Spaces:
Runtime error
Runtime error
CesarLeblanc
commited on
Commit
•
7e0319c
1
Parent(s):
f24a452
Update app.py
Browse files
app.py
CHANGED
@@ -1,22 +1,25 @@
|
|
1 |
import gradio as gr
|
2 |
from transformers import pipeline
|
|
|
3 |
|
4 |
classifier = pipeline("text-classification", model="CesarLeblanc/test_model")
|
|
|
5 |
|
6 |
def text_classification(text):
|
7 |
result = classifier(text)
|
8 |
habitat_label = result[0]['label']
|
|
|
9 |
habitat_score = result[0]['score']
|
10 |
-
formatted_output = f"This
|
11 |
return formatted_output
|
12 |
|
13 |
-
examples=["
|
14 |
|
15 |
io = gr.Interface(fn=text_classification,
|
16 |
-
inputs= gr.Textbox(lines=2, label="Text", placeholder="Enter
|
17 |
outputs=gr.Textbox(lines=2, label="Text Classification Result"),
|
18 |
-
title="
|
19 |
-
description="Enter
|
20 |
examples=examples)
|
21 |
|
22 |
-
io.launch()
|
|
|
1 |
import gradio as gr
|
2 |
from transformers import pipeline
|
3 |
+
from datasets import load_dataset
|
4 |
|
5 |
classifier = pipeline("text-classification", model="CesarLeblanc/test_model")
|
6 |
+
dataset = load_dataset("CesarLeblanc/text_classification_dataset")
|
7 |
|
8 |
def text_classification(text):
|
9 |
result = classifier(text)
|
10 |
habitat_label = result[0]['label']
|
11 |
+
habitat_label = dataset['train'].features['label'].names[int(habitat_label.split('_')[1])]
|
12 |
habitat_score = result[0]['score']
|
13 |
+
formatted_output = f"This vegetation plot is {habitat_label} with the probability {habitat_score*100:.2f}%"
|
14 |
return formatted_output
|
15 |
|
16 |
+
examples=["quercus robur, betula pendula, holcus lanatus, lonicera periclymenum, carex arenaria, poa trivialis", "thinopyrum junceum, cakile maritima"]
|
17 |
|
18 |
io = gr.Interface(fn=text_classification,
|
19 |
+
inputs= gr.Textbox(lines=2, label="Text", placeholder="Enter species here..."),
|
20 |
outputs=gr.Textbox(lines=2, label="Text Classification Result"),
|
21 |
+
title="Vegetation Plot Classification",
|
22 |
+
description="Enter the species and see the vegetation plot classification result!",
|
23 |
examples=examples)
|
24 |
|
25 |
+
io.launch()
|