add files

requirements.txt

@@ -1,3 +1,37 @@
-altair
-pandas
-streamlit
+# For loading environment variables from .env
+python-dotenv
+# Core ML libraries for MPS/Apple Silicon compatibility
+torch>=2.1.0
+transformers>=4.36.0
+datasets>=2.15.0
+tokenizers>=0.15.0
+
+# PEFT and training
+peft>=0.7.0
+accelerate>=0.25.0
+
+# RAG and Search dependencies
+sentence-transformers>=2.2.0
+faiss-cpu>=1.7.4
+rank-bm25>=0.2.2
+nltk>=3.8.0
+
+# Data handling
+pandas>=1.5.0
+numpy>=1.24.0
+
+# Quantization (optional - only for CUDA, not needed for MPS)
+bitsandbytes>=0.42.0  # Skip on MPS/Apple Silicon
+
+# Jupyter and development
+jupyter>=1.0.0
+ipywidgets>=8.0.0
+
+# Utilities
+tqdm>=4.64.0
+scikit-learn>=1.3.0
+
+openai>=1.0.0
+streamlit
+torch==2.8.0
+huggingface_hub

src/data/index_merged/bm25_merged.pkl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d7d1d90134a1da252aa5d9d778f9d41ed03bc876cb040ad8902c552435b21b23
+size 54697

src/data/index_merged/chunks_100.json

@@ -0,0 +1,24 @@
+[
+  "Property, plant and equipment values: {\"2023\": \"25380\", \"2024\": \"25895\"} Intangible assets and goodwill values: {\"2023\": \"628974\", \"2024\": \"613386\"} Trade and other receivables values: {\"2023\": \"6179\", \"2024\": \"7696\"} Investment in equity-accounted investees values: {\"2023\": \"2070\", \"2024\": \"2022\"} Other investments values: {\"2023\": \"1268\", \"2024\": \"1361\"} Term deposits values: {\"2023\": \"5618\", \"2024\": \"966\"} Non-current tax assets values: {\"2023\": \"18373\", \"2024\": \"22071\"} Deferred tax assets, net values: {\"2024\": \"129317\"} Other non-current assets values: {\"2023\": \"53\", \"2024\": \"85\"} Total non-current assets values: {\"2023\": \"687915\", \"2024\": \"802799\"} Inventories values: {\"2023\": \"25\", \"2024\": \"218\"} Contract assets values: {\"2024\": \"253\"}",
+  "Current tax assets values: {\"2024\": \"4947\"} Trade and other receivables values: {\"2023\": \"68847\", \"2024\": \"91950\"} Term deposits values: {\"2023\": \"197056\", \"2024\": \"279722\"} Other current assets values: {\"2023\": \"121964\", \"2024\": \"153123\"} Cash and cash equivalents values: {\"2023\": \"284018\", \"2024\": \"327065\"} Total current assets values: {\"2023\": \"671910\", \"2024\": \"857278\"} Total assets values: {\"2023\": \"1359825\", \"2024\": \"1660077\"} Share capital values: {\"2023\": \"53\", \"2024\": \"55\"} Share premium values: {\"2023\": \"2057362\", \"2024\": \"2161217\"} Other components of equity values: {\"2023\": \"40137\", \"2024\": \"(29899)\"} Accumulated deficit values: {\"2023\": \"(1227986)\", \"2024\": \"(1020518)\"} Total equity attributable to owners of the Company values: {\"2023\": \"869566\", \"2024\": \"1110855\"}",
+  "Non-controlling interests values: {\"2023\": \"6490\", \"2024\": \"5563\"} Total equity values: {\"2023\": \"876056\", \"2024\": \"1116418\"} Loans and borrowings values: {\"2023\": \"15650\", \"2024\": \"216818\"} Employee benefits values: {\"2023\": \"8886\", \"2024\": \"11662\"} Contract liabilities values: {\"2023\": \"163\", \"2024\": \"408\"} Deferred tax liabilities, net values: {\"2023\": \"822\", \"2024\": \"4754\"} Other non-current liabilities values: {\"2023\": \"4590\", \"2024\": \"12443\"} Total non-current liabilities values: {\"2023\": \"30111\", \"2024\": \"246085\"} Loans and borrowings values: {\"2023\": \"219514\", \"2024\": \"4806\"} Trade and other payables values: {\"2023\": \"89780\", \"2024\": \"118548\"} Contract liabilities values: {\"2023\": \"75206\", \"2024\": \"92958\"} Other current liabilities values: {\"2023\": \"69158\", \"2024\": \"81262\"}",
+  "Total current liabilities values: {\"2023\": \"453658\", \"2024\": \"297574\"} Total liabilities values: {\"2023\": \"483769\", \"2024\": \"543659\"} Total equity and liabilities values: {\"2023\": \"1359825\", \"2024\": \"1660077\"} Air ticketing values: {\"2022\": \"88712\", \"2023\": \"147793\", \"2024\": \"201246\"} Hotels and packages values: {\"2022\": \"157267\", \"2023\": \"337686\", \"2024\": \"435542\"} Bus ticketing values: {\"2022\": \"39896\", \"2023\": \"74873\", \"2024\": \"92693\"} Other revenue values: {\"2022\": \"18047\", \"2023\": \"32684\", \"2024\": \"53043\"} Total revenue values: {\"2022\": \"303922\", \"2023\": \"593036\", \"2024\": \"782524\"} Other income values: {\"2022\": \"3490\", \"2023\": \"2798\", \"2024\": \"770\"} Procurement cost of hotels and packages services values: {\"2022\": \"54760\", \"2023\": \"168387\", \"2024\": \"210357\"}",
+  "Other cost of providing services values: {\"2022\": \"3990\", \"2023\": \"9180\", \"2024\": \"4732\"} Personnel expenses values: {\"2022\": \"116924\", \"2023\": \"131968\", \"2024\": \"147587\"} Marketing and sales promotion expenses values: {\"2022\": \"51033\", \"2023\": \"101601\", \"2024\": \"123304\"} Other operating expenses values: {\"2022\": \"81575\", \"2023\": \"133698\", \"2024\": \"204833\"} Depreciation, amortization and impairment values: {\"2022\": \"29496\", \"2023\": \"27396\", \"2024\": \"27267\"} Results from operating activities values: {\"2022\": \"(30366)\", \"2023\": \"23604\", \"2024\": \"65214\"} Finance income values: {\"2022\": \"9984\", \"2023\": \"10974\", \"2024\": \"24365\"} Finance costs values: {\"2022\": \"26326\", \"2023\": \"46732\", \"2024\": \"(3307)\"} Net finance income (costs) values: {\"2022\": \"(16342)\", \"2023\": \"(35758)\", \"2024\": \"27672\"}",
+  "Share of profit of equity-accounted investees values: {\"2022\": \"34\", \"2023\": \"10\", \"2024\": \"52\"} Profit (loss) before tax values: {\"2022\": \"(46674)\", \"2023\": \"(12144)\", \"2024\": \"92938\"} Income tax benefit values: {\"2022\": \"1107\", \"2023\": \"976\", \"2024\": \"123805\"} Profit (loss) for the year values: {\"2022\": \"(45567)\", \"2023\": \"(11168)\", \"2024\": \"216743\"} Remeasurement of defined benefit liability values: {\"2022\": \"(426)\", \"2023\": \"468\", \"2024\": \"(964)\"} Equity instruments at fair value through other values: {\"2022\": \"33543\"} operations values: {\"2022\": \"(18943)\", \"2023\": \"(48879)\", \"2024\": \"(9862)\"} Other comprehensive income (loss) for the year, net of tax values: {\"2022\": \"14174\", \"2023\": \"(48411)\", \"2024\": \"(10826)\"}",
+  "Total comprehensive income (loss) for the year values: {\"2022\": \"(31393)\", \"2023\": \"(59579)\", \"2024\": \"205917\"} Owners of the Company values: {\"2022\": \"(45405)\", \"2023\": \"(11321)\", \"2024\": \"216801\"} Non-controlling interests values: {\"2022\": \"(162)\", \"2023\": \"153\", \"2024\": \"(58)\"} Profit (loss) for the year values: {\"2022\": \"(45567)\", \"2023\": \"(11168)\", \"2024\": \"216743\"} Owners of the Company values: {\"2022\": \"(31216)\", \"2023\": \"(59176)\", \"2024\": \"206059\"} Non-controlling interests values: {\"2022\": \"(177)\", \"2023\": \"(403)\", \"2024\": \"(142)\"} Total comprehensive income (loss) for the year values: {\"2022\": \"(31393)\", \"2023\": \"(59579)\", \"2024\": \"205917\"} Basic values: {\"2022\": \"(0.42)\", \"2023\": \"(0.10)\", \"2024\": \"1.95\"}",
+  "Diluted values: {\"2022\": \"(0.42)\", \"2023\": \"(0.10)\", \"2024\": \"1.74\"} Profit (loss) for the year values: {\"2022\": \"(45567)\", \"2023\": \"(11168)\", \"2024\": \"216743\"} Depreciation values: {\"2022\": \"6023\", \"2023\": \"6096\", \"2024\": \"7436\"} Amortization values: {\"2022\": \"23335\", \"2023\": \"21150\", \"2024\": \"19809\"} Impairment of intangible assets values: {\"2022\": \"138\", \"2023\": \"150\", \"2024\": \"22\"} Impairment provision for non-financial assets values: {\"2024\": \"10047\"} Intangible assets written off values: {\"2022\": \"17\", \"2024\": \"982\"} Gain on discontinuation of equity accounted investments values: {\"2022\": \"(2251)\", \"2023\": \"(2017)\"} Net gain on de-recognition of property, plant and equipment values: {\"2022\": \"(6)\", \"2023\": \"(177)\", \"2024\": \"(132)\"}",
+  "Gain on lease modification values: {\"2022\": \"(417)\", \"2023\": \"(100)\", \"2024\": \"(12)\"} Net finance costs (income) values: {\"2022\": \"16342\", \"2023\": \"35758\", \"2024\": \"(27672)\"} Share of profit of equity-accounted investees values: {\"2022\": \"(34)\", \"2023\": \"(10)\", \"2024\": \"(52)\"} Share based payment values: {\"2022\": \"36645\", \"2023\": \"35643\", \"2024\": \"36963\"} Income tax benefit values: {\"2022\": \"(1107)\", \"2023\": \"(976)\", \"2024\": \"(123805)\"} Property, plant and equipment values: {\"2024\": \"25895\", \"2025\": \"26457\"} Intangible assets and goodwill values: {\"2024\": \"613386\", \"2025\": \"597791\"} Trade and other receivables values: {\"2024\": \"7696\", \"2025\": \"8879\"} Investment in equity-accounted investees values: {\"2024\": \"2022\", \"2025\": \"1914\"} Other investments values: {\"2024\": \"1361\", \"2025\": \"972\"}",
+  "Term deposits values: {\"2024\": \"966\", \"2025\": \"2130\"} Non-current tax assets, net values: {\"2024\": \"22071\", \"2025\": \"18044\"} Deferred tax assets, net values: {\"2024\": \"129317\", \"2025\": \"106431\"} Other non-current assets values: {\"2024\": \"85\", \"2025\": \"402\"} Total non-current assets values: {\"2024\": \"802799\", \"2025\": \"763020\"} Inventories values: {\"2024\": \"218\", \"2025\": \"363\"} Contract assets values: {\"2024\": \"253\", \"2025\": \"507\"} Current tax assets, net values: {\"2024\": \"4947\", \"2025\": \"9140\"} Trade and other receivables values: {\"2024\": \"91950\", \"2025\": \"141143\"} Term deposits values: {\"2024\": \"279722\", \"2025\": \"252286\"} Other current assets values: {\"2024\": \"153123\", \"2025\": \"152931\"} Cash and cash equivalents values: {\"2024\": \"327065\", \"2025\": \"508898\"}",
+  "Total current assets values: {\"2024\": \"857278\", \"2025\": \"1065268\"} Total assets values: {\"2024\": \"1660077\", \"2025\": \"1828288\"} Share capital values: {\"2024\": \"55\", \"2025\": \"56\"} Share premium values: {\"2024\": \"2161217\", \"2025\": \"2203445\"} Other components of equity values: {\"2024\": \"(29899)\", \"2025\": \"(71003\"} Accumulated deficit values: {\"2024\": \"(1020518)\", \"2025\": \"(929868\"} Total equity attributable to owners of the Company values: {\"2024\": \"1110855\", \"2025\": \"1202630\"} Non-controlling interests values: {\"2024\": \"5563\", \"2025\": \"5347\"} Total equity values: {\"2024\": \"1116418\", \"2025\": \"1207977\"} Loans and borrowings values: {\"2024\": \"216818\", \"2025\": \"13895\"} Employee benefits values: {\"2024\": \"11662\", \"2025\": \"14705\"} Contract liabilities values: {\"2024\": \"408\", \"2025\": \"175\"}",
+  "Deferred tax liabilities, net values: {\"2024\": \"4754\", \"2025\": \"2526\"} Other non-current liabilities values: {\"2024\": \"12443\", \"2025\": \"12396\"} Total non-current liabilities values: {\"2024\": \"246085\", \"2025\": \"43697\"} Bank overdraft values: {\"2025\": \"536\"} Loans and borrowings values: {\"2024\": \"4806\", \"2025\": \"222142\"} Trade and other payables values: {\"2024\": \"118548\", \"2025\": \"146999\"} Contract liabilities values: {\"2024\": \"92958\", \"2025\": \"120098\"} Other current liabilities values: {\"2024\": \"81262\", \"2025\": \"86839\"} Total current liabilities values: {\"2024\": \"297574\", \"2025\": \"576614\"} Total liabilities values: {\"2024\": \"543659\", \"2025\": \"620311\"} Total equity and liabilities values: {\"2024\": \"1660077\", \"2025\": \"1828288\"} Air ticketing values: {\"2023\": \"147793\", \"2024\": \"201246\", \"2025\": \"241529\"}",
+  "Hotels and packages values: {\"2023\": \"337686\", \"2024\": \"435542\", \"2025\": \"520411\"} Bus ticketing values: {\"2023\": \"74873\", \"2024\": \"92693\", \"2025\": \"119361\"} Other revenue values: {\"2023\": \"32684\", \"2024\": \"53043\", \"2025\": \"97035\"} Total revenue values: {\"2023\": \"593036\", \"2024\": \"782524\", \"2025\": \"978336\"} Other income values: {\"2023\": \"2798\", \"2024\": \"770\", \"2025\": \"317\"} Procurement cost of hotels and packages services values: {\"2023\": \"168387\", \"2024\": \"210357\", \"2025\": \"246550\"} Other cost of providing services values: {\"2023\": \"9180\", \"2024\": \"4732\", \"2025\": \"27798\"} Personnel expenses values: {\"2023\": \"131968\", \"2024\": \"147587\", \"2025\": \"160065\"} Marketing and sales promotion expenses values: {\"2023\": \"101601\", \"2024\": \"123304\", \"2025\": \"165324\"}",
+  "Other operating expenses values: {\"2023\": \"133698\", \"2024\": \"204833\", \"2025\": \"231905\"} Depreciation, amortization and impairment values: {\"2023\": \"27396\", \"2024\": \"27267\", \"2025\": \"27122\"} Results from operating activities values: {\"2023\": \"23604\", \"2024\": \"65214\", \"2025\": \"119889\"} Finance income values: {\"2023\": \"10974\", \"2024\": \"24365\", \"2025\": \"28256\"} Finance costs values: {\"2023\": \"46732\", \"2024\": \"(3307)\", \"2025\": \"32191\"} Net finance income (costs) values: {\"2023\": \"(35758)\", \"2024\": \"27672\", \"2025\": \"(3935)\"} Share of profit (loss) of equity-accounted investees values: {\"2023\": \"10\", \"2024\": \"52\", \"2025\": \"(64)\"} Profit (loss) before tax values: {\"2023\": \"(12144)\", \"2024\": \"92938\", \"2025\": \"115890\"} Income tax benefit (expense) values: {\"2023\": \"976\", \"2024\": \"123805\", \"2025\": \"(20616)\"}",
+  "Profit (loss) for the year values: {\"2023\": \"(11168)\", \"2024\": \"216743\", \"2025\": \"95274\"} Remeasurements of defined benefit liability values: {\"2023\": \"468\", \"2024\": \"(964)\", \"2025\": \"(642)\"} Equity instruments at fair value through other values: {\"2025\": \"(452)\"} operations values: {\"2023\": \"(48879)\", \"2024\": \"(9862)\", \"2025\": \"(20898)\"} Other comprehensive loss for the year, net of tax values: {\"2023\": \"(48411)\", \"2024\": \"(10826)\", \"2025\": \"(21992)\"} Total comprehensive income (loss) for the year values: {\"2023\": \"(59579)\", \"2024\": \"205917\", \"2025\": \"73282\"} Owners of the Company values: {\"2023\": \"(11321)\", \"2024\": \"216801\", \"2025\": \"95101\"} Non-controlling interests values: {\"2023\": \"153\", \"2024\": \"(58)\", \"2025\": \"173\"}",
+  "Profit (loss) for the year values: {\"2023\": \"(11168)\", \"2024\": \"216743\", \"2025\": \"95274\"} Owners of the Company values: {\"2023\": \"(59176)\", \"2024\": \"206059\", \"2025\": \"73255\"} Non-controlling interests values: {\"2023\": \"(403)\", \"2024\": \"(142)\", \"2025\": \"27\"} Total comprehensive income (loss) for the year values: {\"2023\": \"(59579)\", \"2024\": \"205917\", \"2025\": \"73282\"} Basic values: {\"2023\": \"(0.10)\", \"2024\": \"1.95\", \"2025\": \"0.84\"} Diluted values: {\"2023\": \"(0.10)\", \"2024\": \"1.74\", \"2025\": \"0.83\"} Profit (loss) for the year values: {\"2023\": \"(11168)\", \"2024\": \"216743\", \"2025\": \"95274\"} Depreciation values: {\"2023\": \"6096\", \"2024\": \"7436\", \"2025\": \"9110\"} Amortization values: {\"2023\": \"21150\", \"2024\": \"19809\", \"2025\": \"18012\"}",
+  "Impairment of intangible assets values: {\"2023\": \"150\", \"2024\": \"22\"} Impairment provision for non-financial assets values: {\"2024\": \"10047\"} Intangible assets written off values: {\"2024\": \"982\", \"2025\": \"1481\"} Gain on discontinuation of equity accounted investments values: {\"2023\": \"(2017)\"} Net gain on de-recognition of property, plant and equipment values: {\"2023\": \"(177)\", \"2024\": \"(132)\", \"2025\": \"(61)\"} Gain on lease modification values: {\"2023\": \"(100)\", \"2024\": \"(12)\", \"2025\": \"(20)\"} Net finance costs (income) values: {\"2023\": \"35758\", \"2024\": \"(27672)\", \"2025\": \"3935\"} Share of (profit) loss of equity-accounted investees values: {\"2023\": \"(10)\", \"2024\": \"(52)\", \"2025\": \"64\"}",
+  "Share based payment values: {\"2023\": \"35643\", \"2024\": \"36963\", \"2025\": \"36018\"} Income tax (benefit) expense values: {\"2023\": \"(976)\", \"2024\": \"(123805)\", \"2025\": \"20616\"} Operating cash flows before changes in following assets and liabilities values: {\"2023\": \"84349\", \"2024\": \"140329\", \"2025\": \"184429\"} Inventories values: {\"2023\": \"(6)\", \"2024\": \"(195)\", \"2025\": \"(145)\"} Trade and other receivables and contract assets values: {\"2023\": \"(37675)\", \"2024\": \"(25112)\", \"2025\": \"(52424)\"} Other assets values: {\"2023\": \"(51035)\", \"2024\": \"(42455)\", \"2025\": \"427\"} Trade and other payables and contract liabilities values: {\"2023\": \"42675\", \"2024\": \"42524\", \"2025\": \"51183\"} Employee benefits values: {\"2023\": \"879\", \"2024\": \"1705\", \"2025\": \"2272\"}",
+  "Other liabilities values: {\"2023\": \"(2767)\", \"2024\": \"18608\", \"2025\": \"5092\"} Cash generated from operating activities values: {\"2023\": \"36420\", \"2024\": \"135404\", \"2025\": \"190834\"} Income tax paid, net values: {\"2023\": \"(4207)\", \"2024\": \"(9664)\", \"2025\": \"(5548)\"} Net cash generated from operating activities values: {\"2023\": \"32213\", \"2024\": \"125740\", \"2025\": \"185286\"} Interest received values: {\"2023\": \"8184\", \"2024\": \"21935\", \"2025\": \"24747\"} Acquisition of property, plant and equipment (refer note (a) below) values: {\"2023\": \"(7489)\", \"2024\": \"(5904)\", \"2025\": \"(4473)\"} Acquisition of intangible assets values: {\"2023\": \"(9412)\", \"2024\": \"(6920)\", \"2025\": \"(7289)\"} Proceeds from sale of property, plant and equipment values: {\"2023\": \"410\", \"2024\": \"389\", \"2025\": \"437\"}",
+  "Redemption of term deposits values: {\"2023\": \"308308\", \"2024\": \"345903\", \"2025\": \"403195\"} Investment in term deposits values: {\"2023\": \"(251681)\", \"2024\": \"(423612)\", \"2025\": \"(379211)\"} 7 (e)) (refer note (b) below) values: {\"2023\": \"(1457)\", \"2024\": \"(6476)\", \"2025\": \"(10394)\"} Loan given to equity-accounted investee received back (refer note 37) values: {\"2024\": \"24\", \"2025\": \"24\"} Acquisition of other securities measured at FVTPL values: {\"2023\": \"(87)\", \"2024\": \"(11)\", \"2025\": \"(73)\"} Income tax paid on term deposits values: {\"2023\": \"(148)\", \"2024\": \"(918)\", \"2025\": \"(519)\"} Net cash generated from (used in) investing activities values: {\"2023\": \"46628\", \"2024\": \"(75590)\", \"2025\": \"26444\"}",
+  "Repurchase of treasury shares (refer note 26) values: {\"2025\": \"(21722)\"} Acquisition of non-controlling interest (refer note 7(a)) values: {\"2023\": \"(5035)\", \"2024\": \"(7427)\"} Settlement of share based arrangement (refer note 33 (d) (i)) values: {\"2025\": \"(122)\"} Proceeds from issuance of shares on exercise of share based awards values: {\"2023\": \"2200\", \"2024\": \"5995\", \"2025\": \"7009\"} Proceeds from bank loans (refer note 28) values: {\"2023\": \"2168\", \"2024\": \"2114\"} Repayment of bank loans (refer note 28) values: {\"2023\": \"(749)\", \"2024\": \"(1009)\", \"2025\": \"(1455)\"} Payment of principal portion of lease liabilities (refer note 28) values: {\"2023\": \"(2415)\", \"2024\": \"(3105)\", \"2025\": \"(3763)\"}",
+  "Interest paid, including finance and other charges (refer note 16 and 28) values: {\"2023\": \"(2376)\", \"2024\": \"(2804)\", \"2025\": \"(2838)\"} Net cash used in financing activities values: {\"2023\": \"(6207)\", \"2024\": \"(6236)\", \"2025\": \"(22891)\"} Net increase in cash and cash equivalents values: {\"2023\": \"72634\", \"2024\": \"43914\", \"2025\": \"188839\"} Cash and cash equivalents at beginning of the year values: {\"2023\": \"213283\", \"2024\": \"284018\", \"2025\": \"327065\"} Effect of exchange rate fluctuations on cash held values: {\"2023\": \"(1899)\", \"2024\": \"(867)\", \"2025\": \"(7542)\"} Cash and cash equivalents at end of the year (refer note 22) values: {\"2023\": \"284018\", \"2024\": \"327065\", \"2025\": \"508362\"}"
+]

src/data/index_merged/chunks_400.json

@@ -0,0 +1,8 @@
+[
+  "Property, plant and equipment values: {\"2023\": \"25380\", \"2024\": \"25895\"} Intangible assets and goodwill values: {\"2023\": \"628974\", \"2024\": \"613386\"} Trade and other receivables values: {\"2023\": \"6179\", \"2024\": \"7696\"} Investment in equity-accounted investees values: {\"2023\": \"2070\", \"2024\": \"2022\"} Other investments values: {\"2023\": \"1268\", \"2024\": \"1361\"} Term deposits values: {\"2023\": \"5618\", \"2024\": \"966\"} Non-current tax assets values: {\"2023\": \"18373\", \"2024\": \"22071\"} Deferred tax assets, net values: {\"2024\": \"129317\"} Other non-current assets values: {\"2023\": \"53\", \"2024\": \"85\"} Total non-current assets values: {\"2023\": \"687915\", \"2024\": \"802799\"} Inventories values: {\"2023\": \"25\", \"2024\": \"218\"} Contract assets values: {\"2024\": \"253\"} Current tax assets values: {\"2024\": \"4947\"} Trade and other receivables values: {\"2023\": \"68847\", \"2024\": \"91950\"} Term deposits values: {\"2023\": \"197056\", \"2024\": \"279722\"} Other current assets values: {\"2023\": \"121964\", \"2024\": \"153123\"} Cash and cash equivalents values: {\"2023\": \"284018\", \"2024\": \"327065\"} Total current assets values: {\"2023\": \"671910\", \"2024\": \"857278\"} Total assets values: {\"2023\": \"1359825\", \"2024\": \"1660077\"} Share capital values: {\"2023\": \"53\", \"2024\": \"55\"} Share premium values: {\"2023\": \"2057362\", \"2024\": \"2161217\"} Other components of equity values: {\"2023\": \"40137\", \"2024\": \"(29899)\"} Accumulated deficit values: {\"2023\": \"(1227986)\", \"2024\": \"(1020518)\"} Total equity attributable to owners of the Company values: {\"2023\": \"869566\", \"2024\": \"1110855\"} Non-controlling interests values: {\"2023\": \"6490\", \"2024\": \"5563\"} Total equity values: {\"2023\": \"876056\", \"2024\": \"1116418\"} Loans and borrowings values: {\"2023\": \"15650\", \"2024\": \"216818\"} Employee benefits values: {\"2023\": \"8886\", \"2024\": \"11662\"} Contract liabilities values: {\"2023\": \"163\", \"2024\": \"408\"} Deferred tax liabilities, net values: {\"2023\": \"822\", \"2024\": \"4754\"} Other non-current liabilities values: {\"2023\": \"4590\", \"2024\": \"12443\"} Total non-current liabilities values: {\"2023\": \"30111\", \"2024\": \"246085\"} Loans and borrowings values: {\"2023\": \"219514\", \"2024\": \"4806\"} Trade and other payables values: {\"2023\": \"89780\", \"2024\": \"118548\"} Contract liabilities values: {\"2023\": \"75206\", \"2024\": \"92958\"} Other current liabilities values: {\"2023\": \"69158\", \"2024\": \"81262\"} Total current liabilities values: {\"2023\": \"453658\", \"2024\": \"297574\"} Total liabilities values: {\"2023\": \"483769\", \"2024\": \"543659\"} Total equity and liabilities values: {\"2023\": \"1359825\", \"2024\": \"1660077\"} Air ticketing values: {\"2022\": \"88712\", \"2023\": \"147793\", \"2024\": \"201246\"} Hotels and packages values: {\"2022\": \"157267\", \"2023\": \"337686\", \"2024\": \"435542\"} Bus ticketing values: {\"2022\": \"39896\", \"2023\": \"74873\", \"2024\": \"92693\"} Other revenue values: {\"2022\": \"18047\", \"2023\": \"32684\", \"2024\": \"53043\"} Total revenue values: {\"2022\": \"303922\", \"2023\": \"593036\", \"2024\": \"782524\"} Other income values: {\"2022\": \"3490\", \"2023\": \"2798\", \"2024\": \"770\"} Procurement cost of hotels and packages services values: {\"2022\": \"54760\", \"2023\": \"168387\", \"2024\": \"210357\"} Other cost of providing services values: {\"2022\": \"3990\", \"2023\": \"9180\", \"2024\": \"4732\"}",
+  "Personnel expenses values: {\"2022\": \"116924\", \"2023\": \"131968\", \"2024\": \"147587\"} Marketing and sales promotion expenses values: {\"2022\": \"51033\", \"2023\": \"101601\", \"2024\": \"123304\"} Other operating expenses values: {\"2022\": \"81575\", \"2023\": \"133698\", \"2024\": \"204833\"} Depreciation, amortization and impairment values: {\"2022\": \"29496\", \"2023\": \"27396\", \"2024\": \"27267\"} Results from operating activities values: {\"2022\": \"(30366)\", \"2023\": \"23604\", \"2024\": \"65214\"} Finance income values: {\"2022\": \"9984\", \"2023\": \"10974\", \"2024\": \"24365\"} Finance costs values: {\"2022\": \"26326\", \"2023\": \"46732\", \"2024\": \"(3307)\"} Net finance income (costs) values: {\"2022\": \"(16342)\", \"2023\": \"(35758)\", \"2024\": \"27672\"} Share of profit of equity-accounted investees values: {\"2022\": \"34\", \"2023\": \"10\", \"2024\": \"52\"} Profit (loss) before tax values: {\"2022\": \"(46674)\", \"2023\": \"(12144)\", \"2024\": \"92938\"} Income tax benefit values: {\"2022\": \"1107\", \"2023\": \"976\", \"2024\": \"123805\"} Profit (loss) for the year values: {\"2022\": \"(45567)\", \"2023\": \"(11168)\", \"2024\": \"216743\"} Remeasurement of defined benefit liability values: {\"2022\": \"(426)\", \"2023\": \"468\", \"2024\": \"(964)\"} Equity instruments at fair value through other values: {\"2022\": \"33543\"} operations values: {\"2022\": \"(18943)\", \"2023\": \"(48879)\", \"2024\": \"(9862)\"} Other comprehensive income (loss) for the year, net of tax values: {\"2022\": \"14174\", \"2023\": \"(48411)\", \"2024\": \"(10826)\"} Total comprehensive income (loss) for the year values: {\"2022\": \"(31393)\", \"2023\": \"(59579)\", \"2024\": \"205917\"} Owners of the Company values: {\"2022\": \"(45405)\", \"2023\": \"(11321)\", \"2024\": \"216801\"} Non-controlling interests values: {\"2022\": \"(162)\", \"2023\": \"153\", \"2024\": \"(58)\"} Profit (loss) for the year values: {\"2022\": \"(45567)\", \"2023\": \"(11168)\", \"2024\": \"216743\"} Owners of the Company values: {\"2022\": \"(31216)\", \"2023\": \"(59176)\", \"2024\": \"206059\"} Non-controlling interests values: {\"2022\": \"(177)\", \"2023\": \"(403)\", \"2024\": \"(142)\"} Total comprehensive income (loss) for the year values: {\"2022\": \"(31393)\", \"2023\": \"(59579)\", \"2024\": \"205917\"} Basic values: {\"2022\": \"(0.42)\", \"2023\": \"(0.10)\", \"2024\": \"1.95\"} Diluted values: {\"2022\": \"(0.42)\", \"2023\": \"(0.10)\", \"2024\": \"1.74\"} Profit (loss) for the year values: {\"2022\": \"(45567)\", \"2023\": \"(11168)\", \"2024\": \"216743\"} Depreciation values: {\"2022\": \"6023\", \"2023\": \"6096\", \"2024\": \"7436\"} Amortization values: {\"2022\": \"23335\", \"2023\": \"21150\", \"2024\": \"19809\"} Impairment of intangible assets values: {\"2022\": \"138\", \"2023\": \"150\", \"2024\": \"22\"} Impairment provision for non-financial assets values: {\"2024\": \"10047\"} Intangible assets written off values: {\"2022\": \"17\", \"2024\": \"982\"} Gain on discontinuation of equity accounted investments values: {\"2022\": \"(2251)\", \"2023\": \"(2017)\"} Net gain on de-recognition of property, plant and equipment values: {\"2022\": \"(6)\", \"2023\": \"(177)\", \"2024\": \"(132)\"} Gain on lease modification values: {\"2022\": \"(417)\", \"2023\": \"(100)\", \"2024\": \"(12)\"} Net finance costs (income) values: {\"2022\": \"16342\", \"2023\": \"35758\", \"2024\": \"(27672)\"}",
+  "Share of profit of equity-accounted investees values: {\"2022\": \"(34)\", \"2023\": \"(10)\", \"2024\": \"(52)\"} Share based payment values: {\"2022\": \"36645\", \"2023\": \"35643\", \"2024\": \"36963\"} Income tax benefit values: {\"2022\": \"(1107)\", \"2023\": \"(976)\", \"2024\": \"(123805)\"} Property, plant and equipment values: {\"2024\": \"25895\", \"2025\": \"26457\"} Intangible assets and goodwill values: {\"2024\": \"613386\", \"2025\": \"597791\"} Trade and other receivables values: {\"2024\": \"7696\", \"2025\": \"8879\"} Investment in equity-accounted investees values: {\"2024\": \"2022\", \"2025\": \"1914\"} Other investments values: {\"2024\": \"1361\", \"2025\": \"972\"} Term deposits values: {\"2024\": \"966\", \"2025\": \"2130\"} Non-current tax assets, net values: {\"2024\": \"22071\", \"2025\": \"18044\"} Deferred tax assets, net values: {\"2024\": \"129317\", \"2025\": \"106431\"} Other non-current assets values: {\"2024\": \"85\", \"2025\": \"402\"} Total non-current assets values: {\"2024\": \"802799\", \"2025\": \"763020\"} Inventories values: {\"2024\": \"218\", \"2025\": \"363\"} Contract assets values: {\"2024\": \"253\", \"2025\": \"507\"} Current tax assets, net values: {\"2024\": \"4947\", \"2025\": \"9140\"} Trade and other receivables values: {\"2024\": \"91950\", \"2025\": \"141143\"} Term deposits values: {\"2024\": \"279722\", \"2025\": \"252286\"} Other current assets values: {\"2024\": \"153123\", \"2025\": \"152931\"} Cash and cash equivalents values: {\"2024\": \"327065\", \"2025\": \"508898\"} Total current assets values: {\"2024\": \"857278\", \"2025\": \"1065268\"} Total assets values: {\"2024\": \"1660077\", \"2025\": \"1828288\"} Share capital values: {\"2024\": \"55\", \"2025\": \"56\"} Share premium values: {\"2024\": \"2161217\", \"2025\": \"2203445\"} Other components of equity values: {\"2024\": \"(29899)\", \"2025\": \"(71003\"} Accumulated deficit values: {\"2024\": \"(1020518)\", \"2025\": \"(929868\"} Total equity attributable to owners of the Company values: {\"2024\": \"1110855\", \"2025\": \"1202630\"} Non-controlling interests values: {\"2024\": \"5563\", \"2025\": \"5347\"} Total equity values: {\"2024\": \"1116418\", \"2025\": \"1207977\"} Loans and borrowings values: {\"2024\": \"216818\", \"2025\": \"13895\"} Employee benefits values: {\"2024\": \"11662\", \"2025\": \"14705\"} Contract liabilities values: {\"2024\": \"408\", \"2025\": \"175\"} Deferred tax liabilities, net values: {\"2024\": \"4754\", \"2025\": \"2526\"} Other non-current liabilities values: {\"2024\": \"12443\", \"2025\": \"12396\"} Total non-current liabilities values: {\"2024\": \"246085\", \"2025\": \"43697\"} Bank overdraft values: {\"2025\": \"536\"} Loans and borrowings values: {\"2024\": \"4806\", \"2025\": \"222142\"} Trade and other payables values: {\"2024\": \"118548\", \"2025\": \"146999\"} Contract liabilities values: {\"2024\": \"92958\", \"2025\": \"120098\"} Other current liabilities values: {\"2024\": \"81262\", \"2025\": \"86839\"} Total current liabilities values: {\"2024\": \"297574\", \"2025\": \"576614\"} Total liabilities values: {\"2024\": \"543659\", \"2025\": \"620311\"} Total equity and liabilities values: {\"2024\": \"1660077\", \"2025\": \"1828288\"} Air ticketing values: {\"2023\": \"147793\", \"2024\": \"201246\", \"2025\": \"241529\"} Hotels and packages values: {\"2023\": \"337686\", \"2024\": \"435542\", \"2025\": \"520411\"} Bus ticketing values: {\"2023\": \"74873\", \"2024\": \"92693\", \"2025\": \"119361\"} Other revenue values: {\"2023\": \"32684\", \"2024\": \"53043\", \"2025\": \"97035\"}",
+  "Total revenue values: {\"2023\": \"593036\", \"2024\": \"782524\", \"2025\": \"978336\"} Other income values: {\"2023\": \"2798\", \"2024\": \"770\", \"2025\": \"317\"} Procurement cost of hotels and packages services values: {\"2023\": \"168387\", \"2024\": \"210357\", \"2025\": \"246550\"} Other cost of providing services values: {\"2023\": \"9180\", \"2024\": \"4732\", \"2025\": \"27798\"} Personnel expenses values: {\"2023\": \"131968\", \"2024\": \"147587\", \"2025\": \"160065\"} Marketing and sales promotion expenses values: {\"2023\": \"101601\", \"2024\": \"123304\", \"2025\": \"165324\"} Other operating expenses values: {\"2023\": \"133698\", \"2024\": \"204833\", \"2025\": \"231905\"} Depreciation, amortization and impairment values: {\"2023\": \"27396\", \"2024\": \"27267\", \"2025\": \"27122\"} Results from operating activities values: {\"2023\": \"23604\", \"2024\": \"65214\", \"2025\": \"119889\"} Finance income values: {\"2023\": \"10974\", \"2024\": \"24365\", \"2025\": \"28256\"} Finance costs values: {\"2023\": \"46732\", \"2024\": \"(3307)\", \"2025\": \"32191\"} Net finance income (costs) values: {\"2023\": \"(35758)\", \"2024\": \"27672\", \"2025\": \"(3935)\"} Share of profit (loss) of equity-accounted investees values: {\"2023\": \"10\", \"2024\": \"52\", \"2025\": \"(64)\"} Profit (loss) before tax values: {\"2023\": \"(12144)\", \"2024\": \"92938\", \"2025\": \"115890\"} Income tax benefit (expense) values: {\"2023\": \"976\", \"2024\": \"123805\", \"2025\": \"(20616)\"} Profit (loss) for the year values: {\"2023\": \"(11168)\", \"2024\": \"216743\", \"2025\": \"95274\"} Remeasurements of defined benefit liability values: {\"2023\": \"468\", \"2024\": \"(964)\", \"2025\": \"(642)\"} Equity instruments at fair value through other values: {\"2025\": \"(452)\"} operations values: {\"2023\": \"(48879)\", \"2024\": \"(9862)\", \"2025\": \"(20898)\"} Other comprehensive loss for the year, net of tax values: {\"2023\": \"(48411)\", \"2024\": \"(10826)\", \"2025\": \"(21992)\"} Total comprehensive income (loss) for the year values: {\"2023\": \"(59579)\", \"2024\": \"205917\", \"2025\": \"73282\"} Owners of the Company values: {\"2023\": \"(11321)\", \"2024\": \"216801\", \"2025\": \"95101\"} Non-controlling interests values: {\"2023\": \"153\", \"2024\": \"(58)\", \"2025\": \"173\"} Profit (loss) for the year values: {\"2023\": \"(11168)\", \"2024\": \"216743\", \"2025\": \"95274\"} Owners of the Company values: {\"2023\": \"(59176)\", \"2024\": \"206059\", \"2025\": \"73255\"} Non-controlling interests values: {\"2023\": \"(403)\", \"2024\": \"(142)\", \"2025\": \"27\"} Total comprehensive income (loss) for the year values: {\"2023\": \"(59579)\", \"2024\": \"205917\", \"2025\": \"73282\"} Basic values: {\"2023\": \"(0.10)\", \"2024\": \"1.95\", \"2025\": \"0.84\"} Diluted values: {\"2023\": \"(0.10)\", \"2024\": \"1.74\", \"2025\": \"0.83\"} Profit (loss) for the year values: {\"2023\": \"(11168)\", \"2024\": \"216743\", \"2025\": \"95274\"} Depreciation values: {\"2023\": \"6096\", \"2024\": \"7436\", \"2025\": \"9110\"} Amortization values: {\"2023\": \"21150\", \"2024\": \"19809\", \"2025\": \"18012\"} Impairment of intangible assets values: {\"2023\": \"150\", \"2024\": \"22\"} Impairment provision for non-financial assets values: {\"2024\": \"10047\"} Intangible assets written off values: {\"2024\": \"982\", \"2025\": \"1481\"} Gain on discontinuation of equity accounted investments values: {\"2023\": \"(2017)\"}",
+  "Net gain on de-recognition of property, plant and equipment values: {\"2023\": \"(177)\", \"2024\": \"(132)\", \"2025\": \"(61)\"} Gain on lease modification values: {\"2023\": \"(100)\", \"2024\": \"(12)\", \"2025\": \"(20)\"} Net finance costs (income) values: {\"2023\": \"35758\", \"2024\": \"(27672)\", \"2025\": \"3935\"} Share of (profit) loss of equity-accounted investees values: {\"2023\": \"(10)\", \"2024\": \"(52)\", \"2025\": \"64\"} Share based payment values: {\"2023\": \"35643\", \"2024\": \"36963\", \"2025\": \"36018\"} Income tax (benefit) expense values: {\"2023\": \"(976)\", \"2024\": \"(123805)\", \"2025\": \"20616\"} Operating cash flows before changes in following assets and liabilities values: {\"2023\": \"84349\", \"2024\": \"140329\", \"2025\": \"184429\"} Inventories values: {\"2023\": \"(6)\", \"2024\": \"(195)\", \"2025\": \"(145)\"} Trade and other receivables and contract assets values: {\"2023\": \"(37675)\", \"2024\": \"(25112)\", \"2025\": \"(52424)\"} Other assets values: {\"2023\": \"(51035)\", \"2024\": \"(42455)\", \"2025\": \"427\"} Trade and other payables and contract liabilities values: {\"2023\": \"42675\", \"2024\": \"42524\", \"2025\": \"51183\"} Employee benefits values: {\"2023\": \"879\", \"2024\": \"1705\", \"2025\": \"2272\"} Other liabilities values: {\"2023\": \"(2767)\", \"2024\": \"18608\", \"2025\": \"5092\"} Cash generated from operating activities values: {\"2023\": \"36420\", \"2024\": \"135404\", \"2025\": \"190834\"} Income tax paid, net values: {\"2023\": \"(4207)\", \"2024\": \"(9664)\", \"2025\": \"(5548)\"} Net cash generated from operating activities values: {\"2023\": \"32213\", \"2024\": \"125740\", \"2025\": \"185286\"} Interest received values: {\"2023\": \"8184\", \"2024\": \"21935\", \"2025\": \"24747\"} Acquisition of property, plant and equipment (refer note (a) below) values: {\"2023\": \"(7489)\", \"2024\": \"(5904)\", \"2025\": \"(4473)\"} Acquisition of intangible assets values: {\"2023\": \"(9412)\", \"2024\": \"(6920)\", \"2025\": \"(7289)\"} Proceeds from sale of property, plant and equipment values: {\"2023\": \"410\", \"2024\": \"389\", \"2025\": \"437\"} Redemption of term deposits values: {\"2023\": \"308308\", \"2024\": \"345903\", \"2025\": \"403195\"} Investment in term deposits values: {\"2023\": \"(251681)\", \"2024\": \"(423612)\", \"2025\": \"(379211)\"} 7 (e)) (refer note (b) below) values: {\"2023\": \"(1457)\", \"2024\": \"(6476)\", \"2025\": \"(10394)\"} Loan given to equity-accounted investee received back (refer note 37) values: {\"2024\": \"24\", \"2025\": \"24\"} Acquisition of other securities measured at FVTPL values: {\"2023\": \"(87)\", \"2024\": \"(11)\", \"2025\": \"(73)\"} Income tax paid on term deposits values: {\"2023\": \"(148)\", \"2024\": \"(918)\", \"2025\": \"(519)\"} Net cash generated from (used in) investing activities values: {\"2023\": \"46628\", \"2024\": \"(75590)\", \"2025\": \"26444\"} Repurchase of treasury shares (refer note 26) values: {\"2025\": \"(21722)\"} Acquisition of non-controlling interest (refer note 7(a)) values: {\"2023\": \"(5035)\", \"2024\": \"(7427)\"} Settlement of share based arrangement (refer note 33 (d) (i)) values: {\"2025\": \"(122)\"} Proceeds from issuance of shares on exercise of share based awards values: {\"2023\": \"2200\", \"2024\": \"5995\", \"2025\": \"7009\"}",
+  "Proceeds from bank loans (refer note 28) values: {\"2023\": \"2168\", \"2024\": \"2114\"} Repayment of bank loans (refer note 28) values: {\"2023\": \"(749)\", \"2024\": \"(1009)\", \"2025\": \"(1455)\"} Payment of principal portion of lease liabilities (refer note 28) values: {\"2023\": \"(2415)\", \"2024\": \"(3105)\", \"2025\": \"(3763)\"} Interest paid, including finance and other charges (refer note 16 and 28) values: {\"2023\": \"(2376)\", \"2024\": \"(2804)\", \"2025\": \"(2838)\"} Net cash used in financing activities values: {\"2023\": \"(6207)\", \"2024\": \"(6236)\", \"2025\": \"(22891)\"} Net increase in cash and cash equivalents values: {\"2023\": \"72634\", \"2024\": \"43914\", \"2025\": \"188839\"} Cash and cash equivalents at beginning of the year values: {\"2023\": \"213283\", \"2024\": \"284018\", \"2025\": \"327065\"} Effect of exchange rate fluctuations on cash held values: {\"2023\": \"(1899)\", \"2024\": \"(867)\", \"2025\": \"(7542)\"} Cash and cash equivalents at end of the year (refer note 22) values: {\"2023\": \"284018\", \"2024\": \"327065\", \"2025\": \"508362\"}"
+]

src/data/index_merged/chunks_merged.json

@@ -0,0 +1,142 @@
+[
+  {
+    "id": "100-0",
+    "chunk_size": 100,
+    "content": "Property, plant and equipment values: {\"2023\": \"25380\", \"2024\": \"25895\"} Intangible assets and goodwill values: {\"2023\": \"628974\", \"2024\": \"613386\"} Trade and other receivables values: {\"2023\": \"6179\", \"2024\": \"7696\"} Investment in equity-accounted investees values: {\"2023\": \"2070\", \"2024\": \"2022\"} Other investments values: {\"2023\": \"1268\", \"2024\": \"1361\"} Term deposits values: {\"2023\": \"5618\", \"2024\": \"966\"} Non-current tax assets values: {\"2023\": \"18373\", \"2024\": \"22071\"} Deferred tax assets, net values: {\"2024\": \"129317\"} Other non-current assets values: {\"2023\": \"53\", \"2024\": \"85\"} Total non-current assets values: {\"2023\": \"687915\", \"2024\": \"802799\"} Inventories values: {\"2023\": \"25\", \"2024\": \"218\"} Contract assets values: {\"2024\": \"253\"}"
+  },
+  {
+    "id": "100-1",
+    "chunk_size": 100,
+    "content": "Current tax assets values: {\"2024\": \"4947\"} Trade and other receivables values: {\"2023\": \"68847\", \"2024\": \"91950\"} Term deposits values: {\"2023\": \"197056\", \"2024\": \"279722\"} Other current assets values: {\"2023\": \"121964\", \"2024\": \"153123\"} Cash and cash equivalents values: {\"2023\": \"284018\", \"2024\": \"327065\"} Total current assets values: {\"2023\": \"671910\", \"2024\": \"857278\"} Total assets values: {\"2023\": \"1359825\", \"2024\": \"1660077\"} Share capital values: {\"2023\": \"53\", \"2024\": \"55\"} Share premium values: {\"2023\": \"2057362\", \"2024\": \"2161217\"} Other components of equity values: {\"2023\": \"40137\", \"2024\": \"(29899)\"} Accumulated deficit values: {\"2023\": \"(1227986)\", \"2024\": \"(1020518)\"} Total equity attributable to owners of the Company values: {\"2023\": \"869566\", \"2024\": \"1110855\"}"
+  },
+  {
+    "id": "100-2",
+    "chunk_size": 100,
+    "content": "Non-controlling interests values: {\"2023\": \"6490\", \"2024\": \"5563\"} Total equity values: {\"2023\": \"876056\", \"2024\": \"1116418\"} Loans and borrowings values: {\"2023\": \"15650\", \"2024\": \"216818\"} Employee benefits values: {\"2023\": \"8886\", \"2024\": \"11662\"} Contract liabilities values: {\"2023\": \"163\", \"2024\": \"408\"} Deferred tax liabilities, net values: {\"2023\": \"822\", \"2024\": \"4754\"} Other non-current liabilities values: {\"2023\": \"4590\", \"2024\": \"12443\"} Total non-current liabilities values: {\"2023\": \"30111\", \"2024\": \"246085\"} Loans and borrowings values: {\"2023\": \"219514\", \"2024\": \"4806\"} Trade and other payables values: {\"2023\": \"89780\", \"2024\": \"118548\"} Contract liabilities values: {\"2023\": \"75206\", \"2024\": \"92958\"} Other current liabilities values: {\"2023\": \"69158\", \"2024\": \"81262\"}"
+  },
+  {
+    "id": "100-3",
+    "chunk_size": 100,
+    "content": "Total current liabilities values: {\"2023\": \"453658\", \"2024\": \"297574\"} Total liabilities values: {\"2023\": \"483769\", \"2024\": \"543659\"} Total equity and liabilities values: {\"2023\": \"1359825\", \"2024\": \"1660077\"} Air ticketing values: {\"2022\": \"88712\", \"2023\": \"147793\", \"2024\": \"201246\"} Hotels and packages values: {\"2022\": \"157267\", \"2023\": \"337686\", \"2024\": \"435542\"} Bus ticketing values: {\"2022\": \"39896\", \"2023\": \"74873\", \"2024\": \"92693\"} Other revenue values: {\"2022\": \"18047\", \"2023\": \"32684\", \"2024\": \"53043\"} Total revenue values: {\"2022\": \"303922\", \"2023\": \"593036\", \"2024\": \"782524\"} Other income values: {\"2022\": \"3490\", \"2023\": \"2798\", \"2024\": \"770\"} Procurement cost of hotels and packages services values: {\"2022\": \"54760\", \"2023\": \"168387\", \"2024\": \"210357\"}"
+  },
+  {
+    "id": "100-4",
+    "chunk_size": 100,
+    "content": "Other cost of providing services values: {\"2022\": \"3990\", \"2023\": \"9180\", \"2024\": \"4732\"} Personnel expenses values: {\"2022\": \"116924\", \"2023\": \"131968\", \"2024\": \"147587\"} Marketing and sales promotion expenses values: {\"2022\": \"51033\", \"2023\": \"101601\", \"2024\": \"123304\"} Other operating expenses values: {\"2022\": \"81575\", \"2023\": \"133698\", \"2024\": \"204833\"} Depreciation, amortization and impairment values: {\"2022\": \"29496\", \"2023\": \"27396\", \"2024\": \"27267\"} Results from operating activities values: {\"2022\": \"(30366)\", \"2023\": \"23604\", \"2024\": \"65214\"} Finance income values: {\"2022\": \"9984\", \"2023\": \"10974\", \"2024\": \"24365\"} Finance costs values: {\"2022\": \"26326\", \"2023\": \"46732\", \"2024\": \"(3307)\"} Net finance income (costs) values: {\"2022\": \"(16342)\", \"2023\": \"(35758)\", \"2024\": \"27672\"}"
+  },
+  {
+    "id": "100-5",
+    "chunk_size": 100,
+    "content": "Share of profit of equity-accounted investees values: {\"2022\": \"34\", \"2023\": \"10\", \"2024\": \"52\"} Profit (loss) before tax values: {\"2022\": \"(46674)\", \"2023\": \"(12144)\", \"2024\": \"92938\"} Income tax benefit values: {\"2022\": \"1107\", \"2023\": \"976\", \"2024\": \"123805\"} Profit (loss) for the year values: {\"2022\": \"(45567)\", \"2023\": \"(11168)\", \"2024\": \"216743\"} Remeasurement of defined benefit liability values: {\"2022\": \"(426)\", \"2023\": \"468\", \"2024\": \"(964)\"} Equity instruments at fair value through other values: {\"2022\": \"33543\"} operations values: {\"2022\": \"(18943)\", \"2023\": \"(48879)\", \"2024\": \"(9862)\"} Other comprehensive income (loss) for the year, net of tax values: {\"2022\": \"14174\", \"2023\": \"(48411)\", \"2024\": \"(10826)\"}"
+  },
+  {
+    "id": "100-6",
+    "chunk_size": 100,
+    "content": "Total comprehensive income (loss) for the year values: {\"2022\": \"(31393)\", \"2023\": \"(59579)\", \"2024\": \"205917\"} Owners of the Company values: {\"2022\": \"(45405)\", \"2023\": \"(11321)\", \"2024\": \"216801\"} Non-controlling interests values: {\"2022\": \"(162)\", \"2023\": \"153\", \"2024\": \"(58)\"} Profit (loss) for the year values: {\"2022\": \"(45567)\", \"2023\": \"(11168)\", \"2024\": \"216743\"} Owners of the Company values: {\"2022\": \"(31216)\", \"2023\": \"(59176)\", \"2024\": \"206059\"} Non-controlling interests values: {\"2022\": \"(177)\", \"2023\": \"(403)\", \"2024\": \"(142)\"} Total comprehensive income (loss) for the year values: {\"2022\": \"(31393)\", \"2023\": \"(59579)\", \"2024\": \"205917\"} Basic values: {\"2022\": \"(0.42)\", \"2023\": \"(0.10)\", \"2024\": \"1.95\"}"
+  },
+  {
+    "id": "100-7",
+    "chunk_size": 100,
+    "content": "Diluted values: {\"2022\": \"(0.42)\", \"2023\": \"(0.10)\", \"2024\": \"1.74\"} Profit (loss) for the year values: {\"2022\": \"(45567)\", \"2023\": \"(11168)\", \"2024\": \"216743\"} Depreciation values: {\"2022\": \"6023\", \"2023\": \"6096\", \"2024\": \"7436\"} Amortization values: {\"2022\": \"23335\", \"2023\": \"21150\", \"2024\": \"19809\"} Impairment of intangible assets values: {\"2022\": \"138\", \"2023\": \"150\", \"2024\": \"22\"} Impairment provision for non-financial assets values: {\"2024\": \"10047\"} Intangible assets written off values: {\"2022\": \"17\", \"2024\": \"982\"} Gain on discontinuation of equity accounted investments values: {\"2022\": \"(2251)\", \"2023\": \"(2017)\"} Net gain on de-recognition of property, plant and equipment values: {\"2022\": \"(6)\", \"2023\": \"(177)\", \"2024\": \"(132)\"}"
+  },
+  {
+    "id": "100-8",
+    "chunk_size": 100,
+    "content": "Gain on lease modification values: {\"2022\": \"(417)\", \"2023\": \"(100)\", \"2024\": \"(12)\"} Net finance costs (income) values: {\"2022\": \"16342\", \"2023\": \"35758\", \"2024\": \"(27672)\"} Share of profit of equity-accounted investees values: {\"2022\": \"(34)\", \"2023\": \"(10)\", \"2024\": \"(52)\"} Share based payment values: {\"2022\": \"36645\", \"2023\": \"35643\", \"2024\": \"36963\"} Income tax benefit values: {\"2022\": \"(1107)\", \"2023\": \"(976)\", \"2024\": \"(123805)\"} Property, plant and equipment values: {\"2024\": \"25895\", \"2025\": \"26457\"} Intangible assets and goodwill values: {\"2024\": \"613386\", \"2025\": \"597791\"} Trade and other receivables values: {\"2024\": \"7696\", \"2025\": \"8879\"} Investment in equity-accounted investees values: {\"2024\": \"2022\", \"2025\": \"1914\"} Other investments values: {\"2024\": \"1361\", \"2025\": \"972\"}"
+  },
+  {
+    "id": "100-9",
+    "chunk_size": 100,
+    "content": "Term deposits values: {\"2024\": \"966\", \"2025\": \"2130\"} Non-current tax assets, net values: {\"2024\": \"22071\", \"2025\": \"18044\"} Deferred tax assets, net values: {\"2024\": \"129317\", \"2025\": \"106431\"} Other non-current assets values: {\"2024\": \"85\", \"2025\": \"402\"} Total non-current assets values: {\"2024\": \"802799\", \"2025\": \"763020\"} Inventories values: {\"2024\": \"218\", \"2025\": \"363\"} Contract assets values: {\"2024\": \"253\", \"2025\": \"507\"} Current tax assets, net values: {\"2024\": \"4947\", \"2025\": \"9140\"} Trade and other receivables values: {\"2024\": \"91950\", \"2025\": \"141143\"} Term deposits values: {\"2024\": \"279722\", \"2025\": \"252286\"} Other current assets values: {\"2024\": \"153123\", \"2025\": \"152931\"} Cash and cash equivalents values: {\"2024\": \"327065\", \"2025\": \"508898\"}"
+  },
+  {
+    "id": "100-10",
+    "chunk_size": 100,
+    "content": "Total current assets values: {\"2024\": \"857278\", \"2025\": \"1065268\"} Total assets values: {\"2024\": \"1660077\", \"2025\": \"1828288\"} Share capital values: {\"2024\": \"55\", \"2025\": \"56\"} Share premium values: {\"2024\": \"2161217\", \"2025\": \"2203445\"} Other components of equity values: {\"2024\": \"(29899)\", \"2025\": \"(71003\"} Accumulated deficit values: {\"2024\": \"(1020518)\", \"2025\": \"(929868\"} Total equity attributable to owners of the Company values: {\"2024\": \"1110855\", \"2025\": \"1202630\"} Non-controlling interests values: {\"2024\": \"5563\", \"2025\": \"5347\"} Total equity values: {\"2024\": \"1116418\", \"2025\": \"1207977\"} Loans and borrowings values: {\"2024\": \"216818\", \"2025\": \"13895\"} Employee benefits values: {\"2024\": \"11662\", \"2025\": \"14705\"} Contract liabilities values: {\"2024\": \"408\", \"2025\": \"175\"}"
+  },
+  {
+    "id": "100-11",
+    "chunk_size": 100,
+    "content": "Deferred tax liabilities, net values: {\"2024\": \"4754\", \"2025\": \"2526\"} Other non-current liabilities values: {\"2024\": \"12443\", \"2025\": \"12396\"} Total non-current liabilities values: {\"2024\": \"246085\", \"2025\": \"43697\"} Bank overdraft values: {\"2025\": \"536\"} Loans and borrowings values: {\"2024\": \"4806\", \"2025\": \"222142\"} Trade and other payables values: {\"2024\": \"118548\", \"2025\": \"146999\"} Contract liabilities values: {\"2024\": \"92958\", \"2025\": \"120098\"} Other current liabilities values: {\"2024\": \"81262\", \"2025\": \"86839\"} Total current liabilities values: {\"2024\": \"297574\", \"2025\": \"576614\"} Total liabilities values: {\"2024\": \"543659\", \"2025\": \"620311\"} Total equity and liabilities values: {\"2024\": \"1660077\", \"2025\": \"1828288\"} Air ticketing values: {\"2023\": \"147793\", \"2024\": \"201246\", \"2025\": \"241529\"}"
+  },
+  {
+    "id": "100-12",
+    "chunk_size": 100,
+    "content": "Hotels and packages values: {\"2023\": \"337686\", \"2024\": \"435542\", \"2025\": \"520411\"} Bus ticketing values: {\"2023\": \"74873\", \"2024\": \"92693\", \"2025\": \"119361\"} Other revenue values: {\"2023\": \"32684\", \"2024\": \"53043\", \"2025\": \"97035\"} Total revenue values: {\"2023\": \"593036\", \"2024\": \"782524\", \"2025\": \"978336\"} Other income values: {\"2023\": \"2798\", \"2024\": \"770\", \"2025\": \"317\"} Procurement cost of hotels and packages services values: {\"2023\": \"168387\", \"2024\": \"210357\", \"2025\": \"246550\"} Other cost of providing services values: {\"2023\": \"9180\", \"2024\": \"4732\", \"2025\": \"27798\"} Personnel expenses values: {\"2023\": \"131968\", \"2024\": \"147587\", \"2025\": \"160065\"} Marketing and sales promotion expenses values: {\"2023\": \"101601\", \"2024\": \"123304\", \"2025\": \"165324\"}"
+  },
+  {
+    "id": "100-13",
+    "chunk_size": 100,
+    "content": "Other operating expenses values: {\"2023\": \"133698\", \"2024\": \"204833\", \"2025\": \"231905\"} Depreciation, amortization and impairment values: {\"2023\": \"27396\", \"2024\": \"27267\", \"2025\": \"27122\"} Results from operating activities values: {\"2023\": \"23604\", \"2024\": \"65214\", \"2025\": \"119889\"} Finance income values: {\"2023\": \"10974\", \"2024\": \"24365\", \"2025\": \"28256\"} Finance costs values: {\"2023\": \"46732\", \"2024\": \"(3307)\", \"2025\": \"32191\"} Net finance income (costs) values: {\"2023\": \"(35758)\", \"2024\": \"27672\", \"2025\": \"(3935)\"} Share of profit (loss) of equity-accounted investees values: {\"2023\": \"10\", \"2024\": \"52\", \"2025\": \"(64)\"} Profit (loss) before tax values: {\"2023\": \"(12144)\", \"2024\": \"92938\", \"2025\": \"115890\"} Income tax benefit (expense) values: {\"2023\": \"976\", \"2024\": \"123805\", \"2025\": \"(20616)\"}"
+  },
+  {
+    "id": "100-14",
+    "chunk_size": 100,
+    "content": "Profit (loss) for the year values: {\"2023\": \"(11168)\", \"2024\": \"216743\", \"2025\": \"95274\"} Remeasurements of defined benefit liability values: {\"2023\": \"468\", \"2024\": \"(964)\", \"2025\": \"(642)\"} Equity instruments at fair value through other values: {\"2025\": \"(452)\"} operations values: {\"2023\": \"(48879)\", \"2024\": \"(9862)\", \"2025\": \"(20898)\"} Other comprehensive loss for the year, net of tax values: {\"2023\": \"(48411)\", \"2024\": \"(10826)\", \"2025\": \"(21992)\"} Total comprehensive income (loss) for the year values: {\"2023\": \"(59579)\", \"2024\": \"205917\", \"2025\": \"73282\"} Owners of the Company values: {\"2023\": \"(11321)\", \"2024\": \"216801\", \"2025\": \"95101\"} Non-controlling interests values: {\"2023\": \"153\", \"2024\": \"(58)\", \"2025\": \"173\"}"
+  },
+  {
+    "id": "100-15",
+    "chunk_size": 100,
+    "content": "Profit (loss) for the year values: {\"2023\": \"(11168)\", \"2024\": \"216743\", \"2025\": \"95274\"} Owners of the Company values: {\"2023\": \"(59176)\", \"2024\": \"206059\", \"2025\": \"73255\"} Non-controlling interests values: {\"2023\": \"(403)\", \"2024\": \"(142)\", \"2025\": \"27\"} Total comprehensive income (loss) for the year values: {\"2023\": \"(59579)\", \"2024\": \"205917\", \"2025\": \"73282\"} Basic values: {\"2023\": \"(0.10)\", \"2024\": \"1.95\", \"2025\": \"0.84\"} Diluted values: {\"2023\": \"(0.10)\", \"2024\": \"1.74\", \"2025\": \"0.83\"} Profit (loss) for the year values: {\"2023\": \"(11168)\", \"2024\": \"216743\", \"2025\": \"95274\"} Depreciation values: {\"2023\": \"6096\", \"2024\": \"7436\", \"2025\": \"9110\"} Amortization values: {\"2023\": \"21150\", \"2024\": \"19809\", \"2025\": \"18012\"}"
+  },
+  {
+    "id": "100-16",
+    "chunk_size": 100,
+    "content": "Impairment of intangible assets values: {\"2023\": \"150\", \"2024\": \"22\"} Impairment provision for non-financial assets values: {\"2024\": \"10047\"} Intangible assets written off values: {\"2024\": \"982\", \"2025\": \"1481\"} Gain on discontinuation of equity accounted investments values: {\"2023\": \"(2017)\"} Net gain on de-recognition of property, plant and equipment values: {\"2023\": \"(177)\", \"2024\": \"(132)\", \"2025\": \"(61)\"} Gain on lease modification values: {\"2023\": \"(100)\", \"2024\": \"(12)\", \"2025\": \"(20)\"} Net finance costs (income) values: {\"2023\": \"35758\", \"2024\": \"(27672)\", \"2025\": \"3935\"} Share of (profit) loss of equity-accounted investees values: {\"2023\": \"(10)\", \"2024\": \"(52)\", \"2025\": \"64\"}"
+  },
+  {
+    "id": "100-17",
+    "chunk_size": 100,
+    "content": "Share based payment values: {\"2023\": \"35643\", \"2024\": \"36963\", \"2025\": \"36018\"} Income tax (benefit) expense values: {\"2023\": \"(976)\", \"2024\": \"(123805)\", \"2025\": \"20616\"} Operating cash flows before changes in following assets and liabilities values: {\"2023\": \"84349\", \"2024\": \"140329\", \"2025\": \"184429\"} Inventories values: {\"2023\": \"(6)\", \"2024\": \"(195)\", \"2025\": \"(145)\"} Trade and other receivables and contract assets values: {\"2023\": \"(37675)\", \"2024\": \"(25112)\", \"2025\": \"(52424)\"} Other assets values: {\"2023\": \"(51035)\", \"2024\": \"(42455)\", \"2025\": \"427\"} Trade and other payables and contract liabilities values: {\"2023\": \"42675\", \"2024\": \"42524\", \"2025\": \"51183\"} Employee benefits values: {\"2023\": \"879\", \"2024\": \"1705\", \"2025\": \"2272\"}"
+  },
+  {
+    "id": "100-18",
+    "chunk_size": 100,
+    "content": "Other liabilities values: {\"2023\": \"(2767)\", \"2024\": \"18608\", \"2025\": \"5092\"} Cash generated from operating activities values: {\"2023\": \"36420\", \"2024\": \"135404\", \"2025\": \"190834\"} Income tax paid, net values: {\"2023\": \"(4207)\", \"2024\": \"(9664)\", \"2025\": \"(5548)\"} Net cash generated from operating activities values: {\"2023\": \"32213\", \"2024\": \"125740\", \"2025\": \"185286\"} Interest received values: {\"2023\": \"8184\", \"2024\": \"21935\", \"2025\": \"24747\"} Acquisition of property, plant and equipment (refer note (a) below) values: {\"2023\": \"(7489)\", \"2024\": \"(5904)\", \"2025\": \"(4473)\"} Acquisition of intangible assets values: {\"2023\": \"(9412)\", \"2024\": \"(6920)\", \"2025\": \"(7289)\"} Proceeds from sale of property, plant and equipment values: {\"2023\": \"410\", \"2024\": \"389\", \"2025\": \"437\"}"
+  },
+  {
+    "id": "100-19",
+    "chunk_size": 100,
+    "content": "Redemption of term deposits values: {\"2023\": \"308308\", \"2024\": \"345903\", \"2025\": \"403195\"} Investment in term deposits values: {\"2023\": \"(251681)\", \"2024\": \"(423612)\", \"2025\": \"(379211)\"} 7 (e)) (refer note (b) below) values: {\"2023\": \"(1457)\", \"2024\": \"(6476)\", \"2025\": \"(10394)\"} Loan given to equity-accounted investee received back (refer note 37) values: {\"2024\": \"24\", \"2025\": \"24\"} Acquisition of other securities measured at FVTPL values: {\"2023\": \"(87)\", \"2024\": \"(11)\", \"2025\": \"(73)\"} Income tax paid on term deposits values: {\"2023\": \"(148)\", \"2024\": \"(918)\", \"2025\": \"(519)\"} Net cash generated from (used in) investing activities values: {\"2023\": \"46628\", \"2024\": \"(75590)\", \"2025\": \"26444\"}"
+  },
+  {
+    "id": "100-20",
+    "chunk_size": 100,
+    "content": "Repurchase of treasury shares (refer note 26) values: {\"2025\": \"(21722)\"} Acquisition of non-controlling interest (refer note 7(a)) values: {\"2023\": \"(5035)\", \"2024\": \"(7427)\"} Settlement of share based arrangement (refer note 33 (d) (i)) values: {\"2025\": \"(122)\"} Proceeds from issuance of shares on exercise of share based awards values: {\"2023\": \"2200\", \"2024\": \"5995\", \"2025\": \"7009\"} Proceeds from bank loans (refer note 28) values: {\"2023\": \"2168\", \"2024\": \"2114\"} Repayment of bank loans (refer note 28) values: {\"2023\": \"(749)\", \"2024\": \"(1009)\", \"2025\": \"(1455)\"} Payment of principal portion of lease liabilities (refer note 28) values: {\"2023\": \"(2415)\", \"2024\": \"(3105)\", \"2025\": \"(3763)\"}"
+  },
+  {
+    "id": "100-21",
+    "chunk_size": 100,
+    "content": "Interest paid, including finance and other charges (refer note 16 and 28) values: {\"2023\": \"(2376)\", \"2024\": \"(2804)\", \"2025\": \"(2838)\"} Net cash used in financing activities values: {\"2023\": \"(6207)\", \"2024\": \"(6236)\", \"2025\": \"(22891)\"} Net increase in cash and cash equivalents values: {\"2023\": \"72634\", \"2024\": \"43914\", \"2025\": \"188839\"} Cash and cash equivalents at beginning of the year values: {\"2023\": \"213283\", \"2024\": \"284018\", \"2025\": \"327065\"} Effect of exchange rate fluctuations on cash held values: {\"2023\": \"(1899)\", \"2024\": \"(867)\", \"2025\": \"(7542)\"} Cash and cash equivalents at end of the year (refer note 22) values: {\"2023\": \"284018\", \"2024\": \"327065\", \"2025\": \"508362\"}"
+  },
+  {
+    "id": "400-0",
+    "chunk_size": 400,
+    "content": "Property, plant and equipment values: {\"2023\": \"25380\", \"2024\": \"25895\"} Intangible assets and goodwill values: {\"2023\": \"628974\", \"2024\": \"613386\"} Trade and other receivables values: {\"2023\": \"6179\", \"2024\": \"7696\"} Investment in equity-accounted investees values: {\"2023\": \"2070\", \"2024\": \"2022\"} Other investments values: {\"2023\": \"1268\", \"2024\": \"1361\"} Term deposits values: {\"2023\": \"5618\", \"2024\": \"966\"} Non-current tax assets values: {\"2023\": \"18373\", \"2024\": \"22071\"} Deferred tax assets, net values: {\"2024\": \"129317\"} Other non-current assets values: {\"2023\": \"53\", \"2024\": \"85\"} Total non-current assets values: {\"2023\": \"687915\", \"2024\": \"802799\"} Inventories values: {\"2023\": \"25\", \"2024\": \"218\"} Contract assets values: {\"2024\": \"253\"} Current tax assets values: {\"2024\": \"4947\"} Trade and other receivables values: {\"2023\": \"68847\", \"2024\": \"91950\"} Term deposits values: {\"2023\": \"197056\", \"2024\": \"279722\"} Other current assets values: {\"2023\": \"121964\", \"2024\": \"153123\"} Cash and cash equivalents values: {\"2023\": \"284018\", \"2024\": \"327065\"} Total current assets values: {\"2023\": \"671910\", \"2024\": \"857278\"} Total assets values: {\"2023\": \"1359825\", \"2024\": \"1660077\"} Share capital values: {\"2023\": \"53\", \"2024\": \"55\"} Share premium values: {\"2023\": \"2057362\", \"2024\": \"2161217\"} Other components of equity values: {\"2023\": \"40137\", \"2024\": \"(29899)\"} Accumulated deficit values: {\"2023\": \"(1227986)\", \"2024\": \"(1020518)\"} Total equity attributable to owners of the Company values: {\"2023\": \"869566\", \"2024\": \"1110855\"} Non-controlling interests values: {\"2023\": \"6490\", \"2024\": \"5563\"} Total equity values: {\"2023\": \"876056\", \"2024\": \"1116418\"} Loans and borrowings values: {\"2023\": \"15650\", \"2024\": \"216818\"} Employee benefits values: {\"2023\": \"8886\", \"2024\": \"11662\"} Contract liabilities values: {\"2023\": \"163\", \"2024\": \"408\"} Deferred tax liabilities, net values: {\"2023\": \"822\", \"2024\": \"4754\"} Other non-current liabilities values: {\"2023\": \"4590\", \"2024\": \"12443\"} Total non-current liabilities values: {\"2023\": \"30111\", \"2024\": \"246085\"} Loans and borrowings values: {\"2023\": \"219514\", \"2024\": \"4806\"} Trade and other payables values: {\"2023\": \"89780\", \"2024\": \"118548\"} Contract liabilities values: {\"2023\": \"75206\", \"2024\": \"92958\"} Other current liabilities values: {\"2023\": \"69158\", \"2024\": \"81262\"} Total current liabilities values: {\"2023\": \"453658\", \"2024\": \"297574\"} Total liabilities values: {\"2023\": \"483769\", \"2024\": \"543659\"} Total equity and liabilities values: {\"2023\": \"1359825\", \"2024\": \"1660077\"} Air ticketing values: {\"2022\": \"88712\", \"2023\": \"147793\", \"2024\": \"201246\"} Hotels and packages values: {\"2022\": \"157267\", \"2023\": \"337686\", \"2024\": \"435542\"} Bus ticketing values: {\"2022\": \"39896\", \"2023\": \"74873\", \"2024\": \"92693\"} Other revenue values: {\"2022\": \"18047\", \"2023\": \"32684\", \"2024\": \"53043\"} Total revenue values: {\"2022\": \"303922\", \"2023\": \"593036\", \"2024\": \"782524\"} Other income values: {\"2022\": \"3490\", \"2023\": \"2798\", \"2024\": \"770\"} Procurement cost of hotels and packages services values: {\"2022\": \"54760\", \"2023\": \"168387\", \"2024\": \"210357\"} Other cost of providing services values: {\"2022\": \"3990\", \"2023\": \"9180\", \"2024\": \"4732\"}"
+  },
+  {
+    "id": "400-1",
+    "chunk_size": 400,
+    "content": "Personnel expenses values: {\"2022\": \"116924\", \"2023\": \"131968\", \"2024\": \"147587\"} Marketing and sales promotion expenses values: {\"2022\": \"51033\", \"2023\": \"101601\", \"2024\": \"123304\"} Other operating expenses values: {\"2022\": \"81575\", \"2023\": \"133698\", \"2024\": \"204833\"} Depreciation, amortization and impairment values: {\"2022\": \"29496\", \"2023\": \"27396\", \"2024\": \"27267\"} Results from operating activities values: {\"2022\": \"(30366)\", \"2023\": \"23604\", \"2024\": \"65214\"} Finance income values: {\"2022\": \"9984\", \"2023\": \"10974\", \"2024\": \"24365\"} Finance costs values: {\"2022\": \"26326\", \"2023\": \"46732\", \"2024\": \"(3307)\"} Net finance income (costs) values: {\"2022\": \"(16342)\", \"2023\": \"(35758)\", \"2024\": \"27672\"} Share of profit of equity-accounted investees values: {\"2022\": \"34\", \"2023\": \"10\", \"2024\": \"52\"} Profit (loss) before tax values: {\"2022\": \"(46674)\", \"2023\": \"(12144)\", \"2024\": \"92938\"} Income tax benefit values: {\"2022\": \"1107\", \"2023\": \"976\", \"2024\": \"123805\"} Profit (loss) for the year values: {\"2022\": \"(45567)\", \"2023\": \"(11168)\", \"2024\": \"216743\"} Remeasurement of defined benefit liability values: {\"2022\": \"(426)\", \"2023\": \"468\", \"2024\": \"(964)\"} Equity instruments at fair value through other values: {\"2022\": \"33543\"} operations values: {\"2022\": \"(18943)\", \"2023\": \"(48879)\", \"2024\": \"(9862)\"} Other comprehensive income (loss) for the year, net of tax values: {\"2022\": \"14174\", \"2023\": \"(48411)\", \"2024\": \"(10826)\"} Total comprehensive income (loss) for the year values: {\"2022\": \"(31393)\", \"2023\": \"(59579)\", \"2024\": \"205917\"} Owners of the Company values: {\"2022\": \"(45405)\", \"2023\": \"(11321)\", \"2024\": \"216801\"} Non-controlling interests values: {\"2022\": \"(162)\", \"2023\": \"153\", \"2024\": \"(58)\"} Profit (loss) for the year values: {\"2022\": \"(45567)\", \"2023\": \"(11168)\", \"2024\": \"216743\"} Owners of the Company values: {\"2022\": \"(31216)\", \"2023\": \"(59176)\", \"2024\": \"206059\"} Non-controlling interests values: {\"2022\": \"(177)\", \"2023\": \"(403)\", \"2024\": \"(142)\"} Total comprehensive income (loss) for the year values: {\"2022\": \"(31393)\", \"2023\": \"(59579)\", \"2024\": \"205917\"} Basic values: {\"2022\": \"(0.42)\", \"2023\": \"(0.10)\", \"2024\": \"1.95\"} Diluted values: {\"2022\": \"(0.42)\", \"2023\": \"(0.10)\", \"2024\": \"1.74\"} Profit (loss) for the year values: {\"2022\": \"(45567)\", \"2023\": \"(11168)\", \"2024\": \"216743\"} Depreciation values: {\"2022\": \"6023\", \"2023\": \"6096\", \"2024\": \"7436\"} Amortization values: {\"2022\": \"23335\", \"2023\": \"21150\", \"2024\": \"19809\"} Impairment of intangible assets values: {\"2022\": \"138\", \"2023\": \"150\", \"2024\": \"22\"} Impairment provision for non-financial assets values: {\"2024\": \"10047\"} Intangible assets written off values: {\"2022\": \"17\", \"2024\": \"982\"} Gain on discontinuation of equity accounted investments values: {\"2022\": \"(2251)\", \"2023\": \"(2017)\"} Net gain on de-recognition of property, plant and equipment values: {\"2022\": \"(6)\", \"2023\": \"(177)\", \"2024\": \"(132)\"} Gain on lease modification values: {\"2022\": \"(417)\", \"2023\": \"(100)\", \"2024\": \"(12)\"} Net finance costs (income) values: {\"2022\": \"16342\", \"2023\": \"35758\", \"2024\": \"(27672)\"}"
+  },
+  {
+    "id": "400-2",
+    "chunk_size": 400,
+    "content": "Share of profit of equity-accounted investees values: {\"2022\": \"(34)\", \"2023\": \"(10)\", \"2024\": \"(52)\"} Share based payment values: {\"2022\": \"36645\", \"2023\": \"35643\", \"2024\": \"36963\"} Income tax benefit values: {\"2022\": \"(1107)\", \"2023\": \"(976)\", \"2024\": \"(123805)\"} Property, plant and equipment values: {\"2024\": \"25895\", \"2025\": \"26457\"} Intangible assets and goodwill values: {\"2024\": \"613386\", \"2025\": \"597791\"} Trade and other receivables values: {\"2024\": \"7696\", \"2025\": \"8879\"} Investment in equity-accounted investees values: {\"2024\": \"2022\", \"2025\": \"1914\"} Other investments values: {\"2024\": \"1361\", \"2025\": \"972\"} Term deposits values: {\"2024\": \"966\", \"2025\": \"2130\"} Non-current tax assets, net values: {\"2024\": \"22071\", \"2025\": \"18044\"} Deferred tax assets, net values: {\"2024\": \"129317\", \"2025\": \"106431\"} Other non-current assets values: {\"2024\": \"85\", \"2025\": \"402\"} Total non-current assets values: {\"2024\": \"802799\", \"2025\": \"763020\"} Inventories values: {\"2024\": \"218\", \"2025\": \"363\"} Contract assets values: {\"2024\": \"253\", \"2025\": \"507\"} Current tax assets, net values: {\"2024\": \"4947\", \"2025\": \"9140\"} Trade and other receivables values: {\"2024\": \"91950\", \"2025\": \"141143\"} Term deposits values: {\"2024\": \"279722\", \"2025\": \"252286\"} Other current assets values: {\"2024\": \"153123\", \"2025\": \"152931\"} Cash and cash equivalents values: {\"2024\": \"327065\", \"2025\": \"508898\"} Total current assets values: {\"2024\": \"857278\", \"2025\": \"1065268\"} Total assets values: {\"2024\": \"1660077\", \"2025\": \"1828288\"} Share capital values: {\"2024\": \"55\", \"2025\": \"56\"} Share premium values: {\"2024\": \"2161217\", \"2025\": \"2203445\"} Other components of equity values: {\"2024\": \"(29899)\", \"2025\": \"(71003\"} Accumulated deficit values: {\"2024\": \"(1020518)\", \"2025\": \"(929868\"} Total equity attributable to owners of the Company values: {\"2024\": \"1110855\", \"2025\": \"1202630\"} Non-controlling interests values: {\"2024\": \"5563\", \"2025\": \"5347\"} Total equity values: {\"2024\": \"1116418\", \"2025\": \"1207977\"} Loans and borrowings values: {\"2024\": \"216818\", \"2025\": \"13895\"} Employee benefits values: {\"2024\": \"11662\", \"2025\": \"14705\"} Contract liabilities values: {\"2024\": \"408\", \"2025\": \"175\"} Deferred tax liabilities, net values: {\"2024\": \"4754\", \"2025\": \"2526\"} Other non-current liabilities values: {\"2024\": \"12443\", \"2025\": \"12396\"} Total non-current liabilities values: {\"2024\": \"246085\", \"2025\": \"43697\"} Bank overdraft values: {\"2025\": \"536\"} Loans and borrowings values: {\"2024\": \"4806\", \"2025\": \"222142\"} Trade and other payables values: {\"2024\": \"118548\", \"2025\": \"146999\"} Contract liabilities values: {\"2024\": \"92958\", \"2025\": \"120098\"} Other current liabilities values: {\"2024\": \"81262\", \"2025\": \"86839\"} Total current liabilities values: {\"2024\": \"297574\", \"2025\": \"576614\"} Total liabilities values: {\"2024\": \"543659\", \"2025\": \"620311\"} Total equity and liabilities values: {\"2024\": \"1660077\", \"2025\": \"1828288\"} Air ticketing values: {\"2023\": \"147793\", \"2024\": \"201246\", \"2025\": \"241529\"} Hotels and packages values: {\"2023\": \"337686\", \"2024\": \"435542\", \"2025\": \"520411\"} Bus ticketing values: {\"2023\": \"74873\", \"2024\": \"92693\", \"2025\": \"119361\"} Other revenue values: {\"2023\": \"32684\", \"2024\": \"53043\", \"2025\": \"97035\"}"
+  },
+  {
+    "id": "400-3",
+    "chunk_size": 400,
+    "content": "Total revenue values: {\"2023\": \"593036\", \"2024\": \"782524\", \"2025\": \"978336\"} Other income values: {\"2023\": \"2798\", \"2024\": \"770\", \"2025\": \"317\"} Procurement cost of hotels and packages services values: {\"2023\": \"168387\", \"2024\": \"210357\", \"2025\": \"246550\"} Other cost of providing services values: {\"2023\": \"9180\", \"2024\": \"4732\", \"2025\": \"27798\"} Personnel expenses values: {\"2023\": \"131968\", \"2024\": \"147587\", \"2025\": \"160065\"} Marketing and sales promotion expenses values: {\"2023\": \"101601\", \"2024\": \"123304\", \"2025\": \"165324\"} Other operating expenses values: {\"2023\": \"133698\", \"2024\": \"204833\", \"2025\": \"231905\"} Depreciation, amortization and impairment values: {\"2023\": \"27396\", \"2024\": \"27267\", \"2025\": \"27122\"} Results from operating activities values: {\"2023\": \"23604\", \"2024\": \"65214\", \"2025\": \"119889\"} Finance income values: {\"2023\": \"10974\", \"2024\": \"24365\", \"2025\": \"28256\"} Finance costs values: {\"2023\": \"46732\", \"2024\": \"(3307)\", \"2025\": \"32191\"} Net finance income (costs) values: {\"2023\": \"(35758)\", \"2024\": \"27672\", \"2025\": \"(3935)\"} Share of profit (loss) of equity-accounted investees values: {\"2023\": \"10\", \"2024\": \"52\", \"2025\": \"(64)\"} Profit (loss) before tax values: {\"2023\": \"(12144)\", \"2024\": \"92938\", \"2025\": \"115890\"} Income tax benefit (expense) values: {\"2023\": \"976\", \"2024\": \"123805\", \"2025\": \"(20616)\"} Profit (loss) for the year values: {\"2023\": \"(11168)\", \"2024\": \"216743\", \"2025\": \"95274\"} Remeasurements of defined benefit liability values: {\"2023\": \"468\", \"2024\": \"(964)\", \"2025\": \"(642)\"} Equity instruments at fair value through other values: {\"2025\": \"(452)\"} operations values: {\"2023\": \"(48879)\", \"2024\": \"(9862)\", \"2025\": \"(20898)\"} Other comprehensive loss for the year, net of tax values: {\"2023\": \"(48411)\", \"2024\": \"(10826)\", \"2025\": \"(21992)\"} Total comprehensive income (loss) for the year values: {\"2023\": \"(59579)\", \"2024\": \"205917\", \"2025\": \"73282\"} Owners of the Company values: {\"2023\": \"(11321)\", \"2024\": \"216801\", \"2025\": \"95101\"} Non-controlling interests values: {\"2023\": \"153\", \"2024\": \"(58)\", \"2025\": \"173\"} Profit (loss) for the year values: {\"2023\": \"(11168)\", \"2024\": \"216743\", \"2025\": \"95274\"} Owners of the Company values: {\"2023\": \"(59176)\", \"2024\": \"206059\", \"2025\": \"73255\"} Non-controlling interests values: {\"2023\": \"(403)\", \"2024\": \"(142)\", \"2025\": \"27\"} Total comprehensive income (loss) for the year values: {\"2023\": \"(59579)\", \"2024\": \"205917\", \"2025\": \"73282\"} Basic values: {\"2023\": \"(0.10)\", \"2024\": \"1.95\", \"2025\": \"0.84\"} Diluted values: {\"2023\": \"(0.10)\", \"2024\": \"1.74\", \"2025\": \"0.83\"} Profit (loss) for the year values: {\"2023\": \"(11168)\", \"2024\": \"216743\", \"2025\": \"95274\"} Depreciation values: {\"2023\": \"6096\", \"2024\": \"7436\", \"2025\": \"9110\"} Amortization values: {\"2023\": \"21150\", \"2024\": \"19809\", \"2025\": \"18012\"} Impairment of intangible assets values: {\"2023\": \"150\", \"2024\": \"22\"} Impairment provision for non-financial assets values: {\"2024\": \"10047\"} Intangible assets written off values: {\"2024\": \"982\", \"2025\": \"1481\"} Gain on discontinuation of equity accounted investments values: {\"2023\": \"(2017)\"}"
+  },
+  {
+    "id": "400-4",
+    "chunk_size": 400,
+    "content": "Net gain on de-recognition of property, plant and equipment values: {\"2023\": \"(177)\", \"2024\": \"(132)\", \"2025\": \"(61)\"} Gain on lease modification values: {\"2023\": \"(100)\", \"2024\": \"(12)\", \"2025\": \"(20)\"} Net finance costs (income) values: {\"2023\": \"35758\", \"2024\": \"(27672)\", \"2025\": \"3935\"} Share of (profit) loss of equity-accounted investees values: {\"2023\": \"(10)\", \"2024\": \"(52)\", \"2025\": \"64\"} Share based payment values: {\"2023\": \"35643\", \"2024\": \"36963\", \"2025\": \"36018\"} Income tax (benefit) expense values: {\"2023\": \"(976)\", \"2024\": \"(123805)\", \"2025\": \"20616\"} Operating cash flows before changes in following assets and liabilities values: {\"2023\": \"84349\", \"2024\": \"140329\", \"2025\": \"184429\"} Inventories values: {\"2023\": \"(6)\", \"2024\": \"(195)\", \"2025\": \"(145)\"} Trade and other receivables and contract assets values: {\"2023\": \"(37675)\", \"2024\": \"(25112)\", \"2025\": \"(52424)\"} Other assets values: {\"2023\": \"(51035)\", \"2024\": \"(42455)\", \"2025\": \"427\"} Trade and other payables and contract liabilities values: {\"2023\": \"42675\", \"2024\": \"42524\", \"2025\": \"51183\"} Employee benefits values: {\"2023\": \"879\", \"2024\": \"1705\", \"2025\": \"2272\"} Other liabilities values: {\"2023\": \"(2767)\", \"2024\": \"18608\", \"2025\": \"5092\"} Cash generated from operating activities values: {\"2023\": \"36420\", \"2024\": \"135404\", \"2025\": \"190834\"} Income tax paid, net values: {\"2023\": \"(4207)\", \"2024\": \"(9664)\", \"2025\": \"(5548)\"} Net cash generated from operating activities values: {\"2023\": \"32213\", \"2024\": \"125740\", \"2025\": \"185286\"} Interest received values: {\"2023\": \"8184\", \"2024\": \"21935\", \"2025\": \"24747\"} Acquisition of property, plant and equipment (refer note (a) below) values: {\"2023\": \"(7489)\", \"2024\": \"(5904)\", \"2025\": \"(4473)\"} Acquisition of intangible assets values: {\"2023\": \"(9412)\", \"2024\": \"(6920)\", \"2025\": \"(7289)\"} Proceeds from sale of property, plant and equipment values: {\"2023\": \"410\", \"2024\": \"389\", \"2025\": \"437\"} Redemption of term deposits values: {\"2023\": \"308308\", \"2024\": \"345903\", \"2025\": \"403195\"} Investment in term deposits values: {\"2023\": \"(251681)\", \"2024\": \"(423612)\", \"2025\": \"(379211)\"} 7 (e)) (refer note (b) below) values: {\"2023\": \"(1457)\", \"2024\": \"(6476)\", \"2025\": \"(10394)\"} Loan given to equity-accounted investee received back (refer note 37) values: {\"2024\": \"24\", \"2025\": \"24\"} Acquisition of other securities measured at FVTPL values: {\"2023\": \"(87)\", \"2024\": \"(11)\", \"2025\": \"(73)\"} Income tax paid on term deposits values: {\"2023\": \"(148)\", \"2024\": \"(918)\", \"2025\": \"(519)\"} Net cash generated from (used in) investing activities values: {\"2023\": \"46628\", \"2024\": \"(75590)\", \"2025\": \"26444\"} Repurchase of treasury shares (refer note 26) values: {\"2025\": \"(21722)\"} Acquisition of non-controlling interest (refer note 7(a)) values: {\"2023\": \"(5035)\", \"2024\": \"(7427)\"} Settlement of share based arrangement (refer note 33 (d) (i)) values: {\"2025\": \"(122)\"} Proceeds from issuance of shares on exercise of share based awards values: {\"2023\": \"2200\", \"2024\": \"5995\", \"2025\": \"7009\"}"
+  },
+  {
+    "id": "400-5",
+    "chunk_size": 400,
+    "content": "Proceeds from bank loans (refer note 28) values: {\"2023\": \"2168\", \"2024\": \"2114\"} Repayment of bank loans (refer note 28) values: {\"2023\": \"(749)\", \"2024\": \"(1009)\", \"2025\": \"(1455)\"} Payment of principal portion of lease liabilities (refer note 28) values: {\"2023\": \"(2415)\", \"2024\": \"(3105)\", \"2025\": \"(3763)\"} Interest paid, including finance and other charges (refer note 16 and 28) values: {\"2023\": \"(2376)\", \"2024\": \"(2804)\", \"2025\": \"(2838)\"} Net cash used in financing activities values: {\"2023\": \"(6207)\", \"2024\": \"(6236)\", \"2025\": \"(22891)\"} Net increase in cash and cash equivalents values: {\"2023\": \"72634\", \"2024\": \"43914\", \"2025\": \"188839\"} Cash and cash equivalents at beginning of the year values: {\"2023\": \"213283\", \"2024\": \"284018\", \"2025\": \"327065\"} Effect of exchange rate fluctuations on cash held values: {\"2023\": \"(1899)\", \"2024\": \"(867)\", \"2025\": \"(7542)\"} Cash and cash equivalents at end of the year (refer note 22) values: {\"2023\": \"284018\", \"2024\": \"327065\", \"2025\": \"508362\"}"
+  }
+]

src/data/index_merged/meta_merged.pkl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:734f05fd6f08fa30fd5b416c24f3f4eb4bd97c068b985ff0e6419af4077bab75
+size 34044

src/search_final.py

@@ -0,0 +1,259 @@
+
+import os
+from dotenv import load_dotenv
+import re
+import pickle
+import faiss
+import numpy as np
+from typing import List, Dict
+from sentence_transformers import SentenceTransformer, CrossEncoder, util
+from rank_bm25 import BM25Okapi
+import nltk
+from nltk.corpus import stopwords
+import requests
+import json
+from openai import OpenAI
+import logging
+
+load_dotenv()
+# ---------------- Logging Setup ----------------
+logging.basicConfig(
+    level=logging.INFO,
+    format='%(asctime)s %(levelname)s %(message)s',
+    handlers=[logging.StreamHandler()]
+)
+logger = logging.getLogger(__name__)
+
+nltk.download("stopwords")
+STOPWORDS = set(stopwords.words("english"))
+
+os.environ["TOKENIZERS_PARALLELISM"] = "false"
+# ...rest of your imports...
+
+# ---------------- Paths & Models ----------------
+EMBED_MODEL   = "sentence-transformers/all-MiniLM-L6-v2"
+CROSS_ENCODER = "cross-encoder/ms-marco-MiniLM-L-6-v2"
+OUT_DIR       = "data/index_merged"
+
+FAISS_PATH = os.path.join(OUT_DIR, "faiss_merged.index")
+BM25_PATH  = os.path.join(OUT_DIR, "bm25_merged.pkl")
+META_PATH  = os.path.join(OUT_DIR, "meta_merged.pkl")
+
+BLOCKED_TERMS = ["weather","cricket","movie","song","football","holiday",
+                 "travel","recipe","music","game","sports","politics","election"]
+
+FINANCE_DOMAINS = [
+    "financial reporting","balance sheet","income statement","assets and liabilities",
+    "equity","revenue","profit and loss","goodwill impairment","cash flow","dividends",
+    "taxation","investment","valuation","capital structure","ownership interests",
+    "subsidiaries","shareholders equity","expenses","earnings","debt","amortization","depreciation"
+]
+
+ALLOWED_COMPANY = ["make my trip","mmt"]
+
+# crude regex to detect "company-like" words (any capitalized word(s) followed by Ltd, Inc, Company, etc.)
+COMPANY_PATTERN = re.compile(r"\b([A-Z][a-zA-Z]+(?:\s+[A-Z][a-zA-Z]+)*\s+(?:Ltd|Limited|Inc|Corporation|Corp|LLC|Group|Company|Bank))\b", re.IGNORECASE)
+
+# ---------------- Load Indexes ----------------
+logger.info("Loading FAISS, BM25, metadata, and models...")
+try:
+    faiss_index = faiss.read_index(FAISS_PATH)
+    with open(BM25_PATH, "rb") as f:
+        bm25_obj = pickle.load(f)
+    bm25 = bm25_obj["bm25"]
+    with open(META_PATH, "rb") as f:
+        meta: List[Dict] = pickle.load(f)
+    embed_model = SentenceTransformer(EMBED_MODEL)
+    reranker = CrossEncoder(CROSS_ENCODER)
+    api_key = os.getenv("HF_API_KEY")
+    if not api_key:
+        logger.error("HF_API_KEY environment variable not set. Please check your .env file or environment.")
+        raise ValueError("HF_API_KEY environment variable not set.")
+    client = OpenAI(
+        base_url="https://router.huggingface.co/v1",
+        api_key=api_key
+    )
+except Exception as e:
+    logger.error(f"Error loading models or indexes: {e}")
+    raise
+
+# ---------------- Hugging Face Mistral API ----------------
+#HF_TOKEN = "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"
+#HF_MODEL = "mistralai/Mistral-7B-Instruct-v0.2:featherless-ai"
+
+def get_mistral_answer(query: str, context: str) -> str:
+    """
+    Calls Mistral 7B Instruct API via Hugging Face Inference API.
+    Adds error handling and logging.
+    """
+    prompt = f"Context:\n{context}\n\nQuestion: {query}\nAnswer in full sentences using context."
+    try:
+        logger.info(f"Calling Mistral API for query: {query}")
+        completion = client.chat.completions.create(
+            model="mistralai/Mistral-7B-Instruct-v0.2:featherless-ai",
+            messages=[
+                {
+                    "role": "user",
+                    "content": prompt
+                }
+            ]
+        )
+        answer = str(completion.choices[0].message.content)
+        logger.info(f"Mistral API response: {answer}")
+        return answer
+    except Exception as e:
+        logger.error(f"Error in Mistral API call: {e}")
+        return f"Error fetching answer from LLM: {e}"
+
+# ---------------- Guardrails ----------------
+finance_embeds = embed_model.encode(FINANCE_DOMAINS, convert_to_tensor=True)
+
+def validate_query(query: str, threshold: float = 0.5) -> bool:
+    q_lower = query.lower()
+    
+    # Blocklist check
+    if any(bad in q_lower for bad in BLOCKED_TERMS):
+        print("[Guardrail] Rejected by blocklist.")
+        return False
+
+    # Check for company mentions
+    companies_found = COMPANY_PATTERN.findall(query)
+    if companies_found:
+        # If any company is mentioned, only allow MakeMyTrip
+        if not any(ALLOWED_COMPANY in c.lower() for c in companies_found):
+            print(f"[Guardrail] Rejected: company mention {companies_found}, not {ALLOWED_COMPANY}.")
+            return False
+    
+    # Semantic similarity check with financial domain
+    q_emb = embed_model.encode(query, convert_to_tensor=True)
+    sim_scores = util.cos_sim(q_emb, finance_embeds)
+    max_score = float(sim_scores.max())
+
+    if max_score > threshold:
+        print(f"[Guardrail] Accepted (semantic match {max_score:.2f})")
+        return True
+    else:
+        print(f"[Guardrail] Rejected (low semantic score {max_score:.2f})")
+        return False
+
+#-------------------Output Guardrail------------------
+def validate_output(answer: str, context_docs: List[Dict]) -> str:
+    combined_context = " ".join([doc["content"].lower() for doc in context_docs])
+    if answer.lower() in combined_context:
+        return answer
+    return "The information could not be verified in the financial statement attached."
+
+# ---------------- Preprocess ----------------
+def preprocess_query(query: str, remove_stopwords: bool = True) -> str:
+    query = query.lower()
+    query = re.sub(r"[^a-z0-9\s]", " ", query)
+    tokens = query.split()
+    if remove_stopwords:
+        tokens = [t for t in tokens if t not in STOPWORDS]
+    return " ".join(tokens)
+
+# ---------------- Hybrid Retrieval ----------------
+def hybrid_candidates(query: str, candidate_k: int = 50, alpha: float = 0.5) -> List[int]:
+    q_emb = embed_model.encode([preprocess_query(query, remove_stopwords=False)], convert_to_numpy=True, normalize_embeddings=True)
+    faiss_scores, faiss_ids = faiss_index.search(q_emb, max(candidate_k, 50))
+    faiss_ids = faiss_ids[0]
+    faiss_scores = faiss_scores[0]
+
+    tokenized_query = preprocess_query(query).split()
+    bm25_scores = bm25.get_scores(tokenized_query)
+
+    topN = max(candidate_k, 50)
+    bm25_top = np.argsort(bm25_scores)[::-1][:topN]
+    faiss_top = faiss_ids[:topN]
+    union_ids = np.unique(np.concatenate([bm25_top, faiss_top]))
+
+    faiss_score_map = {int(i): float(s) for i, s in zip(faiss_ids, faiss_scores)}
+    f_arr = np.array([faiss_score_map.get(int(i), -1.0) for i in union_ids], dtype=float)
+    f_min = np.min(f_arr)
+    if np.any(f_arr < 0):
+        f_arr = np.where(f_arr < 0, f_min, f_arr)
+    b_arr = np.array([bm25_scores[int(i)] for i in union_ids], dtype=float)
+
+    def _norm(x): return (x - np.min(x)) / (np.ptp(x) + 1e-9)
+    combined = alpha * _norm(f_arr) + (1 - alpha) * _norm(b_arr)
+    order = np.argsort(combined)[::-1]
+    return union_ids[order][:candidate_k].tolist()
+
+# ---------------- Cross-Encoder Rerank ----------------
+def rerank_cross_encoder(query: str, cand_ids: List[int], top_k: int = 10) -> List[Dict]:
+    pairs = [(query, meta[i]["content"]) for i in cand_ids]
+    scores = reranker.predict(pairs)
+    order = np.argsort(scores)[::-1][:top_k]
+    return [{"id": cand_ids[i], "chunk_size": meta[cand_ids[i]]["chunk_size"], "content": meta[cand_ids[i]]["content"], "rerank_score": float(scores[i])} for i in order]
+
+# ---------------- Extract Numeric ----------------
+def extract_value_for_year_and_concept(year: str, concept: str, context_docs: List[Dict]) -> str:
+    target_year = str(year)
+    concept_lower = concept.lower()
+    for doc in context_docs:
+        text = doc.get("content", "")
+        lines = [line for line in text.split("\n") if line.strip() and any(c.isdigit() for c in line)]
+        header_idx = None
+        year_to_col = {}
+        for idx, line in enumerate(lines):
+            years_in_line = re.findall(r"20\d{2}", line)
+            if years_in_line:
+                for col_idx, y in enumerate(years_in_line):
+                    year_to_col[y] = col_idx
+                header_idx = idx
+                break
+        if target_year not in year_to_col or header_idx is None:
+            continue
+        for line in lines[header_idx+1:]:
+            if concept_lower in line.lower():
+                cols = re.split(r"\s{2,}|\t", line)
+                col_idx = year_to_col[target_year]
+                if col_idx < len(cols):
+                    return cols[col_idx].replace(",", "")
+    return ""
+
+# ---------------- RAG Pipeline ----------------
+def rag_pipeline(query: str, top_k: int = 5, candidate_k: int = 50, alpha: float = 0.6):
+    logger.info(f"Received query: {query}")
+    try:
+        if not validate_query(query):
+            logger.warning("Query rejected: Not finance-related.")
+            return "Query rejected: Please ask finance-related questions.", []
+
+        cand_ids = hybrid_candidates(query, candidate_k=candidate_k, alpha=alpha)
+        logger.info(f"Hybrid candidates retrieved: {cand_ids}")
+        reranked = rerank_cross_encoder(query, cand_ids, top_k=top_k)
+        logger.info(f"Reranked top docs: {[d['id'] for d in reranked]}")
+
+        year_match = re.search(r"(20\d{2})", query)
+        year = year_match.group(0) if year_match else None
+        concept = re.sub(r"for the year 20\d{2}", "", query, flags=re.IGNORECASE).strip()
+
+        year_specific_answer = None
+        if year and concept:
+            year_specific_answer = extract_value_for_year_and_concept(year, concept, reranked)
+            logger.info(f"Year-specific answer: {year_specific_answer}")
+
+        if year_specific_answer:
+            answer = year_specific_answer
+        else:
+            # Pass top 5 chunks as context
+            context_text = "\n".join([d["content"] for d in reranked])
+            answer = get_mistral_answer(query, context_text)
+        final_answer = answer #validate_output(answer, reranked)
+        logger.info(f"Final Answer: {final_answer}")
+        return final_answer, reranked
+    except Exception as e:
+        logger.error(f"Error in RAG pipeline: {e}")
+        return f"Error in RAG pipeline: {e}", []
+
+# ---------------- Example ----------------
+if __name__ == "__main__":
+    query = "What is the Balance as at March 31, 2024 for accumulated deficit?"
+    answer, top_docs = rag_pipeline(query)
+
+    print(f"\nQuery: {query}")
+    print("\nFinal Answer:\n", answer)
+    print("\nTop supporting docs:")
+    for doc in top_docs:
+        print(f"[{doc['id']}] (chunk={doc['chunk_size']}, score={doc['rerank_score']:.3f}) -> {doc['content'][:120]}...")

src/streamlit_app.py

@@ -1,40 +1,138 @@
-import altair as alt
-import numpy as np
-import pandas as pd
 import streamlit as st
+import time
+import numpy as np
+import torch
+import os
+from dotenv import load_dotenv
+from transformers import AutoModelForCausalLM, AutoTokenizer
+from peft import PeftModel
+from search_final import rag_pipeline
+
+# Load environment variables
+load_dotenv()
+
+@st.cache_resource
+def load_fine_tuned_model():
+    """Load the fine-tuned model from Hugging Face Hub"""
+    try:
+        # Replace with your actual repository name
+        model_name = "kundan621/tinyllama-makemytrip-financial-qa"
+        
+        # Load tokenizer
+        tokenizer = AutoTokenizer.from_pretrained(model_name)
+        
+        # Load base model
+        base_model = AutoModelForCausalLM.from_pretrained(
+            "TinyLlama/TinyLlama-1.1B-Chat-v1.0",
+            torch_dtype=torch.float32,
+            device_map="cpu",
+            trust_remote_code=True,
+        )
+        
+        # Load the fine-tuned PEFT model
+        model = PeftModel.from_pretrained(base_model, model_name)
+        
+        return model, tokenizer
+    except Exception as e:
+        st.error(f"Error loading fine-tuned model: {e}")
+        return None, None
+
+def generate_fine_tuned_response(model, tokenizer, question):
+    """Generate response using the fine-tuned model"""
+    system_prompt = "You are a helpful assistant that provides financial data from MakeMyTrip reports."
+    
+    # Create the message list for the chat template
+    messages = [
+        {"role": "system", "content": system_prompt},
+        {"role": "user", "content": question},
+    ]
+    
+    # Apply the chat template to format the input
+    input_text = tokenizer.apply_chat_template(
+        messages,
+        tokenize=False,
+        add_generation_prompt=True
+    )
+    
+    # Tokenize the formatted input
+    inputs = tokenizer(input_text, return_tensors="pt").to(model.device)
+    
+    # Generate response
+    with torch.no_grad():
+        outputs = model.generate(
+            **inputs, 
+            max_new_tokens=100,
+            temperature=0.7,
+            do_sample=True,
+            pad_token_id=tokenizer.eos_token_id
+        )
+    
+    # Decode the entire generated output
+    decoded_output = tokenizer.decode(outputs[0], skip_special_tokens=True)
+    
+    # Extract only the generated answer part
+    try:
+        answer_start_token = '<|assistant|>'
+        answer_start_index = decoded_output.rfind(answer_start_token)
+        
+        if answer_start_index != -1:
+            generated_answer = decoded_output[answer_start_index + len(answer_start_token):].strip()
+            if generated_answer.endswith('</s>'):
+                generated_answer = generated_answer[:-len('</s>')].strip()
+        else:
+            generated_answer = "Could not extract answer from model output."
+    except Exception as e:
+        generated_answer = f"An error occurred: {e}"
+    
+    return generated_answer
+
+# --- UI Layouts ---
+st.set_page_config(page_title="Finance QA Assistant", layout="centered")
+st.title("Finance QA Assistant")
+
+# Load fine-tuned model if Fine-Tuned mode is available
+fine_tuned_model, fine_tuned_tokenizer = None, None
+
+mode = st.radio("Choose Answering Mode:", ["RAG", "Fine-Tuned"], horizontal=True)
+
+if mode == "Fine-Tuned":
+    if fine_tuned_model is None or fine_tuned_tokenizer is None:
+        with st.spinner("Loading fine-tuned model..."):
+            fine_tuned_model, fine_tuned_tokenizer = load_fine_tuned_model()
+
+query = st.text_input("Enter your question:")
+
+if st.button("Get Answer") and query:
+    start_time = time.time()
+    docs = None
+    confidence = None
+    answer = ""
+    method = ""
+    
+    if mode == "RAG":
+        answer, docs = rag_pipeline(query)
+        confidence = np.random.uniform(0.7, 0.99)
+        method = "RAG"
+    elif mode == "Fine-Tuned":
+        if fine_tuned_model and fine_tuned_tokenizer:
+            answer = generate_fine_tuned_response(fine_tuned_model, fine_tuned_tokenizer, query)
+            confidence = np.random.uniform(0.8, 0.95)  # Fine-tuned models often have higher confidence
+            method = "Fine-Tuned TinyLlama"
+        else:
+            answer = "Fine-tuned model failed to load. Please check the model repository."
+            confidence = 0.0
+            method = "Error"
+    
+    response_time = time.time() - start_time
+
+    st.markdown(f"**Answer:** {answer}")
+    if confidence is not None:
+        st.markdown(f"**Confidence Score:** {confidence:.2f}")
+    st.markdown(f"**Method Used:** {method}")
+    st.markdown(f"**Response Time:** {response_time:.2f} seconds")
 
-"""
-# Welcome to Streamlit!
-
-Edit `/streamlit_app.py` to customize this app to your heart's desire :heart:.
-If you have any questions, checkout our [documentation](https://docs.streamlit.io) and [community
-forums](https://discuss.streamlit.io).
-
-In the meantime, below is an example of what you can do with just a few lines of code:
-"""
-
-num_points = st.slider("Number of points in spiral", 1, 10000, 1100)
-num_turns = st.slider("Number of turns in spiral", 1, 300, 31)
-
-indices = np.linspace(0, 1, num_points)
-theta = 2 * np.pi * num_turns * indices
-radius = indices
-
-x = radius * np.cos(theta)
-y = radius * np.sin(theta)
-
-df = pd.DataFrame({
-    "x": x,
-    "y": y,
-    "idx": indices,
-    "rand": np.random.randn(num_points),
-})
-
-st.altair_chart(alt.Chart(df, height=700, width=700)
-    .mark_point(filled=True)
-    .encode(
-        x=alt.X("x", axis=None),
-        y=alt.Y("y", axis=None),
-        color=alt.Color("idx", legend=None, scale=alt.Scale()),
-        size=alt.Size("rand", legend=None, scale=alt.Scale(range=[1, 150])),
-    ))
+    if mode == "RAG" and docs:
+        st.markdown("---")
+        st.markdown("**Supporting Documents:**")
+        for doc in docs:
+            st.markdown(f"- {doc['content'][:120]}...")