Spaces:
Runtime error
Runtime error
AlexanderK
commited on
Commit
·
18b049d
1
Parent(s):
7c04653
new app file
Browse files
app.py
ADDED
|
@@ -0,0 +1,50 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import gradio as gr
|
| 2 |
+
from transformers import (
|
| 3 |
+
AutoModelForSeq2SeqLM,
|
| 4 |
+
AutoTokenizer,
|
| 5 |
+
AutoConfig,
|
| 6 |
+
pipeline,
|
| 7 |
+
)
|
| 8 |
+
import torch
|
| 9 |
+
from translator import translate_text # импортируем функцию переводчика
|
| 10 |
+
|
| 11 |
+
|
| 12 |
+
model_name = "sagard21/python-code-explainer"
|
| 13 |
+
tokenizer = AutoTokenizer.from_pretrained(model_name, padding=True)
|
| 14 |
+
model = AutoModelForSeq2SeqLM.from_pretrained(model_name)
|
| 15 |
+
config = AutoConfig.from_pretrained(model_name)
|
| 16 |
+
|
| 17 |
+
if torch.cuda.is_available():
|
| 18 |
+
model = model.to('cuda') # запускаем модель на GPU, если доступно
|
| 19 |
+
model.eval()
|
| 20 |
+
|
| 21 |
+
pipe = pipeline("summarization", model=model_name, config=config, tokenizer=tokenizer)
|
| 22 |
+
|
| 23 |
+
|
| 24 |
+
def generate_text(text_prompt):
|
| 25 |
+
response = pipe(text_prompt)
|
| 26 |
+
english_explanation = response[0]['summary_text']
|
| 27 |
+
russian_explanation = translate_text(english_explanation) # переводим объяснение кода с англ на рус язык
|
| 28 |
+
return english_explanation, russian_explanation
|
| 29 |
+
|
| 30 |
+
|
| 31 |
+
textbox1 = gr.Textbox(value="""
|
| 32 |
+
class Solution(object):
|
| 33 |
+
def isValid(self, s):
|
| 34 |
+
stack = []
|
| 35 |
+
mapping = {")": "(", "}": "{", "]": "["}
|
| 36 |
+
for char in s:
|
| 37 |
+
if char in mapping:
|
| 38 |
+
top_element = stack.pop() if stack else '#'
|
| 39 |
+
if mapping[char] != top_element:
|
| 40 |
+
return False
|
| 41 |
+
else:
|
| 42 |
+
stack.append(char)
|
| 43 |
+
return not stack""")
|
| 44 |
+
textbox2 = gr.Textbox()
|
| 45 |
+
textbox3 = gr.Textbox()
|
| 46 |
+
|
| 47 |
+
if __name__ == "__main__":
|
| 48 |
+
with gr.Blocks() as demo:
|
| 49 |
+
gr.Interface(fn=generate_text, inputs=textbox1, outputs=[textbox2, textbox3])
|
| 50 |
+
demo.launch() # запускаем Gradio-интерфейс
|