Instructions to use 88plug/MiniCPM-o-4.5-W8A16 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use 88plug/MiniCPM-o-4.5-W8A16 with Transformers:

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

pipe = pipeline("image-text-to-text", model="88plug/MiniCPM-o-4.5-W8A16", trust_remote_code=True)
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("88plug/MiniCPM-o-4.5-W8A16", trust_remote_code=True, device_map="auto")

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use 88plug/MiniCPM-o-4.5-W8A16 with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "88plug/MiniCPM-o-4.5-W8A16"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "88plug/MiniCPM-o-4.5-W8A16",
		"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/88plug/MiniCPM-o-4.5-W8A16

SGLang

How to use 88plug/MiniCPM-o-4.5-W8A16 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 "88plug/MiniCPM-o-4.5-W8A16" \
    --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": "88plug/MiniCPM-o-4.5-W8A16",
		"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 "88plug/MiniCPM-o-4.5-W8A16" \
        --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": "88plug/MiniCPM-o-4.5-W8A16",
		"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 88plug/MiniCPM-o-4.5-W8A16 with Docker Model Runner:
```
docker model run hf.co/88plug/MiniCPM-o-4.5-W8A16
```

88plug-bot commited on Jul 10

Commit

749fb86

verified ·

1 Parent(s): 000e8db

P15: add processor_config.json (parity with W4; multimodal processor load)

Browse files

Files changed (1) hide show

processor_config.json +102 -0

processor_config.json ADDED Viewed

	@@ -0,0 +1,102 @@

+{
+  "audio_processor": {
+    "audio_pool_step": 5,
+    "auto_map": {
+      "AutoFeatureExtractor": "processing_minicpmo.MiniCPMAAudioProcessor",
+      "AutoImageProcessor": "processing_minicpmo.MiniCPMVImageProcessor",
+      "AutoProcessor": "processing_minicpmo.MiniCPMOProcessor"
+    },
+    "chunk_length": 30,
+    "dither": 0.0,
+    "dynamic_log_norm": true,
+    "dynamic_range_db": 8.0,
+    "feature_extractor_type": "MiniCPMAAudioProcessor",
+    "feature_size": 80,
+    "hop_length": 160,
+    "im_end": "</image>",
+    "im_id_end": "</image_id>",
+    "im_id_start": "<image_id>",
+    "im_start": "<image>",
+    "image_feature_size": 64,
+    "image_processor_type": "MiniCPMVImageProcessor",
+    "log_floor_db": -10.0,
+    "max_slice_nums": 9,
+    "n_fft": 400,
+    "n_samples": 480000,
+    "nb_max_frames": 3000,
+    "norm_mean": [
+      0.5,
+      0.5,
+      0.5
+    ],
+    "norm_std": [
+      0.5,
+      0.5,
+      0.5
+    ],
+    "padding_side": "right",
+    "padding_value": 0.0,
+    "patch_size": 14,
+    "return_attention_mask": false,
+    "sampling_rate": 16000,
+    "scale_resolution": 448,
+    "slice_end": "</slice>",
+    "slice_mode": true,
+    "slice_start": "<slice>",
+    "unk": "<unk>",
+    "use_image_id": true,
+    "version": 4.5
+  },
+  "auto_map": {
+    "AutoProcessor": "processing_minicpmo.MiniCPMOProcessor"
+  },
+  "image_processor": {
+    "audio_pool_step": 5,
+    "auto_map": {
+      "AutoFeatureExtractor": "processing_minicpmo.MiniCPMAAudioProcessor",
+      "AutoImageProcessor": "processing_minicpmo.MiniCPMVImageProcessor",
+      "AutoProcessor": "processing_minicpmo.MiniCPMOProcessor"
+    },
+    "im_end": "</image>",
+    "im_end_token": "</image>",
+    "im_id_end": "</image_id>",
+    "im_id_start": "<image_id>",
+    "im_start": "<image>",
+    "im_start_token": "<image>",
+    "image_feature_size": 64,
+    "image_processor_type": "MiniCPMVImageProcessor",
+    "max_slice_nums": 9,
+    "mean": [
+      0.5,
+      0.5,
+      0.5
+    ],
+    "norm_mean": [
+      0.5,
+      0.5,
+      0.5
+    ],
+    "norm_std": [
+      0.5,
+      0.5,
+      0.5
+    ],
+    "patch_size": 14,
+    "scale_resolution": 448,
+    "slice_end": "</slice>",
+    "slice_end_token": "</slice>",
+    "slice_mode": true,
+    "slice_start": "<slice>",
+    "slice_start_token": "<slice>",
+    "std": [
+      0.5,
+      0.5,
+      0.5
+    ],
+    "unk": "<unk>",
+    "unk_token": "<unk>",
+    "use_image_id": true,
+    "version": 4.5
+  },
+  "processor_class": "MiniCPMOProcessor"
+}