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

Libraries

How to use jbenbudd/ADPrLlama with Transformers:

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

pipe = pipeline("text-generation", model="jbenbudd/ADPrLlama")
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("jbenbudd/ADPrLlama")
model = AutoModelForCausalLM.from_pretrained("jbenbudd/ADPrLlama", 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]:]))

PEFT
How to use jbenbudd/ADPrLlama with PEFT:
```
Task type is invalid.
```
Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use jbenbudd/ADPrLlama with vLLM:

Install from pip and serve model

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

Use Docker

docker model run hf.co/jbenbudd/ADPrLlama

SGLang

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

Docker Model Runner
How to use jbenbudd/ADPrLlama with Docker Model Runner:
```
docker model run hf.co/jbenbudd/ADPrLlama
```

ADPrLlama / training_args.bin

Commit History

train_1_epoch_test

61d2404

Ben Buddendorff commited on Jul 16, 2025

train_residue_list_lr_3e-4_epochs_4

35bb4b1

Ben Buddendorff commited on Jul 14, 2025

train_residue_list_lr_3e-4_epochs_4

9548349

Ben Buddendorff commited on Apr 28, 2025

train_residue_list_lr_5e-4_5_epochs

352c3ca

Ben Buddendorff commited on Apr 18, 2025

train_residue_list_lr_3e-4_5_epochs_neg_1

d52da83

Ben Buddendorff commited on Apr 17, 2025

train_residue_list_lr_3e-4_5_epochs_neg_5

020945a

Ben Buddendorff commited on Apr 17, 2025

train_residue_list_lr_3e-4_5_epochs

bb35aa9

Ben Buddendorff commited on Apr 11, 2025

train_residue_list_lr_1e-3_5_epochs

57d8990

Ben Buddendorff commited on Apr 10, 2025

train_residue_list_lr_1e-4_5_epochs

f82592b

Ben Buddendorff commited on Apr 10, 2025

train_residue_list_higher_lr

c476fea

Ben Buddendorff commited on Apr 9, 2025

train_2025-04-09-01-30-53

ff6c4f1

Ben Buddendorff commited on Apr 9, 2025

Initial commit of the LoRA/adapter model

7ba0b05

Ben Buddendorff commited on Apr 6, 2025

Initial commit of the LoRA/adapter model

ed92ab1

Ben Buddendorff commited on Mar 15, 2025

Commit History

train_1_epoch_test 61d2404

train_residue_list_lr_3e-4_epochs_4 35bb4b1

train_residue_list_lr_3e-4_epochs_4 9548349

train_residue_list_lr_5e-4_5_epochs 352c3ca

train_residue_list_lr_3e-4_5_epochs_neg_1 d52da83

train_residue_list_lr_3e-4_5_epochs_neg_5 020945a

train_residue_list_lr_3e-4_5_epochs bb35aa9

train_residue_list_lr_1e-3_5_epochs 57d8990

train_residue_list_lr_1e-4_5_epochs f82592b

train_residue_list_higher_lr c476fea

train_2025-04-09-01-30-53 ff6c4f1

Initial commit of the LoRA/adapter model 7ba0b05

Initial commit of the LoRA/adapter model ed92ab1