Instructions to use rhymes-ai/Aria with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use rhymes-ai/Aria with Transformers:

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

pipe = pipeline("image-text-to-text", model="rhymes-ai/Aria")
messages = [
    {
        "role": "user",
        "content": [
            {"type": "image", "url": "https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/p-blog/candy.JPG"},
            {"type": "text", "text": "What animal is on the candy?"}
        ]
    },
]
pipe(text=messages)

# Load model directly
from transformers import AutoProcessor, AutoModelForImageTextToText

processor = AutoProcessor.from_pretrained("rhymes-ai/Aria")
model = AutoModelForImageTextToText.from_pretrained("rhymes-ai/Aria")
messages = [
    {
        "role": "user",
        "content": [
            {"type": "image", "url": "https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/p-blog/candy.JPG"},
            {"type": "text", "text": "What animal is on the candy?"}
        ]
    },
]
inputs = processor.apply_chat_template(
	messages,
	add_generation_prompt=True,
	tokenize=True,
	return_dict=True,
	return_tensors="pt",
).to(model.device)

outputs = model.generate(**inputs, max_new_tokens=40)
print(processor.decode(outputs[0][inputs["input_ids"].shape[-1]:]))

Notebooks
Google Colab
Kaggle
Local Apps

vLLM

How to use rhymes-ai/Aria with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "rhymes-ai/Aria"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "rhymes-ai/Aria",
		"messages": [
			{
				"role": "user",
				"content": [
					{
						"type": "text",
						"text": "Describe this image in one sentence."
					},
					{
						"type": "image_url",
						"image_url": {
							"url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg"
						}
					}
				]
			}
		]
	}'

Use Docker

docker model run hf.co/rhymes-ai/Aria

SGLang

How to use rhymes-ai/Aria 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 "rhymes-ai/Aria" \
    --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": "rhymes-ai/Aria",
		"messages": [
			{
				"role": "user",
				"content": [
					{
						"type": "text",
						"text": "Describe this image in one sentence."
					},
					{
						"type": "image_url",
						"image_url": {
							"url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg"
						}
					}
				]
			}
		]
	}'

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 "rhymes-ai/Aria" \
        --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": "rhymes-ai/Aria",
		"messages": [
			{
				"role": "user",
				"content": [
					{
						"type": "text",
						"text": "Describe this image in one sentence."
					},
					{
						"type": "image_url",
						"image_url": {
							"url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg"
						}
					}
				]
			}
		]
	}'

Docker Model Runner
How to use rhymes-ai/Aria with Docker Model Runner:
```
docker model run hf.co/rhymes-ai/Aria
```

add AIBOM

#22

by fatima113 - opened Jun 16, 2025

base: refs/heads/main

←

from: refs/pr/22

Discussion Files changed

+65

-0

Files changed (1) hide show

rhymes-ai_Aria.json +65 -0

rhymes-ai_Aria.json ADDED Viewed

	@@ -0,0 +1,65 @@

+{
+    "bomFormat": "CycloneDX",
+    "specVersion": "1.6",
+    "serialNumber": "urn:uuid:600758d1-72a4-49d5-a093-440f3cee528c",
+    "version": 1,
+    "metadata": {
+        "timestamp": "2025-06-05T09:39:49.879992+00:00",
+        "component": {
+            "type": "machine-learning-model",
+            "bom-ref": "rhymes-ai/Aria-e3891dd2-656a-5590-b76e-1fafb4755666",
+            "name": "rhymes-ai/Aria",
+            "externalReferences": [
+                {
+                    "url": "https://huggingface.co/rhymes-ai/Aria",
+                    "type": "documentation"
+                }
+            ],
+            "modelCard": {
+                "modelParameters": {
+                    "task": "image-text-to-text",
+                    "architectureFamily": "aria",
+                    "modelArchitecture": "AriaForConditionalGeneration"
+                },
+                "properties": [
+                    {
+                        "name": "library_name",
+                        "value": "transformers"
+                    },
+                    {
+                        "name": "base_model",
+                        "value": "rhymes-ai/Aria-Base-64K"
+                    }
+                ]
+            },
+            "authors": [
+                {
+                    "name": "rhymes-ai"
+                }
+            ],
+            "licenses": [
+                {
+                    "license": {
+                        "id": "Apache-2.0",
+                        "url": "https://spdx.org/licenses/Apache-2.0.html"
+                    }
+                }
+            ],
+            "tags": [
+                "transformers",
+                "safetensors",
+                "aria",
+                "image-text-to-text",
+                "multimodal",
+                "conversational",
+                "en",
+                "arxiv:2410.05993",
+                "base_model:rhymes-ai/Aria-Base-64K",
+                "base_model:finetune:rhymes-ai/Aria-Base-64K",
+                "license:apache-2.0",
+                "endpoints_compatible",
+                "region:us"
+            ]
+        }
+    }
+}