Text Generation
Transformers
Safetensors
laguna
laguna-xs.2
vllm
conversational
custom_code
Eval Results
Instructions to use poolside/Laguna-XS.2 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use poolside/Laguna-XS.2 with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-generation", model="poolside/Laguna-XS.2", trust_remote_code=True) messages = [ {"role": "user", "content": "Who are you?"}, ] pipe(messages)# Load model directly from transformers import AutoTokenizer, AutoModelForCausalLM tokenizer = AutoTokenizer.from_pretrained("poolside/Laguna-XS.2", trust_remote_code=True) model = AutoModelForCausalLM.from_pretrained("poolside/Laguna-XS.2", trust_remote_code=True) messages = [ {"role": "user", "content": "Who are you?"}, ] inputs = tokenizer.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(tokenizer.decode(outputs[0][inputs["input_ids"].shape[-1]:])) - Notebooks
- Google Colab
- Kaggle
- Local Apps
- vLLM
How to use poolside/Laguna-XS.2 with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "poolside/Laguna-XS.2" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "poolside/Laguna-XS.2", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'Use Docker
docker model run hf.co/poolside/Laguna-XS.2
- SGLang
How to use poolside/Laguna-XS.2 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 "poolside/Laguna-XS.2" \ --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": "poolside/Laguna-XS.2", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'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 "poolside/Laguna-XS.2" \ --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": "poolside/Laguna-XS.2", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }' - Docker Model Runner
How to use poolside/Laguna-XS.2 with Docker Model Runner:
docker model run hf.co/poolside/Laguna-XS.2
| { | |
| "added_tokens_decoder": { | |
| "0": { | |
| "content": "〈|UNK|〉", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "1": { | |
| "content": "〈|CODE_START|〉", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "2": { | |
| "content": "〈|EOS|〉", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "3": { | |
| "content": "〈|CODE_END|〉", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "4": { | |
| "content": "〈|META_START|〉", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "5": { | |
| "content": "〈|META_END|〉", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "6": { | |
| "content": "〈|FIM_MIDDLE|〉", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "7": { | |
| "content": "〈|FIM_SUFFIX|〉", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "8": { | |
| "content": "〈|SEP|〉", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "9": { | |
| "content": "〈|PAD|〉", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "10": { | |
| "content": "〈|CLS|〉", | |
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| "normalized": false, | |
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| "single_word": false, | |
| "special": true | |
| }, | |
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| "content": "〈|FIM_START|〉", | |
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| "normalized": false, | |
| "rstrip": false, | |
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| "special": true | |
| }, | |
| "12": { | |
| "content": "〈|MASK|〉", | |
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| "17": { | |
| "content": "/|〉", | |
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| "normalized": false, | |
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| "normalized": false, | |
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| "content": "〈|SPECIAL_48|〉", | |
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| "normalized": false, | |
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| }, | |
| "18": { | |
| "content": "<think>", | |
| "single_word": false, | |
| "lstrip": false, | |
| "rstrip": false, | |
| "normalized": false, | |
| "special": false | |
| }, | |
| "19": { | |
| "content": "</think>", | |
| "single_word": false, | |
| "lstrip": false, | |
| "rstrip": false, | |
| "normalized": false, | |
| "special": false | |
| }, | |
| "23": { | |
| "content": "<assistant>", | |
| "single_word": false, | |
| "lstrip": false, | |
| "rstrip": false, | |
| "normalized": false, | |
| "special": false | |
| }, | |
| "24": { | |
| "content": "</assistant>", | |
| "single_word": false, | |
| "lstrip": false, | |
| "rstrip": false, | |
| "normalized": false, | |
| "special": false | |
| }, | |
| "25": { | |
| "content": "<tool_call>", | |
| "single_word": false, | |
| "lstrip": false, | |
| "rstrip": false, | |
| "normalized": false, | |
| "special": false | |
| }, | |
| "26": { | |
| "content": "</tool_call>", | |
| "single_word": false, | |
| "lstrip": false, | |
| "rstrip": false, | |
| "normalized": false, | |
| "special": false | |
| } | |
| }, | |
| "bos_token": "〈|EOS|〉", | |
| "clean_up_tokenization_spaces": false, | |
| "cls_token": "〈|CLS|〉", | |
| "eos_token": "〈|EOS|〉", | |
| "extra_special_tokens": {}, | |
| "mask_token": "〈|MASK|〉", | |
| "model_max_length": 1000000000000000019884624838656, | |
| "pad_token": "〈|PAD|〉", | |
| "sep_token": "〈|SEP|〉", | |
| "tokenizer_class": "PreTrainedTokenizerFast", | |
| "unk_token": "〈|UNK|〉", | |
| "chat_template": "{% include 'chat_template.jinja' %}" | |
| } |