Instructions to use CYFRAGOVPL/PLLuM-12B-chat with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use CYFRAGOVPL/PLLuM-12B-chat with Transformers:

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

pipe = pipeline("text-generation", model="CYFRAGOVPL/PLLuM-12B-chat")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("CYFRAGOVPL/PLLuM-12B-chat")
model = AutoModelForCausalLM.from_pretrained("CYFRAGOVPL/PLLuM-12B-chat")
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]:]))

Inference
Notebooks
Google Colab
Kaggle
Local Apps

vLLM

How to use CYFRAGOVPL/PLLuM-12B-chat with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "CYFRAGOVPL/PLLuM-12B-chat"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "CYFRAGOVPL/PLLuM-12B-chat",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/CYFRAGOVPL/PLLuM-12B-chat

SGLang

How to use CYFRAGOVPL/PLLuM-12B-chat 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 "CYFRAGOVPL/PLLuM-12B-chat" \
    --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": "CYFRAGOVPL/PLLuM-12B-chat",
		"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 "CYFRAGOVPL/PLLuM-12B-chat" \
        --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": "CYFRAGOVPL/PLLuM-12B-chat",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use CYFRAGOVPL/PLLuM-12B-chat with Docker Model Runner:
```
docker model run hf.co/CYFRAGOVPL/PLLuM-12B-chat
```

Wersje softu niezbędne do uruchomienia modelu

by m-jurasz - opened Mar 4, 2025

Discussion

m-jurasz

Mar 4, 2025

•

edited Mar 5, 2025

Probuje uruchomic model, ale mój setup daje poniższe błędy.
Jaka wersja Pythona jest potrzebna, to samo z TensorFlow, PyTorch, Transformers?

Mam na pokladzie:
Python 3.7.9
Torch 1.13.1
Transformers 4.30.2
TensorFlow 2.11.0

Kod:
from transformers import AutoTokenizer, AutoModelForCausalLM tokenizer = AutoTokenizer.from_pretrained("CYFRAGOVPL/PLLuM-12B-chat") model = AutoModelForCausalLM.from_pretrained("CYFRAGOVPL/PLLuM-12B-chat")

ktory daje taki outut w konsoli:


tokenizer = AutoTokenizer.from_pretrained(model_name)
File "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/transformers/models/auto/tokenization_auto.py", line 691, in from_pretrained
return tokenizer_class.from_pretrained(pretrained_model_name_or_path, *inputs, **kwargs)
File "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/transformers/tokenization_utils_base.py", line 1835, in from_pretrained
**kwargs,
File "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/transformers/tokenization_utils_base.py", line 1988, in _from_pretrained
tokenizer = cls(*init_inputs, **init_kwargs)
File "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/transformers/tokenization_utils_fast.py", line 111, in init
fast_tokenizer = TokenizerFast.from_file(fast_tokenizer_file)
Exception: data did not match any variant of untagged enum ModelWrapper at line 1217953 column 3

Dla jasności:

pip install transformers accelerate torch
Requirement already satisfied: transformers in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (4.30.2) Requirement already satisfied: accelerate in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (0.20.3) Requirement already satisfied: torch in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (1.13.1) Requirement already satisfied: filelock in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from transformers) (3.12.2) Requirement already satisfied: huggingface-hub<1.0,>=0.14.1 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from transformers) (0.16.4) Requirement already satisfied: numpy>=1.17 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from transformers) (1.21.6) Requirement already satisfied: packaging>=20.0 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from transformers) (24.0) Requirement already satisfied: pyyaml>=5.1 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from transformers) (6.0.1) Requirement already satisfied: regex!=2019.12.17 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from transformers) (2024.4.16) Requirement already satisfied: requests in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from transformers) (2.31.0) Requirement already satisfied: tokenizers!=0.11.3,<0.14,>=0.11.1 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from transformers) (0.13.3) Requirement already satisfied: safetensors>=0.3.1 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from transformers) (0.5.3) Requirement already satisfied: tqdm>=4.27 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from transformers) (4.67.1) Requirement already satisfied: importlib-metadata in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from transformers) (6.7.0) Requirement already satisfied: psutil in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from accelerate) (7.0.0) Requirement already satisfied: typing-extensions in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from torch) (4.7.1) Requirement already satisfied: fsspec in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from huggingface-hub<1.0,>=0.14.1->transformers) (2023.1.0) Requirement already satisfied: zipp>=0.5 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from importlib-metadata->transformers) (3.15.0) Requirement already satisfied: charset-normalizer<4,>=2 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from requests->transformers) (3.4.1) Requirement already satisfied: idna<4,>=2.5 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from requests->transformers) (3.10) Requirement already satisfied: urllib3<3,>=1.21.1 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from requests->transformers) (2.0.7) Requirement already satisfied: certifi>=2017.4.17 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from requests->transformers) (2025.1.31)

tqosek

Mar 18, 2025

Witam.

Ja uruchamiam model na najnowszej wersji GoogleColab.
Pip install instaluje najnowsze dostępne paczki w tym środowisku i w zasadzie wszystko da się uruchomić.

Oto lista pobranych bibliotek:
Requirement already satisfied: transformers in /usr/local/lib/python3.11/dist-packages (4.48.3)
Requirement already satisfied: accelerate in /usr/local/lib/python3.11/dist-packages (1.3.0)
Requirement already satisfied: torch in /usr/local/lib/python3.11/dist-packages (2.6.0+cpu)
Requirement already satisfied: filelock in /usr/local/lib/python3.11/dist-packages (from transformers) (3.17.0)
Requirement already satisfied: huggingface-hub<1.0,>=0.24.0 in /usr/local/lib/python3.11/dist-packages (from transformers) (0.28.1)
Requirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.11/dist-packages (from transformers) (2.0.2)
Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.11/dist-packages (from transformers) (24.2)
Requirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.11/dist-packages (from transformers) (6.0.2)
Requirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.11/dist-packages (from transformers) (2024.11.6)
Requirement already satisfied: requests in /usr/local/lib/python3.11/dist-packages (from transformers) (2.32.3)
Requirement already satisfied: tokenizers<0.22,>=0.21 in /usr/local/lib/python3.11/dist-packages (from transformers) (0.21.1)
Requirement already satisfied: safetensors>=0.4.1 in /usr/local/lib/python3.11/dist-packages (from transformers) (0.5.3)
Requirement already satisfied: tqdm>=4.27 in /usr/local/lib/python3.11/dist-packages (from transformers) (4.67.1)
Requirement already satisfied: psutil in /usr/local/lib/python3.11/dist-packages (from accelerate) (5.9.5)
Requirement already satisfied: typing-extensions>=4.10.0 in /usr/local/lib/python3.11/dist-packages (from torch) (4.12.2)
Requirement already satisfied: networkx in /usr/local/lib/python3.11/dist-packages (from torch) (3.4.2)
Requirement already satisfied: jinja2 in /usr/local/lib/python3.11/dist-packages (from torch) (3.1.6)
Requirement already satisfied: fsspec in /usr/local/lib/python3.11/dist-packages (from torch) (2025.3.0)
Requirement already satisfied: sympy==1.13.1 in /usr/local/lib/python3.11/dist-packages (from torch) (1.13.1)
Requirement already satisfied: mpmath<1.4,>=1.1.0 in /usr/local/lib/python3.11/dist-packages (from sympy==1.13.1->torch) (1.3.0)
Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.11/dist-packages (from jinja2->torch) (3.0.2)
Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.11/dist-packages (from requests->transformers) (3.4.1)
Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.11/dist-packages (from requests->transformers) (3.10)
Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.11/dist-packages (from requests->transformers) (2.3.0)
Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.11/dist-packages (from requests->transformers) (2025.1.31)

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