Instructions to use smjain/sap-archgen-lfm2-230M with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use smjain/sap-archgen-lfm2-230M with Transformers:

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

pipe = pipeline("text-generation", model="smjain/sap-archgen-lfm2-230M")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("smjain/sap-archgen-lfm2-230M")
model = AutoModelForCausalLM.from_pretrained("smjain/sap-archgen-lfm2-230M", device_map="auto")
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 Settings

vLLM

How to use smjain/sap-archgen-lfm2-230M with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "smjain/sap-archgen-lfm2-230M"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "smjain/sap-archgen-lfm2-230M",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/smjain/sap-archgen-lfm2-230M

SGLang

How to use smjain/sap-archgen-lfm2-230M 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 "smjain/sap-archgen-lfm2-230M" \
    --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": "smjain/sap-archgen-lfm2-230M",
		"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 "smjain/sap-archgen-lfm2-230M" \
        --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": "smjain/sap-archgen-lfm2-230M",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Unsloth Desktop
Docker Model Runner
How to use smjain/sap-archgen-lfm2-230M with Docker Model Runner:
```
docker model run hf.co/smjain/sap-archgen-lfm2-230M
```

sap-archgen-lfm2-230M / eval-predictive-maintenance.spec.json

smjain

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	{
	"title": "Predictive Maintenance — classic ml",
	"blocks": [
	{
	"id": "external",
	"label": "External",
	"blocks": [],
	"components": [
	{
	"id": "c0",
	"label": "Business User"
	}
	]
	},
	{
	"id": "sap_btl",
	"label": "SAP BTP",
	"blocks": [
	{
	"id": "subaccount",
	"label": "Subaccount",
	"blocks": [
	{
	"id": "sap_ai",
	"label": "SAP AI",
	"blocks": [],
	"components": [
	{
	"id": "c1",
	"label": "SAP AI Core"
	},
	{
	"id": "c2",
	"label": "SAP AI Launchpad"
	}
	]
	}
	],
	"components": [
	{
	"id": "c3",
	"label": "CAP Application"
	},
	{
	"id": "c4",
	"label": "SAP HANA Cloud"
	},
	{
	"id": "c5",
	"label": "Custom Model"
	},
	{
	"id": "c6",
	"label": "SAP Destination service"
	},
	{
	"id": "c7",
	"label": "SAP Connectivity service"
	}
	]
	}
	],
	"components": []
	},
	{
	"id": "on-premise",
	"label": "On-Premise",
	"blocks": [],
	"components": [
	{
	"id": "c8",
	"label": "Cloud Connector"
	},
	{
	"id": "c9",
	"label": "SAP S/4HANA"
	}
	]
	}
	],
	"connections": [
	{
	"source": "c0",
	"target": "c3"
	},
	{
	"source": "c3",
	"target": "c1"
	},
	{
	"source": "c5",
	"target": "c1"
	},
	{
	"source": "c1",
	"target": "c2",
	"label": "manage"
	},
	{
	"source": "c3",
	"target": "c4"
	},
	{
	"source": "c3",
	"target": "c6"
	},
	{
	"source": "c6",
	"target": "c7"
	},
	{
	"source": "c7",
	"target": "c8"
	},
	{
	"source": "c8",
	"target": "c9"
	}
	]
	}