Instructions to use RWKV/RWKV7-1.5B-20260805 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use RWKV/RWKV7-1.5B-20260805 with Transformers:

# Use a pipeline as a high-level helper
from transformers import pipeline

pipe = pipeline("text-generation", model="RWKV/RWKV7-1.5B-20260805")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoModelForCausalLM
model = AutoModelForCausalLM.from_pretrained("RWKV/RWKV7-1.5B-20260805", device_map="auto")

RWKV

How to use RWKV/RWKV7-1.5B-20260805 with RWKV:

# No code snippets available yet for this library.

# To use this model, check the repository files and the library's documentation.

# Want to help? PRs adding snippets are welcome at:
# https://github.com/huggingface/huggingface.js

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use RWKV/RWKV7-1.5B-20260805 with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "RWKV/RWKV7-1.5B-20260805"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "RWKV/RWKV7-1.5B-20260805",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/RWKV/RWKV7-1.5B-20260805

SGLang

How to use RWKV/RWKV7-1.5B-20260805 with SGLang:

Install from pip and serve model

# Install SGLang from pip:
pip install sglang
# Start the SGLang server:
python3 -m sglang.launch_server \
    --model-path "RWKV/RWKV7-1.5B-20260805" \
    --host 0.0.0.0 \
    --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "RWKV/RWKV7-1.5B-20260805",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker images

docker run --gpus all \
    --shm-size 32g \
    -p 30000:30000 \
    -v ~/.cache/huggingface:/root/.cache/huggingface \
    --env "HF_TOKEN=<secret>" \
    --ipc=host \
    lmsysorg/sglang:latest \
    python3 -m sglang.launch_server \
        --model-path "RWKV/RWKV7-1.5B-20260805" \
        --host 0.0.0.0 \
        --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "RWKV/RWKV7-1.5B-20260805",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use RWKV/RWKV7-1.5B-20260805 with Docker Model Runner:
```
docker model run hf.co/RWKV/RWKV7-1.5B-20260805
```

shoumenchougou commited on Aug 6

Commit

bfb3a69

verified ·

1 Parent(s): 31d4a71

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README.md +1 -1
release-manifest.json +2 -2

README.md CHANGED Viewed

@@ -46,7 +46,7 @@ tags:
   <a href="https://huggingface.co/BlinkDL"><img alt="Hugging Face" src="https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-BlinkDL-ffc107" /></a>
   <a href="https://github.com/BlinkDL/RWKV-LM"><img alt="GitHub" src="https://img.shields.io/badge/GitHub-RWKV--LM-181717?logo=github" /></a>
   <a href="https://arxiv.org/abs/2503.14456v2"><img alt="RWKV-7 paper" src="https://img.shields.io/badge/Paper-arXiv%3A2503.14456-b31b1b" /></a>
-  <a href="LICENSE"><img alt="License" src="https://img.shields.io/badge/License-apache-2.0-4c8bf5" /></a>
 </div>
 ---

   <a href="https://huggingface.co/BlinkDL"><img alt="Hugging Face" src="https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-BlinkDL-ffc107" /></a>
   <a href="https://github.com/BlinkDL/RWKV-LM"><img alt="GitHub" src="https://img.shields.io/badge/GitHub-RWKV--LM-181717?logo=github" /></a>
   <a href="https://arxiv.org/abs/2503.14456v2"><img alt="RWKV-7 paper" src="https://img.shields.io/badge/Paper-arXiv%3A2503.14456-b31b1b" /></a>
+  <a href="LICENSE"><img alt="License" src="https://img.shields.io/badge/License-apache--2.0-4c8bf5" /></a>
 </div>
 ---

release-manifest.json CHANGED Viewed

@@ -36,8 +36,8 @@
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       "role": "tokenizer",

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