Image-Text-to-Text
Transformers
Safetensors
inkling_mm_model
conversational
audio-text-to-text
Mixture of Experts
Eval Results
4-bit precision
auto-round
Instructions to use INCModel2/Inkling-Small-MXFP4-AutoRound with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use INCModel2/Inkling-Small-MXFP4-AutoRound with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("image-text-to-text", model="INCModel2/Inkling-Small-MXFP4-AutoRound") 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("INCModel2/Inkling-Small-MXFP4-AutoRound") model = AutoModelForMultimodalLM.from_pretrained("INCModel2/Inkling-Small-MXFP4-AutoRound", 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]:])) - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- vLLM
How to use INCModel2/Inkling-Small-MXFP4-AutoRound with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "INCModel2/Inkling-Small-MXFP4-AutoRound" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "INCModel2/Inkling-Small-MXFP4-AutoRound", "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/INCModel2/Inkling-Small-MXFP4-AutoRound
- SGLang
How to use INCModel2/Inkling-Small-MXFP4-AutoRound 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 "INCModel2/Inkling-Small-MXFP4-AutoRound" \ --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": "INCModel2/Inkling-Small-MXFP4-AutoRound", "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 "INCModel2/Inkling-Small-MXFP4-AutoRound" \ --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": "INCModel2/Inkling-Small-MXFP4-AutoRound", "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 INCModel2/Inkling-Small-MXFP4-AutoRound with Docker Model Runner:
docker model run hf.co/INCModel2/Inkling-Small-MXFP4-AutoRound
| { | |
| "quant_method": "auto-round", | |
| "packing_format": "auto_round:llm_compressor", | |
| "bits": 4, | |
| "group_size": 32, | |
| "sym": true, | |
| "data_type": "mx_fp", | |
| "iters": 0, | |
| "model_free": true, | |
| "autoround_version": "0.15.0", | |
| "enable_quanted_input": false, | |
| "block_name_to_quantize": "model.llm.layers", | |
| "act_bits": 16, | |
| "act_data_type": "fp", | |
| "act_dynamic": true, | |
| "act_group_size": 128, | |
| "act_sym": true, | |
| "extra_config": { | |
| "mlp.experts": { | |
| "act_bits": 4, | |
| "act_group_size": 32, | |
| "act_data_type": "mx_fp" | |
| }, | |
| "model.audio.encoder": { | |
| "bits": 16, | |
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| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
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| "model.llm.layers.2.mlp.gate": { | |
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| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
| "model.llm.layers.23.attn.wr_du": { | |
| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
| "model.llm.layers.25.attn.wo_ud": { | |
| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
| "model.llm.layers.27.attn.wk_dv": { | |
| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
| "model.llm.layers.29.attn.wv_dv": { | |
| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
| "model.llm.layers.3.attn.wo_ud": { | |
| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
| "model.llm.layers.3.attn.wr_du": { | |
| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
| "model.llm.layers.32.attn.wo_ud": { | |
| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
| "model.llm.layers.32.attn.wq_du": { | |
| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
| "model.llm.layers.37.attn.wr_du": { | |
| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
| "model.llm.layers.4.attn.wk_dv": { | |
| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
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| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
| "model.llm.layers.40.attn.wr_du": { | |
| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
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| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
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| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
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| "bits": 16, | |
| "data_type": "float", | |
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| "act_data_type": "float" | |
| }, | |
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| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
| "model.llm.layers.36.attn.wr_du": { | |
| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
| "model.llm.layers.4.mlp.gate": { | |
| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
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| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
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| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
| "model.llm.layers.9.attn.wr_du": { | |
| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
| "model.llm.layers.18.mlp.gate": { | |
| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
| "model.llm.layers.27.mlp.gate": { | |
| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
| "model.llm.layers.30.attn.wq_du": { | |
| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
| "model.llm.layers.0.attn.wq_du": { | |
| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
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| "bits": 16, | |
| "data_type": "float", | |
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| "model.llm.layers.23.attn.wq_du": { | |
| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
| "model.llm.layers.23.attn.wv_dv": { | |
| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
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| "bits": 16, | |
| "data_type": "float", | |
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| "act_data_type": "float" | |
| }, | |
| "model.llm.layers.26.mlp.gate": { | |
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| "act_data_type": "float" | |
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| "bits": 16, | |
| "data_type": "float", | |
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| "act_data_type": "float" | |
| }, | |
| "model.llm.layers.36.attn.wo_ud": { | |
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| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
| "model.llm.layers.37.mlp.gate": { | |
| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
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| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
| "model.llm.layers.5.mlp.gate": { | |
| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
| "model.llm.layers.7.attn.wr_du": { | |
| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
| "model.visual.layers.linear_2": { | |
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| "data_type": "float", | |
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| }, | |
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| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
| "model.llm.layers.14.attn.wq_du": { | |
| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
| "model.llm.layers.28.attn.wq_du": { | |
| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
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| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
| "model.llm.layers.35.attn.wr_du": { | |
| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
| "model.llm.layers.38.attn.wq_du": { | |
| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
| "model.llm.layers.8.attn.wo_ud": { | |
| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
| "model.llm.layers.9.attn.wk_dv": { | |
| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
| "model.llm.layers.11.attn.wk_dv": { | |
| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
| "model.llm.layers.12.attn.wq_du": { | |
| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
| "model.llm.layers.14.attn.wo_ud": { | |
| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
| "model.llm.layers.15.attn.wk_dv": { | |
| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
| "model.llm.layers.19.mlp.gate": { | |
| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
| "model.llm.layers.2.attn.wo_ud": { | |
| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
| "model.llm.layers.24.mlp.gate": { | |
| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
| "model.llm.layers.28.attn.wo_ud": { | |
| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
| "model.llm.layers.3.attn.wk_dv": { | |
| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
| "model.llm.layers.33.attn.wr_du": { | |
| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
| "model.llm.layers.34.attn.wr_du": { | |
| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
| "model.llm.layers.35.mlp.gate": { | |
| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
| "model.llm.layers.6.attn.wo_ud": { | |
| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
| "model.llm.layers.0.attn.wk_dv": { | |
| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
| "model.llm.layers.10.attn.wr_du": { | |
| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
| "model.llm.layers.13.attn.wv_dv": { | |
| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
| "model.llm.layers.15.attn.wr_du": { | |
| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
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