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https://huggingface.co/spaces/sahellx/kitty-bash-demo/resolve/main/app.py
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1.82 kB
| import gradio as gr | |
| import spaces | |
| import torch | |
| from transformers import AutoModelForCausalLM, AutoTokenizer | |
| model_id = "sahellx/kitty-bash-llm" | |
| tokenizer = AutoTokenizer.from_pretrained(model_id) | |
| model = AutoModelForCausalLM.from_pretrained( | |
| model_id, | |
| torch_dtype=torch.float16, | |
| device_map="auto" | |
| ) | |
| def generate_bash(instruction): | |
| if not instruction.strip(): | |
| return "Please enter a valid command instruction." | |
| messages = [ | |
| {"role": "system", "content": "You are a helpful assistant that generates bash and shell commands."}, | |
| {"role": "user", "content": instruction} | |
| ] | |
| prompt = tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True) | |
| inputs = tokenizer(prompt, return_tensors="pt").to(model.device) | |
| with torch.no_grad(): | |
| outputs = model.generate( | |
| **inputs, | |
| max_new_tokens=128, | |
| temperature=0.2, | |
| do_sample=False, | |
| pad_token_id=tokenizer.eos_token_id | |
| ) | |
| response = tokenizer.decode(outputs[0][inputs.input_ids.shape[1]:], skip_special_tokens=True) | |
| return response.strip() | |
| demo = gr.Interface( | |
| fn=generate_bash, | |
| inputs=gr.Textbox(lines=2, label="Task instruction", placeholder="e.g. find all mp4 files larger than 100MB and delete them"), | |
| outputs=gr.Code(language="shell", label="Generated Bash Command"), | |
| title="Kitty Bash LLM Demo", | |
| description="Natural language to bash commands powered by sahellx/kitty-bash-llm on ZeroGPU.", | |
| examples=[ | |
| ["list all active listening ports on this machine"], | |
| ["find all files with extension .log older than 7 days and delete them"], | |
| ["create a tar.gz archive of the folder named project"] | |
| ] | |
| ) | |
| if __name__ == "__main__": | |
| demo.launch() |