Granite 4.0 IBM: Mamba+Transformer LLM ลด VRAM 70% Open Source Enterprise Ready

Granite 4.0 IBM: LLM Hybrid Mamba+Transformer ลด VRAM 70% - Open Source Apache 2.0
IBM Granite 4.0 LLM ใหม่ Mamba-2 + Transformer hybrid ลด memory 70% (32B → 9B active) รัน H100 ได้ 4x models ISO 42001 certified สำหรับ enterprise AI

Granite 4.0 รุ่นย่อย - เลือกตาม Use Case

MoE Architecture: Activate experts เฉพาะ task

Hybrid Architecture: Mamba-2 + Transformer

🧠 Mamba-2: Long context (1M+ tokens) O(1) complexity
⚡ Transformer: Attention precision short-range
🎯 Mixture of Experts: 70% memory reduction

Benchmark vs Llama 3.1/GPT-4o:

Granite 4.0 Enterprise Features

✅ ISO 42001 AI Management certified
🔐 Cryptographic model signing
📊 watsonx.governance integration
🇪🇺 EU AI Act compliant
🔒 Apache 2.0 fully open source

Security: Provenance tracking + tamper-proof weights

Deploy Granite 4.0 - Quick Start

Docker (Hugging Face):

docker run -p 8080:8080 \
  --gpus all \
  ibm-granite/granite-4.0-h-small:latest

vLLM (Production):

vllm serve granite-4.0-h-small \
  --tensor-parallel-size 2 \
  --max-model-len 1M

Kubernetes (watsonx):

resources:
  limits:
    nvidia.com/gpu: 1
model: granite-4.0-h-small

Platform Support ครบ Enterprise

☁️ IBM watsonx.ai (Managed)
🟢 AWS SageMaker (Q1 2026)
🔵 Azure ML (Q1 2026)
🟠 Dell AI Factory
🟨 NVIDIA NIM
🐳 Docker Hub / Hugging Face

Cost Comparison: Granite vs Proprietary

TCO Reduction: 70-85%

Use Cases Granite 4.0 Enterprise

🏦 Banking: Compliance RAG (1M docs)
🏥 Healthcare: Medical record analysis
🛒 Retail: Personalized recommendations
📞 Customer Service: 100+ concurrent agents
🔬 Research: Long-context scientific papers

Thai/SEA: Multilingual fine-tuning ready

Granite 4.0 vs Open Source Competitors