSigned: 2DC28CC7B26A283B ✓

Text generation model. Gguf weights, 653 MB in all. Published by openbmb under Apache-2.0.

minicpm653MBMiniCPM5-2B-DSpark-GGUFggufpermissive
FactsParamsnot statedSize653 MBFormatsggufTasktext generationLicenseApache-2.0From sourcepermissive
$ fw get openbmb/MiniCPM5-2B-DSpark-GGUF
# manifest sha256 faa6cd3936a3… · 653 MB · 3 files
$ fw verify ./MiniCPM5-2B-DSpark-GGUF openbmb/MiniCPM5-2B-DSpark-GGUF
From sourceHosted (signed)openbmb/MiniCPM5-2B-DSpark-GGUFLast check: 2026-11-15 03:32 UTC
Run at homeGet help

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

Works with

Run14Convert1Evaluate13Scan12Apps58

Convert with

ggml
OverviewModel cardFilesUse itLicenseProvenanceModel tree

Overview

Size
653 MB
Weights
653 MB (GGUF)
Parameters
not stated
Formats
gguf
Task
text generation
License
Apache-2.0 (permissive)
Files
3, each with a sha256
Publisher
openbmb
Added
2026-11-15
Section
alt.freeweights.minicpm
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 03:32 UTCpassed

Model card

From the publisher at commit df2740d. Shown as plain text with links; images open at the publisher.

Image: image

MiniCPM Tech Report | MiniCPM Wiki(Chinese) | GitHub Repo | UltraData | Online Demo

MiniCPM5-2B-DSpark-GGUF#

GGUF version of MiniCPM5-2B-DSpark for speculative decoding with MiniCPM5-2B in llama.cpp.

FilePrecisionSize
MiniCPM5-2.6B-DSpark.ggufBF16653 MB

Usage with llama.cpp#

llama-server \
  -m MiniCPM5-2B-Q4_K_M.gguf \
  -md MiniCPM5-2.6B-DSpark.gguf \
  --spec-type draft-dspark --spec-draft-n-max 7 \
  -ngl 99 -ngld 99 -fa on \
  -c 8192 --jinja --port 8080

Limitations and Disclaimer#

This model has no autonomous intent or legal personhood; its outputs are text generated from statistical patterns and may be inaccurate, biased, or offensive, and may be manipulated by carefully crafted prompts ("jailbreaks") into producing unintended content. Its responses on sensitive topics such as politics, health, finance, and law are not reviewed by experts and should not be treated as professional advice.

This model is provided "AS IS", without warranty of any kind, express or implied, and the developers are not liable for any damages arising from its use. Users must employ the model only for lawful, compliant, and ethical purposes, configure their own safeguards, and label AI-generated content where required; deliberate jailbreaking, injection attacks, or inducing harmful output is prohibited, and any such testing is at the user's own risk.

License#

This repository and MiniCPM model weights are released under the Apache-2.0 License.

Citation#

Please cite our paper if you find our work valuable:

@article{minicpm4,
  title={Minicpm4: Ultra-efficient llms on end devices},
  author={MiniCPM, Team},
  journal={arXiv preprint arXiv:2506.07900},
  year={2025}
}

Files

3 files · 653 MBWeights 653 MB (GGUF). Sizes and sha256 from the signed manifest.
Hide all 3 files with their sha256
FileSizesha256
.gitattributes1.58 KB907cc2ec3bbb542a783912adbc9e86884b7effc16c000535fe252accb7b8fb2e
MiniCPM5-2.6B-DSpark.gguf653 MB57df08640f0534a1aac075d1c8bdacdb2b7e5815da6f4e5cfd39ecac3a3f0c26
README.md2.89 KBc780fcef47b9e91338612abaa119cff22a10c59c94a611af871c333891b45995
VersionsEach time the pinned upstream commit or file list changed in this repo. Newest first.
Upstream commitDateContents
df2740df74 pinned now2026-11-15 03:32 UTC3 files · 653 MB

Use it

$ fw get openbmb/MiniCPM5-2B-DSpark-GGUF
# manifest sha256 faa6cd3936a3… · 653 MB · 3 files
$ fw verify ./MiniCPM5-2B-DSpark-GGUF openbmb/MiniCPM5-2B-DSpark-GGUF
fw.pyChecks the signature and every sha256, tries each source in order, resumes.
$ python3 fw.py get https://freeweights.allternit.com/manifests/openbmb/MiniCPM5-2B-DSpark-GGUF.json --dir ./MiniCPM5-2B-DSpark-GGUF $ python3 fw.py verify ./MiniCPM5-2B-DSpark-GGUF ./openbmb__MiniCPM5-2B-DSpark-GGUF.json
hfThe Hugging Face CLI with one setting. Same repo id.
$ HF_ENDPOINT=https://freeweights.allternit.com hf download openbmb/MiniCPM5-2B-DSpark-GGUF --revision df2740df74af9b3fea2022f8908b6d73e6f0989b --local-dir ./MiniCPM5-2B-DSpark-GGUF
llama.cppDownload one GGUF variant (MiniCPM5-2.6B-DSpark, 653 MB), then serve it.
$ HF_ENDPOINT=https://freeweights.allternit.com hf download openbmb/MiniCPM5-2B-DSpark-GGUF --include "MiniCPM5-2.6B-DSpark*" --local-dir ./MiniCPM5-2B-DSpark-GGUF $ llama-server -m ./MiniCPM5-2B-DSpark-GGUF/MiniCPM5-2.6B-DSpark.gguf
OllamaMake an Ollama model from the downloaded file.
$ printf 'FROM ./MiniCPM5-2B-DSpark-GGUF/MiniCPM5-2.6B-DSpark.gguf\n' > Modelfile $ ollama create minicpm5-2b-dspark-gguf -f Modelfile
Run at home

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
c780fcef47b9e91338612abaa119cff22a10c59c94a611af871c333891b45995
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: openbmb <huggingface.co/openbmb>Newsgroups: alt.freeweights.minicpmSubject: MiniCPM5-2B-DSpark-GGUFDate: 2026-11-15Commit: df2740dSigned: 2DC28CC7B26A283B ✓
Upstream
openbmb/MiniCPM5-2B-DSpark-GGUF
Pinned commit
df2740df74af9b3fea2022f8908b6d73e6f0989b
Manifest
MiniCPM5-2B-DSpark-GGUF.json · .minisig
Manifest sha256
faa6cd3936a3150c69fa1b292ddcfccac978fef7919c352eb144314bff46c316
Signature
minisign, Ed25519, key 2DC28CC7B26A283B
Created
2026-11-15 03:32 UTC
Generator
freeweights-manifest/0.1.0
Takedowns
None.

How to verify

$ curl -O https://freeweights.allternit.com/manifests/openbmb/MiniCPM5-2B-DSpark-GGUF.json $ curl -O https://freeweights.allternit.com/manifests/openbmb/MiniCPM5-2B-DSpark-GGUF.json.minisig $ minisign -Vm MiniCPM5-2B-DSpark-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

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 openbmb/MiniCPM5-2B-DSpark-GGUF
Open in Freeweights Studio

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

Signed manifest
minisign, key 2DC28CC7B26A283B. MiniCPM5-2B-DSpark-GGUF.json. Provenance. Takedown history: none.
Source
huggingface.co/openbmb/MiniCPM5-2B-DSpark-GGUF

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