Instructions to use CohereLabs/command-a-plus-05-2026-bf16 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use CohereLabs/command-a-plus-05-2026-bf16 with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("image-text-to-text", model="CohereLabs/command-a-plus-05-2026-bf16") 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("CohereLabs/command-a-plus-05-2026-bf16") model = AutoModelForMultimodalLM.from_pretrained("CohereLabs/command-a-plus-05-2026-bf16") 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]:])) - Inference
- HuggingChat
- Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- vLLM
How to use CohereLabs/command-a-plus-05-2026-bf16 with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "CohereLabs/command-a-plus-05-2026-bf16" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "CohereLabs/command-a-plus-05-2026-bf16", "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/CohereLabs/command-a-plus-05-2026-bf16
- SGLang
How to use CohereLabs/command-a-plus-05-2026-bf16 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 "CohereLabs/command-a-plus-05-2026-bf16" \ --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": "CohereLabs/command-a-plus-05-2026-bf16", "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 "CohereLabs/command-a-plus-05-2026-bf16" \ --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": "CohereLabs/command-a-plus-05-2026-bf16", "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 CohereLabs/command-a-plus-05-2026-bf16 with Docker Model Runner:
docker model run hf.co/CohereLabs/command-a-plus-05-2026-bf16
| { | |
| "add_bos_token": true, | |
| "add_eos_token": false, | |
| "add_prefix_space": false, | |
| "clean_up_tokenization_spaces": false, | |
| "legacy": true, | |
| "spaces_between_special_tokens": false, | |
| "use_default_system_prompt": false, | |
| "bos_token": "<BOS_TOKEN>", | |
| "eos_token": "<|END_OF_TURN_TOKEN|>", | |
| "pad_token": "<PAD>", | |
| "unk_token": "<UNK>", | |
| "tokenizer_class": "TokenizersBackend", | |
| "model_max_length": 1000000000000000019884624838656, | |
| "sp_model_kwargs": {}, | |
| "added_tokens_decoder": { | |
| "0": { | |
| "content": "<PAD>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "1": { | |
| "content": "<MASK_TOKEN>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "2": { | |
| "content": "<BOS_TOKEN>", | |
| "lstrip": false, | |
| "normalized": false, | |
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| "single_word": false, | |
| "special": true | |
| }, | |
| "3": { | |
| "content": "<EOS_TOKEN>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "4": { | |
| "content": "<UNK>", | |
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| "special": true | |
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| "255001": { | |
| "content": "<|END_OF_TURN_TOKEN|>", | |
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| "255003": { | |
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| "255005": { | |
| "content": "<|NEW_FILE|>", | |
| "lstrip": false, | |
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| "special": true | |
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| "255006": { | |
| "content": "<|BEGINNING_OF_PREFIX_FIM_TOKEN|>", | |
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| "255007": { | |
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| "single_word": false, | |
| "special": true | |
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| "255008": { | |
| "content": "<|BEGINNING_OF_SUFFIX_FIM_TOKEN|>", | |
| "lstrip": false, | |
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| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "255009": { | |
| "content": "<|END_OF_MIDDLE_FIM_TOKEN|>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "255010": { | |
| "content": "<|START_THINKING|>", | |
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| "special": false | |
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| "255011": { | |
| "content": "<|END_THINKING|>", | |
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| "255012": { | |
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| "255013": { | |
| "content": "<|END_TEXT|>", | |
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| "special": false | |
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| "255014": { | |
| "content": "<|START_ACTION|>", | |
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| "special": false | |
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| "255015": { | |
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| "255018": { | |
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| "content": "<|USER_1_TOKEN|>", | |
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| "special": false | |
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| "content": "<|USER_3_TOKEN|>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": false | |
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| "content": "<|USER_4_TOKEN|>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": false | |
| }, | |
| "255023": { | |
| "content": "<|USER_5_TOKEN|>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": false | |
| }, | |
| "255024": { | |
| "content": "<|USER_6_TOKEN|>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": false | |
| }, | |
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| "content": "<|USER_7_TOKEN|>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": false | |
| }, | |
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| "content": "<|USER_8_TOKEN|>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": false | |
| }, | |
| "255027": { | |
| "content": "<|USER_9_TOKEN|>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": false | |
| }, | |
| "255028": { | |
| "content": "<|START_OF_IMG|>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "255029": { | |
| "content": "<|END_OF_IMG|>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "255030": { | |
| "content": "<|IMG_LINE_BREAK|>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "255031": { | |
| "content": "<|IMG_PATCH|>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| } | |
| }, | |
| "boi_token": "<|START_OF_IMG|>", | |
| "eoi_token": "<|END_OF_IMG|>", | |
| "image_token": "<|IMG_PATCH|>", | |
| "img_line_break_token": "<|IMG_LINE_BREAK|>", | |
| "extra_special_tokens": { | |
| "boi_token": "<|START_OF_IMG|>", | |
| "eoi_token": "<|END_OF_IMG|>", | |
| "image_token": "<|IMG_PATCH|>", | |
| "img_line_break_token": "<|IMG_LINE_BREAK|>" | |
| } | |
| } |