awinml/starcoder2

1import spaces2import gradio as gr3import torch4import transformers5from transformers import AutoModelForCausalLM, AutoTokenizer, BitsAndBytesConfig6import os7 8title = """# Welcome to 🌟Tonic's✨StarCoder9✨StarCoder StarCoder2-15B model is a 15B parameter model trained on 600+ programming languages from The Stack v2, with opt-out requests excluded. The model uses Grouped Query Attention, a context window of 16,384 tokens with a sliding window attention of 4,096 tokens, and was trained using the Fill-in-the-Middle objective on 4+ trillion tokens. The model was trained with NVIDIA NeMo™ Framework using the NVIDIA Eos Supercomputer built with NVIDIA DGX H100 systems. You can build with this endpoint using✨StarCoder available here : [bigcode/starcoder2-15b](https://huggingface.co/bigcode/starcoder2-15b). You can also use ✨StarCoder by cloning this space. Simply click here: <a style="display:inline-block" href="https://huggingface.co/spaces/Tonic/starcoder2?duplicate=true"><img src="https://img.shields.io/badge/-Duplicate%20Space-blue?labelColor=white&style=flat&logo=data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABAAAAAQCAYAAAAf8/9hAAAAAXNSR0IArs4c6QAAAP5JREFUOE+lk7FqAkEURY+ltunEgFXS2sZGIbXfEPdLlnxJyDdYB62sbbUKpLbVNhyYFzbrrA74YJlh9r079973psed0cvUD4A+4HoCjsA85X0Dfn/RBLBgBDxnQPfAEJgBY+A9gALA4tcbamSzS4xq4FOQAJgCDwV2CPKV8tZAJcAjMMkUe1vX+U+SMhfAJEHasQIWmXNN3abzDwHUrgcRGmYcgKe0bxrblHEB4E/pndMazNpSZGcsZdBlYJcEL9Afo75molJyM2FxmPgmgPqlWNLGfwZGG6UiyEvLzHYDmoPkDDiNm9JR9uboiONcBXrpY1qmgs21x1QwyZcpvxt9NS09PlsPAAAAAElFTkSuQmCC&logoWidth=14" alt="Duplicate Space"></a></h3> 10Join us : 🌟TeamTonic🌟 is always making cool demos! Join our active builder's 🛠️community 👻 [![Join us on Discord](https://img.shields.io/discord/1109943800132010065?label=Discord&logo=discord&style=flat-square)](https://discord.gg/GWpVpekp) On 🤗Huggingface:[MultiTransformer](https://huggingface.co/MultiTransformer) Math 🔍 [introspector](https://huggingface.co/introspector) On 🌐Github: [Tonic-AI](https://github.com/tonic-ai) & contribute to🌟 [SciTonic](https://github.com/Tonic-AI/scitonic)🤗Big thanks to Yuvi Sharma and all the folks at huggingface for the community grant 🤗11"""12 13model_path = "bigcode/starcoder2-15b"14 15hf_token = os.getenv("HF_TOKEN")16if not hf_token:17    raise ValueError("Hugging Face token not found. Please set the HF_TOKEN environment variable.")18 19tokenizer = AutoTokenizer.from_pretrained(model_path)20quantization_config = BitsAndBytesConfig(load_in_8bit=True)21model = AutoModelForCausalLM.from_pretrained( model_path, quantization_config=quantization_config)22 23@spaces.GPU24def generate_text(prompt, temperature=0.9, max_length=1200):25    # Encode the inputs26    inputs = tokenizer.encode(prompt, return_tensors="pt")27    attention_mask = torch.ones(inputs.shape, dtype=torch.long)28    inputs = inputs.to("cuda")29    attention_mask = attention_mask.to("cuda")    30    outputs = model.generate(31        inputs, 32        attention_mask=attention_mask,33        max_length=max_length, 34        top_p=0.9, 35        temperature=temperature, 36        do_sample=True, 37        pad_token_id=tokenizer.eos_token_id38    )39    return tokenizer.decode(outputs[0])40 41def gradio_app():42    with gr.Blocks() as demo:43        gr.Markdown(title)44        prompt = gr.Code(label="Enter your code prompt", value="def print_hello_world():")45        with gr.Row():46            temperature = gr.Slider(minimum=0.1, maximum=1.0, step=0.1, value=0.5, label="Temperature")47            max_length = gr.Slider(minimum=100, maximum=1024, step=10, value=450, label="Generate Length")48        generate_btn = gr.Button("Try✨StarCoder")49        output = gr.Code(label="✨StarCoder:", lines=40)50 51        generate_btn.click(52            fn=generate_text,53            inputs=[prompt, temperature, max_length],54            outputs=output55        )56 57    demo.launch()58 59if __name__ == "__main__":60    gradio_app()