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
| { | |
| "architectures": [ | |
| "InklingForConditionalGeneration" | |
| ], | |
| "model_type": "inkling_mm_model", | |
| "eos_token_id": 200006, | |
| "text_config": { | |
| "model_max_length": 1048576, | |
| "torch_dtype": "bfloat16", | |
| "hidden_size": 4096, | |
| "num_hidden_layers": 42, | |
| "vocab_size": 201024, | |
| "num_attention_heads": 32, | |
| "num_key_value_heads": 8, | |
| "head_dim": 128, | |
| "d_rel": 16, | |
| "rel_extent": 1024, | |
| "q_bias": false, | |
| "o_bias": false, | |
| "log_scaling_n_floor": 128000, | |
| "log_scaling_alpha": 0.1, | |
| "rms_norm_eps": 1e-06, | |
| "use_embed_norm": true, | |
| "local_layer_ids": [ | |
| 0, | |
| 1, | |
| 2, | |
| 3, | |
| 4, | |
| 6, | |
| 7, | |
| 8, | |
| 9, | |
| 10, | |
| 12, | |
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| 15, | |
| 16, | |
| 18, | |
| 19, | |
| 20, | |
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| 24, | |
| 25, | |
| 26, | |
| 27, | |
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| 30, | |
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| 32, | |
| 33, | |
| 34, | |
| 36, | |
| 37, | |
| 38, | |
| 39, | |
| 40 | |
| ], | |
| "dense_mlp_idx": 2, | |
| "use_sconv": true, | |
| "sconv_kernel_size": 4, | |
| "unpadded_vocab_size": 200058, | |
| "logits_mup_width_multiplier": 16.0, | |
| "final_logit_softcapping": null, | |
| "swa_head_dim": 128, | |
| "swa_num_attention_heads": 32, | |
| "swa_num_key_value_heads": 8, | |
| "sliding_window_size": 512, | |
| "n_routed_experts": 256, | |
| "num_experts_per_tok": 6, | |
| "n_shared_experts": 2, | |
| "shared_expert_sink": true, | |
| "dense_intermediate_size": 16384, | |
| "intermediate_size": 2048, | |
| "route_scale": 8.0, | |
| "use_gate_bias": true, | |
| "gate_activation": "sigmoid", | |
| "norm_after_topk": true, | |
| "use_global_scale": true | |
| }, | |
| "audio_config": { | |
| "decoder_dmodel": 4096, | |
| "n_mel_bins": 80, | |
| "mel_vocab_size": 16, | |
| "bias": false, | |
| "dmel_min_value": -7.0, | |
| "dmel_max_value": 2.0, | |
| "use_audio_norm": true, | |
| "audio_mode": "dmel" | |
| }, | |
| "vision_config": { | |
| "vision_encoder_type": "hmlp", | |
| "decoder_dmodel": 4096, | |
| "patch_size": 40, | |
| "temporal_patch_size": 2, | |
| "n_channels": 3, | |
| "n_layers": 4, | |
| "use_vision_norm": true | |
| }, | |
| "mtp_config": { | |
| "num_nextn_predict_layers": 8, | |
| "chain_hidden_post_norm": false, | |
| "local_layer_ids": [ | |
| 0, | |
| 2, | |
| 4, | |
| 5, | |
| 6, | |
| 7 | |
| ] | |
| }, | |
| "quantization_config": { | |
| "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, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
| "model.llm.layers.13.attn.wr_du": { | |
| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
| "model.llm.layers.3.mlp.gate": { | |
| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
| "model.llm.layers.34.attn.wk_dv": { | |
| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
| "model.llm.layers.37.attn.wk_dv": { | |
| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
| "model.llm.layers.37.attn.wo_ud": { | |
| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
| "model.llm.layers.11.mlp.gate": { | |
| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
| "model.llm.layers.13.attn.wk_dv": { | |
| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
| "model.llm.layers.18.attn.wq_du": { | |
| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
| "model.llm.layers.19.attn.wo_ud": { | |
| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
| "model.llm.layers.2.attn.wv_dv": { | |
| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
| "model.llm.layers.2.mlp.gate": { | |
| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
| "model.llm.layers.20.attn.wk_dv": { | |
| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
| "model.llm.layers.21.attn.wk_dv": { | |
| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
| "model.llm.layers.22.attn.wq_du": { | |
| "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, | |
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| "act_bits": 16, | |
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| "bits": 16, | |
| "data_type": "float", | |
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| "act_data_type": "float" | |
| }, | |
| "model.llm.layers.15.mlp.gate": { | |
| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
| "model.llm.layers.23.attn.wk_dv": { | |
| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
| "model.llm.layers.30.attn.wr_du": { | |
| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
| "model.llm.layers.34.attn.wv_dv": { | |
| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
| "model.llm.layers.36.attn.wr_du": { | |
| "bits": 16, | |
| "data_type": "float", | |
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| "act_data_type": "float" | |
| }, | |
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| "act_data_type": "float" | |
| }, | |
| "model.llm.layers.6.attn.wr_du": { | |
| "bits": 16, | |
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| "act_data_type": "float" | |
| }, | |
| "model.llm.layers.8.attn.wr_du": { | |
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| "act_data_type": "float" | |
| }, | |
| "model.llm.layers.18.mlp.gate": { | |
| "bits": 16, | |
| "data_type": "float", | |
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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" | |
| }, | |
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| "data_type": "float", | |
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| "data_type": "float", | |
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| "bits": 16, | |
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| "bits": 16, | |
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| "model.llm.layers.27.attn.wq_du": { | |
| "bits": 16, | |
| "data_type": "float", | |
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| }, | |
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| "bits": 16, | |
| "data_type": "float", | |
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| "act_data_type": "float" | |
| }, | |
| "model.llm.layers.36.attn.wo_ud": { | |
| "bits": 16, | |
| "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" | |
| }, | |
| "model.llm.layers.41.mlp.gate": { | |
| "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": { | |
| "bits": 16, | |
| "data_type": "float", | |
| "act_bits": 16, | |
| "act_data_type": "float" | |
| }, | |
| "model.llm.layers.12.attn.wo_ud": { | |
| "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" | |
| }, | |
| "model.llm.layers.31.attn.wr_du": { | |
| "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" | |
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