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kashif HF staff commited on
Commit
cfbf309
·
1 Parent(s): 188d8b2

add some examples

Browse files
Files changed (7) hide show
  1. app.py +54 -6
  2. examples/AirPassengers.csv +1 -0
  3. examples/example_air_passengers.csv +1 -0
  4. examples/example_pedestrians_covid.csv +1491 -0
  5. examples/example_retail_sales.csv +294 -0
  6. examples/example_wp_log_R.csv +2864 -0
  7. examples/example_wp_log_peyton_manning.csv +2906 -0
app.py CHANGED
@@ -1,3 +1,4 @@
 
1
  import gradio as gr
2
  import pandas as pd
3
 
@@ -35,16 +36,20 @@ def preprocess(
35
 
36
  def train_and_forecast(
37
  input_data,
 
38
  prediction_length,
39
  rolling_windows,
40
  epochs,
41
  distribution,
42
  progress=gr.Progress(track_tqdm=True),
43
  ):
44
- if not input_data:
45
  raise gr.Error("Upload a file with the Upload button")
46
  try:
47
- df = pd.read_csv(input_data.name, index_col=0, parse_dates=True)
 
 
 
48
  df.sort_index(inplace=True)
49
  except AttributeError:
50
  raise gr.Error("Upload a file with the Upload button")
@@ -110,7 +115,7 @@ with gr.Blocks() as demo:
110
 
111
  ## Steps
112
 
113
- 1. Click **Upload** to upload your data and visualize it.
114
  2. Click **Run**
115
  - This app will then train an estimator and show its predictions as well as evaluation metrics.
116
  """
@@ -133,17 +138,60 @@ with gr.Blocks() as demo:
133
  train_btn = gr.Button(label="Train and Forecast")
134
  plot = gr.Plot()
135
  json = gr.JSON(label="Evaluation Metrics")
136
-
137
  upload_btn.upload(
138
  fn=preprocess,
139
  inputs=[upload_btn, prediction_length, windows],
140
- outputs=plot,
141
  )
142
  train_btn.click(
143
  fn=train_and_forecast,
144
- inputs=[upload_btn, prediction_length, windows, epochs, distribution],
 
 
 
 
 
 
 
145
  outputs=[plot, json],
146
  )
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
147
 
148
  if __name__ == "__main__":
149
  demo.queue().launch()
 
1
+ import os
2
  import gradio as gr
3
  import pandas as pd
4
 
 
36
 
37
  def train_and_forecast(
38
  input_data,
39
+ file_data,
40
  prediction_length,
41
  rolling_windows,
42
  epochs,
43
  distribution,
44
  progress=gr.Progress(track_tqdm=True),
45
  ):
46
+ if not input_data and not file_data:
47
  raise gr.Error("Upload a file with the Upload button")
48
  try:
49
+ if input_data:
50
+ df = pd.read_csv(input_data.name, index_col=0, parse_dates=True)
51
+ else:
52
+ df = pd.read_csv(file_data.name, index_col=0, parse_dates=True)
53
  df.sort_index(inplace=True)
54
  except AttributeError:
55
  raise gr.Error("Upload a file with the Upload button")
 
115
 
116
  ## Steps
117
 
118
+ 1. Click **Upload** to upload your data and visualize it or select one of the example CVS.
119
  2. Click **Run**
120
  - This app will then train an estimator and show its predictions as well as evaluation metrics.
121
  """
 
138
  train_btn = gr.Button(label="Train and Forecast")
139
  plot = gr.Plot()
140
  json = gr.JSON(label="Evaluation Metrics")
141
+ file_output = gr.File()
142
  upload_btn.upload(
143
  fn=preprocess,
144
  inputs=[upload_btn, prediction_length, windows],
145
+ outputs=[plot],
146
  )
147
  train_btn.click(
148
  fn=train_and_forecast,
149
+ inputs=[
150
+ upload_btn,
151
+ file_output,
152
+ prediction_length,
153
+ windows,
154
+ epochs,
155
+ distribution,
156
+ ],
157
  outputs=[plot, json],
158
  )
159
+ with gr.Row(label="Example Data"):
160
+ examples = gr.Examples(
161
+ examples=[
162
+ [
163
+ os.path.join(
164
+ os.path.dirname(__file__),
165
+ "examples",
166
+ "example_air_passengers.csv",
167
+ ),
168
+ 12,
169
+ 3,
170
+ ],
171
+ [
172
+ os.path.join(
173
+ os.path.dirname(__file__),
174
+ "examples",
175
+ "example_retail_sales.csv",
176
+ ),
177
+ 12,
178
+ 3,
179
+ ],
180
+ [
181
+ os.path.join(
182
+ os.path.dirname(__file__),
183
+ "examples",
184
+ "example_pedestrians_covid.csv",
185
+ ),
186
+ 12,
187
+ 3,
188
+ ],
189
+ ],
190
+ fn=preprocess,
191
+ inputs=[file_output, prediction_length, windows],
192
+ outputs=[plot],
193
+ run_on_click=True,
194
+ )
195
 
196
  if __name__ == "__main__":
197
  demo.queue().launch()
examples/AirPassengers.csv ADDED
@@ -0,0 +1 @@
 
 
1
+ Month,#Passengers
examples/example_air_passengers.csv ADDED
@@ -0,0 +1 @@
 
 
1
+ ds,y
examples/example_pedestrians_covid.csv ADDED
@@ -0,0 +1,1491 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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