Instructions to use ornith-ai/Ornith-1.0-9B with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use ornith-ai/Ornith-1.0-9B with Transformers:

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

pipe = pipeline("text-generation", model="ornith-ai/Ornith-1.0-9B")
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, AutoModelForMultimodalLM

processor = AutoProcessor.from_pretrained("ornith-ai/Ornith-1.0-9B")
model = AutoModelForMultimodalLM.from_pretrained("ornith-ai/Ornith-1.0-9B", device_map="auto")
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]:]))

Inference
Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use ornith-ai/Ornith-1.0-9B with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "ornith-ai/Ornith-1.0-9B"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "ornith-ai/Ornith-1.0-9B",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/ornith-ai/Ornith-1.0-9B

SGLang

How to use ornith-ai/Ornith-1.0-9B 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 "ornith-ai/Ornith-1.0-9B" \
    --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": "ornith-ai/Ornith-1.0-9B",
		"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 "ornith-ai/Ornith-1.0-9B" \
        --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": "ornith-ai/Ornith-1.0-9B",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use ornith-ai/Ornith-1.0-9B with Docker Model Runner:
```
docker model run hf.co/ornith-ai/Ornith-1.0-9B
```

Ornith-1.0-9B / assets

Commit History

Upload ornith_9b_eval.png

bc5311a
verified

deep-reinforce commited on Jun 25

Upload ornith_9b_eval.png

8d4d4e4
verified

deep-reinforce commited on Jun 25

Delete assets/ornith_9b_eval.png

26ed57c
verified

deep-reinforce commited on Jun 25

Upload ornith_9b_eval.png

8b9f794
verified

deep-reinforce commited on Jun 23

Delete assets/ornith_9b_eval.png

2efbda6
verified

deep-reinforce commited on Jun 23

Upload ornith_9b_eval.png

c3a6eaa
verified

deep-reinforce commited on Jun 23

Delete assets/ornith_9b_eval.png

1ddee88
verified

deep-reinforce commited on Jun 23

Delete assets/ornith_397b_eval.png

81aa5cd
verified

deep-reinforce commited on Jun 22

Delete assets/.DS_Store

03e70f4
verified

deep-reinforce commited on Jun 21

Upload 4 files

9ffa279
verified

deep-reinforce commited on Jun 21

Commit History

Upload ornith_9b_eval.png bc5311a verified

Upload ornith_9b_eval.png 8d4d4e4 verified

Delete assets/ornith_9b_eval.png 26ed57c verified

Upload ornith_9b_eval.png 8b9f794 verified

Delete assets/ornith_9b_eval.png 2efbda6 verified

Upload ornith_9b_eval.png c3a6eaa verified

Delete assets/ornith_9b_eval.png 1ddee88 verified

Delete assets/ornith_397b_eval.png 81aa5cd verified

Delete assets/.DS_Store 03e70f4 verified

Upload 4 files 9ffa279 verified

Upload ornith_9b_eval.png

bc5311a
verified

Upload ornith_9b_eval.png

8d4d4e4
verified

Delete assets/ornith_9b_eval.png

26ed57c
verified

Upload ornith_9b_eval.png

8b9f794
verified

Delete assets/ornith_9b_eval.png

2efbda6
verified

Upload ornith_9b_eval.png

c3a6eaa
verified

Delete assets/ornith_9b_eval.png

1ddee88
verified

Delete assets/ornith_397b_eval.png

81aa5cd
verified

Delete assets/.DS_Store

03e70f4
verified

Upload 4 files

9ffa279
verified