Instructions to use microsoft/Florence-2-large with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use microsoft/Florence-2-large with Transformers:

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

pipe = pipeline("image-text-to-text", model="microsoft/Florence-2-large", trust_remote_code=True)

# pip install -U transformers accelerate
# Load model directly
from transformers import AutoProcessor, AutoModelForMultimodalLM

processor = AutoProcessor.from_pretrained("microsoft/Florence-2-large", trust_remote_code=True)
model = AutoModelForMultimodalLM.from_pretrained("microsoft/Florence-2-large", trust_remote_code=True, device_map="auto")

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use microsoft/Florence-2-large with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "microsoft/Florence-2-large"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "microsoft/Florence-2-large",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Use Docker

docker model run hf.co/microsoft/Florence-2-large

SGLang

How to use microsoft/Florence-2-large 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 "microsoft/Florence-2-large" \
    --host 0.0.0.0 \
    --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "microsoft/Florence-2-large",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

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 "microsoft/Florence-2-large" \
        --host 0.0.0.0 \
        --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "microsoft/Florence-2-large",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Docker Model Runner
How to use microsoft/Florence-2-large with Docker Model Runner:
```
docker model run hf.co/microsoft/Florence-2-large
```

Jacekmroz1 commited on Aug 25

Commit

2300239

verified ·

1 Parent(s): 21a599d

Upload 10 files

Browse files

Potrzebuje opisu z wymiarami dokładnego tego pomarańczowego przedmiotu do druku 3D. Lub opisz dokładnie

Files changed (11) hide show

.gitattributes +10 -0
Screenshot_2026-08-20-00-20-39-826_com.zhiliaoapp.musically.jpg +3 -0
Screenshot_2026-08-22-00-31-48-607_com.miui.gallery.jpg +3 -0
Screenshot_2026-08-22-00-32-46-210_com.miui.gallery.jpg +3 -0
Screenshot_2026-08-22-00-32-53-330_com.miui.gallery.jpg +3 -0
Screenshot_2026-08-22-00-33-01-062_com.miui.gallery.jpg +3 -0
Screenshot_2026-08-22-00-33-05-442_com.miui.gallery.jpg +3 -0
Screenshot_2026-08-22-00-35-08-382_com.miui.gallery.jpg +3 -0
Screenshot_2026-08-22-00-35-19-925_com.miui.gallery.jpg +3 -0
Screenshot_2026-08-22-00-35-24-740_com.miui.gallery.jpg +3 -0
Screenshot_2026-08-22-00-35-35-632_com.miui.gallery.jpg +3 -0

@@ -34,3 +34,13 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
 *bin filter=lfs diff=lfs merge=lfs -text

 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
 *bin filter=lfs diff=lfs merge=lfs -text
+Screenshot_2026-08-20-00-20-39-826_com.zhiliaoapp.musically.jpg filter=lfs diff=lfs merge=lfs -text
+Screenshot_2026-08-22-00-31-48-607_com.miui.gallery.jpg filter=lfs diff=lfs merge=lfs -text
+Screenshot_2026-08-22-00-32-46-210_com.miui.gallery.jpg filter=lfs diff=lfs merge=lfs -text
+Screenshot_2026-08-22-00-32-53-330_com.miui.gallery.jpg filter=lfs diff=lfs merge=lfs -text
+Screenshot_2026-08-22-00-33-01-062_com.miui.gallery.jpg filter=lfs diff=lfs merge=lfs -text
+Screenshot_2026-08-22-00-33-05-442_com.miui.gallery.jpg filter=lfs diff=lfs merge=lfs -text
+Screenshot_2026-08-22-00-35-08-382_com.miui.gallery.jpg filter=lfs diff=lfs merge=lfs -text
+Screenshot_2026-08-22-00-35-19-925_com.miui.gallery.jpg filter=lfs diff=lfs merge=lfs -text
+Screenshot_2026-08-22-00-35-24-740_com.miui.gallery.jpg filter=lfs diff=lfs merge=lfs -text
+Screenshot_2026-08-22-00-35-35-632_com.miui.gallery.jpg filter=lfs diff=lfs merge=lfs -text

microsoft
/

Florence-2-large

Upload 10 files

Git LFS Details

Git LFS Details

Git LFS Details

Git LFS Details

Git LFS Details

Git LFS Details

Git LFS Details

Git LFS Details

Git LFS Details

Git LFS Details