IBM presents Granite 3.0, lightweight foundation models ranging from 400 million to 8B parameters.
Supports coding, RAG, reasoning, and function calling, focusing on enterprise use cases, including on-premise and on-device settings.
The technical report contains detailed discussions on how they collect synthetic datasets for code, reasoning, RAG, tool use, and more.
"Granite 3.0 language models demonstrate strong performance across a battery of academic benchmarks for language understanding, reasoning, coding, function calling, and safety"
The release includes pre-trained and post-trained versions of all Granite 3.0 models under a permissive Apache 2.0 license.
Very strong release by the Granite Team at IBM.
IBM just dropped 8B and 2B param models that outperformed similarly sized Llama-3.1 8B in Hugging Face's OpenLLM Leaderboard (v2)
- Third generation of Granite LLM series
- 8B and 2B parameter dense decoder-only models
- Trained on 12+ trillion tokens across 12 languages and 116 programming languages
- Matches/exceeds performance of similar open models
- Apache 2.0 license with disclosed training data and methods
- Available on IBM watsonx platform and through partners
- Trained using 100% renewable energy
🏆 Performance Benchmarks
- Rivals Meta and Mistral AI models on academic benchmarks
- Leads on RAGBench for enterprise tasks
- Excels on cybersecurity benchmarks
- Outperforms peers on function calling benchmarks
- Industry-leading robustness on adversarial prompt benchmark AttaQ
⚡ Speed and Efficiency Innovations
The Granite 3.0 release also includes additional inference-efficient offerings: mixture of experts (MoE) models and a speculative decoder for accelerated inference.
- Mixture of Experts (MoE) models: 3B-A800M and 1B-A400M
- High efficiency for on-device, CPU servers, low-latency use cases
- Speculative decoding model accelerates inference by 220%
- Innovations in token conditioning and two-phase training
🛠️ Getting Started
- Guides in Granite Snack Cookbook on GitHub
- Granite model playground for experimentation
- Demos and tutorials on IBM. com
- Access through IBM watsonx. ai and partners
@IBM
Today, IBM and Ollama announces partnership to bring Granite 3.0 models! 😍
2 architectures:
Dense:
2B:
ollama run granite3-dense
8B:
ollama run granite3-dense:8b
Mixture of Experts:
1B:
ollama run granite3-moe
3B:
ollama run granite3-moe:3b
Blog post:
https://t.co/xLqCexAaHr
Trying to make generative AI safe for corporate America. IBM's approach -- assume customers' legal risk and publish the data sets.
https://t.co/AUAlewHM0Z
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In the face of adversity, problem solvers around the world rise up to answer the call.
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