Spaces:
Sleeping
Sleeping
app.py and requirements.txt added
Browse files- app.py +46 -0
- requirements.txt +3 -0
app.py
ADDED
|
@@ -0,0 +1,46 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import gradio as gr
|
| 2 |
+
from transformers import AutoTokenizer, AutoModelForCausalLM
|
| 3 |
+
import torch
|
| 4 |
+
|
| 5 |
+
MODEL_NAME = "tiiuae/falcon-180B"
|
| 6 |
+
|
| 7 |
+
tokenizer = AutoTokenizer.from_pretrained(MODEL_NAME, trust_remote_code=True)
|
| 8 |
+
model = AutoModelForCausalLM.from_pretrained(
|
| 9 |
+
MODEL_NAME,
|
| 10 |
+
torch_dtype=torch.bfloat16,
|
| 11 |
+
device_map="auto",
|
| 12 |
+
trust_remote_code=True
|
| 13 |
+
)
|
| 14 |
+
|
| 15 |
+
def improve_code(code: str) -> str:
|
| 16 |
+
prompt = (
|
| 17 |
+
"You are an expert code assistant.\n"
|
| 18 |
+
"Given the following code, suggest an improved version with clear comments and best practices.\n"
|
| 19 |
+
"Output only the improved code.\n\n"
|
| 20 |
+
f"Original code:\n{code}\n\nImproved code:"
|
| 21 |
+
)
|
| 22 |
+
inputs = tokenizer(prompt, return_tensors="pt").to(model.device)
|
| 23 |
+
with torch.no_grad():
|
| 24 |
+
outputs = model.generate(
|
| 25 |
+
input_ids=inputs["input_ids"],
|
| 26 |
+
attention_mask=inputs["attention_mask"],
|
| 27 |
+
max_new_tokens=512,
|
| 28 |
+
temperature=0.2,
|
| 29 |
+
top_p=0.9,
|
| 30 |
+
do_sample=True,
|
| 31 |
+
pad_token_id=tokenizer.eos_token_id
|
| 32 |
+
)
|
| 33 |
+
generated = tokenizer.decode(outputs[0], skip_special_tokens=True)
|
| 34 |
+
improved = generated.split("Improved code:")[-1].strip()
|
| 35 |
+
return improved
|
| 36 |
+
|
| 37 |
+
app = gr.Blocks()
|
| 38 |
+
|
| 39 |
+
with app:
|
| 40 |
+
gr.Markdown("## Servidor MCP para mejora de c贸digo con Falcon 180B")
|
| 41 |
+
code_input = gr.Textbox(label="C贸digo original", lines=15)
|
| 42 |
+
improve_btn = gr.Button("Mejorar c贸digo")
|
| 43 |
+
code_output = gr.Textbox(label="C贸digo mejorado", lines=15)
|
| 44 |
+
improve_btn.click(improve_code, inputs=code_input, outputs=code_output)
|
| 45 |
+
|
| 46 |
+
app.launch()
|
requirements.txt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
gradio[mcp]
|
| 2 |
+
transformers
|
| 3 |
+
torch
|