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alt.freeweights.glm / SWE-Dev-7B
From: zai-org <huggingface.co/zai-org>Newsgroups: alt.freeweights.glmSubject:

SWE-Dev-7B

Date: 2026-11-14Commit: d04b618Signed: 2DC28CC7B26A283B ✓

Model with 7.6B parameters. Safetensors weights, 15.2 GB in all. Published by zai-org under MIT.

7.6B params15.2GBSWE-Dev-7Bsafetensorspermissive
FactsParams7.6BSize15.2 GBFormatssafetensorsTasknot taggedLicenseMITFrom sourcepermissive
$ fw get zai-org/SWE-Dev-7B
# manifest sha256 917153322867… · 15.2 GB · 15 files
$ fw verify ./SWE-Dev-7B zai-org/SWE-Dev-7B
From sourceHosted (signed)zai-org/SWE-Dev-7BLast check: 2026-11-14 21:26 UTC
Run at homeGet help

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

Works with

Run8Fine-tune7Convert8Scan2

Runs with

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

TransformersLocalAItinygradTriton Inference ServerBentoMLCTranslate2ExLlamaV2LitServe
OverviewModel cardFilesUse itLicenseProvenanceModel tree

Overview

Size
15.2 GB
Weights
15.2 GB (safetensors)
Parameters
7.6B
Formats
safetensors
Task
not tagged
License
MIT (permissive)
Files
15, each with a sha256
Publisher
zai-org
Added
2026-11-14
Section
alt.freeweights.glm
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.co2026-11-14 21:26 UTCpassed

Model card

From the publisher at commit d04b618. Shown as plain text with links; images open at the publisher.

📝 Paper | 🌐 Github

🚀 SWE-Dev, an open-source Agent for Software Engineering tasks! This repository contains the SWE-Dev-32B model as presented in the paper SWE-Dev: Building Software Engineering Agents with Training and Inference Scaling.

💡 We develop a comprehensive pipeline for creating developer-oriented datasets from GitHub repositories, including issue tracking, code localization, test case generation, and evaluation.

🔧 Based on open-source frameworks (OpenHands) and models, SWE-Dev-7B and 32B achieved solve rates of 23.4% and 36.6% on SWE-bench-Verified, respectively, even approaching the performance of GPT-4o.

📚 We find that training data scaling and inference scaling can both effectively boost the performance of models on SWE-bench. Moreover, higher data quality further improves this trend when combined with reinforcement fine-tuning (RFT). For inference scaling specifically, the solve rate on SWE-Dev increased from 34.0% at 30 rounds to 36.6% at 75 rounds.

Files

15 files · 15.2 GBWeights 15.2 GB (safetensors). Sizes and sha256 from the signed manifest.
Hide all 15 files with their sha256
FileSizesha256
.gitattributes1.57 KB34448b82c17d60fec9b65b1f093c115ddbaadc04beb1b0140b6bfed2e012a930
README.md1.50 KBd956c153bf47ee5b5676d5d34f0d43a0da0609ef56b7573f7694036f7812d661
added_tokens.json605 B58b54bbe36fc752f79a24a271ef66a0a0830054b4dfad94bde757d851968060b
config.json768 Bfe3ff2003d50077d9a2d846e2de42e3af62a16bcf7b56ddd8f76f5e5d52bebbd
generation_config.json242 B0dc30d5b7f022dcbfaaef3e55340642208a3b0436214346caf1c522c009f699d
merges.txt1.67 MB8831e4f1a044471340f7c0a83d7bd71306a5b867e95fd870f74d0c5308a904d5
model-00001-of-00004.safetensors4.88 GBbcf26c955bf6d55e127672975a9252b3a2b9a28b794bde9ebd095a8b1a8d468e
model-00002-of-00004.safetensors4.93 GB4a60aaa30e7293d9588c69d346fa3b246e07337e28211520e96f69490f3fc601
model-00003-of-00004.safetensors4.33 GBffffbe3dfdf79af2e7f1c84fd7b539da2168232d41683b1e180b23c89bcffa5b
model-00004-of-00004.safetensors1.09 GB06e5f80b405a6d7104402ebdf57996173739f78e44a332b355841068d86c6479
model.safetensors.index.json27.8 KB998a078123ffc97763690de7f2a677eb89168af5eaf8a5e12e6bc24d18e25bdb
special_tokens_map.json613 B76862e765266b85aa9459767e33cbaf13970f327a0e88d1c65846c2ddd3a1ecd
tokenizer.json11.4 MB873f9c3d5e28877c9915f09c76bbfc8a0b7ae244781692ab2b0877873b918022
tokenizer_config.json7.31 KB16d4f2f936453a636fce53ecbd18f17d5d734a089873fea67cd42c3446bde520
vocab.json2.78 MBca10d7e9fb3ed18575dd1e277a2579c16d108e32f27439684afa0e10b1440910
VersionsEach time the pinned upstream commit or file list changed in this repo. Newest first.
Upstream commitDateContents
d04b618d5f pinned now manifest updated, same commit2026-11-14 21:26 UTC15 files · 15.2 GB
d04b618d5f2026-11-14 21:26 UTC15 files · 15.2 GB

Use it

$ fw get zai-org/SWE-Dev-7B
# manifest sha256 917153322867… · 15.2 GB · 15 files
$ fw verify ./SWE-Dev-7B zai-org/SWE-Dev-7B
fw.pyChecks the signature and every sha256, tries each source in order, resumes.
$ python3 fw.py get https://freeweights.allternit.com/manifests/zai-org/SWE-Dev-7B.json --dir ./SWE-Dev-7B $ python3 fw.py verify ./SWE-Dev-7B ./zai-org__SWE-Dev-7B.json
hfThe Hugging Face CLI with one setting. Same repo id.
$ HF_ENDPOINT=https://freeweights.allternit.com hf download zai-org/SWE-Dev-7B --revision d04b618d5fa010f5d62aca8987870b4f8af08449 --local-dir ./SWE-Dev-7B
Run at home

License

Name
MIT License
Id
MIT
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
d956c153bf47ee5b5676d5d34f0d43a0da0609ef56b7573f7694036f7812d661
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: zai-org <huggingface.co/zai-org>Newsgroups: alt.freeweights.glmSubject: SWE-Dev-7BDate: 2026-11-14Commit: d04b618Signed: 2DC28CC7B26A283B ✓
Upstream
zai-org/SWE-Dev-7B
Pinned commit
d04b618d5fa010f5d62aca8987870b4f8af08449
Manifest
SWE-Dev-7B.json · .minisig
Manifest sha256
917153322867ba0b29ccf58a3b091090fada62d66ea5561b35c189ea7ccd23c4
Signature
minisign, Ed25519, key 2DC28CC7B26A283B
Created
2026-11-14 21:26 UTC
Generator
freeweights-manifest/0.1.0
Takedowns
None.

How to verify

$ curl -O https://freeweights.allternit.com/manifests/zai-org/SWE-Dev-7B.json $ curl -O https://freeweights.allternit.com/manifests/zai-org/SWE-Dev-7B.json.minisig $ minisign -Vm SWE-Dev-7B.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 zai-org/SWE-Dev-7B
Open in Freeweights Studio

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

Signed manifest
minisign, key 2DC28CC7B26A283B. SWE-Dev-7B.json. Provenance. Takedown history: none.
Source
huggingface.co/zai-org/SWE-Dev-7B

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