Instructions to use oswaldoludwig/kappatune-lora-tinyllama-agnews with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use oswaldoludwig/kappatune-lora-tinyllama-agnews with PEFT:

from peft import PeftModel
from transformers import AutoModelForCausalLM

base_model = AutoModelForCausalLM.from_pretrained("TinyLlama/TinyLlama-1.1B-Chat-v1.0")
model = PeftModel.from_pretrained(base_model, "oswaldoludwig/kappatune-lora-tinyllama-agnews")

Transformers

How to use oswaldoludwig/kappatune-lora-tinyllama-agnews with Transformers:

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

pipe = pipeline("text-generation", model="oswaldoludwig/kappatune-lora-tinyllama-agnews")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoModel
model = AutoModel.from_pretrained("oswaldoludwig/kappatune-lora-tinyllama-agnews", device_map="auto")

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use oswaldoludwig/kappatune-lora-tinyllama-agnews with vLLM:

Install from pip and serve model

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

Use Docker

docker model run hf.co/oswaldoludwig/kappatune-lora-tinyllama-agnews

SGLang

How to use oswaldoludwig/kappatune-lora-tinyllama-agnews 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 "oswaldoludwig/kappatune-lora-tinyllama-agnews" \
    --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": "oswaldoludwig/kappatune-lora-tinyllama-agnews",
		"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 "oswaldoludwig/kappatune-lora-tinyllama-agnews" \
        --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": "oswaldoludwig/kappatune-lora-tinyllama-agnews",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use oswaldoludwig/kappatune-lora-tinyllama-agnews with Docker Model Runner:
```
docker model run hf.co/oswaldoludwig/kappatune-lora-tinyllama-agnews
```

oswaldoludwig commited on Mar 13

Commit

a99e49a

verified ·

1 Parent(s): 49acf8f

Training in progress, epoch 3

Browse files

Files changed (2) hide show

adapter_model.safetensors +1 -1
runs/Mar13_08-58-42_gn507/events.out.tfevents.1773406726.gn507.1236678.0 +2 -2

adapter_model.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:4a660c75593603305dee06baac64566a48c34f00408340fd5d0354f43acc3830
 size 5706872

 version https://git-lfs.github.com/spec/v1
+oid sha256:256b92a8ba7fca2dd2774347476f6387eef39f944b2f542101ce91fde69ea368
 size 5706872

runs/Mar13_08-58-42_gn507/events.out.tfevents.1773406726.gn507.1236678.0 CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:64eface365f8ec0afa193ea96b59c05a6591fe20b8fe4ba27c9be655243bef5e
-size 6293

 version https://git-lfs.github.com/spec/v1
+oid sha256:96e80dcc28d37fcf13b2cd1f39c33151630f66961f94acecfe23667198121ebd
+size 7280