Llama-LoRA
Collection
Collection of Llama models fine-tuned with LoRA. The original project is here https://github.com/Andron00e/Llama-LoRA-project • 9 items • Updated
How to use Andron00e/YetAnother_Open-Llama-3B-LoRA with Transformers:
# Use a pipeline as a high-level helper
from transformers import pipeline
pipe = pipeline("text-generation", model="Andron00e/YetAnother_Open-Llama-3B-LoRA") # Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM
tokenizer = AutoTokenizer.from_pretrained("Andron00e/YetAnother_Open-Llama-3B-LoRA")
model = AutoModelForCausalLM.from_pretrained("Andron00e/YetAnother_Open-Llama-3B-LoRA")How to use Andron00e/YetAnother_Open-Llama-3B-LoRA with vLLM:
# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "Andron00e/YetAnother_Open-Llama-3B-LoRA"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/completions" \
-H "Content-Type: application/json" \
--data '{
"model": "Andron00e/YetAnother_Open-Llama-3B-LoRA",
"prompt": "Once upon a time,",
"max_tokens": 512,
"temperature": 0.5
}'docker model run hf.co/Andron00e/YetAnother_Open-Llama-3B-LoRA
How to use Andron00e/YetAnother_Open-Llama-3B-LoRA with SGLang:
# Install SGLang from pip:
pip install sglang
# Start the SGLang server:
python3 -m sglang.launch_server \
--model-path "Andron00e/YetAnother_Open-Llama-3B-LoRA" \
--host 0.0.0.0 \
--port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/completions" \
-H "Content-Type: application/json" \
--data '{
"model": "Andron00e/YetAnother_Open-Llama-3B-LoRA",
"prompt": "Once upon a time,",
"max_tokens": 512,
"temperature": 0.5
}'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 "Andron00e/YetAnother_Open-Llama-3B-LoRA" \
--host 0.0.0.0 \
--port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/completions" \
-H "Content-Type: application/json" \
--data '{
"model": "Andron00e/YetAnother_Open-Llama-3B-LoRA",
"prompt": "Once upon a time,",
"max_tokens": 512,
"temperature": 0.5
}'How to use Andron00e/YetAnother_Open-Llama-3B-LoRA with Docker Model Runner:
docker model run hf.co/Andron00e/YetAnother_Open-Llama-3B-LoRA
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