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# LangChain
vLLM is also available via [LangChain](https://github.com/langchain-ai/langchain) .
To install LangChain, run
```bash
pip install langchain langchain_community -q
```
To run inference on a single or multiple GPUs, use `VLLM` class from `langchain`.
??? code
```python
from langchain_community.llms import VLLM
llm = VLLM(
model="mosaicml/mpt-7b",
trust_remote_code=True, # mandatory for hf models
max_new_tokens=128,
top_k=10,
top_p=0.95,
temperature=0.8,
# for distributed inference
# tensor_parallel_size=...,
)
print(llm("What is the capital of France ?"))
```
Please refer to this [Tutorial](https://python.langchain.com/docs/integrations/llms/vllm) for more details.

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# LlamaIndex
vLLM is also available via [LlamaIndex](https://github.com/run-llama/llama_index) .
To install LlamaIndex, run
```bash
pip install llama-index-llms-vllm -q
```
To run inference on a single or multiple GPUs, use `Vllm` class from `llamaindex`.
```python
from llama_index.llms.vllm import Vllm
llm = Vllm(
model="microsoft/Orca-2-7b",
tensor_parallel_size=4,
max_new_tokens=100,
vllm_kwargs={"swap_space": 1, "gpu_memory_utilization": 0.5},
)
```
Please refer to this [Tutorial](https://docs.llamaindex.ai/en/latest/examples/llm/vllm/) for more details.