Spaces:
Sleeping
Sleeping
Merge pull request #8 from Dutta-SD/develop
Browse files- README.md +1 -3
- app.py +49 -19
- requirements.txt +94 -11
README.md
CHANGED
@@ -5,9 +5,7 @@ colorTo: blue
|
|
5 |
sdk: gradio
|
6 |
app_file: app.py
|
7 |
pinned: false
|
8 |
-
|
9 |
-
sdk_version: 2.7.0
|
10 |
-
python_version:
|
11 |
---
|
12 |
|
13 |
# Agression and Misogyny Detection App
|
|
|
5 |
sdk: gradio
|
6 |
app_file: app.py
|
7 |
pinned: false
|
8 |
+
python_version: 3.10.5
|
|
|
|
|
9 |
---
|
10 |
|
11 |
# Agression and Misogyny Detection App
|
app.py
CHANGED
@@ -1,27 +1,57 @@
|
|
1 |
from components.get_predictions import get_predictions
|
2 |
-
import
|
|
|
|
|
3 |
|
4 |
|
5 |
-
|
6 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
7 |
get_predictions,
|
8 |
-
inputs=
|
9 |
-
|
10 |
-
placeholder="Enter The Text",
|
11 |
-
default="",
|
12 |
-
label="Text to Predict",
|
13 |
-
),
|
14 |
-
outputs=[
|
15 |
-
gradio.outputs.Textbox(type="str", label="Aggression Prediction"),
|
16 |
-
gradio.outputs.Textbox(type="str", label="Misogyny Prediction"),
|
17 |
-
],
|
18 |
title="Aggression and Misogyny Predictor",
|
19 |
-
theme=
|
20 |
-
live=
|
21 |
)
|
22 |
|
|
|
|
|
|
|
|
|
|
|
|
|
23 |
# Launch the interface
|
24 |
-
interface.launch(
|
25 |
-
share=False,
|
26 |
-
debug=True,
|
27 |
-
)
|
|
|
1 |
from components.get_predictions import get_predictions
|
2 |
+
from gradio.components import Textbox
|
3 |
+
from gradio.interface import Interface
|
4 |
+
from gradio.themes import Monochrome
|
5 |
|
6 |
|
7 |
+
def get_input_fields() -> Textbox:
|
8 |
+
"""Get Input Fields
|
9 |
+
|
10 |
+
Returns:
|
11 |
+
Textbox: Input Field as gradio TextBox
|
12 |
+
"""
|
13 |
+
return Textbox(
|
14 |
+
lines=2,
|
15 |
+
placeholder="Enter The Text",
|
16 |
+
value="",
|
17 |
+
label="Text to Predict",
|
18 |
+
)
|
19 |
+
|
20 |
+
|
21 |
+
def get_output_fields() -> list[Textbox]:
|
22 |
+
"""Gets Output Fields
|
23 |
+
|
24 |
+
Returns:
|
25 |
+
list[Textbox...]: output fields as gradio textbox
|
26 |
+
"""
|
27 |
+
|
28 |
+
return [
|
29 |
+
Textbox(type="text", label="Aggression Prediction"),
|
30 |
+
Textbox(type="text", label="Misogyny Prediction"),
|
31 |
+
]
|
32 |
+
|
33 |
+
|
34 |
+
def get_interface() -> Interface:
|
35 |
+
"""Gets the Interface with Input and Outputs
|
36 |
+
|
37 |
+
Returns:
|
38 |
+
Interface: gradio interface
|
39 |
+
"""
|
40 |
+
|
41 |
+
interface = Interface(
|
42 |
get_predictions,
|
43 |
+
inputs=get_input_fields(),
|
44 |
+
outputs=get_output_fields(),
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
45 |
title="Aggression and Misogyny Predictor",
|
46 |
+
theme=Monochrome(),
|
47 |
+
live=False,
|
48 |
)
|
49 |
|
50 |
+
return interface
|
51 |
+
|
52 |
+
|
53 |
+
if __name__ == "__main__":
|
54 |
+
interface = get_interface()
|
55 |
+
|
56 |
# Launch the interface
|
57 |
+
interface.launch(share=False, debug=True)
|
|
|
|
|
|
requirements.txt
CHANGED
@@ -1,12 +1,95 @@
|
|
1 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
2 |
xgboost==0.90
|
3 |
-
|
4 |
-
pandas
|
5 |
-
matplotlib
|
6 |
-
flask
|
7 |
-
jinja2
|
8 |
-
pillow
|
9 |
-
nltk
|
10 |
-
joblib
|
11 |
-
scikit-learn
|
12 |
-
black
|
|
|
1 |
+
aiofiles==23.1.0
|
2 |
+
aiohttp==3.8.4
|
3 |
+
aiosignal==1.3.1
|
4 |
+
altair==5.0.1
|
5 |
+
analytics-python==1.4.post1
|
6 |
+
anyio==3.7.0
|
7 |
+
async-timeout==4.0.2
|
8 |
+
attrs==23.1.0
|
9 |
+
backoff==1.10.0
|
10 |
+
bcrypt==4.0.1
|
11 |
+
black==23.3.0
|
12 |
+
blinker==1.6.2
|
13 |
+
certifi==2023.5.7
|
14 |
+
cffi==1.15.1
|
15 |
+
charset-normalizer==3.1.0
|
16 |
+
click==8.1.3
|
17 |
+
colorama==0.4.6
|
18 |
+
contourpy==1.1.0
|
19 |
+
cryptography==41.0.1
|
20 |
+
cycler==0.11.0
|
21 |
+
exceptiongroup==1.1.1
|
22 |
+
fastapi==0.97.0
|
23 |
+
ffmpy==0.3.0
|
24 |
+
filelock==3.12.2
|
25 |
+
Flask==2.3.2
|
26 |
+
Flask-CacheBuster==1.0.0
|
27 |
+
Flask-Cors==3.0.10
|
28 |
+
Flask-Login==0.6.2
|
29 |
+
fonttools==4.40.0
|
30 |
+
frozenlist==1.3.3
|
31 |
+
fsspec==2023.6.0
|
32 |
+
gradio==3.35.2
|
33 |
+
gradio_client==0.2.7
|
34 |
+
h11==0.14.0
|
35 |
+
httpcore==0.17.2
|
36 |
+
httpx==0.24.1
|
37 |
+
huggingface-hub==0.15.1
|
38 |
+
idna==3.4
|
39 |
+
itsdangerous==2.1.2
|
40 |
+
Jinja2==3.1.2
|
41 |
+
joblib==1.2.0
|
42 |
+
jsonschema==4.17.3
|
43 |
+
kiwisolver==1.4.4
|
44 |
+
linkify-it-py==2.0.2
|
45 |
+
markdown-it-py==2.2.0
|
46 |
+
markdown2==2.4.8
|
47 |
+
MarkupSafe==2.1.3
|
48 |
+
matplotlib==3.7.1
|
49 |
+
mdit-py-plugins==0.3.3
|
50 |
+
mdurl==0.1.2
|
51 |
+
monotonic==1.6
|
52 |
+
multidict==6.0.4
|
53 |
+
mypy-extensions==1.0.0
|
54 |
+
nltk==3.8.1
|
55 |
+
numpy==1.24.3
|
56 |
+
orjson==3.9.1
|
57 |
+
packaging==23.1
|
58 |
+
pandas==2.0.2
|
59 |
+
paramiko==3.2.0
|
60 |
+
pathspec==0.11.1
|
61 |
+
Pillow==9.5.0
|
62 |
+
platformdirs==3.5.3
|
63 |
+
pycparser==2.21
|
64 |
+
pycryptodome==3.18.0
|
65 |
+
pydantic==1.10.9
|
66 |
+
pydub==0.25.1
|
67 |
+
Pygments==2.15.1
|
68 |
+
PyNaCl==1.5.0
|
69 |
+
pyparsing==3.0.9
|
70 |
+
pyrsistent==0.19.3
|
71 |
+
python-dateutil==2.8.2
|
72 |
+
python-multipart==0.0.6
|
73 |
+
pytz==2023.3
|
74 |
+
PyYAML==6.0
|
75 |
+
regex==2023.6.3
|
76 |
+
requests==2.31.0
|
77 |
+
scikit-learn==1.2.2
|
78 |
+
scipy==1.10.1
|
79 |
+
semantic-version==2.10.0
|
80 |
+
six==1.16.0
|
81 |
+
sniffio==1.3.0
|
82 |
+
starlette==0.27.0
|
83 |
+
threadpoolctl==3.1.0
|
84 |
+
tomli==2.0.1
|
85 |
+
toolz==0.12.0
|
86 |
+
tqdm==4.65.0
|
87 |
+
typing_extensions==4.6.3
|
88 |
+
tzdata==2023.3
|
89 |
+
uc-micro-py==1.0.2
|
90 |
+
urllib3==2.0.3
|
91 |
+
uvicorn==0.22.0
|
92 |
+
websockets==11.0.3
|
93 |
+
Werkzeug==2.3.6
|
94 |
xgboost==0.90
|
95 |
+
yarl==1.9.2
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|