alt.freeweights.granite / granite-4.0-h-tiny-4bit

From:

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

granite-4.0-h-tiny-4bit

Date: 2026-11-15Commit: 02c8783Signed: 2DC28CC7B26A283B ✓

Text generation model with 6.9B parameters. Safetensors weights, 3.92 GB in all. Published by mlx-community under Apache-2.0.

6.9B params

3.92GBgranite-4.0-h-tiny-4bitsafetensorspermissive

FactsParams6.9BSize3.92 GBFormatssafetensorsTasktext generationLicenseApache-2.0From sourcepermissive

$ fw get mlx-community/granite-4.0-h-tiny-4bit
# manifest sha256 c149daac8e1d… · 3.92 GB · 12 files
$ fw verify ./granite-4.0-h-tiny-4bit mlx-community/granite-4.0-h-tiny-4bit

From sourceHosted (signed)mlx-community/granite-4.0-h-tiny-4bitLast check: 2026-11-15 05:07 UTC

Run at home Get help

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

Quantized of granite-4.0-h-micro.

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

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Evaluate with

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

simple-evals TruLens HELM

LightEval

Evaluate Weave

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Autoevals

Scan with

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

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picklescan

Overview Model card Files Use it License Provenance Model tree

Overview

Size: 3.92 GB
Weights: 3.91 GB (safetensors)
Parameters: 6.9B
Formats: safetensors
Task: text generation
License: Apache-2.0 (permissive)
Files: 12, each with a sha256
Publisher: mlx-community
Added: 2026-11-15
Section: alt.freeweights.granite

Lineage

Original release from the publisher.

Base model: ibm-granite/granite-4.0-h-micro

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 05:07 UTC	passed

Model card

From the publisher at commit 02c8783. Shown as plain text with links; images open at the publisher.

mlx-community/granite-4.0-h-tiny-4bit#

This model mlx-community/granite-4.0-h-tiny-4bit was converted to MLX format from ibm-granite/granite-4.0-h-tiny using mlx-lm version 0.28.2.

Use with mlx#

pip install mlx-lm

from mlx_lm import load, generate

model, tokenizer = load("mlx-community/granite-4.0-h-tiny-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

12 files · 3.92 GBWeights 3.91 GB (safetensors). Sizes and sha256 from the signed manifest.

Hide all 12 files with their sha256

File	Size	sha256
.gitattributes	1.52 KB	11ad7efa24975ee4b0c3c3a38ed18737f0658a5f75a0a96787b576a78a023361
README.md	905 B	6226006aad8283c9be59d224878c1e8c442e45b1bcf4f3d9f6da0a353241b188
chat_template.jinja	6.10 KB	fed2756d2d24e127b951dcf139d0b03ab7db8ef23a456128ebc9c2db4901d476
config.json	12.0 KB	2bd268d62559750ea969a96ada946ccfcff085cfe51aaa4848bc68cb072252ea
generation_config.json	147 B	7c04cb9d2ba771f7528fba5a7104999cdaf7566d02b5fbd58472829f62716177
merges.txt	917 KB	b6fe424e334903f7fb84d3a106d9730455f4744b9fe3c21ee136d97a00e72502
model.safetensors	3.91 GB	fc076be2631a2a6b6ca15cbe742d034f9a2217a73ab1238c351b0358085738ea
model.safetensors.index.json	101 KB	569c5e124ff87bc41770b7d129871556c9bad5842850971c674c39335325568c
special_tokens_map.json	579 B	c08676c49fd7969a3130f72be6d4bf34da66aa484a6e21dffe359893a1bd5f2e
tokenizer.json	7.15 MB	e2bad66439538cb4d5a7580680932432ed9ece9d3b8577e675512bdf11599253
tokenizer_config.json	17.7 KB	a5ec5daab12ba090a90f3dd169c8f9c275557013a87b9c1258dc7cb497a35c86
vocab.json	1.61 MB	8af71076de8b0b626eed0f4c984faf0a7c062479164b2a31308a948524d4f69c

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

Upstream commit	Date	Contents
02c8783da0 pinned now	2026-11-15 05:07 UTC	12 files · 3.92 GB

Use it

$ fw get mlx-community/granite-4.0-h-tiny-4bit
# manifest sha256 c149daac8e1d… · 3.92 GB · 12 files
$ fw verify ./granite-4.0-h-tiny-4bit mlx-community/granite-4.0-h-tiny-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/granite-4.0-h-tiny-4bit.json --dir ./granite-4.0-h-tiny-4bit
$ python3 fw.py verify ./granite-4.0-h-tiny-4bit ./mlx-community__granite-4.0-h-tiny-4bit.json

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

$ HF_ENDPOINT=https://freeweights.allternit.com hf download mlx-community/granite-4.0-h-tiny-4bit --revision 02c8783da0cb171942e30a7dde8acce11fe82e0d --local-dir ./granite-4.0-h-tiny-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/granite-4.0-h-tiny-4bit", revision="02c8783da0cb171942e30a7dde8acce11fe82e0d")
model = AutoModelForCausalLM.from_pretrained("mlx-community/granite-4.0-h-tiny-4bit", revision="02c8783da0cb171942e30a7dde8acce11fe82e0d", device_map="auto")

vLLMServe an OpenAI-compatible API.

$ HF_ENDPOINT=https://freeweights.allternit.com vllm serve mlx-community/granite-4.0-h-tiny-4bit --revision 02c8783da0cb171942e30a7dde8acce11fe82e0d

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: 6226006aad8283c9be59d224878c1e8c442e45b1bcf4f3d9f6da0a353241b188
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.graniteSubject: granite-4.0-h-tiny-4bitDate: 2026-11-15Commit: 02c8783Signed: 2DC28CC7B26A283B ✓

Upstream: mlx-community/granite-4.0-h-tiny-4bit
Pinned commit: 02c8783da0cb171942e30a7dde8acce11fe82e0d
Manifest: granite-4.0-h-tiny-4bit.json · .minisig
Manifest sha256: c149daac8e1d671a73b941de6df2d5912e91dd2c6b75105b5a6b33e4cb2c404e
Signature: minisign, Ed25519, key 2DC28CC7B26A283B
Created: 2026-11-15 05:07 UTC
Generator: freeweights-manifest/0.1.0
Takedowns: None.

How to verify

$ curl -O https://freeweights.allternit.com/manifests/mlx-community/granite-4.0-h-tiny-4bit.json
$ curl -O https://freeweights.allternit.com/manifests/mlx-community/granite-4.0-h-tiny-4bit.json.minisig
$ minisign -Vm granite-4.0-h-tiny-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

ibm-granite/granite-4.0-h-micro · 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/granite-4.0-h-tiny-4bit

Open in Freeweights Studio

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

Signed manifest

minisign, key 2DC28CC7B26A283B. granite-4.0-h-tiny-4bit.json. Provenance. Takedown history: none.

Source

huggingface.co/mlx-community/granite-4.0-h-tiny-4bit

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granite-4.0-h-tiny-4bit

Works with

Runs with

Fine-tune with

Convert with

Evaluate with

Scan with

Works with

Overview

Model card

mlx-community/granite-4.0-h-tiny-4bit#

Use with mlx#

Files

Use it

License

Provenance

How to verify

Model tree

Related models