File size: 207,096 Bytes
481f3b1 df5d08d 481f3b1 df5d08d 481f3b1 bed4e9b 481f3b1 088e816 481f3b1 df5d08d 481f3b1 99e91d8 481f3b1 088e816 df5d08d 088e816 99e91d8 bed4e9b 49acaf1 99e91d8 088e816 99e91d8 088e816 99e91d8 088e816 df5d08d 088e816 49acaf1 088e816 49acaf1 088e816 49acaf1 088e816 49acaf1 7335378 088e816 99e91d8 088e816 7335378 088e816 7335378 088e816 bed4e9b 088e816 7335378 088e816 481f3b1 99e91d8 481f3b1 99e91d8 481f3b1 99e91d8 481f3b1 bed4e9b 481f3b1 99e91d8 481f3b1 bed4e9b 481f3b1 088e816 481f3b1 088e816 481f3b1 bed4e9b 481f3b1 bed4e9b 99e91d8 bed4e9b 99e91d8 bed4e9b 99e91d8 bed4e9b 99e91d8 bed4e9b 99e91d8 bed4e9b 99e91d8 bed4e9b 481f3b1 99e91d8 bed4e9b 99e91d8 bed4e9b 99e91d8 bed4e9b 99e91d8 bed4e9b 99e91d8 bed4e9b 99e91d8 bed4e9b 99e91d8 bed4e9b 99e91d8 bed4e9b 99e91d8 bed4e9b 99e91d8 bed4e9b 99e91d8 bed4e9b 99e91d8 bed4e9b 99e91d8 bed4e9b 99e91d8 bed4e9b 99e91d8 bed4e9b 99e91d8 bed4e9b 99e91d8 bed4e9b 99e91d8 bed4e9b 99e91d8 bed4e9b 99e91d8 bed4e9b 99e91d8 bed4e9b 99e91d8 bed4e9b 99e91d8 bed4e9b 99e91d8 bed4e9b 99e91d8 bed4e9b 99e91d8 bed4e9b 99e91d8 bed4e9b 99e91d8 bed4e9b 99e91d8 481f3b1 088e816 481f3b1 088e816 481f3b1 bed4e9b 481f3b1 bed4e9b 481f3b1 bed4e9b 481f3b1 bed4e9b 481f3b1 bed4e9b 481f3b1 bed4e9b 481f3b1 bed4e9b 481f3b1 bed4e9b 481f3b1 bed4e9b 481f3b1 bed4e9b 481f3b1 088e816 481f3b1 088e816 481f3b1 7335378 088e816 7335378 481f3b1 088e816 481f3b1 bed4e9b 088e816 bed4e9b 088e816 bed4e9b 088e816 bed4e9b 481f3b1 088e816 99e91d8 088e816 99e91d8 088e816 99e91d8 088e816 99e91d8 088e816 99e91d8 088e816 99e91d8 481f3b1 bed4e9b 088e816 99e91d8 bed4e9b 088e816 bed4e9b 088e816 bed4e9b 481f3b1 088e816 481f3b1 088e816 481f3b1 088e816 481f3b1 088e816 481f3b1 088e816 481f3b1 088e816 481f3b1 bed4e9b 088e816 481f3b1 bed4e9b 481f3b1 088e816 481f3b1 bed4e9b 088e816 481f3b1 bed4e9b 481f3b1 088e816 481f3b1 bed4e9b 481f3b1 bed4e9b 481f3b1 bed4e9b 481f3b1 bed4e9b 481f3b1 bed4e9b 481f3b1 bed4e9b 481f3b1 bed4e9b 481f3b1 bed4e9b 481f3b1 bed4e9b 481f3b1 bed4e9b 481f3b1 bed4e9b 481f3b1 bed4e9b 481f3b1 bed4e9b 481f3b1 bed4e9b 481f3b1 7335378 bed4e9b 49acaf1 7335378 49acaf1 bed4e9b 49acaf1 bed4e9b 7335378 bed4e9b 481f3b1 bed4e9b 49acaf1 bed4e9b 7335378 bed4e9b 49acaf1 7335378 481f3b1 49acaf1 bed4e9b 6a39d69 481f3b1 7da1a3a bed4e9b df5d08d 7da1a3a df5d08d bed4e9b df5d08d bed4e9b 6a39d69 bed4e9b 6a39d69 7da1a3a df5d08d 7da1a3a 6a39d69 7da1a3a 6a39d69 bed4e9b 481f3b1 088e816 481f3b1 bed4e9b 481f3b1 bed4e9b 481f3b1 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486 487 488 489 490 491 492 493 494 495 496 497 498 499 500 501 502 503 504 505 506 507 508 509 510 511 512 513 514 515 516 517 518 519 520 521 522 523 524 525 526 527 528 529 530 531 532 533 534 535 536 537 538 539 540 541 542 543 544 545 546 547 548 549 550 551 552 553 554 555 556 557 558 559 560 561 562 563 564 565 566 567 568 569 570 571 572 573 574 575 576 577 578 579 580 581 582 583 584 585 586 587 588 589 590 591 592 593 594 595 596 597 598 599 600 601 602 603 604 605 606 607 608 609 610 611 612 613 614 615 616 617 618 619 620 621 622 623 624 625 626 627 628 629 630 631 632 633 634 635 636 637 638 639 640 641 642 643 644 645 646 647 648 649 650 651 652 653 654 655 656 657 658 659 660 661 662 663 664 665 666 667 668 669 670 671 672 673 674 675 676 677 678 679 680 681 682 683 684 685 686 687 688 689 690 691 692 693 694 695 696 697 698 699 700 701 702 703 704 705 706 707 708 709 710 711 712 713 714 715 716 717 718 719 720 721 722 723 724 725 726 727 728 729 730 731 732 733 734 735 736 737 738 739 740 741 742 743 744 745 746 747 748 749 750 751 752 753 754 755 756 757 758 759 760 761 762 763 764 765 766 767 768 769 770 771 772 773 774 775 776 777 778 779 780 781 782 783 784 785 786 787 788 789 790 791 792 793 794 795 796 797 798 799 800 801 802 803 804 805 806 807 808 809 810 811 812 813 814 815 816 817 818 819 820 821 822 823 824 825 826 827 828 829 830 831 832 833 834 835 836 837 838 839 840 841 842 843 844 845 846 847 848 849 850 851 852 853 854 855 856 857 858 859 860 861 862 863 864 865 866 867 868 869 870 871 872 873 874 875 876 877 878 879 880 881 882 883 884 885 886 887 888 889 890 891 892 893 894 895 896 897 898 899 900 901 902 903 904 905 906 907 908 909 910 911 912 913 914 915 916 917 918 919 920 921 922 923 924 925 926 927 928 929 930 931 932 933 934 935 936 937 938 939 940 941 942 943 944 945 946 947 948 949 950 951 952 953 954 955 956 957 958 959 960 961 962 963 964 965 966 967 968 969 970 971 972 973 974 975 976 977 978 979 980 981 982 983 984 985 986 987 988 989 990 991 992 993 994 995 996 997 998 999 1000 1001 1002 1003 1004 1005 1006 1007 1008 1009 1010 1011 1012 1013 1014 1015 1016 1017 1018 1019 1020 1021 1022 1023 1024 1025 1026 1027 1028 1029 1030 1031 1032 1033 1034 1035 1036 1037 1038 1039 1040 1041 1042 1043 1044 1045 1046 1047 1048 1049 1050 1051 1052 1053 1054 1055 1056 1057 1058 1059 1060 1061 1062 1063 1064 1065 1066 1067 1068 1069 1070 1071 1072 1073 1074 1075 1076 1077 1078 1079 1080 1081 1082 1083 1084 1085 1086 1087 1088 1089 1090 1091 1092 1093 1094 1095 1096 1097 1098 1099 1100 1101 1102 1103 1104 1105 1106 1107 1108 1109 1110 1111 1112 1113 1114 1115 1116 1117 1118 1119 1120 1121 1122 1123 1124 1125 1126 1127 1128 1129 1130 1131 1132 1133 1134 1135 1136 1137 1138 1139 1140 1141 1142 1143 1144 1145 1146 1147 1148 1149 1150 1151 1152 1153 1154 1155 1156 1157 1158 1159 1160 1161 1162 1163 1164 1165 1166 1167 1168 1169 1170 1171 1172 1173 1174 1175 1176 1177 1178 1179 1180 1181 1182 1183 1184 1185 1186 1187 1188 1189 1190 1191 1192 1193 1194 1195 1196 1197 1198 1199 1200 1201 1202 1203 1204 1205 1206 1207 1208 1209 1210 1211 1212 1213 1214 1215 1216 1217 1218 1219 1220 1221 1222 1223 1224 1225 1226 1227 1228 1229 1230 1231 1232 1233 1234 1235 1236 1237 1238 1239 1240 1241 1242 1243 1244 1245 1246 1247 1248 1249 1250 1251 1252 1253 1254 1255 1256 1257 1258 1259 1260 1261 1262 1263 1264 1265 1266 1267 1268 1269 1270 1271 1272 1273 1274 1275 1276 1277 1278 1279 1280 1281 1282 1283 1284 1285 1286 1287 1288 1289 1290 1291 1292 1293 1294 1295 1296 1297 1298 1299 1300 1301 1302 1303 1304 1305 1306 1307 1308 1309 1310 1311 1312 1313 1314 1315 1316 1317 1318 1319 1320 1321 1322 1323 1324 1325 1326 1327 1328 1329 1330 1331 1332 1333 1334 1335 1336 1337 1338 1339 1340 1341 1342 1343 1344 1345 1346 1347 1348 1349 1350 1351 1352 1353 1354 1355 1356 1357 1358 1359 1360 1361 1362 1363 1364 1365 1366 1367 1368 1369 1370 1371 1372 1373 1374 1375 1376 1377 1378 1379 1380 1381 1382 1383 1384 1385 1386 1387 1388 1389 1390 1391 1392 1393 1394 1395 1396 1397 1398 1399 1400 1401 1402 1403 1404 1405 1406 1407 1408 1409 1410 1411 1412 1413 1414 1415 1416 1417 1418 1419 1420 1421 1422 1423 1424 1425 1426 1427 1428 1429 1430 1431 1432 1433 1434 1435 1436 1437 1438 1439 1440 1441 1442 1443 1444 1445 1446 1447 1448 1449 1450 1451 1452 1453 1454 1455 1456 1457 1458 1459 1460 1461 1462 1463 1464 1465 1466 1467 1468 1469 1470 1471 1472 1473 1474 1475 1476 1477 1478 1479 1480 1481 1482 1483 1484 1485 1486 1487 1488 1489 1490 1491 1492 1493 1494 1495 1496 1497 1498 1499 1500 1501 1502 1503 1504 1505 1506 1507 1508 1509 1510 1511 1512 1513 1514 1515 1516 1517 1518 1519 1520 1521 1522 1523 1524 1525 1526 1527 1528 1529 1530 1531 1532 1533 1534 1535 1536 1537 1538 1539 1540 1541 1542 1543 1544 1545 1546 1547 1548 1549 1550 1551 1552 1553 1554 1555 1556 1557 1558 1559 1560 1561 1562 1563 1564 1565 1566 1567 1568 1569 1570 1571 1572 1573 1574 1575 1576 1577 1578 1579 1580 1581 1582 1583 1584 1585 1586 1587 1588 1589 1590 1591 1592 1593 1594 1595 1596 1597 1598 1599 1600 1601 1602 1603 1604 1605 1606 1607 1608 1609 1610 1611 1612 1613 1614 1615 1616 1617 1618 1619 1620 1621 1622 1623 1624 1625 1626 1627 1628 1629 1630 1631 1632 1633 1634 1635 1636 1637 1638 1639 1640 1641 1642 1643 1644 1645 1646 1647 1648 1649 1650 1651 1652 1653 1654 1655 1656 1657 1658 1659 1660 1661 1662 1663 1664 1665 1666 1667 1668 1669 1670 1671 1672 1673 1674 1675 1676 1677 1678 1679 1680 1681 1682 1683 1684 1685 1686 1687 1688 1689 1690 1691 1692 1693 1694 1695 1696 1697 1698 1699 1700 1701 1702 1703 1704 1705 1706 1707 1708 1709 1710 1711 1712 1713 |
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "07f255d7",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"True"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pandas as pd \n",
"import numpy as np\n",
"import os\n",
"\n",
"%load_ext autoreload\n",
"%autoreload 2\n",
"\n",
"import sys\n",
"sys.path.append(\"C:/git/climate-question-answering\")\n",
"sys.path.append(\"/mnt/c/git/climate-question-answering\")\n",
"sys.path.append(\"/home/tim/ai4s/climate_qa/climate-question-answering\")\n",
"\n",
"from dotenv import load_dotenv\n",
"load_dotenv()"
]
},
{
"cell_type": "markdown",
"id": "4c9258cc-3800-4485-bdd8-889b299b9133",
"metadata": {},
"source": [
"# Import objects"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "6af1a96e",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"from climateqa.engine.llm import get_llm\n",
"from climateqa.engine.llm.ollama import get_llm as get_llm_ollama\n",
"\n",
"llm = get_llm(provider=\"openai\")\n",
"# llm = get_llm_ollama(model = \"llama3\")"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "a9128bfc-4b24-4b25-b7a7-68423b1124b1",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/tim/anaconda3/envs/climateqa/lib/python3.11/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
" from .autonotebook import tqdm as notebook_tqdm\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Loading FlashRankRanker model ms-marco-TinyBERT-L-2-v2\n",
"Loading model FlashRank model ms-marco-TinyBERT-L-2-v2...\n"
]
}
],
"source": [
"from climateqa.engine.reranker import get_reranker\n",
"\n",
"# reranker = get_reranker(\"large\")\n",
"reranker = get_reranker(\"nano\")\n",
"# from rerankers import Reranker\n",
"# # Specific flashrank model.\n",
"# # reranker = Reranker('ms-marco-TinyBERT-L-2-v2', model_type='flashrank')\n",
"# # reranker = Reranker('ms-marco-MiniLM-L-12-v2', model_type='flashrank')\n",
"# # reranker = Reranker('cross-encoder/ms-marco-MiniLM-L-4-v2', model_type='cross-encoder')\n",
"# # reranker = Reranker(\"mixedbread-ai/mxbai-rerank-xsmall-v1\", model_type='cross-encoder')\n",
"# # reranker = Reranker(\"mixedbread-ai/mxbai-rerank-xsmall-v1\", model_type='cross-encoder')\n",
"# reranker = Reranker(\"cohere\", lang='en', api_key = \"XXX\")"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "942d2705-22dd-46cf-8c31-6daa127e4743",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"INFO:sentence_transformers.SentenceTransformer:Load pretrained SentenceTransformer: BAAI/bge-base-en-v1.5\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Loading embeddings model: BAAI/bge-base-en-v1.5\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"INFO:sentence_transformers.SentenceTransformer:Use pytorch device_name: cpu\n",
"/home/tim/ai4s/climate_qa/climate-question-answering/climateqa/engine/vectorstore.py:38: LangChainDeprecationWarning: The class `Pinecone` was deprecated in LangChain 0.0.18 and will be removed in 0.3.0. An updated version of the class exists in the langchain-pinecone package and should be used instead. To use it run `pip install -U langchain-pinecone` and import as `from langchain_pinecone import Pinecone`.\n",
" vectorstore = PineconeVectorstore(\n"
]
}
],
"source": [
"from climateqa.engine.vectorstore import get_pinecone_vectorstore\n",
"from climateqa.engine.embeddings import get_embeddings_function\n",
"from climateqa.knowledge.retriever import ClimateQARetriever\n",
"\n",
"embeddings_function = get_embeddings_function()\n",
"vectorstore = get_pinecone_vectorstore(embeddings_function)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "882811c8-5890-4048-8630-d052c5179d7d",
"metadata": {},
"outputs": [],
"source": [
"import torch"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "51aed81d-860b-409a-bae0-f0e1eeb0f120",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"False"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"torch.cuda.is_available()"
]
},
{
"cell_type": "markdown",
"id": "16eb91cb-3bfb-4c0c-b29e-753c954c2399",
"metadata": {},
"source": [
"# Semantic Routing"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "1e769371-1f8c-4f34-89c5-c0f9914d47a0",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"from climateqa.engine.chains.intent_categorization import make_intent_categorization_chain"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "480ad611-33c7-49ea-b02c-94d6ce1f1d1a",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"cat_chain = make_intent_categorization_chain(llm)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "82cf49d9-d48e-4d5c-8666-bcc95f637371",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"# for question in SAMPLE_QUESTIONS:\n",
"# output = router_chain.invoke({\"input\":question})\n",
"# print(question)\n",
"# print(output)\n",
"# print(\"-\"*100)\n",
"# break"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "d8ef7e0f-ac5f-4323-b02e-753ce2b4afda",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"cat_chain.invoke({\"input\":\"Which industries have the highest GHG emissions?\"})"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "a9c89f2d-c597-47b8-ae50-75eda964e609",
"metadata": {},
"outputs": [],
"source": [
"from climateqa.knowledge.openalex import OpenAlexRetriever\n",
"from climateqa.engine.chains.keywords_extraction import make_keywords_extraction_chain"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "0c609d34-5767-47a6-90a4-d5987e9499ee",
"metadata": {},
"outputs": [],
"source": [
"kec = make_keywords_extraction_chain(llm)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "5d781cd4-228b-462f-bd0e-55c02084a616",
"metadata": {},
"outputs": [],
"source": [
"output = kec.invoke(\"What is the environmental footprint of artificial intelligence\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "553fd4d4-fe5a-4050-ae31-dffa2c7af7b2",
"metadata": {},
"outputs": [],
"source": [
"output"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "50a57f08-40e5-4419-8568-0739a13af904",
"metadata": {},
"outputs": [],
"source": [
"ROUTING_INDEX = {\n",
" \"Vector\":[\"IPCC\",\"IPBES\",\"IPOS\"],\n",
" \"OpenAlex\":[\"OpenAlex\"],\n",
"}\n",
"\n",
"POSSIBLE_SOURCES = [y for values in ROUTING_INDEX.values() for y in values]"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "6b45dd9c-58c3-4204-bf44-7b9eb35dcb9d",
"metadata": {},
"outputs": [],
"source": [
"questions = [\n",
" {\"question\":\"What is climate change ?\",\"sources\":[\"IPCC\",\"IPBES\"]},\n",
" {\"question\":\"What is the link between El Nino and climate change ?\",\"sources\":[\"IPCC\",\"OpenAlex\"]},\n",
"]\n",
"\n",
"state = {\"remaining_questions\":questions,\"auto_mode\":False,\"sources_input\":[\"OpenAlex\"]}"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "90b02a8e-6e67-4592-8bc7-959b544e914b",
"metadata": {},
"outputs": [],
"source": [
"# from climateqa.engine.chains.search import make_search_node\n",
"from climateqa.engine.graph import search\n"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "347737d8-c4cb-45a7-9e5d-74d1a2e3f5a2",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'remaining_questions': [{'question': 'What is climate change ?',\n",
" 'sources': ['IPCC', 'IPBES']},\n",
" {'question': 'What is the link between El Nino and climate change ?',\n",
" 'sources': ['IPCC', 'OpenAlex']}],\n",
" 'auto_mode': False,\n",
" 'sources_input': ['OpenAlex']}"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"state.update(search(state))\n",
"state"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "a27425de-1297-417a-af02-fba270df8e38",
"metadata": {},
"outputs": [],
"source": [
"from climateqa.engine.chains.retrieve_documents import make_retriever_node"
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "fde71c99-8bdd-4fd5-b36e-6804ec21bf2c",
"metadata": {},
"outputs": [],
"source": [
"retrieve = make_retriever_node(vectorstore,reranker,llm)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "cdad5b2f-2103-43d6-9d7f-e2addc2c2c3f",
"metadata": {},
"outputs": [],
"source": [
"new_state = await retrieve.ainvoke(state)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "751a9a6a-8271-4e89-8754-e2065cd7d737",
"metadata": {},
"outputs": [],
"source": [
"len(new_state[\"documents\"])"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "06db606d-0b04-4e7d-9f55-4f7cefbce654",
"metadata": {},
"outputs": [],
"source": [
"new_state[\"documents\"][1][\"reranking_score\"]"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "a5ed23f9-bbbe-4a0b-b919-429e08837765",
"metadata": {},
"outputs": [],
"source": [
"set([\"IPCC\",\"OpenAlex\"]).intersection(set([\"IPCC\",\"IPBES\",\"IPOS\"]))"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "ca801dc5-958b-4392-88ac-5cb69e5f6fab",
"metadata": {},
"outputs": [],
"source": [
"new_questions = []\n",
"\n",
"for q in questions:\n",
" question,sources = q[\"question\"],q[\"sources\"]\n",
"\n",
" for index,index_sources in ROUTING_INDEX.items():\n",
" selected_sources = list(set(sources).intersection(index_sources))\n",
" new_questions.append({\"question\":question,\"sources\":selected_sources,\"index\":index})\n",
"\n",
"new_questions"
]
},
{
"cell_type": "code",
"execution_count": 199,
"id": "6091ada7-851c-4ffc-859e-ea33a6fbb310",
"metadata": {},
"outputs": [],
"source": [
"oa = OpenAlex()"
]
},
{
"cell_type": "code",
"execution_count": 216,
"id": "8c5771bb-9074-45e0-afdb-f9eda2cb5ad4",
"metadata": {},
"outputs": [],
"source": [
"test = oa.search(\"warming AND impoverished communities\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "5ef2094a-2e98-4ed9-b0a6-7536ae8057ca",
"metadata": {},
"outputs": [],
"source": [
"test"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "0996d61d-905e-4e88-bce3-3f905846dd73",
"metadata": {},
"outputs": [],
"source": [
"test[[\"title\",\"abstract\"]].isnull().sum()"
]
},
{
"cell_type": "markdown",
"id": "6ee7ab03-2cb5-4c43-b38e-0996951d1649",
"metadata": {},
"source": [
"##### test[\"content\"].dropna()"
]
},
{
"cell_type": "code",
"execution_count": 218,
"id": "677b95e3-ad04-41eb-85e6-76d45db81933",
"metadata": {},
"outputs": [],
"source": [
"oa = OpenAlexRetriever(min_year = 1960)"
]
},
{
"cell_type": "code",
"execution_count": 232,
"id": "c4d15feb-9faa-44bd-af2d-425351747725",
"metadata": {},
"outputs": [],
"source": [
"docs = oa.invoke(\"cloud formations AND Earth's radiative balance\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "d8eac98e-1efc-4f85-b8f5-41a8c0c03a8e",
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"docs[0]"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "b27c6f48-f4d3-4525-aa1d-8c3c52eb2179",
"metadata": {},
"outputs": [],
"source": [
"docs[0].metadata"
]
},
{
"cell_type": "markdown",
"id": "6f50f767-64e9-4f5d-82b4-496530532ad9",
"metadata": {
"jp-MarkdownHeadingCollapsed": true
},
"source": [
"# Query Rewriter"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "3345a24e-e794-4e84-93ae-98be5ca61af3",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"from climateqa.engine.chains.query_transformation import make_query_rewriter_chain,make_query_decomposition_chain\n",
"from climateqa.engine.chains.translation import make_translation_chain"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "16bd17cd-f9ea-489c-923f-acd851b09cd8",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"rewriter_chain = make_query_rewriter_chain(llm)\n",
"translation_chain = make_translation_chain(llm)\n",
"decomposition_chain = make_query_decomposition_chain(llm)\n",
"router_chain = make_intent_router_chain(llm)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "3a2147fc-8437-44a3-87ae-52fe5b8f8f87",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"def transform_query(user_input):\n",
" \n",
" state = {\"user_input\":user_input}\n",
" \n",
" # Route\n",
" output_router = router_chain.invoke({\"input\":user_input})\n",
" if \"language\" not in output_router: output_router[\"language\"] = \"English\"\n",
" state.update(output_router)\n",
" \n",
" # Translation\n",
" if output_router[\"language\"].lower() != \"english\":\n",
" translation = translation_chain.invoke({\"input\":user_input})\n",
" state[\"query\"] = translation[\"translation\"]\n",
" else:\n",
" state[\"query\"] = user_input\n",
" \n",
" # Decomposition\n",
" decomposition_output = decomposition_chain.invoke({\"input\":state[\"query\"]})\n",
" state.update(decomposition_output)\n",
" \n",
" # Query Analysis\n",
" questions = []\n",
" for question in state[\"questions\"]:\n",
" question_state = {\"question\":question}\n",
" analysis_output = rewriter_chain.invoke({\"input\":question})\n",
" question_state.update(analysis_output)\n",
" questions.append(question_state)\n",
" state[\"questions\"] = questions\n",
" \n",
" return state"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "4151d2e4-0bfe-4642-a185-2dcb639e6f78",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"# question = \"Franchement je sais pas trop de quoi on parle là, qui sont les membres du GIEC en fait ? Et quelles sont leurs dernières publications ?\"\n",
"question = \"I am not really sure what you mean. What role do cloud formations play in modulating the Earth's radiative balance, and how are they represented in current climate models?\"\n",
"question = \"I need to search the president of the United States, find their age, then find how old they will be in June 2023.\"\n",
"question = \"What does Morrison argue about IK and LK on internal migration ?\"\n",
"state = transform_query(question)\n",
"state"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "a322f737-191d-407f-b499-2b79476fac8b",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"questions = [\n",
" \"Super thanks, Which industries have the highest GHG emissions?\",\n",
" \"How do you compare the view on biodiversity between the IPCC and IPBES ?\",\n",
" \"Est-ce que l'IA a un impact sur l'environnement ?\",\n",
" \"Que dit le GIEC sur l'impact de l'IA\",\n",
" \"Franchement je sais pas trop de quoi on parle là, qui sont les membres du GIEC en fait ? Et quelles sont leurs dernières publications ?\",\n",
" \"Ok that's nice, but I don't really understand. What is the impact of El Nino ?\",\n",
" \"I am not really sure what you mean. What role do cloud formations play in modulating the Earth's radiative balance, and how are they represented in current climate models?\",\n",
" \"Which industries have the highest GHG emissions?\",\n",
" \"What are invasive alien species and how do they threaten biodiversity and ecosystems?\",\n",
" \"Are human activities causing global warming?\",\n",
" \"What is the motivation behind mining the deep seabed?\",\n",
" \"Tu peux m'écrire un poème sur le changement climatique ?\",\n",
" \"Tu peux m'écrire un poème sur les bonbons ?\",\n",
" \"What will be the temperature in 2100 in Strasbourg?\",\n",
" \"C'est quoi le lien entre biodiversity and changement climatique ?\",\n",
" \"Can you tell me more about ESRS2 ?\"\n",
"]\n",
"\n",
"question = questions[0]\n",
"question"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "fcee82a3-342d-4da1-8c27-a6f6079da4a7",
"metadata": {},
"outputs": [],
"source": [
"question = \"Very nice thank you, What role do cloud formations play in modulating the Earth's radiative balance, and how are they represented in current climate models?\"\n",
"output = rewriter_chain.invoke({\"input\":question})\n",
"output"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "d13d6a1a-9fa5-4e47-861e-30a79ea97d05",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"for question in questions:\n",
" print(question)\n",
" output = transform_query(question)\n",
" print(output)\n",
" print(\"-\"*100)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "7a0d82ad-44e7-40a7-a594-48823429d70e",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"rewriter_chain.invoke({\"input\":question})"
]
},
{
"cell_type": "markdown",
"id": "05aeeb92-9408-42b8-9f99-1e907c6a0798",
"metadata": {},
"source": [
"# Langgraph\n",
"Inspired from https://colab.research.google.com/drive/1WemHvycYcoNTDr33w7p2HL3FF72Nj88i?usp=sharing#scrollTo=YJ77ZCzkiGTL"
]
},
{
"cell_type": "markdown",
"id": "8664f5f1-0db8-4c3d-8229-e1719224cde5",
"metadata": {},
"source": [
"## Graph"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "2376e1d7-5893-4022-a0af-155bb8c1950f",
"metadata": {},
"outputs": [
{
"ename": "TypeError",
"evalue": "make_graph_agent() missing 1 required positional argument: 'reranker'",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)",
"Cell \u001b[0;32mIn[7], line 2\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mclimateqa\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mengine\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mgraph\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m make_graph_agent,display_graph\n\u001b[0;32m----> 2\u001b[0m agent \u001b[38;5;241m=\u001b[39m \u001b[43mmake_graph_agent\u001b[49m\u001b[43m(\u001b[49m\u001b[43mllm\u001b[49m\u001b[43m,\u001b[49m\u001b[43mvectorstore\u001b[49m\u001b[43m,\u001b[49m\u001b[43mreranker\u001b[49m\u001b[43m)\u001b[49m\n",
"\u001b[0;31mTypeError\u001b[0m: make_graph_agent() missing 1 required positional argument: 'reranker'"
]
}
],
"source": [
"from climateqa.engine.graph import make_graph_agent,display_graph\n",
"agent = make_graph_agent(llm,vectorstore,reranker)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "a1f78d00-e4a0-40f3-a1e9-61dea83fa6cb",
"metadata": {},
"outputs": [],
"source": [
"display_graph(agent)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "3a07607b-eb02-467f-a255-0c6bcdc6f62c",
"metadata": {},
"outputs": [],
"source": [
"verbose = False\n",
"# question = \"What does the IPCC and IPBES think about deforestation ?\"\n",
"# question = \"I am not really sure what you mean. What role do cloud formations play in modulating the Earth's radiative balance, and how are they represented in current climate models?\"\n",
"# question = \"Are human activities causing global warming?\"\n",
"# question = \"What are the evidence of climate change?\"\n",
"# question = \"What specific mechanisms link solar activity, particularly sunspots, to changes in global climate?\"\n",
"# question = \"In what ways does warming specifically help impoverished communities?\"\n",
"question = \"What's the impact of PFAS on babies ?\"\n",
"\n",
"steps_display = {\n",
" \"categorize_intent\":(\"... Analyzing user message\",True),\n",
" \"transform_query\":(\"... Thinking step by step to answer the question\",True),\n",
" # \"retrieve_documents\":(\"... Searching in the knowledge base\",False),\n",
"}\n",
"\n",
"def display_steps(event):\n",
"\n",
" for event_name,(event_description,display_output) in steps_display.items():\n",
" if event[\"name\"] == event_name:\n",
" if event[\"event\"] == \"on_chain_start\":\n",
" print(event_description)\n",
" elif event[\"event\"] == \"on_chain_end\":\n",
" if display_output:\n",
" print(event[\"data\"][\"output\"])\n",
" if event[\"name\"] == \"log_retriever\" and event[\"event\"] == \"on_chain_start\":\n",
" question = event[\"data\"][\"input\"][\"question\"]\n",
" sources = event[\"data\"][\"input\"][\"sources\"]\n",
" print(f\"\"\"... Searching for \"{question}\" in {\", \".join(sources)}\"\"\")\n",
"\n",
"async for event in agent.astream_events({\"user_input\":question,\"sources_input\":[\"IPCC\"],\"sources_auto\":False,\"audience\":\"experts\"},version = \"v1\"):\n",
"# async for event in agent.astream_log({\"user_input\":question,\"sources_input\":[\"auto\"],\"audience\":\"experts\"}):\n",
"\n",
" if verbose:\n",
" print(str(event)[:1000])\n",
" print(\"-\"*50)\n",
" else:\n",
" \n",
" if event[\"event\"] == \"on_chat_model_stream\":\n",
" print(event[\"data\"][\"chunk\"].content,end = \"\")\n",
"\n",
" if event[\"name\"] == \"retrieve_documents\" and event[\"event\"] == \"on_chain_end\":\n",
" docs = event[\"data\"][\"output\"][\"documents\"]\n",
" \n",
" display_steps(event)\n",
" "
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "a09f58e5-368b-486b-a458-7cfe56445c08",
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"docs"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "9b41f377-b3a9-41eb-acef-fb3ea131c374",
"metadata": {},
"outputs": [],
"source": [
"output = await agent.ainvoke({\"user_input\":\"C'est quoi l'empreinte carbone de l'IA\"})\n",
"output"
]
},
{
"cell_type": "markdown",
"id": "8d89f36b-fc04-4d0c-b9c4-990b489b7fc3",
"metadata": {},
"source": [
"## Test simple route chains"
]
},
{
"cell_type": "code",
"execution_count": 36,
"id": "1d884bb7-7230-47cb-a778-36cffed1fcde",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"from climateqa.engine.chains.answer_chitchat import make_chitchat_chain\n",
"from climateqa.engine.chains.answer_ai_impact import make_ai_impact_chain\n",
"\n",
"chitchat_chain = make_chitchat_chain(llm)\n",
"ai_impact_chain = make_ai_impact_chain(llm)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "586a4ead-6064-42e8-9f3c-8973b8d754c6",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"async for event in ai_impact_chain.astream_events({\"question\":\"Mais c'est quoi l'empreinte carbone de cet outil, ça doit consommer pas mal ...\"},version = \"v1\"):\n",
" if event[\"event\"] == \"on_chain_stream\":\n",
" print(event[\"data\"][\"chunk\"],end = \"\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "6f3a1c52-f92a-442b-9442-22415087da8b",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"async for event in chitchat_chain.astream_events({\"question\":\"Vas y blbablablala\"},version = \"v1\"):\n",
" if event[\"event\"] == \"on_chain_stream\":\n",
" print(event[\"data\"][\"chunk\"],end = \"\")"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "0e380744-e03d-408d-9282-3fcb6925413b",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"from langchain.schema import Document\n",
"from langgraph.graph import END, StateGraph"
]
},
{
"cell_type": "markdown",
"id": "1788fbb7-90df-41e5-88c4-83c5e59fe23c",
"metadata": {
"tags": []
},
"source": [
"## Retriever & Reranker"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "cbe2f9f0-0c0b-46f8-929c-51a94eab5f22",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"query = \"Is global warming caused by humans?\"\n",
"\n",
"retriever = ClimateQARetriever(\n",
" vectorstore=vectorstore,\n",
" sources = [\"IPCC\"],\n",
" # reports = ias_reports,\n",
" min_size = 200,\n",
" k_summary = 5,k_total = 100,\n",
" threshold = 0.5,\n",
")\n",
"\n",
"docs_question = retriever.get_relevant_documents(query)\n",
"len(docs_question)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "6e6892d2-a5bd-456a-8284-6e844d02af0e",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"%%time\n",
"from scipy.special import expit, logit\n",
"\n",
"def rerank_docs(reranker,docs,query):\n",
" \n",
" # Get a list of texts from langchain docs\n",
" input_docs = [x.page_content for x in docs]\n",
" \n",
" # Rerank using rerankers library\n",
" results = reranker.rank(query=query, docs=input_docs)\n",
"\n",
" # Prepare langchain list of docs\n",
" docs_reranked = []\n",
" for result in results.results:\n",
" doc_id = result.document.doc_id\n",
" doc = docs[doc_id]\n",
" doc.metadata[\"rerank_score\"] = result.score\n",
" doc.metadata[\"query_used_for_retrieval\"] = query\n",
" docs_reranked.append(doc)\n",
" return docs_reranked\n",
"\n",
"docs_reranked = rerank_docs(reranker,docs_question,query)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "430209db-5ffb-4017-8ebd-12fee30df327",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"docs_reranked[0]"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "5ed0b677-bcc4-48b0-bc99-2f515f2e7293",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"def divide_into_parts(target, parts):\n",
" # Base value for each part\n",
" base = target // parts\n",
" # Remainder to distribute\n",
" remainder = target % parts\n",
" # List to hold the result\n",
" result = []\n",
" \n",
" for i in range(parts):\n",
" if i < remainder:\n",
" # These parts get base value + 1\n",
" result.append(base + 1)\n",
" else:\n",
" # The rest get the base value\n",
" result.append(base)\n",
" \n",
" return result\n",
"\n",
"divide_into_parts(15,3)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "1886fe98-4a29-4419-b436-adcbdbda35ac",
"metadata": {},
"outputs": [],
"source": [
"questions = "
]
},
{
"cell_type": "code",
"execution_count": 133,
"id": "4fca0c26-cc42-4f40-996a-c915b7c03a85",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"state = {'query': \"I am not really sure what you mean. What role do cloud formations play in modulating the Earth's radiative balance, and how are they represented in current climate models?\",\n",
" 'questions': [{'question': \"What role do cloud formations play in modulating the Earth's radiative balance?\",\n",
" 'sources': ['IPCC']},\n",
" {'question': 'How are cloud formations represented in current climate models?',\n",
" 'sources': ['IPCC']}]}"
]
},
{
"cell_type": "code",
"execution_count": 177,
"id": "28307adf-42bb-4067-a95d-c5c4867d2657",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"state = {'query': \"What does Morrison argue about the role of IK and LK ?\",\n",
" 'questions': [{'question': \"How is the manga One Piece cited in the IPCC\",\n",
" 'sources': ['IPCC']}]}"
]
},
{
"cell_type": "code",
"execution_count": 178,
"id": "9daa8285-919b-4eab-b071-70ea866d473e",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"import sys\n",
"import os\n",
"from contextlib import contextmanager\n",
"\n",
"@contextmanager\n",
"def suppress_output():\n",
" # Open a null device\n",
" with open(os.devnull, 'w') as devnull:\n",
" # Store the original stdout and stderr\n",
" old_stdout = sys.stdout\n",
" old_stderr = sys.stderr\n",
" # Redirect stdout and stderr to the null device\n",
" sys.stdout = devnull\n",
" sys.stderr = devnull\n",
" try:\n",
" yield\n",
" finally:\n",
" # Restore stdout and stderr\n",
" sys.stdout = old_stdout\n",
" sys.stderr = old_stderr"
]
},
{
"cell_type": "code",
"execution_count": 179,
"id": "4fc2efe2-783d-44ba-a246-2472ce6fd19b",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"def retrieve_documents(state):\n",
" \n",
" POSSIBLE_SOURCES = [\"IPCC\",\"IPBES\",\"IPOS\",\"OpenAlex\"]\n",
" questions = state[\"questions\"]\n",
" \n",
" # Use sources from the user input or from the LLM detection\n",
" sources_input = state[\"sources_input\"] if \"sources_input\" in state else [\"auto\"]\n",
" auto_mode = \"auto\" in sources_input\n",
" \n",
" # Constants\n",
" k_final = 15\n",
" k_before_reranking = 100\n",
" k_summary = 5\n",
" rerank_by_question = True\n",
" \n",
" # There are several options to get the final top k\n",
" # Option 1 - Get 100 documents by question and rerank by question\n",
" # Option 2 - Get 100/n documents by question and rerank the total\n",
" if rerank_by_question:\n",
" k_by_question = divide_into_parts(k_final,len(questions))\n",
" \n",
" docs = []\n",
" \n",
" for i,q in enumerate(questions):\n",
" \n",
" sources = q[\"sources\"]\n",
" question = q[\"question\"]\n",
" \n",
" # If auto mode, we use the sources detected by the LLM\n",
" if auto_mode:\n",
" sources = [x for x in sources if x in POSSIBLE_SOURCES]\n",
" \n",
" # Otherwise, we use the config\n",
" else:\n",
" sources = sources_input\n",
" \n",
" # Search the document store using the retriever\n",
" # Configure high top k for further reranking step\n",
" retriever = ClimateQARetriever(\n",
" vectorstore=vectorstore,\n",
" sources = sources,\n",
" # reports = ias_reports,\n",
" min_size = 200,\n",
" k_summary = k_summary,k_total = k_before_reranking,\n",
" threshold = 0.5,\n",
" )\n",
" docs_question = retriever.get_relevant_documents(question)\n",
" \n",
" # Rerank\n",
" with suppress_output():\n",
" docs_question = rerank_docs(reranker,docs_question,question)\n",
" \n",
" # If rerank by question we select the top documents for each question\n",
" if rerank_by_question:\n",
" docs_question = docs_question[:k_by_question[i]]\n",
" \n",
" # Add sources used in the metadata\n",
" for doc in docs_question:\n",
" doc.metadata[\"sources_used\"] = sources\n",
" \n",
" # Add to the list of docs\n",
" docs.extend(docs_question)\n",
" \n",
" # Sorting the list in descending order by rerank_score\n",
" # Then select the top k\n",
" docs = sorted(docs, key=lambda x: x.metadata[\"rerank_score\"], reverse=True)\n",
" docs = docs[:k_final]\n",
" \n",
" new_state = {\"documents\":docs}\n",
" return new_state\n",
"\n",
"def search(state):\n",
" return {}"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "299cdae3-2e97-4e47-bad3-98643dfaf4ea",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"%%time\n",
"output = retrieve_documents(state)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "638be0ea-bd41-45d7-ac7c-57ed789da3c5",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"rerank_scores = np.array([doc.metadata[\"rerank_score\"] for doc in output[\"documents\"]])\n",
"print(rerank_scores)\n",
"print(np.mean(rerank_scores))"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "69ba19d3-97fb-4a23-99ee-c5827e0664e6",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"for doc in output[\"documents\"]:\n",
" print(doc)\n",
" print(\"\")"
]
},
{
"cell_type": "markdown",
"id": "5ef9b1be-d913-4dbd-ad67-b87c4e948d11",
"metadata": {},
"source": [
"## Create the RAG"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "b4638a7a-08c4-4259-a2de-77d1eb45a47c",
"metadata": {},
"outputs": [],
"source": [
"\n",
"# async def answer_ai_impact(state,config):\n",
"# answer = await ai_impact_chain.ainvoke({\"question\":state[\"user_input\"]},config)\n",
"# return {\"answer\":answer}\n",
" \n",
"async def answer_rag(state):\n",
" \n",
" # Get the docs\n",
" docs = state[\"documents\"]\n",
" \n",
" # Compute the trust average score\n",
" rerank_scores = np.array([doc.metadata[\"rerank_score\"] for doc in docs])\n",
" trust_score = np.mean(rerank_scores)\n",
" \n",
" # \n",
" answer = \"\\n\".join([x[\"question\"] for x in state[\"questions\"]])\n",
" return {\"answer\":answer}"
]
},
{
"cell_type": "markdown",
"id": "827873ee-f74d-4ed6-a4f8-fc8a3ef6aea8",
"metadata": {
"tags": []
},
"source": [
"## Test the graph"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "b91f4f58",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"INFO:chromadb.telemetry.posthog:Anonymized telemetry enabled. See https://docs.trychroma.com/telemetry for more information.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"---- Translate query ----\n"
]
},
{
"ename": "ValueError",
"evalue": "Node `retrieve_graphs_chitchat` is not reachable",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)",
"Cell \u001b[0;32mIn[10], line 8\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mlangchain_chroma\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m Chroma\n\u001b[1;32m 7\u001b[0m vectorstore_graphs \u001b[38;5;241m=\u001b[39m Chroma(persist_directory\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m/home/tim/ai4s/climate_qa/climate-question-answering/data/vectorstore_owid\u001b[39m\u001b[38;5;124m\"\u001b[39m, embedding_function\u001b[38;5;241m=\u001b[39membeddings_function)\n\u001b[0;32m----> 8\u001b[0m app \u001b[38;5;241m=\u001b[39m \u001b[43mmake_graph_agent\u001b[49m\u001b[43m(\u001b[49m\u001b[43mllm\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mvectorstore_ipcc\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[43mvectorstore\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mvectorstore_graphs\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[43mvectorstore_graphs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mreranker\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mreranker\u001b[49m\u001b[43m)\u001b[49m\n",
"File \u001b[0;32m~/ai4s/climate_qa/climate-question-answering/climateqa/engine/graph.py:178\u001b[0m, in \u001b[0;36mmake_graph_agent\u001b[0;34m(llm, vectorstore_ipcc, vectorstore_graphs, reranker, threshold_docs)\u001b[0m\n\u001b[1;32m 169\u001b[0m workflow\u001b[38;5;241m.\u001b[39madd_edge(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mretrieve_graphs_chitchat\u001b[39m\u001b[38;5;124m\"\u001b[39m, END)\n\u001b[1;32m 170\u001b[0m \u001b[38;5;66;03m# workflow.add_edge(\"answer_ai_impact\", \"translate_query_ai\")\u001b[39;00m\n\u001b[1;32m 171\u001b[0m \u001b[38;5;66;03m# workflow.add_edge(\"translate_query_ai\", \"transform_query_ai\")\u001b[39;00m\n\u001b[1;32m 172\u001b[0m \u001b[38;5;66;03m# workflow.add_edge(\"transform_query_ai\", \"retrieve_graphs_ai\")\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 176\u001b[0m \n\u001b[1;32m 177\u001b[0m \u001b[38;5;66;03m# Compile\u001b[39;00m\n\u001b[0;32m--> 178\u001b[0m app \u001b[38;5;241m=\u001b[39m \u001b[43mworkflow\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcompile\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 179\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m app\n",
"File \u001b[0;32m~/anaconda3/envs/climateqa/lib/python3.11/site-packages/langgraph/graph/state.py:430\u001b[0m, in \u001b[0;36mStateGraph.compile\u001b[0;34m(self, checkpointer, store, interrupt_before, interrupt_after, debug)\u001b[0m\n\u001b[1;32m 427\u001b[0m interrupt_after \u001b[38;5;241m=\u001b[39m interrupt_after \u001b[38;5;129;01mor\u001b[39;00m []\n\u001b[1;32m 429\u001b[0m \u001b[38;5;66;03m# validate the graph\u001b[39;00m\n\u001b[0;32m--> 430\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mvalidate\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 431\u001b[0m \u001b[43m \u001b[49m\u001b[43minterrupt\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m(\u001b[49m\n\u001b[1;32m 432\u001b[0m \u001b[43m \u001b[49m\u001b[43m(\u001b[49m\u001b[43minterrupt_before\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mif\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43minterrupt_before\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m!=\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m*\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01melse\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43m[\u001b[49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m+\u001b[39;49m\u001b[43m \u001b[49m\u001b[43minterrupt_after\u001b[49m\n\u001b[1;32m 433\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43;01mif\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43minterrupt_after\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m!=\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m*\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\n\u001b[1;32m 434\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43;01melse\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43m[\u001b[49m\u001b[43m]\u001b[49m\n\u001b[1;32m 435\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 436\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 438\u001b[0m \u001b[38;5;66;03m# prepare output channels\u001b[39;00m\n\u001b[1;32m 439\u001b[0m output_channels \u001b[38;5;241m=\u001b[39m (\n\u001b[1;32m 440\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m__root__\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 441\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mschemas[\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39moutput]) \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m1\u001b[39m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 447\u001b[0m ]\n\u001b[1;32m 448\u001b[0m )\n",
"File \u001b[0;32m~/anaconda3/envs/climateqa/lib/python3.11/site-packages/langgraph/graph/graph.py:393\u001b[0m, in \u001b[0;36mGraph.validate\u001b[0;34m(self, interrupt)\u001b[0m\n\u001b[1;32m 391\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m node \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mnodes:\n\u001b[1;32m 392\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m node \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m all_targets:\n\u001b[0;32m--> 393\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mNode `\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mnode\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m` is not reachable\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 394\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m target \u001b[38;5;129;01min\u001b[39;00m all_targets:\n\u001b[1;32m 395\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m target \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mnodes \u001b[38;5;129;01mand\u001b[39;00m target \u001b[38;5;241m!=\u001b[39m END:\n",
"\u001b[0;31mValueError\u001b[0m: Node `retrieve_graphs_chitchat` is not reachable"
]
}
],
"source": [
"from climateqa.engine.graph import make_graph_agent,display_graph\n",
"\n",
"# app = make_graph_agent(llm,vectorstore,reranker)\n",
"\n",
"from langchain_chroma import Chroma\n",
"\n",
"vectorstore_graphs = Chroma(persist_directory=\"/home/tim/ai4s/climate_qa/climate-question-answering/data/vectorstore_owid\", embedding_function=embeddings_function)\n",
"app = make_graph_agent(llm, vectorstore_ipcc= vectorstore, vectorstore_graphs = vectorstore_graphs, reranker=reranker)\n"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "c3c70cdb",
"metadata": {},
"outputs": [
{
"data": {
"image/jpeg": "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",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"display_graph(app)"
]
},
{
"cell_type": "markdown",
"id": "3c387c53",
"metadata": {},
"source": []
},
{
"cell_type": "code",
"execution_count": 9,
"id": "05ead97d",
"metadata": {},
"outputs": [
{
"ename": "NameError",
"evalue": "name 'app' is not defined",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)",
"Cell \u001b[0;32mIn[9], line 7\u001b[0m\n\u001b[1;32m 5\u001b[0m question \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mWhat evidence do we have of climate change and are human activities responsible for global warming?\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 6\u001b[0m events_list \u001b[38;5;241m=\u001b[39m []\n\u001b[0;32m----> 7\u001b[0m \u001b[38;5;28;01masync\u001b[39;00m \u001b[38;5;28;01mfor\u001b[39;00m event \u001b[38;5;129;01min\u001b[39;00m \u001b[43mapp\u001b[49m\u001b[38;5;241m.\u001b[39mastream_events({\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124muser_input\u001b[39m\u001b[38;5;124m\"\u001b[39m: question,\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124msources\u001b[39m\u001b[38;5;124m\"\u001b[39m:[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mauto\u001b[39m\u001b[38;5;124m\"\u001b[39m], \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124maudience\u001b[39m\u001b[38;5;124m\"\u001b[39m : \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mexpert\u001b[39m\u001b[38;5;124m'\u001b[39m}, version\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mv1\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n\u001b[1;32m 8\u001b[0m events_list\u001b[38;5;241m.\u001b[39mappend(event)\n\u001b[1;32m 10\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m event[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mevent\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mon_chat_model_stream\u001b[39m\u001b[38;5;124m\"\u001b[39m:\n",
"\u001b[0;31mNameError\u001b[0m: name 'app' is not defined"
]
}
],
"source": [
"# question = \"Tu penses quoi de Shakespeare ?\"\n",
"question = \"C'est quoi la recette de la tarte aux pommes ?\"\n",
"question = \"C'est quoi l'impact de ChatGPT ?\"\n",
"question = \"I am not really sure what you mean. What role do cloud formations play in modulating the Earth's radiative balance, and how are they represented in current climate models?\"\n",
"question = \"What evidence do we have of climate change and are human activities responsible for global warming?\"\n",
"events_list = []\n",
"async for event in app.astream_events({\"user_input\": question,\"sources\":[\"auto\"], \"audience\" : 'expert'}, version=\"v1\"):\n",
" events_list.append(event)\n",
"\n",
" if event[\"event\"] == \"on_chat_model_stream\":\n",
" token = event[\"data\"][\"chunk\"].content\n",
" print(token,end = \"\")\n",
" else :\n",
" events_list.append(event)\n",
" # print(event)\n",
" # print(\"\")"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "4aa3d0c7",
"metadata": {},
"outputs": [],
"source": [
"steps_display = {\n",
" \"categorize_intent\":(\"🔄️ Analyzing user message\",True),\n",
" \"transform_query\":(\"🔄️ Thinking step by step to answer the question\",True),\n",
" \"retrieve_documents\":(\"🔄️ Searching in the knowledge base\",False),\n",
"}"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "ad6b4819",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'event': 'on_chain_start', 'name': 'categorize_intent', 'run_id': '3ad80670-fa9e-4964-9961-f61d3d51b31b', 'tags': ['graph:step:1'], 'metadata': {'langgraph_step': 1, 'langgraph_node': 'categorize_intent', 'langgraph_triggers': ['start:categorize_intent'], 'langgraph_path': ('__pregel_pull', 'categorize_intent'), 'langgraph_checkpoint_ns': 'categorize_intent:60ee815d-ddc7-53f9-ee31-896198d632db'}, 'data': {'input': {'user_input': \"I am not really sure what you mean. What role do cloud formations play in modulating the Earth's radiative balance, and how are they represented in current climate models?\", 'audience': 'expert'}}, 'parent_ids': []}\n",
"{'event': 'on_chain_start', 'name': 'categorize_intent', 'run_id': '3ad80670-fa9e-4964-9961-f61d3d51b31b', 'tags': ['graph:step:1'], 'metadata': {'langgraph_step': 1, 'langgraph_node': 'categorize_intent', 'langgraph_triggers': ['start:categorize_intent'], 'langgraph_path': ('__pregel_pull', 'categorize_intent'), 'langgraph_checkpoint_ns': 'categorize_intent:60ee815d-ddc7-53f9-ee31-896198d632db'}, 'data': {'input': {'user_input': \"I am not really sure what you mean. What role do cloud formations play in modulating the Earth's radiative balance, and how are they represented in current climate models?\", 'audience': 'expert'}}, 'parent_ids': []}\n",
"{'event': 'on_chain_stream', 'name': 'categorize_intent', 'run_id': '3ad80670-fa9e-4964-9961-f61d3d51b31b', 'tags': ['graph:step:1'], 'metadata': {'langgraph_step': 1, 'langgraph_node': 'categorize_intent', 'langgraph_triggers': ['start:categorize_intent'], 'langgraph_path': ('__pregel_pull', 'categorize_intent'), 'langgraph_checkpoint_ns': 'categorize_intent:60ee815d-ddc7-53f9-ee31-896198d632db'}, 'data': {'chunk': {'intent': 'search', 'language': 'English', 'query': \"I am not really sure what you mean. What role do cloud formations play in modulating the Earth's radiative balance, and how are they represented in current climate models?\"}}, 'parent_ids': []}\n",
"{'event': 'on_chain_stream', 'name': 'categorize_intent', 'run_id': '3ad80670-fa9e-4964-9961-f61d3d51b31b', 'tags': ['graph:step:1'], 'metadata': {'langgraph_step': 1, 'langgraph_node': 'categorize_intent', 'langgraph_triggers': ['start:categorize_intent'], 'langgraph_path': ('__pregel_pull', 'categorize_intent'), 'langgraph_checkpoint_ns': 'categorize_intent:60ee815d-ddc7-53f9-ee31-896198d632db'}, 'data': {'chunk': {'intent': 'search', 'language': 'English', 'query': \"I am not really sure what you mean. What role do cloud formations play in modulating the Earth's radiative balance, and how are they represented in current climate models?\"}}, 'parent_ids': []}\n",
"{'event': 'on_chain_end', 'name': 'categorize_intent', 'run_id': '3ad80670-fa9e-4964-9961-f61d3d51b31b', 'tags': ['graph:step:1'], 'metadata': {'langgraph_step': 1, 'langgraph_node': 'categorize_intent', 'langgraph_triggers': ['start:categorize_intent'], 'langgraph_path': ('__pregel_pull', 'categorize_intent'), 'langgraph_checkpoint_ns': 'categorize_intent:60ee815d-ddc7-53f9-ee31-896198d632db'}, 'data': {'input': {'user_input': \"I am not really sure what you mean. What role do cloud formations play in modulating the Earth's radiative balance, and how are they represented in current climate models?\", 'audience': 'expert'}, 'output': {'intent': 'search', 'language': 'English', 'query': \"I am not really sure what you mean. What role do cloud formations play in modulating the Earth's radiative balance, and how are they represented in current climate models?\"}}, 'parent_ids': []}\n",
"{'event': 'on_chain_end', 'name': 'categorize_intent', 'run_id': '3ad80670-fa9e-4964-9961-f61d3d51b31b', 'tags': ['graph:step:1'], 'metadata': {'langgraph_step': 1, 'langgraph_node': 'categorize_intent', 'langgraph_triggers': ['start:categorize_intent'], 'langgraph_path': ('__pregel_pull', 'categorize_intent'), 'langgraph_checkpoint_ns': 'categorize_intent:60ee815d-ddc7-53f9-ee31-896198d632db'}, 'data': {'input': {'user_input': \"I am not really sure what you mean. What role do cloud formations play in modulating the Earth's radiative balance, and how are they represented in current climate models?\", 'audience': 'expert'}, 'output': {'intent': 'search', 'language': 'English', 'query': \"I am not really sure what you mean. What role do cloud formations play in modulating the Earth's radiative balance, and how are they represented in current climate models?\"}}, 'parent_ids': []}\n"
]
}
],
"source": [
"nodes =[]\n",
"for event in events_list:\n",
" # print(\"event\",event[\"event\"],\"name\",event[\"name\"], \"metadata\", event[\"metadata\"])\n",
" if \"langgraph_node\" in event[\"metadata\"]:\n",
" nodes.append(event[\"metadata\"][\"langgraph_node\"])\n",
" \n",
" \n",
" # print(\"node : \", event[\"metadata\"][\"langgraph_node\"], \"event\",event[\"event\"],\"name\",event[\"name\"])\n",
" # print(event[\"event\"],\"name\",event[\"name\"])\n",
" # if event[\"event\"] == \"on_chat_model_stream\":\n",
" # print(event)\n",
"\n",
" # if event[\"name\"] in steps_display.keys() and event[\"event\"] == \"on_chain_end\": #display steps\n",
" # if event[\"event\"] == \"on_chain_end\" and event[\"name\"] == \"transform_query\": #display steps\n",
" # if event[\"name\"] == \"transform_query\": #display steps\n",
" # print(event)\n",
" \n",
" # if event[\"name\"] != \"transform_query\" and event[\"event\"] == \"on_chat_model_stream\":\n",
" # print(event)\n",
" if event[\"name\"] == \"categorize_intent\":\n",
" print(event)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "e54af13e",
"metadata": {},
"outputs": [
{
"ename": "NameError",
"evalue": "name 'Document' is not defined",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)",
"Cell \u001b[0;32mIn[3], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m x \u001b[38;5;241m=\u001b[39m {\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mevent\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mon_chain_end\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mname\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mretrieve_documents\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mrun_id\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m60525384-8138-4522-99c1-a1eb59defbd4\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtags\u001b[39m\u001b[38;5;124m'\u001b[39m: [\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mgraph:step:4\u001b[39m\u001b[38;5;124m'\u001b[39m], \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mmetadata\u001b[39m\u001b[38;5;124m'\u001b[39m: {\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mlanggraph_step\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m4\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mlanggraph_node\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mretrieve_documents\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mlanggraph_triggers\u001b[39m\u001b[38;5;124m'\u001b[39m: [\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtransform_query\u001b[39m\u001b[38;5;124m'\u001b[39m], \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mlanggraph_path\u001b[39m\u001b[38;5;124m'\u001b[39m: (\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m__pregel_pull\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mretrieve_documents\u001b[39m\u001b[38;5;124m'\u001b[39m), \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mlanggraph_checkpoint_ns\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mretrieve_documents:29351557-d5e9-6fb7-9c8f-fc1101da92e8\u001b[39m\u001b[38;5;124m'\u001b[39m}, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdata\u001b[39m\u001b[38;5;124m'\u001b[39m: {\u001b[38;5;124m'\u001b[39m\u001b[38;5;124minput\u001b[39m\u001b[38;5;124m'\u001b[39m: {\u001b[38;5;124m'\u001b[39m\u001b[38;5;124muser_input\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mI am not really sure what you mean. What role do cloud formations play in modulating the Earth\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124ms radiative balance, and how are they represented in current climate models?\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mlanguage\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mEnglish\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mintent\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msearch\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mquery\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mI am not really sure what you mean. What role do cloud formations play in modulating the Earth\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124ms radiative balance, and how are they represented in current climate models?\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mremaining_questions\u001b[39m\u001b[38;5;124m'\u001b[39m: [{\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mquestion\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mWhat role do cloud formations play in modulating the Earth\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124ms radiative balance?\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msources\u001b[39m\u001b[38;5;124m'\u001b[39m: [\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPCC\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPOS\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPBES\u001b[39m\u001b[38;5;124m'\u001b[39m], \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mindex\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mVector\u001b[39m\u001b[38;5;124m'\u001b[39m}, {\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mquestion\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mHow are cloud formations represented in current climate models?\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msources\u001b[39m\u001b[38;5;124m'\u001b[39m: [\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPCC\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPOS\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPBES\u001b[39m\u001b[38;5;124m'\u001b[39m], \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mindex\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mVector\u001b[39m\u001b[38;5;124m'\u001b[39m}], \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mn_questions\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m2\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124maudience\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mexpert\u001b[39m\u001b[38;5;124m'\u001b[39m}, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124moutput\u001b[39m\u001b[38;5;124m'\u001b[39m: {\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdocuments\u001b[39m\u001b[38;5;124m'\u001b[39m: [\u001b[43mDocument\u001b[49m(metadata\u001b[38;5;241m=\u001b[39m{\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mchunk_type\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtext\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdocument_id\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdocument1\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdocument_number\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m1.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124melement_id\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN/A\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mfigure_code\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN/A\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mfile_size\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN/A\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mimage_path\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN/A\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mn_pages\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m32.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mname\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mSummary for Policymakers. In: Climate Change 2021: The Physical Science Basis. Contribution of the WGI to the AR6 of the IPCC\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mnum_characters\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m1056.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mnum_tokens\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m219.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mnum_tokens_approx\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m266.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mnum_words\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m200.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mpage_number\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m7\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mrelease_date\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m2021.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mreport_type\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mSPM\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msection_header\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mFigure SPM.2 | Assessed contributions to observed warming in 2010-2019 relative to 1850-1900\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mshort_name\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPCC AR6 WGI SPM\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msource\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPCC\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtoc_level0\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mA. The Current State of the Climate\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtoc_level1\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN/A\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtoc_level2\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN/A\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtoc_level3\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN/A\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124murl\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mhttps://www.ipcc.ch/report/ar6/wg1/downloads/report/IPCC_AR6_WGI_SPM.pdf\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msimilarity_score\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m0.595214307\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mcontent\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mPanel (b) Evidence from attribution studies, which synthesize information from climate models and observations. The panel shows temperature change attributed to: total human influence; changes in well-mixed greenhouse gas concentrations; other human drivers due to aerosols, ozone and land-use change (land-use reflectance); solar and volcanic drivers; and internal climate variability. Whiskers show likely ranges.\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124mPanel (c) Evidence from the assessment of radiative forcing and climate sensitivity. The panel shows temperature changes from individual components of human influence: emissions of greenhouse gases, aerosols and their precursors; land-use changes (land-use reflectance and irrigation); and aviation contrails. Whiskers show very likely ranges. Estimates account for both direct emissions into the atmosphere and their effect, if any, on other climate drivers. For aerosols, both direct effects (through radiation) and indirect effects (through interactions with clouds) are considered. \u001b[39m\u001b[38;5;124m{\u001b[39m\u001b[38;5;124mCross-Chapter Box 2.3, 3.3.1, 6.4.2, 7.3}\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mreranking_score\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m0.9769342541694641\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mquery_used_for_retrieval\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mWhat role do cloud formations play in modulating the Earth\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124ms radiative balance?\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msources_used\u001b[39m\u001b[38;5;124m'\u001b[39m: [\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPCC\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPOS\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPBES\u001b[39m\u001b[38;5;124m'\u001b[39m], \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mquestion_used\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mWhat role do cloud formations play in modulating the Earth\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124ms radiative balance?\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mindex_used\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mVector\u001b[39m\u001b[38;5;124m'\u001b[39m}, page_content\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mPanel (b) Evidence from attribution studies, which synthesize information from climate models and observations. The panel shows temperature change attributed to: total human influence; changes in well-mixed greenhouse gas concentrations; other human drivers due to aerosols, ozone and land-use change (land-use reflectance); solar and volcanic drivers; and internal climate variability. Whiskers show likely ranges.\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124mPanel (c) Evidence from the assessment of radiative forcing and climate sensitivity. The panel shows temperature changes from individual components of human influence: emissions of greenhouse gases, aerosols and their precursors; land-use changes (land-use reflectance and irrigation); and aviation contrails. Whiskers show very likely ranges. Estimates account for both direct emissions into the atmosphere and their effect, if any, on other climate drivers. For aerosols, both direct effects (through radiation) and indirect effects (through interactions with clouds) are considered. \u001b[39m\u001b[38;5;124m{\u001b[39m\u001b[38;5;124mCross-Chapter Box 2.3, 3.3.1, 6.4.2, 7.3}\u001b[39m\u001b[38;5;124m'\u001b[39m), Document(metadata\u001b[38;5;241m=\u001b[39m{\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mchunk_type\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtext\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdocument_id\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdocument1\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdocument_number\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m1.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124melement_id\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN/A\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mfigure_code\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN/A\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mfile_size\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN/A\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mimage_path\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN/A\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mn_pages\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m32.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mname\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mSummary for Policymakers. In: Climate Change 2021: The Physical Science Basis. Contribution of the WGI to the AR6 of the IPCC\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mnum_characters\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m638.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mnum_tokens\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m177.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mnum_tokens_approx\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m200.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mnum_words\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m150.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mpage_number\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m11\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mrelease_date\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m2021.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mreport_type\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mSPM\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msection_header\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mFigure SPM.3 | Synthesis of assessed observed and attributable regional changes \u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mshort_name\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPCC AR6 WGI SPM\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msource\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPCC\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtoc_level0\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mA. The Current State of the Climate\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtoc_level1\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN/A\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtoc_level2\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN/A\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtoc_level3\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN/A\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124murl\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mhttps://www.ipcc.ch/report/ar6/wg1/downloads/report/IPCC_AR6_WGI_SPM.pdf\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msimilarity_score\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m0.592556596\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mcontent\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mA.4.1 Human-caused radiative forcing of 2.72 [1.96 to 3.48] W m-2 in 2019 relative to 1750 has warmed the climate system. This warming is mainly due to increased GHG concentrations, partly reduced by cooling due to increased aerosol concentrations. The radiative forcing has increased by 0.43 W m-2 (19\u001b[39m\u001b[38;5;124m%\u001b[39m\u001b[38;5;124m) relative to AR5, of which 0.34 W m-2 is due to the increase in GHG concentrations since 2011. The remainder is due to improved scientific understanding and changes in the assessment of aerosol forcing, which include decreases in concentration and improvement in its calculation (high confidence). \u001b[39m\u001b[38;5;124m{\u001b[39m\u001b[38;5;124m2.2, 7.3, TS.2.2, TS.3.1}\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mreranking_score\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m0.907663881778717\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mquery_used_for_retrieval\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mWhat role do cloud formations play in modulating the Earth\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124ms radiative balance?\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msources_used\u001b[39m\u001b[38;5;124m'\u001b[39m: [\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPCC\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPOS\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPBES\u001b[39m\u001b[38;5;124m'\u001b[39m], \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mquestion_used\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mWhat role do cloud formations play in modulating the Earth\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124ms radiative balance?\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mindex_used\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mVector\u001b[39m\u001b[38;5;124m'\u001b[39m}, page_content\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mA.4.1 Human-caused radiative forcing of 2.72 [1.96 to 3.48] W m-2 in 2019 relative to 1750 has warmed the climate system. This warming is mainly due to increased GHG concentrations, partly reduced by cooling due to increased aerosol concentrations. The radiative forcing has increased by 0.43 W m-2 (19\u001b[39m\u001b[38;5;124m%\u001b[39m\u001b[38;5;124m) relative to AR5, of which 0.34 W m-2 is due to the increase in GHG concentrations since 2011. The remainder is due to improved scientific understanding and changes in the assessment of aerosol forcing, which include decreases in concentration and improvement in its calculation (high confidence). \u001b[39m\u001b[38;5;124m{\u001b[39m\u001b[38;5;124m2.2, 7.3, TS.2.2, TS.3.1}\u001b[39m\u001b[38;5;124m'\u001b[39m), Document(metadata\u001b[38;5;241m=\u001b[39m{\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mchunk_type\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtext\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdocument_id\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdocument1\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdocument_number\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m1.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124melement_id\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN/A\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mfigure_code\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN/A\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mfile_size\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN/A\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mimage_path\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN/A\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mn_pages\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m32.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mname\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mSummary for Policymakers. In: Climate Change 2021: The Physical Science Basis. Contribution of the WGI to the AR6 of the IPCC\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mnum_characters\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m827.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mnum_tokens\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m238.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mnum_tokens_approx\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m278.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mnum_words\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m209.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mpage_number\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m19\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mrelease_date\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m2021.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mreport_type\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mSPM\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msection_header\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mFigure SPM.6 | Projected changes in the intensity and frequency of hot temperature extremes over land, extreme precipitation over land, \u001b[39m\u001b[38;5;130;01m\\r\u001b[39;00m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124mand agricultural and ecological droughts in drying regions\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mshort_name\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPCC AR6 WGI SPM\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msource\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPCC\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtoc_level0\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mB. Possible Climate Futures\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtoc_level1\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN/A\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtoc_level2\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN/A\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtoc_level3\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN/A\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124murl\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mhttps://www.ipcc.ch/report/ar6/wg1/downloads/report/IPCC_AR6_WGI_SPM.pdf\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msimilarity_score\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m0.582914889\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mcontent\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mB.3.4 A projected southward shift and intensification of Southern Hemisphere summer mid-latitude storm tracks and associated precipitation is likely in the long term under high GHG emissions scenarios (SSP3-7.0, SSP5-8.5), but in the near term the effect of stratospheric ozone recovery counteracts these changes (high confidence). There is medium confidence in a continued poleward shift of storms and their precipitation in the North Pacific, while there is low confidence in projected changes in the North Atlantic storm tracks. \u001b[39m\u001b[38;5;124m{\u001b[39m\u001b[38;5;124m4.4, 4.5, 8.4, TS.2.3, TS.4.2}\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m{\u001b[39m\u001b[38;5;124m4.4, 4.5, 8.4, TS.2.3, TS.4.2}\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124mB.4 Under scenarios with increasing CO2 emissions, the ocean and land carbon sinks are projected to be less effective at slowing the accumulation of CO2 in the atmosphere. \u001b[39m\u001b[38;5;124m{\u001b[39m\u001b[38;5;124m4.3, 5.2, 5.4, 5.5, 5.6} (Figure SPM.7)\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m1919\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mreranking_score\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m0.8376452922821045\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mquery_used_for_retrieval\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mWhat role do cloud formations play in modulating the Earth\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124ms radiative balance?\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msources_used\u001b[39m\u001b[38;5;124m'\u001b[39m: [\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPCC\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPOS\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPBES\u001b[39m\u001b[38;5;124m'\u001b[39m], \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mquestion_used\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mWhat role do cloud formations play in modulating the Earth\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124ms radiative balance?\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mindex_used\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mVector\u001b[39m\u001b[38;5;124m'\u001b[39m}, page_content\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mB.3.4 A projected southward shift and intensification of Southern Hemisphere summer mid-latitude storm tracks and associated precipitation is likely in the long term under high GHG emissions scenarios (SSP3-7.0, SSP5-8.5), but in the near term the effect of stratospheric ozone recovery counteracts these changes (high confidence). There is medium confidence in a continued poleward shift of storms and their precipitation in the North Pacific, while there is low confidence in projected changes in the North Atlantic storm tracks. \u001b[39m\u001b[38;5;124m{\u001b[39m\u001b[38;5;124m4.4, 4.5, 8.4, TS.2.3, TS.4.2}\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m{\u001b[39m\u001b[38;5;124m4.4, 4.5, 8.4, TS.2.3, TS.4.2}\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124mB.4 Under scenarios with increasing CO2 emissions, the ocean and land carbon sinks are projected to be less effective at slowing the accumulation of CO2 in the atmosphere. \u001b[39m\u001b[38;5;124m{\u001b[39m\u001b[38;5;124m4.3, 5.2, 5.4, 5.5, 5.6} (Figure SPM.7)\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m1919\u001b[39m\u001b[38;5;124m'\u001b[39m), Document(metadata\u001b[38;5;241m=\u001b[39m{\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mchunk_type\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtext\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdocument_id\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdocument4\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdocument_number\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m4.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124melement_id\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN/A\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mfigure_code\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN/A\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mfile_size\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN/A\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mimage_path\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN/A\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mn_pages\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m34.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mname\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mSummary for Policymakers. In: Climate Change 2022: Impacts, Adaptation and Vulnerability. Contribution of the WGII to the AR6 of the IPCC\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mnum_characters\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m806.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mnum_tokens\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m147.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mnum_tokens_approx\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m162.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mnum_words\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m122.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mpage_number\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m19\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mrelease_date\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m2022.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mreport_type\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mSPM\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msection_header\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mComplex, Compound and Cascading Risks\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mshort_name\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPCC AR6 WGII SPM\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msource\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPCC\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtoc_level0\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mB: Observed and Projected Impacts and Risks\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtoc_level1\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mImpacts of Temporary Overshoot\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtoc_level2\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN/A\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtoc_level3\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN/A\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124murl\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mhttps://www.ipcc.ch/report/ar6/wg2/downloads/report/IPCC_AR6_WGII_SummaryForPolicymakers.pdf\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msimilarity_score\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m0.581911206\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mcontent\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mB.5.5 Solar radiation modification approaches, if they were to be implemented, introduce a widespread range of new risks to people and ecosystems, which are not well understood (high confidence). Solar radiation modification approaches have potential to offset warming and ameliorate some climate hazards, but substantial residual climate change or overcompensating change would occur at regional scales and seasonal timescales (high confidence). Large uncertainties and knowledge gaps are associated with the potential of solar radiation modification approaches to reduce climate change risks. Solar radiation modification would not stop atmospheric CO2 concentrations from increasing or reduce resulting ocean acidification under continued anthropogenic emissions (high confidence). \u001b[39m\u001b[38;5;124m{\u001b[39m\u001b[38;5;124mCWGB SRM}\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mreranking_score\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m0.7240780591964722\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mquery_used_for_retrieval\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mWhat role do cloud formations play in modulating the Earth\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124ms radiative balance?\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msources_used\u001b[39m\u001b[38;5;124m'\u001b[39m: [\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPCC\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPOS\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPBES\u001b[39m\u001b[38;5;124m'\u001b[39m], \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mquestion_used\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mWhat role do cloud formations play in modulating the Earth\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124ms radiative balance?\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mindex_used\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mVector\u001b[39m\u001b[38;5;124m'\u001b[39m}, page_content\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mB.5.5 Solar radiation modification approaches, if they were to be implemented, introduce a widespread range of new risks to people and ecosystems, which are not well understood (high confidence). Solar radiation modification approaches have potential to offset warming and ameliorate some climate hazards, but substantial residual climate change or overcompensating change would occur at regional scales and seasonal timescales (high confidence). Large uncertainties and knowledge gaps are associated with the potential of solar radiation modification approaches to reduce climate change risks. Solar radiation modification would not stop atmospheric CO2 concentrations from increasing or reduce resulting ocean acidification under continued anthropogenic emissions (high confidence). \u001b[39m\u001b[38;5;124m{\u001b[39m\u001b[38;5;124mCWGB SRM}\u001b[39m\u001b[38;5;124m'\u001b[39m), Document(metadata\u001b[38;5;241m=\u001b[39m{\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mchunk_type\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtext\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdocument_id\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdocument10\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdocument_number\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m10.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124melement_id\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN/A\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mfigure_code\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN/A\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mfile_size\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN/A\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mimage_path\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN/A\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mn_pages\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m36.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mname\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mSynthesis report of the IPCC Sixth Assesment Report AR6\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mnum_characters\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m686.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mnum_tokens\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m163.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mnum_tokens_approx\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m182.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mnum_words\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m137.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mpage_number\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m19\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mrelease_date\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m2023.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mreport_type\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mSPM\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msection_header\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mFuture Climate Change \u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mshort_name\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPCC AR6 SYR\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msource\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPCC\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtoc_level0\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN/A\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtoc_level1\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN/A\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtoc_level2\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN/A\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtoc_level3\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN/A\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124murl\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mhttps://www.ipcc.ch/report/ar6/syr/downloads/report/IPCC_AR6_SYR_SPM.pdf\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msimilarity_score\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m0.581764042\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mcontent\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mPermafrost, seasonal snow cover, glaciers, the Greenland and Antarctic Ice Sheets, an\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124msonal snow cover, glaciers, the Greenland and Antarctic Ice Sheets, and Arctic se\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m35 Based on 2500-year reconstructions, eruptions with a radiative forcing more negative than -1 W m-2, related to the radiative effect of volcanic stratospheric aerosols in the literature assessed in this report, occur on average twice per century. \u001b[39m\u001b[38;5;132;01m{4.3}\u001b[39;00m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m35 Based on 2500-year reconstructions, eruptions with a radiative forcing more negative than -1 W m-2, related to the radiative effect of volcanic stratospheric aerosols in the literature assessed in this report, occur on average twice per century. \u001b[39m\u001b[38;5;132;01m{4.3}\u001b[39;00m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m1313\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mreranking_score\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m0.7240780591964722\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mquery_used_for_retrieval\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mWhat role do cloud formations play in modulating the Earth\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124ms radiative balance?\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msources_used\u001b[39m\u001b[38;5;124m'\u001b[39m: [\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPCC\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPOS\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPBES\u001b[39m\u001b[38;5;124m'\u001b[39m], \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mquestion_used\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mWhat role do cloud formations play in modulating the Earth\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124ms radiative balance?\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mindex_used\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mVector\u001b[39m\u001b[38;5;124m'\u001b[39m}, page_content\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mPermafrost, seasonal snow cover, glaciers, the Greenland and Antarctic Ice Sheets, an\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124msonal snow cover, glaciers, the Greenland and Antarctic Ice Sheets, and Arctic se\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m35 Based on 2500-year reconstructions, eruptions with a radiative forcing more negative than -1 W m-2, related to the radiative effect of volcanic stratospheric aerosols in the literature assessed in this report, occur on average twice per century. \u001b[39m\u001b[38;5;132;01m{4.3}\u001b[39;00m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m35 Based on 2500-year reconstructions, eruptions with a radiative forcing more negative than -1 W m-2, related to the radiative effect of volcanic stratospheric aerosols in the literature assessed in this report, occur on average twice per century. \u001b[39m\u001b[38;5;132;01m{4.3}\u001b[39;00m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m1313\u001b[39m\u001b[38;5;124m'\u001b[39m), Document(metadata\u001b[38;5;241m=\u001b[39m{\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mchunk_type\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtext\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdocument_id\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdocument2\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdocument_number\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m2.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124melement_id\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN/A\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mfigure_code\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN/A\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mfile_size\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN/A\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mimage_path\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN/A\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mn_pages\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m2409.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mname\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mFull Report. In: Climate Change 2021: The Physical Science Basis. Contribution of the WGI to the AR6 of the IPCC\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mnum_characters\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m644.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mnum_tokens\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m151.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mnum_tokens_approx\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m165.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mnum_words\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m124.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mpage_number\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m950\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mrelease_date\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m2021.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mreport_type\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mFull Report\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msection_header\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m7.2.1 Present-day Energy Budget\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mshort_name\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPCC AR6 WGI FR\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msource\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPCC\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtoc_level0\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m7: The Earth’s Energy Budget, Climate Feedbacks and Climate Sensitivity\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtoc_level1\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m7.2 Earth’s Energy Budget and its Changes\u001b[39m\u001b[38;5;130;01m\\xa0\u001b[39;00m\u001b[38;5;124mThrough Time\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtoc_level2\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m7.2.1 Present-day Energy Budget\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtoc_level3\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN/A\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124murl\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mhttps://report.ipcc.ch/ar6/wg1/IPCC_AR6_WGI_FullReport.pdf\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msimilarity_score\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m0.741419494\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mcontent\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mFigure 7.2 (upper panel) shows a schematic representation of Earth\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124ms energy budget for the early 21st century, including globally averaged estimates of the individual components (Wild et al., 2015). Clouds are important modulators of global energy fluxes. Thus, any perturbations in the cloud fields, such as forcing by aerosol-cloud interactions (Section 7.3) or through cloud feedbacks (Section 7.4) can have a strong influence on the energy distribution in the climate system. To illustrate the overall effects that clouds exert on energy fluxes, Figure 7.2 (lower panel) also shows the energy budget in the absence \u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m933933\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mreranking_score\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m0.7089773416519165\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mquery_used_for_retrieval\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mWhat role do cloud formations play in modulating the Earth\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124ms radiative balance?\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msources_used\u001b[39m\u001b[38;5;124m'\u001b[39m: [\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPCC\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPOS\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPBES\u001b[39m\u001b[38;5;124m'\u001b[39m], \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mquestion_used\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mWhat role do cloud formations play in modulating the Earth\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124ms radiative balance?\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mindex_used\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mVector\u001b[39m\u001b[38;5;124m'\u001b[39m}, page_content\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mFigure 7.2 (upper panel) shows a schematic representation of Earth\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124ms energy budget for the early 21st century, including globally averaged estimates of the individual components (Wild et al., 2015). Clouds are important modulators of global energy fluxes. Thus, any perturbations in the cloud fields, such as forcing by aerosol-cloud interactions (Section 7.3) or through cloud feedbacks (Section 7.4) can have a strong influence on the energy distribution in the climate system. To illustrate the overall effects that clouds exert on energy fluxes, Figure 7.2 (lower panel) also shows the energy budget in the absence \u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m933933\u001b[39m\u001b[38;5;124m\"\u001b[39m), Document(metadata\u001b[38;5;241m=\u001b[39m{\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mchunk_type\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtext\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdocument_id\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdocument2\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdocument_number\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m2.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124melement_id\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN/A\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mfigure_code\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN/A\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mfile_size\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN/A\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mimage_path\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN/A\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mn_pages\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m2409.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mname\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mFull Report. In: Climate Change 2021: The Physical Science Basis. Contribution of the WGI to the AR6 of the IPCC\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mnum_characters\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m1121.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mnum_tokens\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m231.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mnum_tokens_approx\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m288.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mnum_words\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m216.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mpage_number\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m1039\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mrelease_date\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m2021.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mreport_type\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mFull Report\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msection_header\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mFAQ 7.2 | What Is the Role of Clouds in a Warming Climate?\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mshort_name\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPCC AR6 WGI FR\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msource\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPCC\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtoc_level0\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m7: The Earth’s Energy Budget, Climate Feedbacks and Climate Sensitivity\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtoc_level1\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m7.6 Metrics to Evaluate Emissions\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtoc_level2\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mFrequently Asked Questions\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtoc_level3\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mFAQ 7.1 | What Is the Earth’s Energy Budget, and What Does It Tell Us About Climate Change?\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124murl\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mhttps://report.ipcc.ch/ar6/wg1/IPCC_AR6_WGI_FullReport.pdf\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msimilarity_score\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m0.727996647\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mcontent\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mClouds cover roughly two-thirds of the Earth\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124ms surface. They consist of small droplets and/or ice crystals, which form when water vapour condenses or deposits around tiny particles called aerosols (such as salt, dust, or smoke). Clouds play a critical role in the Earth\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124ms energy budget at the top of our atmosphere and therefore influence Earth\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124ms surface temperature (see FAQ 7.1). The interactions between clouds and the climate are complex and varied. Clouds at low altitudes tend to reflect incoming solar energy back to space, creating a cooling effect by preventing this energy from reaching and warming the Earth. On the other hand, higher clouds tend to trap (i.e., absorb and then emit at a lower temperature) some of the energy leaving the Earth, leading to a warming effect. On average, clouds reflect back more incoming energy than the amount of outgoing energy they trap, resulting in an overall net cooling effect on the present climate. Human activities since the pre-industrial era have altered this climate effect of clouds in two different ways: by changing the abundance of the aerosol\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mreranking_score\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m0.47518521547317505\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mquery_used_for_retrieval\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mWhat role do cloud formations play in modulating the Earth\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124ms radiative balance?\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msources_used\u001b[39m\u001b[38;5;124m'\u001b[39m: [\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPCC\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPOS\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPBES\u001b[39m\u001b[38;5;124m'\u001b[39m], \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mquestion_used\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mWhat role do cloud formations play in modulating the Earth\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124ms radiative balance?\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mindex_used\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mVector\u001b[39m\u001b[38;5;124m'\u001b[39m}, page_content\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mClouds cover roughly two-thirds of the Earth\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124ms surface. They consist of small droplets and/or ice crystals, which form when water vapour condenses or deposits around tiny particles called aerosols (such as salt, dust, or smoke). Clouds play a critical role in the Earth\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124ms energy budget at the top of our atmosphere and therefore influence Earth\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124ms surface temperature (see FAQ 7.1). The interactions between clouds and the climate are complex and varied. Clouds at low altitudes tend to reflect incoming solar energy back to space, creating a cooling effect by preventing this energy from reaching and warming the Earth. On the other hand, higher clouds tend to trap (i.e., absorb and then emit at a lower temperature) some of the energy leaving the Earth, leading to a warming effect. On average, clouds reflect back more incoming energy than the amount of outgoing energy they trap, resulting in an overall net cooling effect on the present climate. Human activities since the pre-industrial era have altered this climate effect of clouds in two different ways: by changing the abundance of the aerosol\u001b[39m\u001b[38;5;124m\"\u001b[39m)], \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mremaining_questions\u001b[39m\u001b[38;5;124m'\u001b[39m: [{\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mquestion\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mHow are cloud formations represented in current climate models?\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msources\u001b[39m\u001b[38;5;124m'\u001b[39m: [\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPCC\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPOS\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPBES\u001b[39m\u001b[38;5;124m'\u001b[39m], \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mindex\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mVector\u001b[39m\u001b[38;5;124m'\u001b[39m}]}}, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mparent_ids\u001b[39m\u001b[38;5;124m'\u001b[39m: []}\n",
"\u001b[0;31mNameError\u001b[0m: name 'Document' is not defined"
]
}
],
"source": []
},
{
"cell_type": "code",
"execution_count": 2,
"id": "98d3cafd",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'intent': 'search',\n",
" 'language': 'English',\n",
" 'query': \"I am not really sure what you mean. What role do cloud formations play in modulating the Earth's radiative balance, and how are they represented in current climate models?\"}"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"x[\"data\"][\"output\"]"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "3aace6fc",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 17,
"id": "ff0aac1b",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array(['__start__', 'answer_rag', 'answer_search', 'categorize_intent',\n",
" 'retrieve_documents', 'search', 'transform_query'], dtype='<U18')"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.unique(nodes)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "1ba9fad4",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[{'event': 'on_chain_start',\n",
" 'run_id': 'f405c636-8152-4d9f-ad15-f292600e7ae8',\n",
" 'name': 'LangGraph',\n",
" 'tags': [],\n",
" 'metadata': {},\n",
" 'data': {'input': {'user_input': \"I am not really sure what you mean. What role do cloud formations play in modulating the Earth's radiative balance, and how are they represented in current climate models?\",\n",
" 'sources': ['auto'],\n",
" 'audience': 'expert'}},\n",
" 'parent_ids': []},\n",
" {'event': 'on_chain_start',\n",
" 'name': '__start__',\n",
" 'run_id': '3a1114ca-865e-48e5-bb41-74f2eeceacdf',\n",
" 'tags': ['graph:step:0', 'langsmith:hidden', 'langsmith:hidden'],\n",
" 'metadata': {'langgraph_step': 0,\n",
" 'langgraph_node': '__start__',\n",
" 'langgraph_triggers': ['__start__'],\n",
" 'langgraph_path': ('__pregel_pull', '__start__'),\n",
" 'langgraph_checkpoint_ns': '__start__:d7171ff5-c9e3-ff42-6716-523efb4f8ac0'},\n",
" 'data': {'input': {'user_input': \"I am not really sure what you mean. What role do cloud formations play in modulating the Earth's radiative balance, and how are they represented in current climate models?\",\n",
" 'sources': ['auto'],\n",
" 'audience': 'expert'}},\n",
" 'parent_ids': []},\n",
" {'event': 'on_chain_end',\n",
" 'name': '__start__',\n",
" 'run_id': '3a1114ca-865e-48e5-bb41-74f2eeceacdf',\n",
" 'tags': ['graph:step:0', 'langsmith:hidden', 'langsmith:hidden'],\n",
" 'metadata': {'langgraph_step': 0,\n",
" 'langgraph_node': '__start__',\n",
" 'langgraph_triggers': ['__start__'],\n",
" 'langgraph_path': ('__pregel_pull', '__start__'),\n",
" 'langgraph_checkpoint_ns': '__start__:d7171ff5-c9e3-ff42-6716-523efb4f8ac0'},\n",
" 'data': {'input': {'user_input': \"I am not really sure what you mean. What role do cloud formations play in modulating the Earth's radiative balance, and how are they represented in current climate models?\",\n",
" 'sources': ['auto'],\n",
" 'audience': 'expert'},\n",
" 'output': {'user_input': \"I am not really sure what you mean. What role do cloud formations play in modulating the Earth's radiative balance, and how are they represented in current climate models?\",\n",
" 'sources': ['auto'],\n",
" 'audience': 'expert'}},\n",
" 'parent_ids': []},\n",
" {'event': 'on_chain_start',\n",
" 'name': 'categorize_intent',\n",
" 'run_id': 'c1dbc947-7723-44b6-819b-6df4aeb7fd1a',\n",
" 'tags': ['graph:step:1'],\n",
" 'metadata': {'langgraph_step': 1,\n",
" 'langgraph_node': 'categorize_intent',\n",
" 'langgraph_triggers': ['start:categorize_intent'],\n",
" 'langgraph_path': ('__pregel_pull', 'categorize_intent'),\n",
" 'langgraph_checkpoint_ns': 'categorize_intent:e59da5fd-192c-44d7-ed6e-40297a9a1864'},\n",
" 'data': {'input': {'user_input': \"I am not really sure what you mean. What role do cloud formations play in modulating the Earth's radiative balance, and how are they represented in current climate models?\",\n",
" 'audience': 'expert'}},\n",
" 'parent_ids': []},\n",
" {'event': 'on_chain_start',\n",
" 'name': 'RunnableSequence',\n",
" 'run_id': '930d6ee8-107a-49e2-a19f-2f848ecda0a9',\n",
" 'tags': ['seq:step:1'],\n",
" 'metadata': {'langgraph_step': 1,\n",
" 'langgraph_node': 'categorize_intent',\n",
" 'langgraph_triggers': ['start:categorize_intent'],\n",
" 'langgraph_path': ('__pregel_pull', 'categorize_intent'),\n",
" 'langgraph_checkpoint_ns': 'categorize_intent:e59da5fd-192c-44d7-ed6e-40297a9a1864',\n",
" 'checkpoint_ns': 'categorize_intent:e59da5fd-192c-44d7-ed6e-40297a9a1864'},\n",
" 'data': {'input': {'input': \"I am not really sure what you mean. What role do cloud formations play in modulating the Earth's radiative balance, and how are they represented in current climate models?\"}},\n",
" 'parent_ids': []},\n",
" {'event': 'on_prompt_start',\n",
" 'name': 'ChatPromptTemplate',\n",
" 'run_id': '5df8b6c2-9b25-4dec-9d56-17cd221ec6aa',\n",
" 'tags': ['seq:step:1'],\n",
" 'metadata': {'langgraph_step': 1,\n",
" 'langgraph_node': 'categorize_intent',\n",
" 'langgraph_triggers': ['start:categorize_intent'],\n",
" 'langgraph_path': ('__pregel_pull', 'categorize_intent'),\n",
" 'langgraph_checkpoint_ns': 'categorize_intent:e59da5fd-192c-44d7-ed6e-40297a9a1864',\n",
" 'checkpoint_ns': 'categorize_intent:e59da5fd-192c-44d7-ed6e-40297a9a1864'},\n",
" 'data': {'input': {'input': \"I am not really sure what you mean. What role do cloud formations play in modulating the Earth's radiative balance, and how are they represented in current climate models?\"}},\n",
" 'parent_ids': []},\n",
" {'event': 'on_prompt_end',\n",
" 'name': 'ChatPromptTemplate',\n",
" 'run_id': '5df8b6c2-9b25-4dec-9d56-17cd221ec6aa',\n",
" 'tags': ['seq:step:1'],\n",
" 'metadata': {'langgraph_step': 1,\n",
" 'langgraph_node': 'categorize_intent',\n",
" 'langgraph_triggers': ['start:categorize_intent'],\n",
" 'langgraph_path': ('__pregel_pull', 'categorize_intent'),\n",
" 'langgraph_checkpoint_ns': 'categorize_intent:e59da5fd-192c-44d7-ed6e-40297a9a1864',\n",
" 'checkpoint_ns': 'categorize_intent:e59da5fd-192c-44d7-ed6e-40297a9a1864'},\n",
" 'data': {'input': {'input': \"I am not really sure what you mean. What role do cloud formations play in modulating the Earth's radiative balance, and how are they represented in current climate models?\"},\n",
" 'output': ChatPromptValue(messages=[SystemMessage(content='You are a helpful assistant, you will analyze, translate and reformulate the user input message using the function provided'), HumanMessage(content=\"input: I am not really sure what you mean. What role do cloud formations play in modulating the Earth's radiative balance, and how are they represented in current climate models?\")])},\n",
" 'parent_ids': []},\n",
" {'event': 'on_chat_model_start',\n",
" 'name': 'ChatOpenAI',\n",
" 'run_id': '90f65514-af42-4c64-b793-43bff670810a',\n",
" 'tags': ['seq:step:2'],\n",
" 'metadata': {'langgraph_step': 1,\n",
" 'langgraph_node': 'categorize_intent',\n",
" 'langgraph_triggers': ['start:categorize_intent'],\n",
" 'langgraph_path': ('__pregel_pull', 'categorize_intent'),\n",
" 'langgraph_checkpoint_ns': 'categorize_intent:e59da5fd-192c-44d7-ed6e-40297a9a1864',\n",
" 'checkpoint_ns': 'categorize_intent:e59da5fd-192c-44d7-ed6e-40297a9a1864',\n",
" 'ls_provider': 'openai',\n",
" 'ls_model_type': 'chat',\n",
" 'ls_model_name': 'gpt-3.5-turbo-0125',\n",
" 'ls_temperature': 0.0,\n",
" 'ls_max_tokens': 1024},\n",
" 'data': {'input': {'messages': [[SystemMessage(content='You are a helpful assistant, you will analyze, translate and reformulate the user input message using the function provided'),\n",
" HumanMessage(content=\"input: I am not really sure what you mean. What role do cloud formations play in modulating the Earth's radiative balance, and how are they represented in current climate models?\")]]}},\n",
" 'parent_ids': []},\n",
" {'event': 'on_chat_model_end',\n",
" 'name': 'ChatOpenAI',\n",
" 'run_id': '90f65514-af42-4c64-b793-43bff670810a',\n",
" 'tags': ['seq:step:2'],\n",
" 'metadata': {'langgraph_step': 1,\n",
" 'langgraph_node': 'categorize_intent',\n",
" 'langgraph_triggers': ['start:categorize_intent'],\n",
" 'langgraph_path': ('__pregel_pull', 'categorize_intent'),\n",
" 'langgraph_checkpoint_ns': 'categorize_intent:e59da5fd-192c-44d7-ed6e-40297a9a1864',\n",
" 'checkpoint_ns': 'categorize_intent:e59da5fd-192c-44d7-ed6e-40297a9a1864',\n",
" 'ls_provider': 'openai',\n",
" 'ls_model_type': 'chat',\n",
" 'ls_model_name': 'gpt-3.5-turbo-0125',\n",
" 'ls_temperature': 0.0,\n",
" 'ls_max_tokens': 1024},\n",
" 'data': {'input': {'messages': [[SystemMessage(content='You are a helpful assistant, you will analyze, translate and reformulate the user input message using the function provided'),\n",
" HumanMessage(content=\"input: I am not really sure what you mean. What role do cloud formations play in modulating the Earth's radiative balance, and how are they represented in current climate models?\")]]},\n",
" 'output': {'generations': [[{'text': '',\n",
" 'generation_info': {'finish_reason': 'stop'},\n",
" 'type': 'ChatGeneration',\n",
" 'message': AIMessage(content='', additional_kwargs={'function_call': {'arguments': '{\"intent\":\"search\"}', 'name': 'IntentCategorizer'}}, response_metadata={'finish_reason': 'stop'}, id='run-90f65514-af42-4c64-b793-43bff670810a')}]],\n",
" 'llm_output': None,\n",
" 'run': None}},\n",
" 'parent_ids': []},\n",
" {'event': 'on_parser_start',\n",
" 'name': 'JsonOutputFunctionsParser',\n",
" 'run_id': 'b411b4d6-df67-48a5-8645-f18bb1295fc0',\n",
" 'tags': ['seq:step:3'],\n",
" 'metadata': {'langgraph_step': 1,\n",
" 'langgraph_node': 'categorize_intent',\n",
" 'langgraph_triggers': ['start:categorize_intent'],\n",
" 'langgraph_path': ('__pregel_pull', 'categorize_intent'),\n",
" 'langgraph_checkpoint_ns': 'categorize_intent:e59da5fd-192c-44d7-ed6e-40297a9a1864',\n",
" 'checkpoint_ns': 'categorize_intent:e59da5fd-192c-44d7-ed6e-40297a9a1864'},\n",
" 'data': {'input': AIMessage(content='', additional_kwargs={'function_call': {'arguments': '{\"intent\":\"search\"}', 'name': 'IntentCategorizer'}}, response_metadata={'finish_reason': 'stop'}, id='run-90f65514-af42-4c64-b793-43bff670810a')},\n",
" 'parent_ids': []}]"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"events_list[:10]"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "33f1d95b",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'event': 'on_chain_start',\n",
" 'run_id': 'f405c636-8152-4d9f-ad15-f292600e7ae8',\n",
" 'name': 'LangGraph',\n",
" 'tags': [],\n",
" 'metadata': {},\n",
" 'data': {'input': {'user_input': \"I am not really sure what you mean. What role do cloud formations play in modulating the Earth's radiative balance, and how are they represented in current climate models?\",\n",
" 'sources': ['auto'],\n",
" 'audience': 'expert'}},\n",
" 'parent_ids': []}"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"events_list[0]"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "339ee1cb",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'on_chain_end',\n",
" 'on_chain_start',\n",
" 'on_chain_stream',\n",
" 'on_chat_model_end',\n",
" 'on_chat_model_start',\n",
" 'on_parser_end',\n",
" 'on_parser_start',\n",
" 'on_prompt_end',\n",
" 'on_prompt_start',\n",
" 'on_retriever_end',\n",
" 'on_retriever_start'}"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"set([event[\"event\"] for event in events_list])"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "743649a5",
"metadata": {},
"outputs": [],
"source": [
"events_list"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "climateqa",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11.9"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
|