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
```

smjain commited on Jun 26

Commit

c1be889

verified ·

1 Parent(s): b5fbcb4

Upload eval-task-center.spec.json with huggingface_hub

Browse files

Files changed (1) hide show

eval-task-center.spec.json +125 -0

eval-task-center.spec.json ADDED Viewed

	@@ -0,0 +1,125 @@

+{
+  "title": "SAP Task Center central inbox architecture across SAP S/4HANA and cloud apps with single sign-on",
+  "blocks": [
+    {
+      "id": "b0",
+      "label": "SAP Task Center",
+      "blocks": [],
+      "components": [
+        {
+          "id": "c0",
+          "label": "SAP Cloud Identity Services"
+        },
+        {
+          "id": "c1",
+          "label": "SAP Cloud Identity Services"
+        },
+        {
+          "id": "c2",
+          "label": "SAP Document Management hub"
+        },
+        {
+          "id": "c3",
+          "label": "SAP Destination service"
+        },
+        {
+          "id": "c4",
+          "label": "SAP Connectivity service"
+        },
+        {
+          "id": "c5",
+          "label": "SAP Build Work Zone, standard"
+        },
+        {
+          "id": "c6",
+          "label": "SAP Application Logan service"
+        },
+        {
+          "id": "c7",
+          "label": "SAP Task Center"
+        },
+        {
+          "id": "c8",
+          "label": "SAP Private Link service"
+        }
+      ]
+    },
+    {
+      "id": "b0",
+      "label": "SAP Task Center",
+      "blocks": [],
+      "components": [
+        {
+          "id": "c0",
+          "label": "SAP Cloud Identity Services"
+        },
+        {
+          "id": "c1",
+          "label": "SAP Cloud Identity Services"
+        },
+        {
+          "id": "c2",
+          "label": "SAP Document Management hub"
+        },
+        {
+          "id": "c3",
+          "label": "SAP Destination service"
+        },
+        {
+          "id": "c4",
+          "label": "SAP Connectivity service"
+        },
+        {
+          "id": "c5",
+          "label": "SAP Build Work Zone, standard"
+        },
+        {
+          "id": "c6",
+          "label": "SAP Application Logan service"
+        },
+        {
+          "id": "c7",
+          "label": "SAP Task Center"
+        },
+        {
+          "id": "c8",
+          "label": "SAP Private Link service"
+        }
+      ]
+    }
+  ],
+  "connections": [
+    {
+      "source": "c6",
+      "target": "c8"
+    },
+    {
+      "source": "c1",
+      "target": "c8"
+    },
+    {
+      "source": "c0",
+      "target": "c3"
+    },
+    {
+      "source": "c3",
+      "target": "c2"
+    },
+    {
+      "source": "c5",
+      "target": "c4"
+    },
+    {
+      "source": "c5",
+      "target": "c7"
+    },
+    {
+      "source": "c7",
+      "target": "c0"
+    },
+    {
+      "source": "c8",
+      "target": "c6"
+    }
+  ]
+}