Spaces:
Runtime error
Runtime error
Commit
•
56263f8
1
Parent(s):
6521b5b
Update app.py
Browse files
app.py
CHANGED
|
@@ -1,50 +1,9 @@
|
|
| 1 |
-
from fastapi import FastAPI
|
| 2 |
-
from fastapi.responses import HTMLResponse
|
| 3 |
-
from pydantic import BaseModel
|
| 4 |
-
from transformers import AutoModelForSequenceClassification, AutoTokenizer, pipeline
|
| 5 |
-
import os
|
| 6 |
|
|
|
|
| 7 |
app = FastAPI()
|
| 8 |
-
token = os.getenv("token")
|
| 9 |
|
| 10 |
-
#
|
| 11 |
-
|
| 12 |
-
|
| 13 |
-
|
| 14 |
-
pipe = pipeline("text-classification", model=model, tokenizer=tokenizer)
|
| 15 |
-
|
| 16 |
-
|
| 17 |
-
@app.get("/", response_class=HTMLResponse)
|
| 18 |
-
def read_root():
|
| 19 |
-
return """
|
| 20 |
-
<html>
|
| 21 |
-
<body>
|
| 22 |
-
<h1>Welcome to the Text Classification App</h1>
|
| 23 |
-
<form action="/classify" method="post">
|
| 24 |
-
<label for="text">Enter text:</label>
|
| 25 |
-
<input type="text" id="text" name="text">
|
| 26 |
-
<button type="submit">Classify</button>
|
| 27 |
-
</form>
|
| 28 |
-
</body>
|
| 29 |
-
</html>
|
| 30 |
-
"""
|
| 31 |
-
|
| 32 |
-
@app.post("/classify", response_class=HTMLResponse)
|
| 33 |
-
async def classify(request: Request):
|
| 34 |
-
form_data = await request.form()
|
| 35 |
-
text = form_data.get('text')
|
| 36 |
-
if not text:
|
| 37 |
-
return HTMLResponse(content="<html><body><p>No text provided.</p></body></html>", status_code=400)
|
| 38 |
-
|
| 39 |
-
output = pipe(text)
|
| 40 |
-
classification = output[0]['label']
|
| 41 |
-
return HTMLResponse(content=f"""
|
| 42 |
-
<html>
|
| 43 |
-
<body>
|
| 44 |
-
<h1>Classification Result</h1>
|
| 45 |
-
<p>Text: {text}</p>
|
| 46 |
-
<p>Classification: {classification}</p>
|
| 47 |
-
<a href="/">Back</a>
|
| 48 |
-
</body>
|
| 49 |
-
</html>
|
| 50 |
-
""")
|
|
|
|
| 1 |
+
from fastapi import FastAPI
|
|
|
|
|
|
|
|
|
|
|
|
|
| 2 |
|
| 3 |
+
# Initialize the FastAPI app
|
| 4 |
app = FastAPI()
|
|
|
|
| 5 |
|
| 6 |
+
# Define the welcome endpoint
|
| 7 |
+
@app.get('/')
|
| 8 |
+
async def welcome():
|
| 9 |
+
return "Welcome to our Text Classification API"
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|