Spaces:
Sleeping
Sleeping
Madalina Vatamanelu
commited on
Commit
•
cdfc8fe
1
Parent(s):
91c38dc
Extend the app to call the 3 models
Browse files
app.py
CHANGED
@@ -0,0 +1,37 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
import gradio as gr
|
2 |
+
import requests
|
3 |
+
import os
|
4 |
+
|
5 |
+
|
6 |
+
|
7 |
+
API_URL1 = "https://api-inference.huggingface.co/models/cardiffnlp/twitter-roberta-base-sentiment"
|
8 |
+
API_URL2 = "https://api-inference.huggingface.co/models/facebook/convnext-xlarge-384-22k-1k"
|
9 |
+
API_URL3 = "https://api-inference.huggingface.co/models/microsoft/trocr-base-handwritten"
|
10 |
+
|
11 |
+
bt = os.environ['HACKAITHONBEARERTOKEN']
|
12 |
+
headers = {"Authorization": bt }
|
13 |
+
|
14 |
+
def query(mood, select_model, filepath):
|
15 |
+
|
16 |
+
print (select_model);
|
17 |
+
print (filepath);
|
18 |
+
|
19 |
+
|
20 |
+
if (select_model=="Sentiment"):
|
21 |
+
response = requests.post(API_URL1, headers=headers, json=mood)
|
22 |
+
elif (select_model=="WhatIsThat"):
|
23 |
+
data = open(filepath, 'rb' ).read()
|
24 |
+
response = requests.post(API_URL2, headers=headers, data=data)
|
25 |
+
else:
|
26 |
+
data = open(filepath, 'rb' ).read()
|
27 |
+
response = requests.post(API_URL3, headers=headers, data=data)
|
28 |
+
return str(response.json())
|
29 |
+
|
30 |
+
def greet(mood,select_model,image):
|
31 |
+
output = query({"inputs":mood}, select_model, image)
|
32 |
+
print (str(output))
|
33 |
+
return str(output)
|
34 |
+
|
35 |
+
iface = gr.Interface(
|
36 |
+
fn=greet, inputs=["text", gr.Radio(choices=["Sentiment", "WhatIsThat", "HandWriting"],value="Sentiment"),gr.Image(type="filepath")], outputs="text")
|
37 |
+
iface.launch()
|