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+ path: xmf/*
1259
+ - config_name: "yi"
1260
+ data_files:
1261
+ - split: train
1262
+ path: yi/*
1263
+ - config_name: "yo"
1264
+ data_files:
1265
+ - split: train
1266
+ path: yo/*
1267
+ - config_name: "za"
1268
+ data_files:
1269
+ - split: train
1270
+ path: za/*
1271
+ - config_name: "zea"
1272
+ data_files:
1273
+ - split: train
1274
+ path: zea/*
1275
+ - config_name: "zh"
1276
+ data_files:
1277
+ - split: train
1278
+ path: zh/*
1279
+ - config_name: "zh-classical"
1280
+ data_files:
1281
+ - split: train
1282
+ path: zh-classical/*
1283
+ - config_name: "zh-min-nan"
1284
+ data_files:
1285
+ - split: train
1286
+ path: zh-min-nan/*
1287
+ - config_name: "zh-yue"
1288
+ data_files:
1289
+ - split: train
1290
+ path: zh-yue/*
1291
+ - config_name: "zu"
1292
+ data_files:
1293
+ - split: train
1294
+ path: zu/*
1295
+ ---
1296
+
1297
+ # Multilingual Embeddings for Wikipedia in 300+ Languages (int8 & binary embeddings)
1298
+
1299
+ This dataset contains the [wikimedia/wikipedia](https://huggingface.co/datasets/wikimedia/wikipedia) dataset dump from 2023-11-01 from Wikipedia in all 300+ languages. The embeddings are provided as **int8** and **ubinary** that allow quick search and reduction of your vector index size up to 32. For more details, see [Cohere int8 & binary Embeddings](https://txt.cohere.com/int8-binary-embeddings/)
1300
+
1301
+ ![int8_binary_comparison](https://txt.cohere.com/content/images/size/w1000/2024/03/Screenshot-2024-03-15-at-7.41.12-PM.png)
1302
+
1303
+ The individual articles have been chunked and embedded with the state-of-the-art multilingual [Cohere Embed V3 embedding model](https://txt.cohere.com/introducing-embed-v3/). This enables an easy way to semantically search across all of Wikipedia or to use it as a knowledge source for your RAG application. In total is it close to 250M paragraphs / embeddings.
1304
+
1305
+ You can also use the model to perform cross-lingual search: Enter your search query in any language and get the most relevant results back.
1306
+
1307
+ ## Loading the dataset
1308
+
1309
+ ### Loading the document embeddings
1310
+ You can either load the dataset like this:
1311
+ ```python
1312
+ from datasets import load_dataset
1313
+ lang = "simple" #Use the Simple English Wikipedia subset
1314
+ docs = load_dataset("Cohere/wikipedia-2023-11-embed-multilingual-v3-int8-binary", lang, split="train")
1315
+ ```
1316
+
1317
+ Or you can also stream it without downloading it before:
1318
+ ```python
1319
+ from datasets import load_dataset
1320
+ lang = "simple" #Use the Simple English Wikipedia subset
1321
+ docs = load_dataset("Cohere/wikipedia-2023-11-embed-multilingual-v3-int8-binary", lang, split="train", streaming=True)
1322
+ for doc in docs:
1323
+ doc_id = doc['_id']
1324
+ title = doc['title']
1325
+ text = doc['text']
1326
+ emb_int8 = doc['emb_int8'] #Int8 embeddings
1327
+ emb_ubinary = doc['emb_ubinary'] #ubinary embeddings
1328
+ ```
1329
+
1330
+ Note, depending on the language, the download can be quite large.
1331
+
1332
+ ## Search - int8 embeddings
1333
+ int8 embeddings keep 99.7-100% of the search quality, while reducing your vector index 4x and speeding-up vector search up to 30%.
1334
+
1335
+ Below example using [usearch](https://github.com/unum-cloud/usearch) to search on int8 embeddings.
1336
+
1337
+ ```python
1338
+ #Run: pip install cohere datasets numpy usearch
1339
+ from datasets import load_dataset
1340
+ import numpy as np
1341
+ import cohere
1342
+ from usearch.index import Index
1343
+
1344
+ co = cohere.Client("YOUR_COHERE_API_KEY") # Add your cohere API key from www.cohere.com
1345
+ lang = "simple"
1346
+
1347
+ #Load at max 1000 chunks + embeddings
1348
+ max_docs = 1000
1349
+ docs_stream = load_dataset(f"Cohere/wikipedia-2023-11-embed-multilingual-v3-int8-binary", lang, split="train", streaming=True)
1350
+
1351
+ docs = []
1352
+ doc_embeddings = []
1353
+ for doc in docs_stream:
1354
+ docs.append(doc)
1355
+ doc_embeddings.append(doc['emb_ubinary'])
1356
+ if len(docs) >= max_docs:
1357
+ break
1358
+
1359
+ doc_embeddings = np.asarray(doc_embeddings)
1360
+
1361
+ #Create the usearch HNSW index on the int8 embeddings
1362
+ num_dim = 1024
1363
+ index = Index(ndim=1024, metric='ip', dtype='i8')
1364
+ index.add(np.arange(len(doc_embeddings)), doc_embeddings)
1365
+
1366
+ #Searching
1367
+ query = 'Who was Alan Turing'
1368
+ query_emb = co.embed([query], model="embed-multilingual-v3.0", input_type="search_query", embedding_types=["int8"]).embeddings
1369
+ query_emb = np.asarray(query_emb.int8, dtype='int8')
1370
+
1371
+ #Search on the index and get top-10 results
1372
+ matches = index.search(query_emb, 10)
1373
+
1374
+ # Print results
1375
+ for match in matches:
1376
+ doc_id = match.key
1377
+ row = df.iloc[doc_id]
1378
+ print(row['title'])
1379
+ print(row['text'])
1380
+ print("----")
1381
+ ```
1382
+
1383
+ ## Search - Binary embeddings
1384
+ Binary embeddings keep 95% of the search quality, while reducing your vector index 32x and speeding-up vector search up to 40x.
1385
+
1386
+ Below example using [faiss](https://github.com/facebookresearch/faiss) to search on binary embeddings.
1387
+
1388
+ ```python
1389
+ #Run: pip install cohere datasets numpy faiss-cpu
1390
+ from datasets import load_dataset
1391
+ import numpy as np
1392
+ import cohere
1393
+ import faiss
1394
+
1395
+ co = cohere.Client("YOUR_COHERE_API_KEY") # Add your cohere API key from www.cohere.com
1396
+ lang = "simple"
1397
+
1398
+ #Load at max 1000 chunks + embeddings
1399
+ max_docs = 1000
1400
+ docs_stream = load_dataset(f"Cohere/wikipedia-2023-11-embed-multilingual-v3-int8-binary", lang, split="train", streaming=True)
1401
+
1402
+ docs = []
1403
+ doc_embeddings = []
1404
+ for doc in docs_stream:
1405
+ docs.append(doc)
1406
+ doc_embeddings.append(doc['emb_ubinary'])
1407
+ if len(docs) >= max_docs:
1408
+ break
1409
+
1410
+ doc_embeddings = np.asarray(doc_embeddings)
1411
+
1412
+ #Create the faiss IndexBinaryFlat index
1413
+ num_dim = 1024
1414
+ index = faiss.IndexBinaryFlat(num_dim)
1415
+ index.add(doc_embeddings)
1416
+
1417
+ #Search
1418
+ def search(index, query, top_k=10):
1419
+ # Make sure to set input_type="search_query"
1420
+ query_emb = co.embed([query], model="embed-multilingual-v3.0", input_type="search_query", embedding_types=["ubinary", "float"]).embeddings
1421
+ query_emb_bin = np.asarray(query_emb.ubinary, dtype='uint8')
1422
+ query_emb_float = np.asarray(query_emb.float, dtype="float32")
1423
+
1424
+ # Phase I: Search on the index with a binary
1425
+ hits_scores, hits_doc_ids = index.search(query_emb_bin, k=min(10*top_k, index.ntotal))
1426
+
1427
+ #Get the results in a list of hits
1428
+ hits = [{'doc_id': doc_id.item(), 'score_bin': score_bin} for doc_id, score_bin in zip(hits_doc_ids[0], hits_scores[0])]
1429
+
1430
+ # Phase II: Do a re-scoring with the float query embedding
1431
+ binary_doc_emb = np.asarray([index.reconstruct(hit['doc_id']) for hit in hits])
1432
+ binary_doc_emb_unpacked = np.unpackbits(binary_doc_emb, axis=-1).astype("int")
1433
+ binary_doc_emb_unpacked = 2*binary_doc_emb_unpacked-1
1434
+
1435
+ scores_cont = (query_emb_float[0] @ binary_doc_emb_unpacked.T)
1436
+ for idx in range(len(scores_cont)):
1437
+ hits[idx]['score_cont'] = scores_cont[idx]
1438
+
1439
+ #Sort by largest score_cont
1440
+ hits.sort(key=lambda x: x['score_cont'], reverse=True)
1441
+
1442
+ return hits[0:top_k]
1443
+
1444
+ query = 'Who was Alan Turing'
1445
+ hits = search(index, query)
1446
+
1447
+ # Print results
1448
+ print("Query:", query)
1449
+ for hit in hits:
1450
+ doc_id = hit['doc_id']
1451
+ print(docs[doc_id]['title'])
1452
+ print(docs[doc_id]['text'])
1453
+ print(docs[doc_id]['url'], "\n")
1454
+ ```
1455
+
1456
+
1457
+
1458
+
1459
+ ## Overview
1460
+
1461
+ The following table contains all language codes together with the total numbers of passages.
1462
+
1463
+ | Language | #Docs |
1464
+ |---|:---:|
1465
+ | en | 41,488,110 |
1466
+ | de | 20,772,081 |
1467
+ | fr | 17,813,768 |
1468
+ | ru | 13,734,543 |
1469
+ | es | 12,905,284 |
1470
+ | it | 10,462,162 |
1471
+ | ceb | 9,818,657 |
1472
+ | uk | 6,901,192 |
1473
+ | ja | 6,626,537 |
1474
+ | nl | 6,101,353 |
1475
+ | pl | 5,973,650 |
1476
+ | pt | 5,637,930 |
1477
+ | sv | 4,911,480 |
1478
+ | ca | 4,156,889 |
1479
+ | ar | 3,691,451 |
1480
+ | cs | 3,118,524 |
1481
+ | he | 2,948,882 |
1482
+ | hu | 2,924,609 |
1483
+ | vi | 2,835,049 |
1484
+ | zh | 2,775,260 |
1485
+ | fi | 2,427,097 |
1486
+ | id | 2,358,335 |
1487
+ | no | 2,211,270 |
1488
+ | sr | 2,154,631 |
1489
+ | fa | 2,073,154 |
1490
+ | tr | 1,775,036 |
1491
+ | ro | 1,770,527 |
1492
+ | el | 1,599,770 |
1493
+ | ko | 1,513,291 |
1494
+ | bg | 1,455,765 |
1495
+ | hy | 1,386,140 |
1496
+ | eu | 1,327,579 |
1497
+ | da | 1,224,982 |
1498
+ | eo | 1,216,706 |
1499
+ | war | 1,185,097 |
1500
+ | sh | 1,139,309 |
1501
+ | tt | 1,119,546 |
1502
+ | arz | 1,089,164 |
1503
+ | gl | 1,056,990 |
1504
+ | et | 1,054,770 |
1505
+ | ce | 1,013,217 |
1506
+ | ast | 1,010,445 |
1507
+ | sl | 984,855 |
1508
+ | hr | 910,923 |
1509
+ | sk | 874,014 |
1510
+ | ms | 869,579 |
1511
+ | be | 857,033 |
1512
+ | th | 839,712 |
1513
+ | az | 817,631 |
1514
+ | uz | 811,028 |
1515
+ | mk | 784,576 |
1516
+ | lt | 770,069 |
1517
+ | bn | 767,965 |
1518
+ | cy | 762,338 |
1519
+ | ta | 685,975 |
1520
+ | simple | 646,424 |
1521
+ | te | 634,778 |
1522
+ | kk | 627,085 |
1523
+ | ka | 595,401 |
1524
+ | hi | 541,822 |
1525
+ | nn | 530,590 |
1526
+ | lv | 484,957 |
1527
+ | af | 461,674 |
1528
+ | ba | 434,939 |
1529
+ | ur | 434,269 |
1530
+ | bs | 396,692 |
1531
+ | sq | 388,788 |
1532
+ | ml | 384,795 |
1533
+ | min | 373,156 |
1534
+ | la | 340,521 |
1535
+ | pnb | 335,958 |
1536
+ | be-x-old | 314,600 |
1537
+ | kn | 309,085 |
1538
+ | azb | 294,248 |
1539
+ | oc | 283,297 |
1540
+ | zh-min-nan | 278,547 |
1541
+ | fy | 248,075 |
1542
+ | my | 241,025 |
1543
+ | lb | 216,558 |
1544
+ | ky | 216,344 |
1545
+ | als | 206,387 |
1546
+ | mr | 203,479 |
1547
+ | br | 200,486 |
1548
+ | pa | 188,091 |
1549
+ | is | 177,272 |
1550
+ | mg | 171,947 |
1551
+ | sw | 171,650 |
1552
+ | ha | 167,807 |
1553
+ | tl | 166,907 |
1554
+ | nds | 166,019 |
1555
+ | an | 143,163 |
1556
+ | jv | 142,104 |
1557
+ | ps | 138,240 |
1558
+ | ig | 132,250 |
1559
+ | new | 128,696 |
1560
+ | tg | 128,237 |
1561
+ | ga | 125,456 |
1562
+ | lld | 125,094 |
1563
+ | su | 124,390 |
1564
+ | cv | 122,671 |
1565
+ | ckb | 120,886 |
1566
+ | si | 119,223 |
1567
+ | mn | 114,878 |
1568
+ | lmo | 103,836 |
1569
+ | io | 101,713 |
1570
+ | gu | 99,450 |
1571
+ | vec | 95,072 |
1572
+ | zh-yue | 89,145 |
1573
+ | bar | 88,238 |
1574
+ | sco | 83,906 |
1575
+ | ne | 83,598 |
1576
+ | ku | 82,935 |
1577
+ | hyw | 82,343 |
1578
+ | pms | 77,834 |
1579
+ | as | 76,093 |
1580
+ | km | 74,177 |
1581
+ | sah | 71,599 |
1582
+ | li | 69,267 |
1583
+ | or | 65,510 |
1584
+ | mt | 64,038 |
1585
+ | szl | 56,836 |
1586
+ | yi | 55,375 |
1587
+ | ht | 55,079 |
1588
+ | dag | 53,343 |
1589
+ | sa | 51,735 |
1590
+ | nv | 49,355 |
1591
+ | bpy | 47,757 |
1592
+ | vo | 47,375 |
1593
+ | ug | 44,764 |
1594
+ | sat | 43,500 |
1595
+ | ia | 42,012 |
1596
+ | bo | 41,438 |
1597
+ | mwl | 41,273 |
1598
+ | sd | 40,395 |
1599
+ | bcl | 39,967 |
1600
+ | mnw | 39,578 |
1601
+ | hsb | 39,560 |
1602
+ | avk | 39,001 |
1603
+ | scn | 38,359 |
1604
+ | rm | 37,436 |
1605
+ | diq | 34,743 |
1606
+ | vep | 33,654 |
1607
+ | xmf | 33,238 |
1608
+ | ban | 32,320 |
1609
+ | wa | 32,132 |
1610
+ | ilo | 31,046 |
1611
+ | nds-nl | 30,918 |
1612
+ | qu | 30,529 |
1613
+ | so | 29,936 |
1614
+ | mhr | 29,619 |
1615
+ | vls | 29,227 |
1616
+ | sc | 28,977 |
1617
+ | fo | 28,809 |
1618
+ | gd | 28,149 |
1619
+ | rw | 28,037 |
1620
+ | gom | 27,792 |
1621
+ | yo | 27,789 |
1622
+ | tum | 26,743 |
1623
+ | wuu | 26,532 |
1624
+ | frr | 26,010 |
1625
+ | sn | 25,941 |
1626
+ | tk | 24,269 |
1627
+ | blk | 24,194 |
1628
+ | mzn | 23,837 |
1629
+ | co | 23,065 |
1630
+ | szy | 22,854 |
1631
+ | am | 22,467 |
1632
+ | shn | 22,432 |
1633
+ | skr | 21,081 |
1634
+ | lfn | 20,781 |
1635
+ | tyv | 20,762 |
1636
+ | lij | 20,553 |
1637
+ | ie | 19,994 |
1638
+ | rue | 19,916 |
1639
+ | crh | 19,016 |
1640
+ | gor | 18,146 |
1641
+ | ary | 17,463 |
1642
+ | dv | 16,941 |
1643
+ | lg | 16,751 |
1644
+ | roa-tara | 16,572 |
1645
+ | bjn | 16,429 |
1646
+ | tw | 16,304 |
1647
+ | bh | 15,938 |
1648
+ | pam | 15,134 |
1649
+ | os | 15,096 |
1650
+ | myv | 15,062 |
1651
+ | gn | 14,983 |
1652
+ | lez | 14,152 |
1653
+ | mai | 13,806 |
1654
+ | kv | 13,534 |
1655
+ | pcd | 13,057 |
1656
+ | zh-classical | 12,791 |
1657
+ | zea | 12,528 |
1658
+ | lo | 12,525 |
1659
+ | gv | 12,074 |
1660
+ | stq | 11,890 |
1661
+ | zu | 11,680 |
1662
+ | smn | 11,672 |
1663
+ | kw | 11,539 |
1664
+ | bat-smg | 11,240 |
1665
+ | hif | 11,215 |
1666
+ | ext | 10,967 |
1667
+ | ace | 10,821 |
1668
+ | trv | 10,546 |
1669
+ | ami | 10,538 |
1670
+ | tcy | 10,531 |
1671
+ | lad | 10,386 |
1672
+ | alt | 10,256 |
1673
+ | pap | 10,187 |
1674
+ | kab | 10,179 |
1675
+ | fur | 10,148 |
1676
+ | nap | 10,079 |
1677
+ | mrj | 9,771 |
1678
+ | kaa | 9,548 |
1679
+ | nqo | 9,153 |
1680
+ | glk | 9,120 |
1681
+ | pfl | 8,790 |
1682
+ | fiu-vro | 8,757 |
1683
+ | nso | 8,635 |
1684
+ | jbo | 8,577 |
1685
+ | bxr | 8,549 |
1686
+ | wo | 8,549 |
1687
+ | olo | 8,530 |
1688
+ | map-bms | 8,393 |
1689
+ | ksh | 8,226 |
1690
+ | csb | 8,085 |
1691
+ | av | 7,873 |
1692
+ | mni | 7,740 |
1693
+ | udm | 7,730 |
1694
+ | mi | 7,643 |
1695
+ | kbp | 7,616 |
1696
+ | dsb | 7,536 |
1697
+ | frp | 7,294 |
1698
+ | om | 7,045 |
1699
+ | ang | 7,023 |
1700
+ | hak | 6,866 |
1701
+ | gur | 6,761 |
1702
+ | se | 6,733 |
1703
+ | anp | 6,704 |
1704
+ | tay | 6,434 |
1705
+ | mdf | 6,351 |
1706
+ | gcr | 6,347 |
1707
+ | koi | 6,300 |
1708
+ | krc | 6,293 |
1709
+ | ay | 5,985 |
1710
+ | cdo | 5,917 |
1711
+ | nrm | 5,786 |
1712
+ | xh | 5,756 |
1713
+ | tn | 5,712 |
1714
+ | tly | 5,598 |
1715
+ | shi | 5,179 |
1716
+ | pcm | 5,076 |
1717
+ | fat | 4,968 |
1718
+ | nia | 4,795 |
1719
+ | dty | 4,728 |
1720
+ | kbd | 4,667 |
1721
+ | gpe | 4,289 |
1722
+ | cbk-zam | 4,224 |
1723
+ | ff | 4,166 |
1724
+ | dz | 4,117 |
1725
+ | guw | 3,982 |
1726
+ | eml | 3,979 |
1727
+ | ln | 3,774 |
1728
+ | inh | 3,768 |
1729
+ | nah | 3,720 |
1730
+ | ab | 3,465 |
1731
+ | ks | 3,255 |
1732
+ | mad | 3,236 |
1733
+ | haw | 3,227 |
1734
+ | gag | 3,076 |
1735
+ | tet | 3,030 |
1736
+ | ny | 2,933 |
1737
+ | pag | 2,727 |
1738
+ | guc | 2,454 |
1739
+ | roa-rup | 2,409 |
1740
+ | jam | 2,387 |
1741
+ | awa | 2,242 |
1742
+ | pdc | 2,239 |
1743
+ | to | 2,165 |
1744
+ | za | 2,132 |
1745
+ | st | 2,051 |
1746
+ | ltg | 2,005 |
1747
+ | atj | 1,967 |
1748
+ | nov | 1,916 |
1749
+ | ss | 1,904 |
1750
+ | pwn | 1,881 |
1751
+ | ee | 1,819 |
1752
+ | sm | 1,659 |
1753
+ | ts | 1,645 |
1754
+ | gan | 1,626 |
1755
+ | xal | 1,619 |
1756
+ | kcg | 1,555 |
1757
+ | cu | 1,477 |
1758
+ | srn | 1,395 |
1759
+ | got | 1,280 |
1760
+ | fon | 1,247 |
1761
+ | din | 1,214 |
1762
+ | arc | 1,167 |
1763
+ | fj | 1,164 |
1764
+ | rmy | 1,113 |
1765
+ | ady | 1,040 |
1766
+ | rn | 1,033 |
1767
+ | bm | 1,017 |
1768
+ | tpi | 957 |
1769
+ | ve | 919 |
1770
+ | ki | 798 |
1771
+ | pnt | 796 |
1772
+ | chr | 788 |
1773
+ | kl | 770 |
1774
+ | lbe | 766 |
1775
+ | bi | 718 |
1776
+ | ti | 706 |
1777
+ | kg | 609 |
1778
+ | pih | 606 |
1779
+ | ch | 513 |
1780
+ | bug | 429 |
1781
+ | ty | 297 |
1782
+ | ik | 275 |
1783
+ | iu | 263 |
1784
+ | pi | 260 |
1785
+ | sg | 204 |
1786
+ | chy | 57 |
1787
+ | cr | 41 |
1788
+ | Total | 247,154,006 |