Instructions to use JustACluelessKid2/gpt2-chatml-fp32 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use JustACluelessKid2/gpt2-chatml-fp32 with Transformers:

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

pipe = pipeline("text-generation", model="JustACluelessKid2/gpt2-chatml-fp32")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoTokenizer, AutoModelForMultimodalLM

tokenizer = AutoTokenizer.from_pretrained("JustACluelessKid2/gpt2-chatml-fp32")
model = AutoModelForMultimodalLM.from_pretrained("JustACluelessKid2/gpt2-chatml-fp32")
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 Settings

vLLM

How to use JustACluelessKid2/gpt2-chatml-fp32 with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "JustACluelessKid2/gpt2-chatml-fp32"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "JustACluelessKid2/gpt2-chatml-fp32",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/JustACluelessKid2/gpt2-chatml-fp32

SGLang

How to use JustACluelessKid2/gpt2-chatml-fp32 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 "JustACluelessKid2/gpt2-chatml-fp32" \
    --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": "JustACluelessKid2/gpt2-chatml-fp32",
		"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 "JustACluelessKid2/gpt2-chatml-fp32" \
        --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": "JustACluelessKid2/gpt2-chatml-fp32",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use JustACluelessKid2/gpt2-chatml-fp32 with Docker Model Runner:
```
docker model run hf.co/JustACluelessKid2/gpt2-chatml-fp32
```
Browse Quantizations to use this model in llama.cpp, Ollama, LM Studio, or any compatible app.

GPT-2 ChatML FP32 (SFT on no_robots)

This is a fine-tuned GPT-2 model (124M parameters) trained on the human-curated SFT dataset HuggingFaceH4/no_robots using ChatML conversational formatting.

Model Details

Base Model: gpt2
Dataset: HuggingFaceH4/no_robots
Conversational Format: ChatML (<|im_start|> / <|im_end|>)
Training Epochs: 2 epochs
Eval Perplexity: 14.46

For GGUF quantized formats (including IQ4_NL and IQ3_XXS), please visit the GGUF repository: JustACluelessKid2/gpt2-chatml-fp32-GGUF.

Downloads last month: 222

Safetensors

Model size

0.1B params

Tensor type

F32

Model tree for JustACluelessKid2/gpt2-chatml-fp32

Base model

openai-community/gpt2

Finetuned

(2185)

this model

Quantizations

1 model

JustACluelessKid2
/

gpt2-chatml-fp32

GPT-2 ChatML FP32 (SFT on no_robots)

Model Details

Model tree for JustACluelessKid2/gpt2-chatml-fp32

Dataset used to train JustACluelessKid2/gpt2-chatml-fp32