Spaces:
Runtime error
Runtime error
File size: 12,751 Bytes
9e04abb c377810 9e04abb |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 |
{
"cells": [
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"import gradio as gr\n",
"import pandas as pd\n",
"from transformers import TapasTokenizer, TapasForQuestionAnswering\n",
"from transformers import AutoTokenizer, AutoModelForTableQuestionAnswering\n",
"from transformers import pipeline\n",
"import PIL\n",
"\n",
"# read the module_guide_tableQA\\0915NC_Studienplaetze.jpg as pil image\n",
"pil_image = PIL.Image.open(\"0915NC_Studienplaetze.jpg\")\n",
"# make that image a bit less high\n",
"pil_image = pil_image.resize((int(pil_image.width * 0.5), int(pil_image.height * 0.5)))\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"def get_answer(\n",
" dropdown,\n",
" question,\n",
" view_as_table=False,\n",
" model=\"google/tapas-finetuned-wtq\",\n",
" #progress=gr.Progress(),\n",
"):\n",
" #progress(0, desc=\"Looking for answer in module guide...\")\n",
" df = pd.DataFrame()\n",
" if dropdown == \"Master Information Systems\":\n",
" df = pd.read_excel(\n",
" r\"03_extracted_final_modules\\MS_IS_all_modules_orginal_15_rows_cleaned.xlsx\"\n",
" )\n",
" elif dropdown == \"Bachelor Information Systems\":\n",
" df = pd.read_excel(r\"03_extracted_final_modules\\BA_IS_all_modules_15.xlsx\")\n",
" elif dropdown == \"Bachelor Management\":\n",
" df = pd.read_excel(r\"03_extracted_final_modules\\BA_MM_all_modules_15.xlsx\")\n",
" df = df.astype(str)\n",
" print(question)\n",
" question = str(question)\n",
" print(df.shape)\n",
" question = [question]\n",
"\n",
" if model == \"google/tapas-finetuned-wtq\":\n",
" tqa = pipeline(\n",
" task=\"table-question-answering\", model=\"google/tapas-base-finetuned-wtq\"\n",
" )\n",
" elif model == \"google/tapas-large-finetuned-wtq\":\n",
" tqa = pipeline(\n",
" task=\"table-question-answering\", model=\"google/tapas-large-finetuned-wtq\"\n",
" )\n",
"\n",
" results = tqa(table=df, query=question)\n",
" print(results)\n",
" cells_input = results[\"cells\"]\n",
" cells_input = str(cells_input)\n",
" cells_input = cells_input.replace(\"[\", \"\")\n",
" cells_input = cells_input.replace(\"]\", \"\")\n",
" cells_input = cells_input.replace(\"'\", \"\")\n",
"\n",
" print(cells_input)\n",
" print(results)\n",
" html_string_short = f\"<h1>Short Answer:</h1><p>{cells_input}</p>\"\n",
" row_numbers = [coord[0] for coord in results[\"coordinates\"]]\n",
" df_short = df.iloc[row_numbers]\n",
" df_short = df_short.dropna(axis=1, how=\"all\")\n",
" df_short = df_short.loc[:, (df_short != \"--\").any(axis=0)]\n",
" html_table = (\n",
" f\"<hr><h2>Complete Module(s):</h2><p>{df_short.to_html(index=False)}</p>\"\n",
" )\n",
"\n",
" # check if there are more than 1 rows in df_short\n",
" html_string = \"\"\n",
" if df_short.shape[0] > 1 or view_as_table == True:\n",
" html_string = html_table\n",
" elif df_short.shape[0] == 1:\n",
" html_string = \"\"\"<html>\n",
" <head>\n",
" <style>\n",
" .module-info {\n",
" margin-bottom: 20px;\n",
" }\n",
" .module-info h3, .module-info p {\n",
" margin: 0;\n",
" }\n",
" </style>\n",
" </head>\n",
" <body>\n",
" <hr>\n",
" <h1>Detailed Module Information</h1>\n",
"\n",
" <div class=\"module-info\">\n",
" <h3>Module title:</h3>\n",
" <p>Project Seminar</p>\n",
" </div>\n",
" <div class=\"module-info\">\n",
" <h3>Abbreviation:</h3>\n",
" <p>12-PS-192-m01</p>\n",
" </div>\n",
" <div class=\"module-info\">\n",
" <h3>Module coordinator:</h3>\n",
" <p>Faculty of Business Management and Economics</p>\n",
" </div>\n",
" <div class=\"module-info\">\n",
" <h3>Module offered by:</h3>\n",
" <p>Holder of the Chair of Business Management and Business</p>\n",
" </div>\n",
" <div class=\"module-info\">\n",
" <h3>ETCS:</h3>\n",
" <p>15</p>\n",
" </div>\n",
" <div class=\"module-info\">\n",
" <h3>Method of grading:</h3>\n",
" <p>numerical grade</p>\n",
" </div>\n",
" <div class=\"module-info\">\n",
" <h3>Duration:</h3>\n",
" <p>1 semester</p>\n",
" </div>\n",
" <div class=\"module-info\">\n",
" <h3>Module level:</h3>\n",
" <p>graduate</p>\n",
" </div>\n",
" <div class=\"module-info\">\n",
" <h3>Contents:</h3>\n",
" <p>In small project teams of 4 to 10 members, students will spend several months actively working on a specific and realistic problem with practical relevance. They will progress through several project stages including as-is analysis, to-be conception and implementation of an IS solution. The project teams will be required to work independently and will only receive advice and minor support from research assistants.</p>\n",
" </div>\n",
" <div class=\"module-info\">\n",
" <h3>Intended learning outcomes:</h3>\n",
" <ul>\n",
" <li>Analyze business tasks and requirements and generate fitting IS solutions</li>\n",
" <li>Apply project management methods</li>\n",
" <li>Internalize stress, time and conflict management by means of practical teamwork</li>\n",
" </ul>\n",
" </div>\n",
" <div class=\"module-info\">\n",
" <h3>Courses:</h3>\n",
" <p>Project: preparing a conceptual design (approx. 150 hours), designing and implementing an approach to solution (approx. 300 hours) as well as presentation (approx. 20 minutes), weighted 1:2:1</p>\n",
" <p>Language of assessment: German, English</p>\n",
" <p>Creditable for bonus</p>\n",
" </div>\n",
" <div class=\"module-info\">\n",
" <h3>Workload:</h3>\n",
" <p>450 hours</p>\n",
" </div>\n",
" </body>\n",
" </html>\"\"\"\n",
" else:\n",
" html_string = \"\"\n",
"\n",
" return html_string_short, html_string\n",
"\n",
"\n",
"def change_html_link(dropdown_item):\n",
" html_link = \"\"\n",
" if dropdown_item == \"Master Information Systems\":\n",
" html_link = f'<p>View complete pdf here: <a href=\"https://www2.uni-wuerzburg.de/mhb/MHB1-en-88-i45-H-2018.pdf\" target=\"_blank\">{dropdown_item}</a></p> <p>Ask whatever you want to know about the module guide here. You can ask formality-based and content-based questions.</p>'\n",
" elif dropdown_item == \"Bachelor Information Systems\":\n",
" html_link = f'View complete pdf here: <a href=\"https://www2.uni-wuerzburg.de/mhb/MHB1-en-82-277-H-2021.pdf\" target=\"_blank\">{dropdown_item}</a></p> <p>Ask whatever you want to know about the module guide here. You can ask formality-based and content-based questions.</p>'\n",
" elif dropdown_item == \"Bachelor Management\":\n",
" html_link = f'View complete pdf here: <a href=\"https://www2.uni-wuerzburg.de/mhb/MHB1-en-82-184-H-2008.pdf\" target=\"_blank\">{dropdown_item}</a></p> <p>Ask whatever you want to know about the module guide here. You can ask formality-based and content-based questions.</p>'\n",
"\n",
" return html_link"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Running on local URL: http://127.0.0.1:7867\n",
"Running on public URL: https://a7a23badcaa31f041e.gradio.live\n",
"\n",
"This share link expires in 72 hours. For free permanent hosting and GPU upgrades, run `gradio deploy` from Terminal to deploy to Spaces (https://huggingface.co/spaces)\n"
]
},
{
"data": {
"text/html": [
"<div><iframe src=\"https://a7a23badcaa31f041e.gradio.live\" width=\"100%\" height=\"500\" allow=\"autoplay; camera; microphone; clipboard-read; clipboard-write;\" frameborder=\"0\" allowfullscreen></iframe></div>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Keyboard interruption in main thread... closing server.\n",
"Killing tunnel 127.0.0.1:7867 <> https://a7a23badcaa31f041e.gradio.live\n"
]
},
{
"data": {
"text/plain": []
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"with gr.Blocks() as demo: \n",
" gr.HTML(\n",
" \"\"\"\n",
" <div style=\"text-align: center;\">\n",
" <img src=\"file/0915NC_Studienplaetze.jpg\" alt=\"Module Guide Header Image\" width=\"500\">\n",
" </div>\n",
" \"\"\"\n",
" )\n",
"\n",
" gr.HTML(\n",
" \"<h1>Your Module Guide Assistant</h1>\"\n",
" )\n",
" table = gr.Dropdown(\n",
" [\n",
" \"Master Information Systems\",\n",
" \"Bachelor Information Systems\",\n",
" \"Bachelor Management\",\n",
" ],\n",
" label=\"Select Module Guide\",\n",
" value=\"Master Information Systems\",\n",
" )\n",
" html_link = gr.HTML(\n",
" \"\"\"\n",
" <p>View complete PDF here: <a href=\"https://www2.uni-wuerzburg.de/mhb/MHB1-en-88-j10-H-2019.pdf\" target=\"_blank\">Master Information Systems</a></p>\n",
" <p>Ask whatever you want to know about the module guide here. You can ask formality-based and content-based questions.</p>\n",
" \"\"\"\n",
" )\n",
"\n",
" table.change(change_html_link, table, html_link)\n",
" question = gr.Textbox(\n",
" label=\"Question\", value=\"How many ECTS credits does the project seminar have?\"\n",
" )\n",
" with gr.Accordion(\"Advanced Options\", open=False):\n",
" with gr.Group():\n",
" model_selction = gr.Dropdown(\n",
" [\n",
" \"google/tapas-finetuned-wtq\",\n",
" \"google/tapas-large-finetuned-wtq\",\n",
" ],\n",
" label=\"Select Model\",\n",
" value=\"google/tapas-finetuned-wtq\",\n",
" )\n",
" view_as_table_or_text = gr.Checkbox(\n",
" label=\"View detailed information as table\", value=False\n",
" )\n",
"\n",
" ask_btn = gr.Button(\"Ask The Assistant\")\n",
" gr.HTML(\"<hr>\")\n",
" inputs = [table, question, view_as_table_or_text, model_selction]\n",
" output_question = gr.HTML(label=\"Answer\")\n",
" outout_full_module = gr.HTML(label=\"Detailed Description\")\n",
" outputs = [output_question, outout_full_module]\n",
" ask_btn.click(fn=get_answer, inputs=inputs, outputs=outputs, api_name=\"greet\")\n",
"\n",
"demo.launch(debug=True, share=True)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "enterpriseai2",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.16"
},
"orig_nbformat": 4
},
"nbformat": 4,
"nbformat_minor": 2
}
|