alt.freeweights.glm / GLM-4.5-Air-4bit

From:

mlx-community <huggingface.co/mlx-community>Newsgroups: alt.freeweights.glmSubject:

GLM-4.5-Air-4bit

Date: 2026-11-15Commit: 6083779Signed: 2DC28CC7B26A283B ✓

Text generation model with 106.9B parameters. Safetensors weights, 60.2 GB in all. Published by mlx-community under MIT.

106.9B params

60.2GBGLM-4.5-Air-4bitsafetensorspermissive

FactsParams106.9BSize60.2 GBFormatssafetensorsTasktext generationLicenseMITFrom sourcepermissive

$ fw get mlx-community/GLM-4.5-Air-4bit
# manifest sha256 7ed600805702… · 60.2 GB · 21 files
$ fw verify ./GLM-4.5-Air-4bit mlx-community/GLM-4.5-Air-4bit

From sourceHosted (signed)mlx-community/GLM-4.5-Air-4bitLast check: 2026-11-15 05:11 UTC

Run at home Get help

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

Quantized of GLM-4.5-Air.

Works with

Run24 Fine-tune29 Convert15 Evaluate13 Scan13 Apps58

Runs with

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

vLLM exo Text Generation WebUI

SGLang MLC LLM KTransformers LMCache Xinference LMDeploy mistral.rs Mooncake FlashInfer

Show all 24

AIBrix fastllm ExLlamaV3

Transformers LocalAI tinygrad gpu-unlock Triton Inference Server BentoML CTranslate2 ExLlamaV2 LitServe

Convert with

mergekit TensorRT Model Optimizer

LLM Compressor Neural Compressor AutoRound AQLM GPTQModel ONNX Core ML Tools ExecuTorch

Show all 15

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

Show all 13

picklescan

Overview Model card Files Use it License Provenance Model tree

Overview

Size: 60.2 GB
Weights: 60.1 GB (safetensors)
Parameters: 106.9B
Formats: safetensors
Task: text generation
License: MIT (permissive)
Files: 21, each with a sha256
Publisher: mlx-community
Added: 2026-11-15
Section: alt.freeweights.glm

Lineage

Original release from the publisher.

Base model: zai-org/GLM-4.5-Air

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 05:11 UTC	passed

Model card

From the publisher at commit 6083779. Shown as plain text with links; images open at the publisher.

mlx-community/GLM-4.5-Air-4bit#

This model mlx-community/GLM-4.5-Air-4bit was converted to MLX format from zai-org/GLM-4.5-Air using mlx-lm version 0.26.0.

Use with mlx#

pip install mlx-lm

from mlx_lm import load, generate

model, tokenizer = load("mlx-community/GLM-4.5-Air-4bit")

prompt = "hello"

if tokenizer.chat_template is not None:
    messages = [{"role": "user", "content": prompt}]
    prompt = tokenizer.apply_chat_template(
        messages, add_generation_prompt=True
    )

response = generate(model, tokenizer, prompt=prompt, verbose=True)

Files

21 files · 60.2 GBWeights 60.1 GB (safetensors). Sizes and sha256 from the signed manifest.

Show all 21 files with their sha256

File	Size	sha256
.gitattributes	1.57 KB	34448b82c17d60fec9b65b1f093c115ddbaadc04beb1b0140b6bfed2e012a930
README.md	831 B	94905a0b0b817d45f31a5e1557a2c4888f4f303afa55b511cb4112dc7cb3ad45
chat_template.jinja	3.24 KB	44f815868bf02fa458dd2f741a338046f4bf45f398eb6d067766726b9d96cce3
config.json	1.25 KB	36f86c7cc0fe6cc4febe3d4917daca507ad67eac5d36239e84b60a65ae36f7f6
generation_config.json	155 B	06ac18cb0e733da062bdb1d260247d52b1f6c4b10785fc733402f22a510da05d
model-00001-of-00012.safetensors	5.33 GB	9895d5d92beed9f64db08c3461ea588180a962d8aad402a6109d573b626982f4
model-00002-of-00012.safetensors	5.27 GB	475c7941dc21f11a13937342e359aef4abca69a66e21560a7d4ed7cd3ce2a507
model-00003-of-00012.safetensors	5.27 GB	cc738280c36bcb95615e1007200d0faaf8c23e88f589356121692e7b5395fc9a
model-00004-of-00012.safetensors	5.27 GB	40a48aa5835e5ae3f3abeb8da97c158e784d1617a9b0f13a60acb0eda0fde95e
model-00005-of-00012.safetensors	5.27 GB	97c9307ebe03217735cdce7d1d02eb72a08361656df31248345bc69ffccd1083
model-00006-of-00012.safetensors	5.27 GB	c567799cab1bebcfaf1a1e5889e21519a14d5b09966f558836514cf6914d6351
model-00007-of-00012.safetensors	5.27 GB	ae49f0f72200f1e2989e88c1c6d9d70d80a4b16d624f22c8b02f117bb6351009
model-00008-of-00012.safetensors	5.27 GB	5d2e118f0d5867a190786c2f644f05d190dd304cc19e8add41f22cf0ad4ba241
model-00009-of-00012.safetensors	5.27 GB	9899ab7689274744f3a7b891ef2e924e337b4c03e4d5982cfbbe7dac60ac8ef8
model-00010-of-00012.safetensors	5.27 GB	1b3a92bb33136118105d37705c1e39f55af20e39f0075cd7954a8222471c31ef
model-00011-of-00012.safetensors	5.27 GB	d5318815f406f728d1ca3dee2ab6e1a5e01d40fa3af8734e5566be2ded729fb0
model-00012-of-00012.safetensors	2.09 GB	87d5921e77c0c6fd6e0516008b23f6ae6de25afc9ca6aea9cfbc7fe861a04e5b
model.safetensors.index.json	155 KB	84af83d9dd07ced61a858e2e59be20f04295bbc35ec65f8df3f0c8693fd13021
special_tokens_map.json	802 B	290511061f3c229783aaa9b2d63698fdcffcc068890ce2e014275ebc6df1221a
tokenizer.json	20.0 MB	bda8e2146c3bb7b7e0fc96dcc4f0aeff041c6c27952e3ace0665663ebff346ba
tokenizer_config.json	7.31 KB	27d01309c0ae7b5edb6511daabfcbf772b60e21c65cbb74d059acc76796f7897

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

Upstream commit	Date	Contents
60837794f3 pinned now	2026-11-15 05:11 UTC	21 files · 60.2 GB

Use it

$ fw get mlx-community/GLM-4.5-Air-4bit
# manifest sha256 7ed600805702… · 60.2 GB · 21 files
$ fw verify ./GLM-4.5-Air-4bit mlx-community/GLM-4.5-Air-4bit

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

$ python3 fw.py get https://freeweights.allternit.com/manifests/mlx-community/GLM-4.5-Air-4bit.json --dir ./GLM-4.5-Air-4bit
$ python3 fw.py verify ./GLM-4.5-Air-4bit ./mlx-community__GLM-4.5-Air-4bit.json

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

$ HF_ENDPOINT=https://freeweights.allternit.com hf download mlx-community/GLM-4.5-Air-4bit --revision 60837794f3caafc4682dd1a9188a82c55a9100ef --local-dir ./GLM-4.5-Air-4bit

transformersLoad the weights in Python.

import os
os.environ["HF_ENDPOINT"] = "https://freeweights.allternit.com"
from transformers import AutoModelForCausalLM, AutoTokenizer
tok = AutoTokenizer.from_pretrained("mlx-community/GLM-4.5-Air-4bit", revision="60837794f3caafc4682dd1a9188a82c55a9100ef")
model = AutoModelForCausalLM.from_pretrained("mlx-community/GLM-4.5-Air-4bit", revision="60837794f3caafc4682dd1a9188a82c55a9100ef", device_map="auto")

vLLMServe an OpenAI-compatible API.

$ HF_ENDPOINT=https://freeweights.allternit.com vllm serve mlx-community/GLM-4.5-Air-4bit --revision 60837794f3caafc4682dd1a9188a82c55a9100ef

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. 2026-11-15
Text in: README.md
Text sha256: 94905a0b0b817d45f31a5e1557a2c4888f4f303afa55b511cb4112dc7cb3ad45
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:

mlx-community <huggingface.co/mlx-community>Newsgroups: alt.freeweights.glmSubject: GLM-4.5-Air-4bitDate: 2026-11-15Commit: 6083779Signed: 2DC28CC7B26A283B ✓

Upstream: mlx-community/GLM-4.5-Air-4bit
Pinned commit: 60837794f3caafc4682dd1a9188a82c55a9100ef
Manifest: GLM-4.5-Air-4bit.json · .minisig
Manifest sha256: 7ed600805702dddb25eba03501df7c83537ca6751be5a87645c5ff91032c2752
Signature: minisign, Ed25519, key 2DC28CC7B26A283B
Created: 2026-11-15 05:11 UTC
Generator: freeweights-manifest/0.1.0
Takedowns: None.

How to verify

$ curl -O https://freeweights.allternit.com/manifests/mlx-community/GLM-4.5-Air-4bit.json
$ curl -O https://freeweights.allternit.com/manifests/mlx-community/GLM-4.5-Air-4bit.json.minisig
$ minisign -Vm GLM-4.5-Air-4bit.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

zai-org/GLM-4.5-Air · 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 mlx-community/GLM-4.5-Air-4bit

Open in Freeweights Studio

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

Signed manifest

minisign, key 2DC28CC7B26A283B. GLM-4.5-Air-4bit.json. Provenance. Takedown history: none.

Source

huggingface.co/mlx-community/GLM-4.5-Air-4bit

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GLM-4.5-Air-4bit

Works with

Runs with

Fine-tune with

Convert with

Evaluate with

Scan with

Works with

Overview

Model card

mlx-community/GLM-4.5-Air-4bit#

Use with mlx#

Files

Use it

License

Provenance

How to verify

Model tree

Related models