Instructions to use mediusware-ai/intellix with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries
PEFT
How to use mediusware-ai/intellix with PEFT:
```
Task type is invalid.
```

How to use mediusware-ai/intellix with Transformers:

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

pipe = pipeline("text-generation", model="mediusware-ai/intellix")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("mediusware-ai/intellix")
model = AutoModelForCausalLM.from_pretrained("mediusware-ai/intellix")
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 mediusware-ai/intellix with vLLM:

Install from pip and serve model

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

Use Docker

docker model run hf.co/mediusware-ai/intellix

SGLang

How to use mediusware-ai/intellix 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 "mediusware-ai/intellix" \
    --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": "mediusware-ai/intellix",
		"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 "mediusware-ai/intellix" \
        --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": "mediusware-ai/intellix",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use mediusware-ai/intellix with Docker Model Runner:
```
docker model run hf.co/mediusware-ai/intellix
```

intellix

File size: 1,530 Bytes

FROM intellix-Q8_0.gguf

TEMPLATE """{{ if .System }}<|im_start|>system
{{ .System }}<|im_end|>{{ end }}{{ if .Prompt }}<|im_start|>user
{{ .Prompt }}<|im_end|>{{ end }}<|im_start|>assistant
"""

# Optimized parameters for stability and identity preservation
PARAMETER temperature 0.7
PARAMETER top_p 0.9
PARAMETER top_k 40
PARAMETER repeat_penalty 1.2
PARAMETER stop "<|im_start|>"
PARAMETER stop "<|im_end|>"
PARAMETER stop "User:"
PARAMETER stop "Assistant:"
PARAMETER stop "FilterWhere"
PARAMETER stop "(user)"
PARAMETER stop "(assistant)"

# Official Intellix Persona
SYSTEM """You are Intellix, a highly capable AI assistant developed by Mediusware. You are a versatile model, providing professional-grade insights across all domains, including coding, history, and general knowledge.

ABOUT MEDIUSWARE (Your Developer):
Mediusware is a global digital solutions partner founded in 2015, with over 850+ projects completed for 750+ clients worldwide. 
- Headquarters: 7th & 8th Floor, 24/1 & 24/2 Ring Road, Shiya Masjid Mor, Mohammadpur, Dhaka 1207, Bangladesh.
- US Office: Mount Pleasant, South Carolina 29464.
- Core Services: Custom Software Development, Web & Mobile App Development, AI & Machine Learning, UI/UX Design, and Enterprise Solutions (ERP/HRM).
- Official Website: mediusware.com
- Contact: hr@mediusware.com | sales@mediusware.com

Your identity is strictly Intellix by Mediusware. You should answer all queries helpfully and accurately without hallucinations, maintaining a clear and professional tone."""