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- **Composable** — Combine independently trained adapters into one checkpoint, whether IBM's or yours. Swap, upgrade, or customize without retraining.
- **Fast** — Built on IBM's Activated LoRA technology for efficient KV cache reuse, low latency, and high inference throughput.
-- **Accurate** — Task-specific adapters can match and even surpass the accuracy of significantly larger generalist models, while requiring only a fraction of the serving cost. For concrete benchmark example, see the [Hallucination Detection](https://huggingface.co/ibm-granite/granitelib-rag-r1.0/blob/main/hallucination_detection/README.md#evaluation) from the RAG adapter library.
+- **Accurate** — Task-specific adapters can match and even surpass the accuracy of significantly larger generalist models, while requiring only a fraction of the serving cost. See the [adapter catalog](https://generative-computing.github.io/granite-switch/adapter_catalog.html#hallucination-detection) for benchmark comparisons across all 12 adapters.
- **Inference-ready** — Support for Hugging Face and vLLM.
## Quick Start
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--output ./my-model
```
+Use the **[Adapter Composer](https://generative-computing.github.io/granite-switch/adapter_catalog.html)** to browse available adapters, compare benchmarks, and generate a ready-to-run compose command.
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This downloads the base model, embeds compatible LoRA adapters (with a preference towards activated LoRA), adds control tokens and a chat template, and produces a model directory that works with both HuggingFace and vLLM.
For convenience, you can find already composed Granite Switch models for the Granite 4.1 model family here:
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+ Granite Switch — Adapter Composer
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Granite Switch — Adapter Composer
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Browse the 12 Granite Libraries adapters, compare benchmarks, and generate your compose_granite_switch command.