Model reference · open weights

granite-3.3

granite-3.3 is an open-weight language model from ibm-granite, listed in the AxForge catalogue. AxForge can bring it up on EU-owned hardware for you on request — with the licence handled where one is required.

LLMs ibm-granite 2 variants 56k downloads/mo
Request this model on EU hardware All served models Not on the shared API today — deployed on request.

About

What granite-3.3 is

Granite-3.3-8B-Instruct Model Summary: Granite-3.3-8B-Instruct is a 8-billion parameter 128K context length language model fine-tuned for improved reasoning and instruction-following capabilities. Built on top of Granite-3.3-8B-Base, the model delivers significant gains on benchmarks for measuring generic performance including AlpacaEval-2.0 and Arena-Hard, and improvements in mathematics, coding, and instruction following. It supports structured reasoning through \<think\\<\/think\ and \<response\\<\/response\ tags, providing clear separation between internal thoughts and final outputs. The model has been trained on a carefully balanced combination of permissively licensed data and curated synthetic tasks. - Developers: Granite Team, IBM - Website: Granite Docs - Release Date: April 16th, 2025 - License: Apache 2.0 Supported Languages: English, German, Spanish, French, Japanese, Portuguese, Arabic, Czech, Italian, Korean, Dutch, and Chinese. However, users may finetune this Granite model for languages beyond these 12 languages. Intended Use: This model is designed to handle general instruction-following tasks and can be integrated into AI assistants across various domains, including business applications. Capabilities Thinking Summarization Text classification Text extraction Question-answering Retrieval Augmented Generation (RAG) Code related tasks Function-calling tasks Multilingual dialog use cases Long-context tasks including long document/meeting summarization, long document QA, etc. Generation: This is a simple example of how to use Granite-3.3-8B-Instruct model. Install the following libraries: Then, copy the snippet from the section that is relevant for your use case. Example Outputs - thinking=True - thinking=False Evaluation Results: Training Data: Overall, our training data is largely comprised of two key sources: (1) publicly available datasets with permissive license, (2) internal synthetically generated data targeted to enhance reasoning capabilites. Infrastructure: We train Granite-3.3-8B-Instruct using IBM's super computing cluster, Blue Vela, which is outfitted with NVIDIA H100 GPUs. This cluster provides a scalable and efficient infrastructure

Summarised from the published model card. Read the full card on the HuggingFace links below.

Specifications

What it is

Makeribm-granite
TypeLanguage models
Parameters (lead)8.2B
Context128k tokens
Variants2
Runs withtransformers
Based onibm-granite/granite-3.3-8b-base
Released2025-04-09
Popularity56k downloads / month
Likes161
LicenceOpen weights

How it works

How language models work

Your prompttext / messagesTransformerattention over tokensNext-token loopgenerate + streamResponsetext · tool callsA language model reads your tokens and predicts the next one, again and again, streaming the reply back.

Variants

Sizes & precisions

Open weights ship in several sizes and precisions. One page, all the variants — pick the one that fits your GPU. VRAM figures are estimates from model size.

VariantParamsPrecisionVRAMFits 16 GBWeights
granite-3.3-8b-instruct8.2BBF16~18.8 GBWeights ↗
granite-3.3-2b-instruct2.5BBF16~5.8 GBWeights ↗

Using it via the API

Call it like any OpenAI endpoint

Once AxForge deploys granite-3-3 for you, it answers on the OpenAI-compatible API — the same base URL and keys as every other model. (granite-3-3 below is illustrative; you get the exact model name on deployment.)

$ curl -sS https://api.axforge.ai/v1/chat/completions \
  -H "Authorization: Bearer $AXFORGE_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{"model":"granite-3-3","messages":[{"role":"user","content":"Hello"}]}'

Details

Languages, data & research

Tags

transformers safetensors granite text-generation language granite-3.3 conversational deploy:azure

Papers

Licence

Open weights

Open weights under apache-2.0 — commercial use is permitted. Deploy it on AxForge EU hardware on request. Read the licence ↗

Sources

Weights & code

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