Spaces:
Runtime error
Runtime error
File size: 21,038 Bytes
a447435 b16454e 04e306a 1921a14 b16454e 2cd07d5 b16454e a447435 b16454e 8f40cff b16454e 8f40cff b16454e 8f40cff b16454e 8f40cff b16454e 8f40cff b16454e 8f40cff b16454e 1921a14 b16454e 2cd07d5 b16454e 2cd07d5 b16454e 2cd07d5 b16454e 2cd07d5 b16454e 2cd07d5 b16454e a447435 b16454e 2cd07d5 b16454e 2cd07d5 b16454e 2cd07d5 b16454e 8f40cff 1921a14 b16454e 8f40cff b16454e 1921a14 b16454e 1921a14 b16454e 2cd07d5 b16454e be4bdc0 b16454e 1921a14 b16454e 1921a14 b16454e 1921a14 b16454e 1921a14 b16454e 1921a14 b16454e 1921a14 b16454e 1921a14 8f40cff 1921a14 b16454e 8f40cff b16454e 1921a14 b16454e 8f40cff b16454e 8f40cff b16454e 1921a14 b16454e 8f40cff b16454e 2cd07d5 b16454e a447435 aa840a1 |
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 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486 487 488 489 490 491 492 493 494 495 496 497 498 499 500 501 502 503 504 505 506 507 508 509 510 511 512 513 514 515 516 517 518 519 520 521 522 523 524 525 526 527 528 529 530 531 532 533 534 535 536 537 538 |
import gradio as gr
import os
import datetime
import src.constants as constants_utils
import src.kkms_kssw as kkms_kssw
import src.weather as weather_utils
os.environ["CURL_CA_BUNDLE"] = ""
import warnings
warnings.filterwarnings('ignore')
class DomState:
def __init__(
self,
index_type,
load_from_existing_index_file
):
self.index_type = index_type
self.load_from_existing_index_file = load_from_existing_index_file
self.relevant_paragraphs = ''
self.sources_relevant_paragraphs = ''
self.answer = ''
self.summary = ''
self.mandi_price = ''
self.mandi_from_date = (datetime.datetime.now() - datetime.timedelta(days=5)).strftime('%Y-%m-%d')
self.mandi_to_date = datetime.datetime.now().strftime('%Y-%m-%d')
self.weather_info = ''
self.weather_forecast = ''
self.weather_forecast_summary = ''
self.indic_translation = ''
# Initialize index (vector store) - This will create a new index from scratch if load_from_existing_index_file == False
self.kkms_kssw_obj = kkms_kssw.KKMS_KSSW()
self.kkms_kssw_obj.load_create_index()
def click_handler_for_get_relevant_paragraphs(
self,
question_category,
question
):
self.relevant_paragraphs = self.kkms_kssw_obj.query(
question=question,
question_category=question_category
)
if self.index_type in ['FAISS', 'Chroma']:
self.sources_relevant_paragraphs = [doc.metadata for doc in self.relevant_paragraphs]
self.relevant_paragraphs = [doc.page_content.replace('\n', '').replace('\t', ' ') for doc in self.relevant_paragraphs]
return self.relevant_paragraphs
def click_handler_for_relevant_paragraphs_source(
self,
relevant_paragraphs
):
return self.sources_relevant_paragraphs
def click_handler_for_summary(
self,
answer
):
self.sumamry = self.kkms_kssw_obj.langchain_utils_obj.get_textual_summary(answer)
return self.sumamry
def click_handler_for_get_answer(
self,
relevant_paragraphs,
question
):
self.answer = self.kkms_kssw_obj.langchain_utils_obj.get_answer_from_para(
relevant_paragraphs,
question
)
return self.answer
def click_handler_for_mandi_price(
self,
state_name,
apmc_name,
commodity_name,
from_date,
to_date
):
if state_name and apmc_name and commodity_name and from_date and to_date:
self.mandi_price = self.kkms_kssw_obj.mandi_utils_obj.get_mandi_price(state_name, apmc_name, commodity_name, from_date, to_date)
return self.mandi_price
def click_handler_for_get_weather(
self,
city
):
time, info, temperature = self.kkms_kssw_obj.weather_utils_obj.get_weather(city)
self.weather_info = f'Weather in {city.capitalize()} on {time} is {temperature} with {info}.'
return self.weather_info
def click_handler_for_get_weather_forecast(
self,
state,
district
):
self.weather_forecast = self.kkms_kssw_obj.weather_utils_obj.get_weather_forecast(state, district)
return self.weather_forecast
def click_handler_for_weather_forecast_summary(
self,
weather_forecast
):
self.weather_forecast_summary = self.kkms_kssw_obj.langchain_utils_obj.get_weather_forecast_summary(weather_forecast)
return self.weather_forecast_summary
def click_handler_for_load_files_urls(
self,
doc_type,
files_or_urls,
question_category
):
self.kkms_kssw_obj.upload_data(
doc_type=constants_utils.DATA_SOURCES[doc_type],
files_or_urls=files_or_urls,
index_category=question_category
)
def click_handler_for_get_indic_translation(
self,
eng_ans,
language='Hindi'
):
self.indic_translation = self.kkms_kssw_obj.translator_utils_obj.get_indic_google_translate(eng_ans, language)
return self.indic_translation
def click_handler_for_weather_forecast_districts_dropdown_list_update(
self,
state,
district
):
return gr.update(
choices=self.kkms_kssw_obj.weather_utils_obj.get_district_names(state)
)
def click_handler_for_weather_forecast_district(
self,
state,
district,
weather
):
return self.kkms_kssw_obj.weather_utils_obj.get_weather_forecast(state, district)
def _upload_file(self, files):
file_paths = [file.name for file in files]
return file_paths
def select_widget(
self,
choice
):
if choice == "Custom Query":
return [
gr.update(visible=True),
gr.update(visible=False),
gr.update(visible=False),
gr.update(visible=False),
gr.update(visible=False),
]
elif choice == "General (AgGPT)":
return [
gr.update(visible=False),
gr.update(visible=True),
gr.update(visible=False),
gr.update(visible=False),
gr.update(visible=False),
]
elif choice == "Mandi Price":
return [
gr.update(visible=False),
gr.update(visible=False),
gr.update(visible=True),
gr.update(visible=False),
gr.update(visible=False),
]
elif choice == "Weather":
return [
gr.update(visible=False),
gr.update(visible=False),
gr.update(visible=False),
gr.update(visible=True),
gr.update(visible=False),
]
elif choice == "Load Custom Data":
return [
gr.update(visible=False),
gr.update(visible=False),
gr.update(visible=False),
gr.update(visible=False),
gr.update(visible=True)
]
else:
return gr.update(visible=False)
def select_files_urls(
self,
choice
):
if choice == "PDF":
return [
gr.update(visible=True),
gr.update(visible=False),
gr.update(visible=False),
gr.update(visible=False),
]
elif choice == "Online PDF":
return [
gr.update(visible=False),
gr.update(visible=True),
gr.update(visible=False),
gr.update(visible=False),
]
elif choice == "Text File":
return [
gr.update(visible=False),
gr.update(visible=False),
gr.update(visible=True),
gr.update(visible=False),
]
elif choice == "URLs":
return [
gr.update(visible=False),
gr.update(visible=False),
gr.update(visible=False),
gr.update(visible=True),
]
else:
return [
gr.update(visible=True),
gr.update(visible=False),
gr.update(visible=False),
gr.update(visible=False),
]
with gr.Blocks(title='KKMS-KSSW Demo') as demo:
dom = DomState(
index_type=constants_utils.INDEX_TYPE,
load_from_existing_index_file=constants_utils.LOAD_FROM_EXISTING_INDEX_STORE
)
widgets = gr.Radio(
[
"Custom Query",
"General (AgGPT)",
"Mandi Price",
"Weather",
"Load Custom Data"
],
label="Query related to",
value="Custom Query"
)
#############################################################################
# Widget for Custom Queries
with gr.Row(visible=True) as rowCustomQuery:
with gr.Column(scale=1, min_width=600):
with gr.Tab(label='Relevant paragraphs'):
question_category = gr.Dropdown(
constants_utils.INDEX_CATEGORY,
label="Select Question Category")
question = gr.Textbox(label="Enter your question", placeholder='Type the question here')
# Get the Relevant paragraphs for the question asked
relevant_paragraphs = gr.Textbox(label="Relevant paragraphs are:", value=dom.relevant_paragraphs, interactive=False)
b_relevant_paragraphs = gr.Button("Get Relevant paragraphs").style(size='sm')
b_relevant_paragraphs.click(
fn=dom.click_handler_for_get_relevant_paragraphs,
inputs=[question_category, question],
outputs=[relevant_paragraphs]
)
with gr.Column(scale=1):
with gr.Tab(label='Sources of relevant paragraphs'):
# Get the Sources of relevant paragraphs
sources_relevant_paragraphs = gr.Textbox(label="Sources of relevant paragraphs are:", interactive=False)
relevant_paragraphs.change(
dom.click_handler_for_relevant_paragraphs_source,
relevant_paragraphs,
sources_relevant_paragraphs
)
# Get the exact answer for the question asked from the retrieved Relevant paragraphs
with gr.Column(scale=1, min_width=600):
with gr.Tab(label='Answer'):
answer = gr.Textbox(label="Answer is:", value=dom.answer, interactive=False)
relevant_paragraphs.change(
dom.click_handler_for_get_answer,
[relevant_paragraphs, question],
answer
)
# Covert the answer to Indian language
with gr.Column(scale=1, min_width=600):
with gr.Tab(label='Answer in selected language'):
# Select the language
language = gr.Dropdown(
list(constants_utils.INDIC_LANGUAGE.keys()),
label="Select language")
indic_lang_answer = gr.Textbox(label="Answer in the selected language is:", interactive=False)
answer.change(
dom.click_handler_for_get_indic_translation,
answer,
indic_lang_answer
)
b_indic_lang_answer = gr.Button("Get answer in selected language").style(size='sm')
b_indic_lang_answer.click(fn=dom.click_handler_for_get_indic_translation, inputs=[answer, language], outputs=[indic_lang_answer])
#############################################################################
# Widget for General Query using AgGPT
with gr.Row(visible=False) as rowGeneral:
with gr.Column(scale=1, min_width=600):
chatbot = gr.Chatbot()
msg = gr.Textbox()
submit = gr.Button("Submit")
clear = gr.Button("Clear")
submit.click(
dom.kkms_kssw_obj.langchain_utils_obj.user, [msg, chatbot], [msg, chatbot]
).then(dom.kkms_kssw_obj.langchain_utils_obj.bot, chatbot, chatbot)
clear.click(
dom.kkms_kssw_obj.langchain_utils_obj.clear_history, None, chatbot, queue=False)
#############################################################################
# Widget for Mandi Price
with gr.Row(visible=False) as rowMandiPrice:
with gr.Column(scale=1, min_width=600):
# Select State
state_name = gr.Dropdown(constants_utils.MANDI_PRICE_STATES, label="Select state")
# APMC name
apmc_name = gr.Textbox(label="Enter APMC name", placeholder='Type the APMC name here')
# APMC name
commodity_name = gr.Textbox(label="Enter Commodity name", placeholder='Type the Commodity name here')
# From/To date in yyyy-mm-dd format
from_date = gr.Textbox(label="From date?", value=dom.mandi_from_date, placeholder='Please enter the From date here in yyyy-mm-dd format')
to_date = gr.Textbox(label="To date?", value=dom.mandi_to_date, placeholder='Please enter the To date here in yyyy-mm-dd format')
with gr.Column(scale=1, min_width=600):
mandi_price = gr.Textbox(label=f"Mandi Price is:", value=dom.mandi_price, interactive=False)
b_summary = gr.Button("Get Mandi Price").style(size='sm')
b_summary.click(fn=dom.click_handler_for_mandi_price, inputs=[state_name, apmc_name, commodity_name, from_date, to_date], outputs=[mandi_price])
#############################################################################
# Widget for Weather Info
with gr.Row(visible=False) as rowWeather:
########### Weather Forecast ###########
with gr.Column(scale=1, min_width=600):
with gr.Tab(label='Weather Forecast for next 5 days'):
# Select the State
state = gr.Dropdown(
list(constants_utils.WEATHER_FORECAST_STATE_CODES.keys()),
label="Select state"
)
# Select District
district = gr.Dropdown(
choices=[],
label="Select District"
)
# Get districts of the selected state
state.change(
dom.click_handler_for_weather_forecast_districts_dropdown_list_update,
state,
district
)
# Get weather forecast on district selection event
district_weather = gr.Textbox(label=f"Weather forecast is:", interactive=False)
district.change(
dom.click_handler_for_weather_forecast_district,
[state, district],
district_weather
)
with gr.Column(scale=1, min_width=600):
with gr.Tab(label='Weather Forecast Summary'):
# Get the summary of the weather forecast
weather_forecast_summary = gr.Textbox(label="Weather Forecast Summary is:", interactive=False)
district.change(
dom.click_handler_for_weather_forecast_summary,
district_weather,
weather_forecast_summary
)
# Covert the weather forcast summary in Indian language
with gr.Column(scale=1, min_width=600):
with gr.Tab(label='Weather Forecast Summary in selected language'):
# Select the language
language = gr.Dropdown(
list(constants_utils.INDIC_LANGUAGE.keys()),
label="Select language")
indic_weather_forecast_summary = gr.Textbox(label="Weather Forecast Summary in the selected language is:", interactive=False)
# By default display weather forecast summary in Hindi. User can change it later on.
weather_forecast_summary.change(
dom.click_handler_for_get_indic_translation,
weather_forecast_summary,
indic_weather_forecast_summary
)
# User can get the weather forecast summary in their preferred language as well
b_indic_weather_forecast_summary = gr.Button("Get answer in selected language").style(size='sm')
b_indic_weather_forecast_summary.click(fn=dom.click_handler_for_get_indic_translation, inputs=[weather_forecast_summary, language], outputs=[indic_weather_forecast_summary])
with gr.Column(scale=1, min_width=600):
with gr.Tab(label='Weather Info'):
weather = gr.Textbox(label=f"Current weather is:", interactive=False)
district.change(
dom.click_handler_for_get_weather,
district,
weather
)
#############################################################################
# Widget to load and process from the custom data source
with gr.Row(visible=False) as rowLoadCustomData:
with gr.Column(scale=1, min_width=600):
with gr.Tab(label='Load Custom Data (Do not upload data from the same file/url again. Once it is uploaded, it gets stored forever.)'):
question_category = gr.Dropdown(
constants_utils.INDEX_CATEGORY,
label="Select Query Type")
doc_type = gr.Radio(
list(constants_utils.DATA_SOURCES.keys()),
label="Select data source (Supports uploading multiple Files/URLs)",
value="PDF"
)
with gr.Row(visible=True) as rowUploadPdf:
with gr.Column(scale=1, min_width=600):
file_output = gr.File()
upload_button = gr.UploadButton(
"Click to Upload PDF Files",
file_types=['.pdf'],
file_count="multiple"
)
upload_button.upload(dom._upload_file, upload_button, file_output)
b_files = gr.Button("Load PDF Files").style(size='sm')
b_files.click(
fn=dom.click_handler_for_load_files_urls,
inputs=[doc_type, upload_button, question_category]
)
with gr.Row(visible=False) as rowUploadOnlinePdf:
with gr.Column(scale=1, min_width=600):
urls = gr.Textbox(label="Enter URLs for Online PDF (Supports uploading from multiple URLs. Enter the URLs in comma (,) separated format.)", placeholder='Type the URLs here')
b_urls = gr.Button("Load Online PDFs").style(size='sm')
b_urls.click(
fn=dom.click_handler_for_load_files_urls,
inputs=[doc_type, urls, question_category]
)
with gr.Row(visible=False) as rowUploadTextFile:
with gr.Column(scale=1, min_width=600):
file_output = gr.File()
upload_button = gr.UploadButton(
"Click to Upload Text Files",
file_types=['.txt'],
file_count="multiple"
)
upload_button.upload(dom._upload_file, upload_button, file_output)
b_files = gr.Button("Load Text Files").style(size='sm')
b_files.click(
fn=dom.click_handler_for_load_files_urls,
inputs=[doc_type, file_output, question_category]
)
with gr.Row(visible=False) as rowUploadUrls:
with gr.Column(scale=1, min_width=600):
urls = gr.Textbox(label="Enter URLs (Supports uploading from multiple URLs. Enter the URLs in comma (,) separated format.)", placeholder='Type the URLs here')
b_urls = gr.Button("Load URLs").style(size='sm')
b_urls.click(
fn=dom.click_handler_for_load_files_urls,
inputs=[doc_type, urls, question_category]
)
doc_type.change(
fn=dom.select_files_urls,
inputs=doc_type,
outputs=[
rowUploadPdf,
rowUploadOnlinePdf,
rowUploadTextFile,
rowUploadUrls,
],
)
widgets.change(
fn=dom.select_widget,
inputs=widgets,
outputs=[
rowCustomQuery,
rowGeneral,
rowMandiPrice,
rowWeather,
rowLoadCustomData,
],
)
demo.launch(share=False)
|