Spaces:
Sleeping
Sleeping
Update app.py
Browse files
app.py
CHANGED
@@ -38,13 +38,18 @@ for fn, hdr in [
|
|
38 |
# Inference functions
|
39 |
# ββββββββββββββββ
|
40 |
def run_stage1(question, model_name):
|
41 |
-
"""Return top3 coarse subjects + duration."""
|
42 |
start = time.time()
|
43 |
clf = pipeline("zero-shot-classification", model=model_name)
|
44 |
out = clf(question, candidate_labels=coarse_labels)
|
45 |
labels, scores = out["labels"][:3], out["scores"][:3]
|
46 |
-
duration = round(time.time()-start,3)
|
47 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
48 |
|
49 |
def run_stage2(question, model_name, subject):
|
50 |
"""Return top3 fine topics + duration."""
|
@@ -84,20 +89,17 @@ with gr.Blocks() as demo:
|
|
84 |
|
85 |
with gr.Row():
|
86 |
question_input = gr.Textbox(lines=3, label="Enter your question")
|
87 |
-
model_input = gr.Dropdown(
|
88 |
-
choices=MODEL_CHOICES, value=MODEL_CHOICES[0], label="Choose model"
|
89 |
-
)
|
90 |
go_button = gr.Button("Run Stage 1")
|
91 |
|
92 |
-
|
93 |
-
subj_radio = gr.Radio(choices=[], label="
|
94 |
-
info="Select to re-run Stage 2 for a different subject")
|
95 |
stage1_time = gr.Textbox(label="Stage 1 Time")
|
96 |
|
97 |
go_button.click(
|
98 |
-
fn=
|
99 |
inputs=[question_input, model_input],
|
100 |
-
outputs=[subj_radio, stage1_time]
|
101 |
)
|
102 |
|
103 |
# Stage 2 UI
|
|
|
38 |
# Inference functions
|
39 |
# ββββββββββββββββ
|
40 |
def run_stage1(question, model_name):
|
|
|
41 |
start = time.time()
|
42 |
clf = pipeline("zero-shot-classification", model=model_name)
|
43 |
out = clf(question, candidate_labels=coarse_labels)
|
44 |
labels, scores = out["labels"][:3], out["scores"][:3]
|
45 |
+
duration = round(time.time() - start, 3)
|
46 |
+
|
47 |
+
# Build the label mapping
|
48 |
+
label_dict = {lbl: round(score,3) for lbl,score in zip(labels, scores)}
|
49 |
+
# Prepare Radio update
|
50 |
+
radio_update = gr.update(choices=labels, value=labels[0])
|
51 |
+
|
52 |
+
return label_dict, radio_update, f"β± {duration}s"
|
53 |
|
54 |
def run_stage2(question, model_name, subject):
|
55 |
"""Return top3 fine topics + duration."""
|
|
|
89 |
|
90 |
with gr.Row():
|
91 |
question_input = gr.Textbox(lines=3, label="Enter your question")
|
92 |
+
model_input = gr.Dropdown(choices=MODEL_CHOICES, value=MODEL_CHOICES[0], label="Choose model")
|
|
|
|
|
93 |
go_button = gr.Button("Run Stage 1")
|
94 |
|
95 |
+
subject_out = gr.Label(num_top_classes=3, label="Top-3 Subjects")
|
96 |
+
subj_radio = gr.Radio(choices=[], label="Select Subject for Stage 2")
|
|
|
97 |
stage1_time = gr.Textbox(label="Stage 1 Time")
|
98 |
|
99 |
go_button.click(
|
100 |
+
fn=run_stage1,
|
101 |
inputs=[question_input, model_input],
|
102 |
+
outputs=[subject_out, subj_radio, stage1_time]
|
103 |
)
|
104 |
|
105 |
# Stage 2 UI
|