Ayesha-Majeed commited on
Commit
b9ff363
·
verified ·
1 Parent(s): 39f5c3a

Update app.py

Browse files
Files changed (1) hide show
  1. app.py +8 -10
app.py CHANGED
@@ -54,15 +54,14 @@ def on_predict(row_label):
54
  error_rounded = float(np.round(error, 3))
55
 
56
  # Markdown display
57
- features_md = "### Input Features\n\n" + row.to_frame().to_markdown()
58
  result_md = (
59
- f"### Results\n\n"
60
  f"**Predicted Yield (g per pot):** {pred_rounded}\n\n"
61
  f"**Actual Yield (Ground Truth):** {actual}\n\n"
62
  f"**Absolute Error:** {error_rounded}"
63
  )
64
 
65
- return "✅ Prediction complete", features_md, result_md
66
 
67
  # -------------------------------
68
  # Dropdown options
@@ -79,7 +78,7 @@ body {background:#f5f7fa;color:#0b1220;font-family:Inter,sans-serif;}
79
  """) as demo:
80
 
81
  with gr.Row():
82
- # LEFT COLUMN: controls
83
  with gr.Column(elem_classes="card", scale=1):
84
  gr.Markdown("# 🌿 EcoGrowAI — Yield Prediction")
85
  gr.Markdown("Select any experimental row and predict **Yield (g per pot)** using the trained XGBoost model.")
@@ -90,18 +89,17 @@ body {background:#f5f7fa;color:#0b1220;font-family:Inter,sans-serif;}
90
 
91
  predict_button = gr.Button("Predict", variant="primary")
92
  status = gr.Markdown("")
 
93
 
94
- # RIGHT COLUMN: display features and results
95
- with gr.Column(elem_classes="card", scale=2):
96
- row_info = gr.Markdown("No row selected yet.")
97
- features_md = gr.Markdown("")
98
- result_md = gr.Markdown("")
99
 
100
  # -------------------------------
101
  # Event bindings
102
  # -------------------------------
103
  row_dropdown.change(on_row_select, row_dropdown, row_info)
104
- predict_button.click(on_predict, row_dropdown, [status, features_md, result_md])
105
 
106
  # -------------------------------
107
  # Launch
 
54
  error_rounded = float(np.round(error, 3))
55
 
56
  # Markdown display
 
57
  result_md = (
58
+ f"### Prediction Result\n\n"
59
  f"**Predicted Yield (g per pot):** {pred_rounded}\n\n"
60
  f"**Actual Yield (Ground Truth):** {actual}\n\n"
61
  f"**Absolute Error:** {error_rounded}"
62
  )
63
 
64
+ return "✅ Prediction complete", result_md
65
 
66
  # -------------------------------
67
  # Dropdown options
 
78
  """) as demo:
79
 
80
  with gr.Row():
81
+ # LEFT COLUMN: controls + selected row info
82
  with gr.Column(elem_classes="card", scale=1):
83
  gr.Markdown("# 🌿 EcoGrowAI — Yield Prediction")
84
  gr.Markdown("Select any experimental row and predict **Yield (g per pot)** using the trained XGBoost model.")
 
89
 
90
  predict_button = gr.Button("Predict", variant="primary")
91
  status = gr.Markdown("")
92
+ row_info = gr.Markdown("No row selected yet.") # Selected row info on left
93
 
94
+ # RIGHT COLUMN: prediction result
95
+ with gr.Column(elem_classes="card", scale=1):
96
+ result_md = gr.Markdown("Prediction result will appear here.")
 
 
97
 
98
  # -------------------------------
99
  # Event bindings
100
  # -------------------------------
101
  row_dropdown.change(on_row_select, row_dropdown, row_info)
102
+ predict_button.click(on_predict, row_dropdown, [status, result_md])
103
 
104
  # -------------------------------
105
  # Launch