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import gradio as gr
from transformers import AutoModelForCausalLM, AutoTokenizer
import torch
# deepseek-ai/DeepSeek-Coder-V2-Lite-Instruct
# model_id = "deepseek-ai/deepseek-coder-6.7b-instruct"
# model_id = "deepseek-ai/deepseek-coder-33b-instruct"
# model_id = "deepseek-ai/DeepSeek-Coder-V2-Lite-Instruct"
# model_id = "deepseek-ai/DeepSeek-Coder-V2-Instruct"
# This works best
model_id = "deepseek-ai/deepseek-coder-1.3b-instruct"
tokenizer = AutoTokenizer.from_pretrained(model_id)
model = AutoModelForCausalLM.from_pretrained(model_id,
# device_map=None,
# torch_dtype=torch.float32,
device_map="auto",
torch_dtype=torch.float16,
trust_remote_code=True
)
# model.to("cpu")
spinner = gr.HTML(
"<div style='text-align:center'><img src='https://media2.giphy.com/media/v1.Y2lkPTc5MGI3NjExMXViMm02MnR6bGJ4c2h3ajYzdWNtNXNtYnNic3lnN2xyZzlzbm9seSZlcD12MV9pbnRlcm5hbF9naWZfYnlfaWQmY3Q9cw/k32ddF9WVs44OUaZAm/giphy.gif' width='180'></div>",
visible=False # hidden by default
)
def generate_code(prompt, style="Clean & Pythonic"):
spinner.update(visible=True)
if style == "Verbose like a 15th-century manuscript":
prompt = "In a manner most detailed, write code that... " + prompt
inputs = tokenizer(prompt, return_tensors="pt").to(model.device)
outputs = model.generate(**inputs,
# max_new_tokens=100,
max_new_tokens=512,
do_sample=False,
temperature=1.0,
top_p=0.95,
top_k=50,
num_return_sequences=1,
eos_token_id=tokenizer.eos_token_id
)
spinner.update(visible=False)
return tokenizer.decode(outputs[0], skip_special_tokens=True)
demo = gr.Interface(
fn=generate_code,
inputs=[
gr.Textbox(label="How shall Codice Da Vinci help today?", lines=3),
gr.Dropdown(["Clean & Pythonic", "Verbose like a 15th-century manuscript"], label="Code Style")
],
outputs=gr.Code(label="🧾 Leonardo's Work"),
title="Codice Da Vinci 📜💻",
description="Your Renaissance coding assistant. Fluent in algorithms and Latin. Powered by LLM."
)
demo.launch()
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