Spaces:
Runtime error
Runtime error
Create app.py
Browse files
app.py
ADDED
|
@@ -0,0 +1,59 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import gradio as gr
|
| 2 |
+
import pandas as pd
|
| 3 |
+
from sentiment3d import Sentiment3D
|
| 4 |
+
|
| 5 |
+
s3d = Sentiment3D()
|
| 6 |
+
|
| 7 |
+
TITLE = "COMPASS Pathways 3D Sentiment Model"
|
| 8 |
+
EXAMPLES = [
|
| 9 |
+
"This is so awesome!",
|
| 10 |
+
"You're driving me up the wall!",
|
| 11 |
+
"I'm so lonely I could cry.",
|
| 12 |
+
"I'm not feeling very sad at all.",
|
| 13 |
+
"You're slapping your father in the face, aren't you?",
|
| 14 |
+
"Yes, that's how I feel [laughing].",
|
| 15 |
+
"Yes, that's how I feel [sobbing].",
|
| 16 |
+
"Now I hear what you're sayin' 😀",
|
| 17 |
+
"Now I hear what you're sayin' 🙁",
|
| 18 |
+
]
|
| 19 |
+
|
| 20 |
+
|
| 21 |
+
def sentiment(text, state):
|
| 22 |
+
valence, arousal, confidence = s3d(text)
|
| 23 |
+
res = dict(text=text, valence=valence, arousal=arousal, confidence=confidence, words=len(text.split()))
|
| 24 |
+
#if clear_history:
|
| 25 |
+
# state = []
|
| 26 |
+
if state == None:
|
| 27 |
+
state = []
|
| 28 |
+
state.append(res)
|
| 29 |
+
df = pd.DataFrame(state)
|
| 30 |
+
res_txt = [
|
| 31 |
+
f"{r['text']}: valence={r['valence']:0.3f}, arousal={r['arousal']:0.3f}, confidence=arousal={r['confidence']:0.3f}"
|
| 32 |
+
for r in state
|
| 33 |
+
]
|
| 34 |
+
return "\n".join(res_txt), df, state
|
| 35 |
+
|
| 36 |
+
|
| 37 |
+
iface = gr.Interface(
|
| 38 |
+
fn=sentiment,
|
| 39 |
+
inputs=[gr.Textbox(lines=1, placeholder="Text for 3d sentiment..."), "state"],
|
| 40 |
+
outputs=[
|
| 41 |
+
gr.Textbox(lines=5, max_lines=5, label="Results"),
|
| 42 |
+
gr.ScatterPlot(
|
| 43 |
+
x="valence",
|
| 44 |
+
y="arousal",
|
| 45 |
+
z="confidence",
|
| 46 |
+
tooltip="text",
|
| 47 |
+
size="words",
|
| 48 |
+
size_legend_position="none",
|
| 49 |
+
interactive=False,
|
| 50 |
+
x_lim=[-1.05, 1.05],
|
| 51 |
+
y_lim=[-1.05, 1.05],
|
| 52 |
+
z_lim=[-1.05, 1.05],
|
| 53 |
+
),
|
| 54 |
+
"state",
|
| 55 |
+
],
|
| 56 |
+
titel=TITLE,
|
| 57 |
+
examples=EXAMPLES,
|
| 58 |
+
)
|
| 59 |
+
iface.launch()
|