alt.freeweights.granite / granite-4.0-h-tiny-MLX-6bit

From:

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

granite-4.0-h-tiny-MLX-6bit

Date: 2026-11-15Commit: bae7f3fSigned: 2DC28CC7B26A283B ✓

Text generation model with 6.9B parameters. Safetensors weights, 5.65 GB in all. Published by lmstudio-community under Apache-2.0.

6.9B params

5.65GBgranite-4.0-h-tiny-MLX-6bitsafetensorspermissive

FactsParams6.9BSize5.65 GBFormatssafetensorsTasktext generationLicenseApache-2.0From sourcepermissive

$ fw get lmstudio-community/granite-4.0-h-tiny-MLX-6bit
# manifest sha256 d50dfb186925… · 5.65 GB · 13 files
$ fw verify ./granite-4.0-h-tiny-MLX-6bit lmstudio-community/granite-4.0-h-tiny-MLX-6bit

From sourceHosted (signed)lmstudio-community/granite-4.0-h-tiny-MLX-6bitLast check: 2026-11-15 05:22 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-tiny.

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: 5.65 GB
Weights: 5.64 GB (safetensors)
Parameters: 6.9B
Formats: safetensors
Task: text generation
License: Apache-2.0 (permissive)
Files: 13, each with a sha256
Publisher: lmstudio-community
Added: 2026-11-15
Section: alt.freeweights.granite

Lineage

Original release from the publisher.

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

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 05:22 UTC	passed

Model card

From the publisher at commit bae7f3f. Shown as plain text with links; images open at the publisher.

💫 Community Model> granite-4.0-h-tiny by ibm-granite#

👾 LM Studio Community models highlights program. Highlighting new & noteworthy models by the community. Join the conversation on Discord.

Model creator: ibm-granite

Original model: granite-4.0-h-tiny

MLX quantization: provided by LM Studio team using mlx_lm

Technical Details#

6-bit quantized version of granite-4.0-h-tiny using MLX, optimized for Apple Silicon.

Special thanks#

🙏 Special thanks to the Apple Machine Learning Research team for creating MLX.

Disclaimers#

LM Studio is not the creator, originator, or owner of any Model featured in the Community Model Program. Each Community Model is created and provided by third parties. LM Studio does not endorse, support, represent or guarantee the completeness, truthfulness, accuracy, or reliability of any Community Model. You understand that Community Models can produce content that might be offensive, harmful, inaccurate or otherwise inappropriate, or deceptive. Each Community Model is the sole responsibility of the person or entity who originated such Model. LM Studio may not monitor or control the Community Models and cannot, and does not, take responsibility for any such Model. LM Studio disclaims all warranties or guarantees about the accuracy, reliability or benefits of the Community Models. LM Studio further disclaims any warranty that the Community Model will meet your requirements, be secure, uninterrupted or available at any time or location, or error-free, viruses-free, or that any errors will be corrected, or otherwise. You will be solely responsible for any damage resulting from your use of or access to the Community Models, your downloading of any Community Model, or use of any other Community Model provided by or through LM Studio.

Files

13 files · 5.65 GBWeights 5.64 GB (safetensors). Sizes and sha256 from the signed manifest.

Hide all 13 files with their sha256

File	Size	sha256
.gitattributes	1.52 KB	11ad7efa24975ee4b0c3c3a38ed18737f0658a5f75a0a96787b576a78a023361
README.md	2.25 KB	f664ed5dfe1f3b5707512402d388d07e346ee2fbf158c39abba2c234d6289607
chat_template.jinja	6.10 KB	fed2756d2d24e127b951dcf139d0b03ab7db8ef23a456128ebc9c2db4901d476
config.json	12.0 KB	75e00001f15a367646663ccc5d751588e1bf3f3b696d33901ebc8afbd910ec35
generation_config.json	147 B	7c04cb9d2ba771f7528fba5a7104999cdaf7566d02b5fbd58472829f62716177
merges.txt	917 KB	b6fe424e334903f7fb84d3a106d9730455f4744b9fe3c21ee136d97a00e72502
model-00001-of-00002.safetensors	5.36 GB	c28737ad56b35f637b3753b8f4480146e00af49ade3826f940b4babdcc649a6b
model-00002-of-00002.safetensors	277 MB	63332cc6414bacfd139e950ee9da25cb795eae5fd39c424bf086cf3bc6bdad9b
model.safetensors.index.json	120 KB	8373180ecc631129de021e20a8f88d6437b8fb58905c3a924f26515475902623
special_tokens_map.json	579 B	c08676c49fd7969a3130f72be6d4bf34da66aa484a6e21dffe359893a1bd5f2e
tokenizer.json	7.15 MB	e2bad66439538cb4d5a7580680932432ed9ece9d3b8577e675512bdf11599253
tokenizer_config.json	23.9 KB	8b1da66e4d60ce8441553d41b72925fe437e563fc3c448ebb4fc1229f647c00b
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
bae7f3f43d pinned now	2026-11-15 05:22 UTC	13 files · 5.65 GB

Use it

$ fw get lmstudio-community/granite-4.0-h-tiny-MLX-6bit
# manifest sha256 d50dfb186925… · 5.65 GB · 13 files
$ fw verify ./granite-4.0-h-tiny-MLX-6bit lmstudio-community/granite-4.0-h-tiny-MLX-6bit

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

$ python3 fw.py get https://freeweights.allternit.com/manifests/lmstudio-community/granite-4.0-h-tiny-MLX-6bit.json --dir ./granite-4.0-h-tiny-MLX-6bit
$ python3 fw.py verify ./granite-4.0-h-tiny-MLX-6bit ./lmstudio-community__granite-4.0-h-tiny-MLX-6bit.json

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

$ HF_ENDPOINT=https://freeweights.allternit.com hf download lmstudio-community/granite-4.0-h-tiny-MLX-6bit --revision bae7f3f43da678db35bfd4e89321dd474f917685 --local-dir ./granite-4.0-h-tiny-MLX-6bit

transformersLoad the weights in Python.

import os
os.environ["HF_ENDPOINT"] = "https://freeweights.allternit.com"
from transformers import AutoModelForCausalLM, AutoTokenizer
tok = AutoTokenizer.from_pretrained("lmstudio-community/granite-4.0-h-tiny-MLX-6bit", revision="bae7f3f43da678db35bfd4e89321dd474f917685")
model = AutoModelForCausalLM.from_pretrained("lmstudio-community/granite-4.0-h-tiny-MLX-6bit", revision="bae7f3f43da678db35bfd4e89321dd474f917685", device_map="auto")

vLLMServe an OpenAI-compatible API.

$ HF_ENDPOINT=https://freeweights.allternit.com vllm serve lmstudio-community/granite-4.0-h-tiny-MLX-6bit --revision bae7f3f43da678db35bfd4e89321dd474f917685

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: f664ed5dfe1f3b5707512402d388d07e346ee2fbf158c39abba2c234d6289607
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:

lmstudio-community <huggingface.co/lmstudio-community>Newsgroups: alt.freeweights.graniteSubject: granite-4.0-h-tiny-MLX-6bitDate: 2026-11-15Commit: bae7f3fSigned: 2DC28CC7B26A283B ✓

Upstream: lmstudio-community/granite-4.0-h-tiny-MLX-6bit
Pinned commit: bae7f3f43da678db35bfd4e89321dd474f917685
Manifest: granite-4.0-h-tiny-MLX-6bit.json · .minisig
Manifest sha256: d50dfb1869254dcb324e11d390e99b9cfcabced3c4991338b171e86e3364b6eb
Signature: minisign, Ed25519, key 2DC28CC7B26A283B
Created: 2026-11-15 05:22 UTC
Generator: freeweights-manifest/0.1.0
Takedowns: None.

How to verify

$ curl -O https://freeweights.allternit.com/manifests/lmstudio-community/granite-4.0-h-tiny-MLX-6bit.json
$ curl -O https://freeweights.allternit.com/manifests/lmstudio-community/granite-4.0-h-tiny-MLX-6bit.json.minisig
$ minisign -Vm granite-4.0-h-tiny-MLX-6bit.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-tiny · 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 lmstudio-community/granite-4.0-h-tiny-MLX-6bit

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-MLX-6bit.json. Provenance. Takedown history: none.

Source

huggingface.co/lmstudio-community/granite-4.0-h-tiny-MLX-6bit

Related models

All of alt.freeweights.granite →

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From: ibm-granite <huggingface.co/ibm-granite>Subject: GneissWeb.7B_ablation_model_on_350B_FineWeb.Edu.seed3

From: ibm-granite <huggingface.co/ibm-granite>Subject: GneissWeb.7B_ablation_model_on_350B_FineWeb.seed1

From: ibm-granite <huggingface.co/ibm-granite>Subject: GneissWeb.7B_ablation_model_on_350B_FineWeb.seed2

From: ibm-granite <huggingface.co/ibm-granite>Subject: GneissWeb.7B_ablation_model_on_350B_FineWeb.seed3

granite-4.0-h-tiny-MLX-6bit

Works with

Runs with

Fine-tune with

Convert with

Evaluate with

Scan with

Works with

Overview

Model card

💫 Community Model> granite-4.0-h-tiny by ibm-granite#

Technical Details#

Special thanks#

Disclaimers#

Files

Use it

License

Provenance

How to verify

Model tree

Related models