Instructions to use my-ai-stack/Stack-X-Ultimate with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use my-ai-stack/Stack-X-Ultimate with Transformers:

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

pipe = pipeline("text-generation", model="my-ai-stack/Stack-X-Ultimate")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("my-ai-stack/Stack-X-Ultimate")
model = AutoModelForCausalLM.from_pretrained("my-ai-stack/Stack-X-Ultimate")
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 my-ai-stack/Stack-X-Ultimate with vLLM:

Install from pip and serve model

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

Use Docker

docker model run hf.co/my-ai-stack/Stack-X-Ultimate

SGLang

How to use my-ai-stack/Stack-X-Ultimate 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 "my-ai-stack/Stack-X-Ultimate" \
    --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": "my-ai-stack/Stack-X-Ultimate",
		"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 "my-ai-stack/Stack-X-Ultimate" \
        --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": "my-ai-stack/Stack-X-Ultimate",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use my-ai-stack/Stack-X-Ultimate with Docker Model Runner:
```
docker model run hf.co/my-ai-stack/Stack-X-Ultimate
```

Stack-X-Ultimate / .gitattributes

Commit History

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Delete .gitattributes with huggingface_hub

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Welly-code commited on 26 days ago

Stack-3.0-Ultimate merged LoRA model - Qwen2.5-Coder-3B-Instruct fine-tuned

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initial commit

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Walid Sobhi commited on 28 days ago

Commit History

Upload tokenizer.json with huggingface_hub a6051c2 verified

Upload model-00004-of-00004.safetensors with huggingface_hub a1b3412 verified

Upload model-00003-of-00004.safetensors with huggingface_hub 63099f3 verified

Upload model-00002-of-00004.safetensors with huggingface_hub 74fd73a verified

Upload model-00001-of-00004.safetensors with huggingface_hub 7690c37 verified

Delete .gitattributes with huggingface_hub fb176f8 verified

Stack-3.0-Ultimate merged LoRA model - Qwen2.5-Coder-3B-Instruct fine-tuned f83b08d verified

initial commit 61436b5 verified

Upload tokenizer.json with huggingface_hub

a6051c2
verified

Upload model-00004-of-00004.safetensors with huggingface_hub

a1b3412
verified

Upload model-00003-of-00004.safetensors with huggingface_hub

63099f3
verified

Upload model-00002-of-00004.safetensors with huggingface_hub

74fd73a
verified

Upload model-00001-of-00004.safetensors with huggingface_hub

7690c37
verified

Delete .gitattributes with huggingface_hub

fb176f8
verified

Stack-3.0-Ultimate merged LoRA model - Qwen2.5-Coder-3B-Instruct fine-tuned

f83b08d
verified

initial commit

61436b5
verified