Instructions to use ayan4m1/Clara-v2-8B with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use ayan4m1/Clara-v2-8B with Transformers:

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

pipe = pipeline("image-text-to-text", model="ayan4m1/Clara-v2-8B")
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 AutoModel
model = AutoModel.from_pretrained("ayan4m1/Clara-v2-8B", device_map="auto")

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use ayan4m1/Clara-v2-8B with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "ayan4m1/Clara-v2-8B"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "ayan4m1/Clara-v2-8B",
		"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/ayan4m1/Clara-v2-8B

SGLang

How to use ayan4m1/Clara-v2-8B 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 "ayan4m1/Clara-v2-8B" \
    --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": "ayan4m1/Clara-v2-8B",
		"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 "ayan4m1/Clara-v2-8B" \
        --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": "ayan4m1/Clara-v2-8B",
		"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 ayan4m1/Clara-v2-8B with Docker Model Runner:
```
docker model run hf.co/ayan4m1/Clara-v2-8B
```

Clara-v2-8B

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Commit History

Update README.md e6f23a3 verified

attempt to fix broken thinking by re-training 520b4a5

try to fix tokenizer 12889a0

Update README.md 5de61a3 verified

add image and repo info to README.md 4873740

Update README.md 06f5a52 verified

Update README.md eaa9557 verified

initial import 132b874

Update README.md 5cee9aa verified

Update README.md 109cd1a verified

initial commit f3c44a2 verified

Update README.md

e6f23a3
verified

attempt to fix broken thinking by re-training

520b4a5

try to fix tokenizer

12889a0

Update README.md

5de61a3
verified

add image and repo info to README.md

4873740

Update README.md

06f5a52
verified

Update README.md

eaa9557
verified

initial import

132b874

Update README.md

5cee9aa
verified

Update README.md

109cd1a
verified

initial commit

f3c44a2
verified