alt.freeweights.qwen / Qwen2.5-Coder-1.5B-32B-speculative-GGUF

From:

ggml-org <huggingface.co/ggml-org>Newsgroups: alt.freeweights.qwenSubject:

Qwen2.5-Coder-1.5B-32B-speculative-GGUF

Date: 2026-11-15Commit: 99d96a3Signed: 2DC28CC7B26A283B ✓

Text generation model. Gguf weights, 21.0 GB in all. Published by ggml-org under Apache-2.0.

qwen

21.0GBQwen2.5-Coder-1.5B-32B-speculative-GGUFggufpermissive

FactsParamsnot statedSize21.0 GBFormatsggufTasktext generationLicenseApache-2.0From sourcepermissive

$ fw get ggml-org/Qwen2.5-Coder-1.5B-32B-speculative-GGUF
# manifest sha256 45760d338470… · 21.0 GB · 4 files
$ fw verify ./Qwen2.5-Coder-1.5B-32B-speculative-GGUF ggml-org/Qwen2.5-Coder-1.5B-32B-speculative-GGUF

From sourceHosted (signed)ggml-org/Qwen2.5-Coder-1.5B-32B-speculative-GGUFLast check: 2026-11-15 05:21 UTC

Run at home Get help

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

Quantized of Qwen2.5-Coder-32B-Instruct.

Works with

Run14 Convert1 Evaluate13 Scan12 Apps58

Runs with

Ranked by fit to this model (gguf), then by GitHub stars.

Text Generation WebUI mistral.rs

Ollama

llama.cpp LocalAI

BitNet llamafile gpu-unlock KoboldCpp PocketPal AI llama-swap ik_llama.cpp

Show all 14

RamaLama Maid

Convert with

ggml

Evaluate with

Opik DeepEval Ragas lm-evaluation-harness OpenCompass SWE-bench

simple-evals TruLens HELM

LightEval

Evaluate Weave

Show all 13

Autoevals

Scan with

promptfoo garak Guardrails NeMo Guardrails Giskard DeepTeam AI Fairness 360 Fairlearn Detoxify MCP Scanner AgentDojo ModelScan

Overview Model card Files Use it License Provenance Model tree

Overview

Size: 21.0 GB
Weights: 1.12 GB (smallest of 2 GGUF variants)
Parameters: not stated
Formats: gguf
Task: text generation
License: Apache-2.0 (permissive)
Files: 4, each with a sha256
Publisher: ggml-org
Added: 2026-11-15
Section: alt.freeweights.qwen

Lineage

Original release from the publisher.

Base model: Qwen/Qwen2.5-Coder-32B-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

Badge	Host	Last check	Result
From source	huggingface.co	2026-11-15 05:21 UTC	passed

Model card

From the publisher at commit 99d96a3. Shown as plain text with links; images open at the publisher.

Speculative decoding with Qwen 32B + Qwen 1.5B#

Example:

llama-server \
    -m qwen2.5-coder-32b-instruct-q4_k_m.gguf \
    -md qwen2.5-coder-1.5b-instruct-q4_k_m.gguf \
    --ctx-size 65536

Files

4 files · 21.0 GBWeights 1.12 GB (smallest of 2 GGUF variants). Sizes and sha256 from the signed manifest.

Hide all 4 files with their sha256

File	Size	sha256
.gitattributes	1.56 KB	e08cf896faa882fdfbf869edf3ac5e9cfaa850c0ff3b79cf4a29e394bbe2572a
README.md	486 B	b4fb075b2a6b7eb638ba8c6da6aee0c820ec291f5bc982e370a58679c4a663f3
qwen2.5-coder-1.5b-instruct-q4_k_m.gguf	1.12 GB	cc324af070c2ecbfd324a30884d2f951a7ff756aba85cb811a6ec436933bb046
qwen2.5-coder-32b-instruct-q4_k_m.gguf	19.9 GB	4d64b316b5e6319d9613e0d97935d9ebd631fc7e334da400d00085eca749d085

VersionsEach time the pinned upstream commit or file list changed in this repo. Newest first.

Upstream commit	Date	Contents
99d96a3ec1 pinned now	2026-11-15 05:21 UTC	4 files · 21.0 GB

Use it

$ fw get ggml-org/Qwen2.5-Coder-1.5B-32B-speculative-GGUF
# manifest sha256 45760d338470… · 21.0 GB · 4 files
$ fw verify ./Qwen2.5-Coder-1.5B-32B-speculative-GGUF ggml-org/Qwen2.5-Coder-1.5B-32B-speculative-GGUF

fw.pyChecks the signature and every sha256, tries each source in order, resumes.

$ python3 fw.py get https://freeweights.allternit.com/manifests/ggml-org/Qwen2.5-Coder-1.5B-32B-speculative-GGUF.json --dir ./Qwen2.5-Coder-1.5B-32B-speculative-GGUF
$ python3 fw.py verify ./Qwen2.5-Coder-1.5B-32B-speculative-GGUF ./ggml-org__Qwen2.5-Coder-1.5B-32B-speculative-GGUF.json

hfThe Hugging Face CLI with one setting. Same repo id.

$ HF_ENDPOINT=https://freeweights.allternit.com hf download ggml-org/Qwen2.5-Coder-1.5B-32B-speculative-GGUF --revision 99d96a3ec1b6439cb5a56427552ac98d6769f9ea --local-dir ./Qwen2.5-Coder-1.5B-32B-speculative-GGUF

llama.cppDownload one GGUF variant (qwen2.5-coder-1.5b-instruct-q4_k_m, 1.12 GB), then serve it.

$ HF_ENDPOINT=https://freeweights.allternit.com hf download ggml-org/Qwen2.5-Coder-1.5B-32B-speculative-GGUF --include "qwen2.5-coder-1.5b-instruct-q4_k_m*" --local-dir ./Qwen2.5-Coder-1.5B-32B-speculative-GGUF
$ llama-server -m ./Qwen2.5-Coder-1.5B-32B-speculative-GGUF/qwen2.5-coder-1.5b-instruct-q4_k_m.gguf

OllamaMake an Ollama model from the downloaded file.

$ printf 'FROM ./Qwen2.5-Coder-1.5B-32B-speculative-GGUF/qwen2.5-coder-1.5b-instruct-q4_k_m.gguf\n' > Modelfile
$ ollama create qwen2.5-coder-1.5b-32b-speculative-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: b4fb075b2a6b7eb638ba8c6da6aee0c820ec291f5bc982e370a58679c4a663f3
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:

ggml-org <huggingface.co/ggml-org>Newsgroups: alt.freeweights.qwenSubject: Qwen2.5-Coder-1.5B-32B-speculative-GGUFDate: 2026-11-15Commit: 99d96a3Signed: 2DC28CC7B26A283B ✓

Upstream: ggml-org/Qwen2.5-Coder-1.5B-32B-speculative-GGUF
Pinned commit: 99d96a3ec1b6439cb5a56427552ac98d6769f9ea
Manifest: Qwen2.5-Coder-1.5B-32B-speculative-GGUF.json · .minisig
Manifest sha256: 45760d33847085a017417638f8587ddfb1a353c9054ccc6f72e60924b41d0341
Signature: minisign, Ed25519, key 2DC28CC7B26A283B
Created: 2026-11-15 05:21 UTC
Generator: freeweights-manifest/0.1.0
Takedowns: None.

How to verify

$ curl -O https://freeweights.allternit.com/manifests/ggml-org/Qwen2.5-Coder-1.5B-32B-speculative-GGUF.json
$ curl -O https://freeweights.allternit.com/manifests/ggml-org/Qwen2.5-Coder-1.5B-32B-speculative-GGUF.json.minisig
$ minisign -Vm Qwen2.5-Coder-1.5B-32B-speculative-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

Qwen/Qwen2.5-Coder-32B-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 ggml-org/Qwen2.5-Coder-1.5B-32B-speculative-GGUF

Open in Freeweights Studio

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

Signed manifest

minisign, key 2DC28CC7B26A283B. Qwen2.5-Coder-1.5B-32B-speculative-GGUF.json. Provenance. Takedown history: none.

Source

huggingface.co/ggml-org/Qwen2.5-Coder-1.5B-32B-speculative-GGUF

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