Instructions to use AetherPrior/output_sft with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use AetherPrior/output_sft with Transformers:

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

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

# pip install -U transformers accelerate
# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("AetherPrior/output_sft")
model = AutoModelForCausalLM.from_pretrained("AetherPrior/output_sft", 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=256)
print(tokenizer.decode(outputs[0][inputs["input_ids"].shape[-1]:]))

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use AetherPrior/output_sft with vLLM:

Install from pip and serve model

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

Use Docker

docker model run hf.co/AetherPrior/output_sft

SGLang

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

Unsloth Desktop
Docker Model Runner
How to use AetherPrior/output_sft with Docker Model Runner:
```
docker model run hf.co/AetherPrior/output_sft
```

AetherPrior commited on Oct 6, 2025

Commit

30d06b7

verified ·

1 Parent(s): fc9c544

Training in progress, epoch 5

Browse files

Files changed (4) hide show

model-00001-of-00004.safetensors +1 -1
model-00002-of-00004.safetensors +1 -1
model-00003-of-00004.safetensors +1 -1
model-00004-of-00004.safetensors +1 -1

model-00001-of-00004.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:2774aa787ed5fac2e13a1f28eb25b83da99a5d378b04cb259df0a457ff7788fe
 size 4902257696

 version https://git-lfs.github.com/spec/v1
+oid sha256:77415441a92870666b067bc66081bdec2532830f6cc5cb520489ea581e6adcb1
 size 4902257696

model-00002-of-00004.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:5f4a03cf07d86eba10bdbd5c70bf8e318d2f6e6234e03af550047b30f60e6d18
 size 4915960368

 version https://git-lfs.github.com/spec/v1
+oid sha256:e7dfb92bb53665df9f71218be72abb96d042bddc5b7b3513e9f6693a27a57f85
 size 4915960368

model-00003-of-00004.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:36152f78a4ea0a2d92defdf28051ba76a2c1743ad63447ca3f8e223a422eda2f
 size 4983068496

 version https://git-lfs.github.com/spec/v1
+oid sha256:7dd88eede5311bc322fdc3fcf28233eee6c48f04403f5d6bd92252f63f6fb8eb
 size 4983068496

model-00004-of-00004.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:e18e64f574b01b1b89e014934c4616c0043b253e89f938d0831bea312ccf03a7
 size 1580230264

 version https://git-lfs.github.com/spec/v1
+oid sha256:14ba3140228f9ccc1344c9292085dbc9958fc3a5519bcb9ec7b17dd1c806e669
 size 1580230264