Instructions to use jaspionjader/sof-5 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use jaspionjader/sof-5 with Transformers:

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

pipe = pipeline("text-generation", model="jaspionjader/sof-5")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("jaspionjader/sof-5")
model = AutoModelForCausalLM.from_pretrained("jaspionjader/sof-5")
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 jaspionjader/sof-5 with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "jaspionjader/sof-5"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "jaspionjader/sof-5",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/jaspionjader/sof-5

SGLang

How to use jaspionjader/sof-5 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 "jaspionjader/sof-5" \
    --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": "jaspionjader/sof-5",
		"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 "jaspionjader/sof-5" \
        --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": "jaspionjader/sof-5",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use jaspionjader/sof-5 with Docker Model Runner:
```
docker model run hf.co/jaspionjader/sof-5
```

jaspionjader commited on Jan 25, 2025

Commit

cfd69c8

verified ·

1 Parent(s): ef2cd98

Upload folder using huggingface_hub

Browse files

Files changed (6) hide show

README.md +4 -4
mergekit_config.yml +1 -1
model-00001-of-00004.safetensors +1 -1
model-00002-of-00004.safetensors +1 -1
model-00003-of-00004.safetensors +1 -1
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README.md CHANGED Viewed

@@ -1,9 +1,9 @@
 ---
 base_model:
 - jaspionjader/sof-3
-- jaspionjader/Kosmos-EVAA-Franken-stock-v43-8B
 - jaspionjader/ek-6
-- jaspionjader/sof-1
 library_name: transformers
 tags:
 - mergekit
@@ -24,7 +24,7 @@ This model was merged using the [Model Stock](https://arxiv.org/abs/2403.19522)
 The following models were included in the merge:
 * [jaspionjader/sof-3](https://huggingface.co/jaspionjader/sof-3)
 * [jaspionjader/ek-6](https://huggingface.co/jaspionjader/ek-6)
-* [jaspionjader/sof-1](https://huggingface.co/jaspionjader/sof-1)
 ### Configuration
@@ -32,7 +32,7 @@ The following YAML configuration was used to produce this model:
 ```yaml
 models:
-  - model: jaspionjader/sof-1
   - model: jaspionjader/sof-3
   - model: jaspionjader/ek-6
 merge_method: model_stock

 ---
 base_model:
 - jaspionjader/sof-3
 - jaspionjader/ek-6
+- jaspionjader/sof-4
+- jaspionjader/Kosmos-EVAA-Franken-stock-v43-8B
 library_name: transformers
 tags:
 - mergekit
 The following models were included in the merge:
 * [jaspionjader/sof-3](https://huggingface.co/jaspionjader/sof-3)
 * [jaspionjader/ek-6](https://huggingface.co/jaspionjader/ek-6)
+* [jaspionjader/sof-4](https://huggingface.co/jaspionjader/sof-4)
 ### Configuration
 ```yaml
 models:
+  - model: jaspionjader/sof-4
   - model: jaspionjader/sof-3
   - model: jaspionjader/ek-6
 merge_method: model_stock

mergekit_config.yml CHANGED Viewed

@@ -1,5 +1,5 @@
 models:
-  - model: jaspionjader/sof-1
   - model: jaspionjader/sof-3
   - model: jaspionjader/ek-6
 merge_method: model_stock

 models:
+  - model: jaspionjader/sof-4
   - model: jaspionjader/sof-3
   - model: jaspionjader/ek-6
 merge_method: model_stock

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