Spaces:
Sleeping
Sleeping
Commit
·
ce3b970
1
Parent(s):
0c8faca
v.1.09
Browse files
app.py
CHANGED
@@ -116,9 +116,84 @@ def create_visualizations(df):
|
|
116 |
logger.error(f"Visualization error: {e}")
|
117 |
return None, None
|
118 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
119 |
def create_interface():
|
120 |
with gr.Blocks(theme=gr.themes.Soft()) as app:
|
121 |
-
gr.Markdown("# AI-анализ мониторинга новостей v.1.
|
122 |
|
123 |
with gr.Row():
|
124 |
file_input = gr.File(
|
@@ -135,7 +210,7 @@ def create_interface():
|
|
135 |
|
136 |
with gr.Row():
|
137 |
progress = gr.Textbox(
|
138 |
-
label="Статус",
|
139 |
interactive=False,
|
140 |
value="Ожидание файла..."
|
141 |
)
|
@@ -157,21 +232,38 @@ def create_interface():
|
|
157 |
if file_bytes is None:
|
158 |
gr.Warning("Пожалуйста, загрузите файл")
|
159 |
return None, None, None, "Ожидание файла..."
|
|
|
160 |
try:
|
161 |
-
#
|
162 |
file_obj = io.BytesIO(file_bytes)
|
|
|
|
|
|
|
|
|
|
|
|
|
163 |
df = process_file(file_obj)
|
164 |
|
165 |
if df.empty:
|
166 |
return None, None, None, "Нет данных для обработки"
|
167 |
-
|
|
|
|
|
|
|
168 |
fig_sentiment, fig_events = create_visualizations(df)
|
169 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
170 |
|
171 |
except Exception as e:
|
172 |
-
|
173 |
-
|
174 |
-
|
|
|
175 |
|
176 |
analyze_btn.click(
|
177 |
fn=analyze,
|
@@ -181,42 +273,6 @@ def create_interface():
|
|
181 |
|
182 |
return app
|
183 |
|
184 |
-
def process_file(file_obj):
|
185 |
-
try:
|
186 |
-
# Read Excel directly from BytesIO object
|
187 |
-
df = pd.read_excel(file_obj, sheet_name='Публикации')
|
188 |
-
detector = EventDetector()
|
189 |
-
processed_rows = []
|
190 |
-
total = len(df)
|
191 |
-
|
192 |
-
for idx, row in df.iterrows():
|
193 |
-
text = str(row.get('Выдержки из текста', ''))
|
194 |
-
entity = str(row.get('Объект', ''))
|
195 |
-
|
196 |
-
event_type, event_summary = detector.detect_events(text, entity)
|
197 |
-
sentiment = detector.analyze_sentiment(text)
|
198 |
-
|
199 |
-
processed_rows.append({
|
200 |
-
'Объект': entity,
|
201 |
-
'Заголовок': str(row.get('Заголовок', '')),
|
202 |
-
'Sentiment': sentiment,
|
203 |
-
'Event_Type': event_type,
|
204 |
-
'Event_Summary': event_summary,
|
205 |
-
'Текст': text
|
206 |
-
})
|
207 |
-
|
208 |
-
if idx % 10 == 0:
|
209 |
-
logger.info(f"Processed {idx}/{total} rows")
|
210 |
-
|
211 |
-
result_df = pd.DataFrame(processed_rows)
|
212 |
-
logger.info("File processing complete!")
|
213 |
-
return result_df
|
214 |
-
|
215 |
-
except Exception as e:
|
216 |
-
logger.error(f"File processing error: {e}")
|
217 |
-
gr.Error(f"Error processing file: {str(e)}")
|
218 |
-
return pd.DataFrame(columns=['Объект', 'Заголовок', 'Sentiment', 'Event_Type', 'Event_Summary', 'Текст'])
|
219 |
-
|
220 |
if __name__ == "__main__":
|
221 |
app = create_interface()
|
222 |
app.launch(share=True)
|
|
|
116 |
logger.error(f"Visualization error: {e}")
|
117 |
return None, None
|
118 |
|
119 |
+
def process_file(file_obj):
|
120 |
+
try:
|
121 |
+
# Debug print
|
122 |
+
logger.info("Starting to read Excel file...")
|
123 |
+
|
124 |
+
# Read Excel with error details
|
125 |
+
try:
|
126 |
+
df = pd.read_excel(file_obj, sheet_name='Публикации')
|
127 |
+
logger.info(f"Successfully read Excel file. Shape: {df.shape}")
|
128 |
+
logger.info(f"Columns: {df.columns.tolist()}")
|
129 |
+
except Exception as e:
|
130 |
+
logger.error(f"Failed to read Excel file: {str(e)}")
|
131 |
+
raise
|
132 |
+
|
133 |
+
detector = EventDetector()
|
134 |
+
processed_rows = []
|
135 |
+
total = len(df)
|
136 |
+
current_status = "0%"
|
137 |
+
|
138 |
+
# Create progress counter
|
139 |
+
progress_text = gr.Textbox.update(
|
140 |
+
value=f"Обработано 0 из {total} строк (0%)"
|
141 |
+
)
|
142 |
+
|
143 |
+
for idx, row in df.iterrows():
|
144 |
+
try:
|
145 |
+
# Get text and entity with validation
|
146 |
+
text = str(row.get('Выдержки из текста', ''))
|
147 |
+
if not text.strip():
|
148 |
+
logger.warning(f"Empty text at row {idx}")
|
149 |
+
continue
|
150 |
+
|
151 |
+
entity = str(row.get('Объект', ''))
|
152 |
+
if not entity.strip():
|
153 |
+
logger.warning(f"Empty entity at row {idx}")
|
154 |
+
continue
|
155 |
+
|
156 |
+
# Process the row
|
157 |
+
event_type, event_summary = detector.detect_events(text, entity)
|
158 |
+
sentiment = detector.analyze_sentiment(text)
|
159 |
+
|
160 |
+
processed_rows.append({
|
161 |
+
'Объект': entity,
|
162 |
+
'Заголовок': str(row.get('Заголовок', '')),
|
163 |
+
'Sentiment': sentiment,
|
164 |
+
'Event_Type': event_type,
|
165 |
+
'Event_Summary': event_summary,
|
166 |
+
'Текст': text
|
167 |
+
})
|
168 |
+
|
169 |
+
# Update progress every 5 rows
|
170 |
+
if idx % 5 == 0 or idx == total - 1:
|
171 |
+
percentage = round((idx + 1) / total * 100)
|
172 |
+
if percentage != current_status:
|
173 |
+
current_status = percentage
|
174 |
+
logger.info(f"Processed {idx + 1}/{total} rows ({percentage}%)")
|
175 |
+
|
176 |
+
except Exception as e:
|
177 |
+
logger.error(f"Error processing row {idx}: {str(e)}")
|
178 |
+
continue
|
179 |
+
|
180 |
+
# Create final DataFrame
|
181 |
+
result_df = pd.DataFrame(processed_rows)
|
182 |
+
logger.info(f"Processing complete. Final DataFrame shape: {result_df.shape}")
|
183 |
+
|
184 |
+
if result_df.empty:
|
185 |
+
logger.error("No rows were processed successfully")
|
186 |
+
raise ValueError("No data was processed successfully")
|
187 |
+
|
188 |
+
return result_df
|
189 |
+
|
190 |
+
except Exception as e:
|
191 |
+
logger.error(f"File processing error: {str(e)}")
|
192 |
+
raise
|
193 |
+
|
194 |
def create_interface():
|
195 |
with gr.Blocks(theme=gr.themes.Soft()) as app:
|
196 |
+
gr.Markdown("# AI-анализ мониторинга новостей v.1.09")
|
197 |
|
198 |
with gr.Row():
|
199 |
file_input = gr.File(
|
|
|
210 |
|
211 |
with gr.Row():
|
212 |
progress = gr.Textbox(
|
213 |
+
label="Статус обработки",
|
214 |
interactive=False,
|
215 |
value="Ожидание файла..."
|
216 |
)
|
|
|
232 |
if file_bytes is None:
|
233 |
gr.Warning("Пожалуйста, загрузите файл")
|
234 |
return None, None, None, "Ожидание файла..."
|
235 |
+
|
236 |
try:
|
237 |
+
# Create BytesIO object and debug print its content
|
238 |
file_obj = io.BytesIO(file_bytes)
|
239 |
+
logger.info("File loaded into BytesIO successfully")
|
240 |
+
|
241 |
+
# Process file with progress updates
|
242 |
+
progress_status = "Начинаем обработку файла..."
|
243 |
+
yield None, None, None, progress_status
|
244 |
+
|
245 |
df = process_file(file_obj)
|
246 |
|
247 |
if df.empty:
|
248 |
return None, None, None, "Нет данных для обработки"
|
249 |
+
|
250 |
+
progress_status = f"Создание визуализаций..."
|
251 |
+
yield None, None, None, progress_status
|
252 |
+
|
253 |
fig_sentiment, fig_events = create_visualizations(df)
|
254 |
+
|
255 |
+
return (
|
256 |
+
df,
|
257 |
+
fig_sentiment,
|
258 |
+
fig_events,
|
259 |
+
f"Обработка завершена успешно! Обработано {len(df)} строк"
|
260 |
+
)
|
261 |
|
262 |
except Exception as e:
|
263 |
+
error_msg = f"Ошибка анализа: {str(e)}"
|
264 |
+
logger.error(error_msg)
|
265 |
+
gr.Error(error_msg)
|
266 |
+
return None, None, None, error_msg
|
267 |
|
268 |
analyze_btn.click(
|
269 |
fn=analyze,
|
|
|
273 |
|
274 |
return app
|
275 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
276 |
if __name__ == "__main__":
|
277 |
app = create_interface()
|
278 |
app.launch(share=True)
|