Instructions to use sthenno/tempesthenno-sft-0314 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use sthenno/tempesthenno-sft-0314 with Transformers:

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

pipe = pipeline("text-generation", model="sthenno/tempesthenno-sft-0314")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("sthenno/tempesthenno-sft-0314")
model = AutoModelForCausalLM.from_pretrained("sthenno/tempesthenno-sft-0314")
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 sthenno/tempesthenno-sft-0314 with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "sthenno/tempesthenno-sft-0314"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "sthenno/tempesthenno-sft-0314",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/sthenno/tempesthenno-sft-0314

SGLang

How to use sthenno/tempesthenno-sft-0314 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 "sthenno/tempesthenno-sft-0314" \
    --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": "sthenno/tempesthenno-sft-0314",
		"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 "sthenno/tempesthenno-sft-0314" \
        --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": "sthenno/tempesthenno-sft-0314",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use sthenno/tempesthenno-sft-0314 with Docker Model Runner:
```
docker model run hf.co/sthenno/tempesthenno-sft-0314
```
Browse Quantizations to use this model in llama.cpp, Ollama, LM Studio, or any compatible app.

tempesthenno-sft-0314

This is a merge of pre-trained language models created using mergekit.

Merge Details

Merge Method

This model was merged using the Model Stock merge method using sthenno-com/miscii-14b-0218 as a base.

Models Merged

The following models were included in the merge:

/home/ubuntu/tmp/models/tempesthenno-sft-0314-stage1-ckpt50
/home/ubuntu/tmp/models/tempesthenno-sft-0314-stage3-ckpt30
sthenno/tempesthenno-sft-0309-ckpt10

Configuration

The following YAML configuration was used to produce this model:

name: tempesthenno-sft-0314
merge_method: model_stock
base_model: sthenno-com/miscii-14b-0218
tokenizer:
  source: base
dtype: bfloat16
parameters:
  normalize: true
  rescale: false
models:
  - model: sthenno-com/miscii-14b-0218
  - model: sthenno/tempesthenno-sft-0309-ckpt10
  - model: /home/ubuntu/tmp/models/tempesthenno-sft-0314-stage1-ckpt50
  - model: /home/ubuntu/tmp/models/tempesthenno-sft-0314-stage3-ckpt30

Downloads last month: 4

Safetensors

Model size

15B params

Tensor type

BF16

Model tree for sthenno/tempesthenno-sft-0314

sthenno-com/miscii-14b-0218

sthenno/tempesthenno-sft-0309-ckpt10

Merge model

this model

Quantizations

2 models

Paper for sthenno/tempesthenno-sft-0314

Model Stock: All we need is just a few fine-tuned models

Paper • 2403.19522 • Published Mar 28, 2024 • 15