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alt.freeweights.glm / GLM-5.3-Flash
From: zai-org <huggingface.co/zai-org>Newsgroups: alt.freeweights.glmSubject:

GLM-5.3-Flash

Date: 2026-11-14Commit: 46a050bSigned: 2DC28CC7B26A283B ✓

Image text to text model with 321.3B parameters. Safetensors weights, 328 GB in all. Published by zai-org under MIT.

321.3B params328GBGLM-5.3-Flashsafetensorspermissive
FactsParams321.3BSize328 GBFormatssafetensorsTaskimage text to textLicenseMITFrom sourcepermissive
$ fw get zai-org/GLM-5.3-Flash
# manifest sha256 7d85f00c20f2… · 328 GB · 74 files
$ fw verify ./GLM-5.3-Flash zai-org/GLM-5.3-Flash
From sourcezai-org/GLM-5.3-FlashLast check: 2026-11-14 06:27 UTC
Runs withvLLMSGLangFine-tune withAxolotlTRLPEFTUnsloth
OverviewFilesUse itLicenseProvenance

Overview

Size
328 GB
Weights
328 GB (safetensors)
Parameters
321.3B
Formats
safetensors
Task
image text to text
License
MIT (permissive)
Files
74, 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 06:27 UTCpassed

Files

74 files · 328 GBWeights 328 GB (safetensors). Sizes and sha256 from the signed manifest.
Show all 74 files with their sha256
FileSizesha256
.eval_results/GLM-5.3-Flash.yaml845 B90ff5e6f1b4c35a6466a4454ec1dad52f4d4d9ef04db560f2edcc2817013e9ed
.eval_results/agents-last-exam.yaml290 B8b4f76a39bbbabb254fce306885f0c79f2ef493868677e8df68e4e0dbdfcba2d
.gitattributes1.57 KB34448b82c17d60fec9b65b1f093c115ddbaadc04beb1b0140b6bfed2e012a930
LICENSE1.07 KB30b85b6b9659f2e78aa259f8faf5d920a68dee7c9ced3fa6dba1f19f2bc4fca1
README.md8.03 KBe6c5d41400e28f5a89418a0d15b09b9c113314a7553d40d7d4a8a72fcdb87d02
chat_template.jinja10.8 KB2614a3c896d53e265f564c23701173c0049f985dacfbae79fc4bcd9f5ba083f4
config.json69.4 KBbb8f01c42cb92a52ca72e65afb4d5bd8d11aef083cd210e8de25dfb904f23e9f
generation_config.json194 B230c30609ecbbb9e6583bedde8e7bdda0c6eb8fe5fad0eaeb3d1b293d751cb4f
model-00001-of-00062.safetensors5.37 GB9ff3c9397e75fc8883f24d8474960f53e993b0c0e4a8a4687e81a1cbec39965b
model-00002-of-00062.safetensors5.32 GB328225cabdc9b1595bc8bd0062cdc99fb23872eb5bbf7ec5db62f2be8abeaeeb
model-00003-of-00062.safetensors5.36 GBe0fc42c270a8f8a2c1a38c91b06c28ca0646721f8d4768fa09ed97faca918300
model-00004-of-00062.safetensors5.36 GBea66d9139b41d1fa83d5da3d29ee66bc4bd594faa143bceaf7e014f584903d24
model-00005-of-00062.safetensors5.36 GBd1da1e65d621a46aacb41edb38b6a8efd085fa4cd8b1d8e37dc1452e9814d46f
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model-00008-of-00062.safetensors5.36 GB91f5cb329f6d3c0648e9ed9e6018f0331e64e33424d6b7aaab2ca100aa820193
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model-00025-of-00062.safetensors5.36 GB7527b7182a3fd498507886d27088c237a3022bc1dbafdbbf9c16a00ca448aac2
model-00026-of-00062.safetensors5.36 GB29aa015bbd8d0d1bea6c14d7c4e8f1a1cf7f17713981fb94ec10764090c68d6b
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model-00032-of-00062.safetensors5.36 GBf33b53853ea5576b5aabd259bd9d933e6dbbaf65c511a8cdb328caab4349d8a9
model-00033-of-00062.safetensors5.36 GBa090ee4e5aeeb06b67d46a052b2103864c5f242a3f146f92b7fea06f929772f6
model-00034-of-00062.safetensors5.36 GB451bb0368e52f65c765507aa7bec1b28575c33fd828d377b18b34f165e23f3f8
model-00035-of-00062.safetensors5.36 GBbc98812806e93ca6340e44724e8a7de6ee48b5567727f21c75ba6bb47c6275aa
model-00036-of-00062.safetensors5.36 GB19803f6807229cc40d95afa89110226249f64c3a5cff7d355a58382249f90100
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model.safetensors.index.json8.41 MB3c3f40366a53c3fd7974b4eab7881a365a98c2a4329150befebab99fe7c18b05
processor_config.json909 Baae38374c94b08cc9b0547c6e64f05b951bd9735cea571c6988f5ed552bed3ed
tokenizer.json20.2 MB19e773648cb4e65de8660ea6365e10acca112d42a854923df93db4a6f333a82d
tokenizer_config.json761 B98b1271574f41abf89427ae2dda030d94dc9478f0edc5a8bd240db213c6fd5fc

Use it

$ fw get zai-org/GLM-5.3-Flash
# manifest sha256 7d85f00c20f2… · 328 GB · 74 files
$ fw verify ./GLM-5.3-Flash zai-org/GLM-5.3-Flash
fw.pyChecks the signature and every sha256, tries each source in order, resumes.
$ python3 fw.py get https://freeweights.allternit.com/manifests/zai-org/GLM-5.3-Flash.json --dir ./GLM-5.3-Flash $ python3 fw.py verify ./GLM-5.3-Flash ./zai-org__GLM-5.3-Flash.json
hfThe Hugging Face CLI with one setting. Same repo id.
$ HF_ENDPOINT=https://freeweights.allternit.com hf download zai-org/GLM-5.3-Flash --revision 46a050bec13002ad29ee795c16e61cf4fa3c4a9c --local-dir ./GLM-5.3-Flash
transformersLoad the weights in Python.
import os os.environ["HF_ENDPOINT"] = "https://freeweights.allternit.com" from transformers import AutoModelForImageTextToText, AutoProcessor processor = AutoProcessor.from_pretrained("zai-org/GLM-5.3-Flash", revision="46a050bec13002ad29ee795c16e61cf4fa3c4a9c") model = AutoModelForImageTextToText.from_pretrained("zai-org/GLM-5.3-Flash", revision="46a050bec13002ad29ee795c16e61cf4fa3c4a9c", device_map="auto")
vLLMServe an OpenAI-compatible API.
$ HF_ENDPOINT=https://freeweights.allternit.com vllm serve zai-org/GLM-5.3-Flash --revision 46a050bec13002ad29ee795c16e61cf4fa3c4a9c
Run in Allternit Desktopcoming in Phase 1
Fine-tune in Freeweights Studiocoming in Phase 3

License

Name
MIT License
Id
MIT
Class
Permissive
Redistribution
yes
Text in
LICENSE
Text sha256
30b85b6b9659f2e78aa259f8faf5d920a68dee7c9ced3fa6dba1f19f2bc4fca1
Terms gate
No extra terms beyond the license.

Read the license text

Licenses are checked against the license list. A custom license passes only after a recorded human audit.

Provenance

From: zai-org <huggingface.co/zai-org>Newsgroups: alt.freeweights.glmSubject: GLM-5.3-FlashDate: 2026-11-14Commit: 46a050bSigned: 2DC28CC7B26A283B ✓
Upstream
zai-org/GLM-5.3-Flash
Pinned commit
46a050bec13002ad29ee795c16e61cf4fa3c4a9c
Manifest
GLM-5.3-Flash.json · .minisig
Manifest sha256
7d85f00c20f2c589d4a40bf9a7690fd5bb530fca9f035db2b38c9a128572cdca
Signature
minisign, Ed25519, key 2DC28CC7B26A283B
Created
2026-11-14 06:27 UTC
Generator
freeweights-manifest/0.1.0
Takedowns
None.

How to verify

$ curl -O https://freeweights.allternit.com/manifests/zai-org/GLM-5.3-Flash.json $ curl -O https://freeweights.allternit.com/manifests/zai-org/GLM-5.3-Flash.json.minisig $ minisign -Vm GLM-5.3-Flash.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

Get it
Download
$ HF_ENDPOINT=https://freeweights.allternit.com hf download zai-org/GLM-5.3-Flash
Run in Allternit Desktopcoming in Phase 1
Signed manifest
minisign, key 2DC28CC7B26A283B. GLM-5.3-Flash.json. Provenance. Takedown history: none.
Source
huggingface.co/zai-org/GLM-5.3-Flash

Related models

All of alt.freeweights.glm →
From: zai-org <huggingface.co/zai-org>Subject: GLM-4.7-Flash
From: zai-org <huggingface.co/zai-org>Subject: GLM-5.3
From: unsloth <huggingface.co/unsloth>Subject: GLM-5.3-Flash-GGUF