kaushikbar
commited on
Commit
·
3861998
1
Parent(s):
3692b96
added multi-label as a radio button user input
Browse files
app.py
CHANGED
|
@@ -93,22 +93,22 @@ def prep_examples():
|
|
| 93 |
example_labels16 = "Under the leadership of Nadella;;Despite the leadership of Nadella;;And Nadella had nothing to do with it;;Under the leadership of Pichai"
|
| 94 |
|
| 95 |
examples = [
|
| 96 |
-
[example_text1, example_labels1],
|
| 97 |
-
[example_text2, example_labels2],
|
| 98 |
-
[example_text3, example_labels3],
|
| 99 |
-
[example_text4, example_labels4],
|
| 100 |
-
[example_text5, example_labels5],
|
| 101 |
-
[example_text6, example_labels6],
|
| 102 |
-
[example_text7, example_labels7],
|
| 103 |
-
[example_text8, example_labels8],
|
| 104 |
-
[example_text9, example_labels9],
|
| 105 |
-
[example_text10, example_labels10],
|
| 106 |
-
[example_text11, example_labels11],
|
| 107 |
-
[example_text12, example_labels12],
|
| 108 |
-
[example_text13, example_labels13],
|
| 109 |
-
[example_text14, example_labels14],
|
| 110 |
-
[example_text15, example_labels15],
|
| 111 |
-
[example_text16, example_labels16]]
|
| 112 |
|
| 113 |
return examples
|
| 114 |
|
|
@@ -154,12 +154,13 @@ def detect_lang(sequence, labels):
|
|
| 154 |
|
| 155 |
return seq_lang
|
| 156 |
|
| 157 |
-
def sequence_to_classify(sequence, labels):
|
| 158 |
lang = 'en' #detect_lang(sequence, labels)
|
| 159 |
classifier = classifiers[lang]
|
| 160 |
|
| 161 |
label_clean = str(labels).split(";;")
|
| 162 |
-
|
|
|
|
| 163 |
|
| 164 |
predicted_labels = response['labels']
|
| 165 |
predicted_scores = response['scores']
|
|
@@ -169,6 +170,7 @@ def sequence_to_classify(sequence, labels):
|
|
| 169 |
sequence,
|
| 170 |
predicted_labels))
|
| 171 |
|
|
|
|
| 172 |
return clean_output
|
| 173 |
|
| 174 |
iface = gr.Interface(
|
|
@@ -180,8 +182,10 @@ iface = gr.Interface(
|
|
| 180 |
placeholder="Text here..."),
|
| 181 |
gr.inputs.Textbox(lines=2,
|
| 182 |
label="Please enter the candidate labels (separated by 2 consecutive semicolons)...",
|
| 183 |
-
placeholder="Labels here separated by ;;")
|
| 184 |
-
|
|
|
|
|
|
|
| 185 |
#interpretation="default",
|
| 186 |
examples=prep_examples())
|
| 187 |
|
|
|
|
| 93 |
example_labels16 = "Under the leadership of Nadella;;Despite the leadership of Nadella;;And Nadella had nothing to do with it;;Under the leadership of Pichai"
|
| 94 |
|
| 95 |
examples = [
|
| 96 |
+
[example_text1, example_labels1, False],
|
| 97 |
+
[example_text2, example_labels2, False],
|
| 98 |
+
[example_text3, example_labels3, False],
|
| 99 |
+
[example_text4, example_labels4, True],
|
| 100 |
+
[example_text5, example_labels5, True],
|
| 101 |
+
[example_text6, example_labels6, False],
|
| 102 |
+
[example_text7, example_labels7, False],
|
| 103 |
+
[example_text8, example_labels8, False],
|
| 104 |
+
[example_text9, example_labels9, True],
|
| 105 |
+
[example_text10, example_labels10, False],
|
| 106 |
+
[example_text11, example_labels11, False],
|
| 107 |
+
[example_text12, example_labels12, False],
|
| 108 |
+
[example_text13, example_labels13, False],
|
| 109 |
+
[example_text14, example_labels14, False],
|
| 110 |
+
[example_text15, example_labels15, False],
|
| 111 |
+
[example_text16, example_labels16, False]]
|
| 112 |
|
| 113 |
return examples
|
| 114 |
|
|
|
|
| 154 |
|
| 155 |
return seq_lang
|
| 156 |
|
| 157 |
+
def sequence_to_classify(sequence, labels, multi_label):
|
| 158 |
lang = 'en' #detect_lang(sequence, labels)
|
| 159 |
classifier = classifiers[lang]
|
| 160 |
|
| 161 |
label_clean = str(labels).split(";;")
|
| 162 |
+
print("**** multi_label: ", multi_label)
|
| 163 |
+
response = classifier(sequence, label_clean, multi_label=multi_label)
|
| 164 |
|
| 165 |
predicted_labels = response['labels']
|
| 166 |
predicted_scores = response['scores']
|
|
|
|
| 170 |
sequence,
|
| 171 |
predicted_labels))
|
| 172 |
|
| 173 |
+
print("++++clean_output: ", clean_output)
|
| 174 |
return clean_output
|
| 175 |
|
| 176 |
iface = gr.Interface(
|
|
|
|
| 182 |
placeholder="Text here..."),
|
| 183 |
gr.inputs.Textbox(lines=2,
|
| 184 |
label="Please enter the candidate labels (separated by 2 consecutive semicolons)...",
|
| 185 |
+
placeholder="Labels here separated by ;;"),
|
| 186 |
+
gr.inputs.Textbox(choices=[False, True],
|
| 187 |
+
label="Multi-label?"],
|
| 188 |
+
outputs=gr.outputs.Label(num_top_classes=5),
|
| 189 |
#interpretation="default",
|
| 190 |
examples=prep_examples())
|
| 191 |
|