hugging-fellows/santacoder-bash-completion

1import gradio as gr2from transformers import AutoTokenizer, AutoModelForCausalLM, set_seed, pipeline3 4title = "SantaCoder 🎅 bash/shell 🐚 Completion"5description = "This is a subspace to make code generation with [SantaCoder fine-tuned on The Stack bash/shell](https://huggingface.co/mrm8488/santacoder-finetuned-the-stack-bash-4)"6EXAMPLE_0 = "#!/bin/bash\n# This script removes files larger than 2MB in the current folder\nfind ."7EXAMPLE_1 = "#!/bin/bash\n\n# This script send an email\nto=”admin@example.com”\nsubject=”Greeting”\nmsg=”Welcome to our site”\n"8EXAMPLE_3 = "#!/bin/bash\n# This script convert avi files to mp4\nfor filename in $(ls *.avi); do\n"9EXAMPLE_4 = "#!/bin/bash\nsource=$1\ndest=$2\n# copy source on dest\n"10EXAMPLE_5 = """#!/bin/bash\n\n# This script check if the arg passed as first arg is a founder of huggingface\nfounders_array=("julien" "thom" "clem")"""11 12 13examples = [[EXAMPLE_0, 14, 0.6, 42], [EXAMPLE_1, 28, 0.6, 42], [EXAMPLE_3, 46, 0.6, 42], [EXAMPLE_4, 35, 0.6, 43], [EXAMPLE_5, 70, 0.6, 43]]14tokenizer = AutoTokenizer.from_pretrained("mrm8488/santacoder-finetuned-the-stack-bash-4")15model = AutoModelForCausalLM.from_pretrained("mrm8488/santacoder-finetuned-the-stack-bash-4", trust_remote_code=True)16 17 18def code_generation(gen_prompt, max_tokens, temperature=0.6, seed=42):19    set_seed(seed)20    pipe = pipeline("text-generation", model=model, tokenizer=tokenizer)21    generated_text = pipe(gen_prompt, do_sample=True, top_p=0.95, temperature=temperature, max_new_tokens=max_tokens)[0]['generated_text']22    return generated_text23 24 25iface = gr.Interface(26    fn=code_generation, 27    inputs=[28        gr.Textbox(lines=10, label="Input code"),29        gr.inputs.Slider(30            minimum=8,31            maximum=256,32            step=1,33            default=8,34            label="Number of tokens to generate",35        ),36        gr.inputs.Slider(37            minimum=0,38            maximum=2,39            step=0.1,40            default=0.6,41            label="Temperature",42        ),43        gr.inputs.Slider(44            minimum=0,45            maximum=1000,46            step=1,47            default=42,48            label="Random seed to use for the generation"49        )50    ],51    outputs=gr.Textbox(label="Predicted code", lines=10),52    examples=examples,53    layout="horizontal",54    theme="peach",55    description=description,56    title=title57)58iface.launch()