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Author SHA1 Message Date
github-actions[bot] c2a345ebb1 Release 0.9.0 (#1643)
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
Co-authored-by: marcusschiesser <17126+marcusschiesser@users.noreply.github.com>
2025-02-13 17:34:06 +07:00
Marcus Schiesser d3fa729a30 Cleanups before 0.9 release (#1656) 2025-02-13 17:26:22 +07:00
Thuc Pham c7c08005ec fix: fumadoc build fail (#1655) 2025-02-13 16:24:28 +07:00
Alex Yang bb0ae5e321 chore: fix pkg.pr.new issue (#1651) 2025-02-12 21:19:29 +08:00
Marcus Schiesser f4588bc770 chore: Remove readers package from llamaindex (#1649) 2025-02-12 17:16:41 +07:00
Marcus Schiesser b49037612d remove service context (#1618)
Co-authored-by: thucpn <thucsh2@gmail.com>
2025-02-12 15:10:11 +07:00
Thuc Pham a87efb91a4 docs: update chat engine docs (#1648) 2025-02-12 12:45:26 +07:00
Thuc Pham 6a4a73760b chore: remove re-exporting packages in llamaindex (#1624)
Co-authored-by: Marcus Schiesser <mail@marcusschiesser.de>
2025-02-12 12:44:52 +07:00
Alex Yang 1564831158 ci: fix pkg-pr-new release (#1646) 2025-02-11 22:42:42 +08:00
Alex Yang 4d94f6e50d test: smoke test with cjs/esm dual package (#1644) 2025-02-11 15:02:06 +08:00
Thuc Pham 7bd5d9340c docs: update workflow doc (#1637)
Co-authored-by: Marcus Schiesser <mail@marcusschiesser.de>
2025-02-11 13:41:11 +07:00
Thuc Pham d924c63162 feat: asChatEngine function for index (#1640) 2025-02-11 12:57:15 +07:00
github-actions[bot] 83cff1277c Release 0.8.37 (#1642)
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Co-authored-by: marcusschiesser <17126+marcusschiesser@users.noreply.github.com>
2025-02-11 12:48:58 +07:00
Marcus Schiesser 1c908fd852 Revert "fix: bundle output incorrect (#1638)" (#1641) 2025-02-11 12:27:11 +07:00
github-actions[bot] 56f367f08d Release 0.8.36 (#1639)
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Co-authored-by: himself65 <14026360+himself65@users.noreply.github.com>
2025-02-10 21:49:19 +08:00
Alex Yang cb608b5d01 fix: bundle output incorrect (#1638) 2025-02-10 21:30:36 +08:00
github-actions[bot] bd55bcffff Release 0.8.35 (#1633)
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Co-authored-by: marcusschiesser <17126+marcusschiesser@users.noreply.github.com>
2025-02-10 16:45:42 +07:00
Thuc Pham 6d4d96f8fe chore: update import to workspace pages for examples and docs (#1626)
Co-authored-by: Marcus Schiesser <mail@marcusschiesser.de>
2025-02-10 15:43:29 +07:00
Thuc Pham b6ea2bf964 fix(gemini): use function role for message contains tool-result (#1634) 2025-02-10 12:57:45 +07:00
Parham Saidi 15563a0f70 fix: delete temp competely from params when calling openai o3 (#1629) 2025-02-10 11:07:21 +07:00
github-actions[bot] bd940d1d43 Release 0.8.34 (#1630)
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2025-02-07 16:02:27 +07:00
Thuc Pham 9f8ad37b79 fix: missing peer deps in llamaindex (#1631) 2025-02-07 15:06:41 +07:00
Peter Goldstein 7265f74c24 Add reasoning_effort for o1 and o3 (#1628) 2025-02-07 12:01:48 +07:00
github-actions[bot] e3f1b85846 Release 0.8.33 (#1619)
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Co-authored-by: marcusschiesser <17126+marcusschiesser@users.noreply.github.com>
2025-02-06 15:53:47 +07:00
Peter Goldstein e38e474f86 Add Gemini 2.0 models (#1625) 2025-02-06 15:41:20 +07:00
Parham Saidi 2019a041f7 fix: o3 calls do not support temperature param (#1622) 2025-02-06 10:23:23 +07:00
Thuc Pham 067a4894fe fix: missing condition to stringify tool input (#1620) 2025-02-05 17:25:37 +07:00
clean99 21769c8ad9 Fix: update deprecated response property in examples (#1614)
Co-authored-by: Marcus Schiesser <mail@marcusschiesser.de>
2025-02-05 11:28:32 +07:00
github-actions[bot] 89ea1e1d31 Release 0.8.32 (#1595)
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Co-authored-by: marcusschiesser <17126+marcusschiesser@users.noreply.github.com>
2025-02-04 12:23:47 +07:00
siquick d9bbaf95f3 chore: updated docs and examples to use correct PGVectorStore imports (#1611)
Co-authored-by: Marcus Schiesser <mail@marcusschiesser.de>
2025-02-04 11:18:39 +07:00
Marcus Schiesser 8744796c06 update the versioon of chromadb client (#1616)
Co-authored-by: my8bit <mail@my8bit.name>
2025-02-04 10:58:04 +07:00
Ihor Pavlenko f02621e379 fix: doc links (#1610) 2025-02-04 10:46:04 +07:00
Peter Goldstein 1892e1ce1d Add O3 mini model (#1612) 2025-02-04 10:34:22 +07:00
dependabot[bot] d90d8959a5 chore(deps-dev): bump vite from 5.4.11 to 5.4.12 (#1604)
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Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
2025-02-04 10:33:18 +07:00
Thuc Pham 4df1fe6cca chore: migrate llamaindex llms and embeddings to their own packages (#1615) 2025-02-03 17:32:19 +07:00
Thuc Pham 34faf4821a chore: move vector stores to their own packages (#1605) 2025-01-24 12:45:13 +07:00
Marcus Schiesser b24ffc6174 fix: pinecone import (#1603) 2025-01-21 12:32:05 +07:00
Thuc Pham 82e25c924c fix: remove ignore package from changeset (#1602) 2025-01-21 12:28:39 +07:00
Thuc Pham 1931bbca74 chore: move azure code to own @llamaindex/azure package (#1601) 2025-01-21 12:14:17 +07:00
Thuc Pham 94566169fb chore: move postgres storage classes to @llamaindex/postgres (#1597) 2025-01-20 12:24:44 +07:00
Alex Yang d6c270ec7a feat(cloud): support pass project and org id to llama parse reader (#1594) 2025-01-08 11:23:48 -08:00
github-actions[bot] e3a77044d5 Release 0.8.31 (#1579)
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Co-authored-by: himself65 <himself65@users.noreply.github.com>
2025-01-08 10:42:19 -08:00
Alex Yang fd9c8294e1 chore: bump llamacloud openapi (#1592) 2025-01-06 23:12:41 -08:00
Thuc Pham 0ebbfc1031 fix: clean up docstore when generating embedding fail (#1588)
Co-authored-by: Marcus Schiesser <mail@marcusschiesser.de>
2025-01-07 11:58:09 +07:00
Alex Yang 5dec9f912a chore: bump sdk deps (#1591) 2025-01-06 17:03:15 -08:00
Alex Yang 1f53819b64 chore: bump version (#1583) 2025-01-02 07:43:17 -08:00
Erik d211b7ab13 add tool call history support in chat messages (#1565) 2024-12-22 19:09:38 -08:00
Thuc Pham 057ee146bd fix: add start command for stackblitz (#1577) 2024-12-20 23:55:33 -08:00
Thuc Pham 4a831b192c fix: docs migration issues (#1576) 2024-12-20 16:42:54 +07:00
Thuc Pham cf29ca1bf8 [WIP] feat: remove legacy docs (#1571) 2024-12-20 15:12:01 +07:00
Wassim Chegham 09b933f8da feat: add Azure AI Vector Search (#1485) 2024-12-18 11:26:53 -06:00
Thuc Pham 44c0734106 feat: migrate legacy docs (#1568) 2024-12-18 02:18:47 -08:00
github-actions[bot] a7023b4a93 Release 0.8.30 (#1570)
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
2024-12-16 11:40:25 -08:00
Alex Yang 012495b5ba chore: bump llamacloud sdk (#1569) 2024-12-16 11:10:09 -08:00
github-actions[bot] a8afb9a7a7 Release 0.8.29 (#1566)
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
2024-12-13 19:19:03 -08:00
Peter Goldstein dd596a0cf2 Add Gemini Flash 2.0 Experimental (#1563) 2024-12-13 12:10:46 -08:00
Alex Yang 9e648a0b4f chore: bump version (#1562) 2024-12-11 12:56:38 -08:00
github-actions[bot] bbb87f42ed Release 0.8.28 (#1559)
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
Co-authored-by: himself65 <himself65@users.noreply.github.com>
2024-12-11 12:09:46 -08:00
Parham Saidi 24caf93efe fix: added inference profile mapping for nova models (#1560) 2024-12-11 11:17:40 -08:00
Thuc Pham a9b5b993fa feat: build api reference pages for new documentation site (#1551) 2024-12-11 09:21:21 -08:00
github-actions[bot] f369d3de4f Release 0.8.27 (#1545)
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
Co-authored-by: himself65 <himself65@users.noreply.github.com>
2024-12-11 12:18:21 +07:00
Parham Saidi c1850ee370 feat: Amazon Nova support via Bedrock (#1548) 2024-12-10 18:56:35 -08:00
Marcus Schiesser 086a65141d Add adapter to use Vercel model providers (#1558)
Co-authored-by: Alex Yang <himself65@outlook.com>
2024-12-09 21:02:57 -08:00
Qwertic d99d598491 Update typescript.mdx (#1557) 2024-12-09 19:52:15 -08:00
Gunnar Holwerda a0e6f57d9b Pass options through to userWebpack in withLlamaIndex (#1550) 2024-12-09 19:51:52 -08:00
Gunnar Holwerda e0f6cc3be1 fix: return actual source nodes with compact and refine response synt… (#1554) 2024-12-09 11:00:12 -08:00
Jingyi Zhao 8386510d86 chore: add e2e working example for ingestion (#1543) 2024-12-04 17:36:00 -08:00
Marcus Schiesser b504303c66 fix: allow Node 18 again to make Stackblitz work (#1544) 2024-12-03 20:57:20 -08:00
Marcus Schiesser cf9a9356e0 fix: discord link (#1542) 2024-12-03 11:16:02 +07:00
github-actions[bot] 335020e242 Release 0.8.26 (#1541)
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Co-authored-by: himself65 <himself65@users.noreply.github.com>
2024-12-02 12:23:57 -08:00
Alex Yang 3d1808b5d2 chore: bump version (#1540) 2024-12-02 12:18:51 -08:00
Alex Yang a19cbc7fe0 ci: fix (#1539) 2024-12-02 10:33:44 -08:00
github-actions[bot] b8f0cbc4e0 Release 0.8.25 (#1536)
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
Co-authored-by: marcusschiesser <marcusschiesser@users.noreply.github.com>
2024-12-02 03:02:36 -08:00
Marcus Schiesser 7e8230b056 fix: release missing readers package (#1537) 2024-12-02 17:54:22 +07:00
Alex Yang 8be45899a7 chore: bump version 2024-12-02 02:21:13 -08:00
github-actions[bot] c4800bcf82 Release @llamaindex/vercel@0.0.2 (#1535) 2024-12-02 14:19:40 +07:00
Thuc Pham fd38a253b7 feat: add vercel chat example (#1532)
Co-authored-by: Marcus Schiesser <mail@marcusschiesser.de>
2024-12-02 13:56:28 +07:00
github-actions[bot] 510191cb5d Release 0.8.24 (#1531)
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
2024-11-30 06:05:47 -08:00
Jingyi Zhao 7934ade092 fix: add obsidian reader to index (#1533) 2024-11-30 01:29:45 -08:00
Jingyi Zhao a6c1eab762 feat: data connector for obsidian note taking app (#1529) 2024-11-29 22:39:59 -08:00
crisjy 515f2c1e3d feat: add AzureCosmosDBMongoVectorStore (#1528) 2024-11-28 17:53:09 -08:00
github-actions[bot] dc85649ead Release 0.8.23 (#1526)
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
2024-11-26 17:41:29 -08:00
Alex Yang d2b2722a30 fix: switch tokenizer in cloudflare (#1525) 2024-11-26 15:42:20 -08:00
github-actions[bot] a2bbd62399 Release 0.8.22 (#1520)
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
2024-11-21 23:17:45 -08:00
Alex Yang 969365ca0a feat: add cloudflare worker full example (#1521) 2024-11-21 23:05:40 -08:00
fatmelon 819af453d6 feat: add Azure CosmosDB Mongo vCore Chat store (#1516)
Co-authored-by: root <root@CPC-yangq-FRSGK>
2024-11-21 21:25:41 -08:00
github-actions[bot] 9db36f7384 Release 0.8.21 (#1513)
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
2024-11-19 18:18:35 -08:00
fatmelon efa221116f feat: integrate with azure cosmos db mongo vCore (#1500)
Co-authored-by: root <root@CPC-yangq-FRSGK>
Co-authored-by: Alex Yang <himself65@outlook.com>
2024-11-19 17:58:25 -08:00
Alex Yang 83c3897539 fix: pinecone vector store (#1512) 2024-11-19 17:51:45 -08:00
github-actions[bot] e1cbce1f80 Release 0.8.20 (#1511)
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
2024-11-19 10:01:18 -08:00
Madarco 02b22da384 fix: supports vercel bundling (#1509)
Co-authored-by: Alex Yang <himself65@outlook.com>
2024-11-19 09:52:56 -08:00
github-actions[bot] 0aa61db547 Release 0.8.19 (#1507)
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
2024-11-19 00:01:48 -08:00
Alex Yang 90d265cf47 chore: bump version (#1505) 2024-11-18 18:39:13 -08:00
github-actions[bot] fc2d5ea1cd Release 0.8.18 (#1506)
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
2024-11-18 13:08:32 -08:00
Thuc Pham ef4f63d9f4 refactor: move mockLLM to core (#1493)
Co-authored-by: Alex Yang <himself65@outlook.com>
2024-11-18 11:39:46 -08:00
Thuc Pham d17450fdfb fix: next.js 15 compatibility (#1474)
Co-authored-by: Alex Yang <himself65@outlook.com>
2024-11-18 11:34:05 -08:00
github-actions[bot] 805d2b0d55 Release 0.8.17 (#1504)
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
2024-11-18 10:28:15 -08:00
Marcus Schiesser 6d22fa2a50 feat: Get PromptTemplate template variables at run-time (#1502) 2024-11-18 09:34:26 -08:00
Aman Rao 16f0068175 chore: update azure cosmos db no sql vector store (#1503) 2024-11-18 09:33:20 -08:00
github-actions[bot] 1054c3382a Release 0.8.16 (#1499)
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
2024-11-17 22:28:02 -08:00
Alex Yang e60328b086 fix: import error in cjs (#1498) 2024-11-17 22:24:09 -08:00
Laurie Voss 3371dfb89f Syncing footer to match main site (#1496) 2024-11-16 00:43:44 -08:00
github-actions[bot] 2065a16a07 Release 0.8.15 (#1494)
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
2024-11-15 11:27:52 -08:00
Wassim Chegham 5dae534f8d fix: propagate queryStr to concrete vectorStore (#1495)
Co-authored-by: Alex Yang <himself65@outlook.com>
2024-11-15 11:16:32 -08:00
Aman Rao 3d503cb810 chore: update azure cosmos db (#1484)
Co-authored-by: Alex Yang <himself65@outlook.com>
2024-11-15 00:55:32 -08:00
Thuc Pham daf8522bec feat: use mock llm (#1492) 2024-11-15 14:50:49 +08:00
github-actions[bot] 223f3136b4 Release 0.8.14 (#1491)
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
2024-11-14 21:49:37 -08:00
Thuc Pham c6bad7d951 docs(next): chat UI with rsc example (#1481)
Co-authored-by: Marcus Schiesser <mail@marcusschiesser.de>
2024-11-14 21:33:30 -08:00
Aman Rao 630b425545 feat: add Azure CosmosDB NoSql Chat store (#1490)
Co-authored-by: Alex Yang <himself65@outlook.com>
2024-11-14 21:30:55 -08:00
github-actions[bot] 4c7b891446 Release 0.8.13 (#1480)
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
Co-authored-by: himself65 <himself65@users.noreply.github.com>
2024-11-14 18:25:19 -08:00
Alex Yang a9c5b4899b docs: update docusaurus.config.js (#1489) 2024-11-14 17:36:52 -08:00
Alex Yang a7b0ac3cb7 feat(anthropic): support prompt caching (#1488) 2024-11-14 17:35:21 -08:00
Alex Yang a7540ff47b docs: update (#1486) 2024-11-14 15:46:48 -08:00
Aman Rao c69605f406 feat: add async support to BaseChatStore and BaseChatStoreMemory (#1483)
Co-authored-by: Alex Yang <himself65@outlook.com>
2024-11-14 13:45:50 -08:00
Alex Yang ee20c44d9b feat(workflow): allow send event with no output (#1479) 2024-11-14 00:17:53 -08:00
Alex Yang 1d470363df docs: add banner for legacy (#1478) 2024-11-13 18:16:13 -08:00
github-actions[bot] b39f40dbd8 Release (#1477)
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
Co-authored-by: himself65 <himself65@users.noreply.github.com>
2024-11-13 01:25:40 -08:00
Alex Yang fadc8b8ea0 feat: recoverable data with error handling (#1476) 2024-11-13 01:15:50 -08:00
Alex Yang ea92b6986d chore: update changeset 2024-11-13 01:15:28 -08:00
Alex Yang 17f9022d22 fix: output event check (#1475) 2024-11-13 00:46:35 -08:00
github-actions[bot] 14792cd8b4 Release 0.8.12 (#1473)
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
2024-11-12 16:20:25 -08:00
Alex Yang 7ae6eaa0a2 chore: update changeset 2024-11-12 12:49:17 -08:00
Alex Yang dbb5bd9f23 feat: allow tool_choice for OpenAIAgent (#1472) 2024-11-12 12:46:57 -08:00
github-actions[bot] aacd606204 Release 0.8.11 (#1471)
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
2024-11-12 11:49:22 -08:00
Alex Yang f865c984d3 feat: async get message on chat store (#1470) 2024-11-12 10:59:44 -08:00
github-actions[bot] 7b10882d06 Release 0.8.10 (#1466)
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
Co-authored-by: himself65 <himself65@users.noreply.github.com>
2024-11-11 14:19:46 -08:00
Alex Yang f066e50482 feat: vllm support (#1468) 2024-11-11 13:14:08 -08:00
Alex Yang fd8c882792 refactor: migrate example to new workflow API (#1467) 2024-11-11 12:03:38 -08:00
Alex Yang d89ebe0261 chore: update changeset 2024-11-11 10:11:04 -08:00
Alex Yang 968feb32cd feat: better input type for function tool with zod (#1464) 2024-11-11 10:10:03 -08:00
Alex Yang 43f6f56c5b docs(next): fix turbo.json (#1465) 2024-11-11 10:07:12 -08:00
github-actions[bot] b2364dc5ba Release 0.8.9 (#1460)
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
2024-11-10 23:32:41 -08:00
Alex Yang 67f4db8501 fix: steaming chat in ollama (#1463) 2024-11-10 23:27:09 -08:00
Alex Yang e4151a8b02 feat: support ollama agent (#1462) 2024-11-10 22:38:40 -08:00
Alex Yang 4d4cd8ac6b feat: support ollama tool call (#1461) 2024-11-10 20:46:46 -08:00
Alex Yang 4fc001c8de chore: bump @huggingface/transformers (#1459) 2024-11-10 20:14:44 -08:00
Alex Yang cf675bdc7a chore: bump version (#1458) 2024-11-10 16:43:45 -08:00
github-actions[bot] 660b831b9e Release 0.8.8 (#1457)
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Co-authored-by: himself65 <himself65@users.noreply.github.com>
2024-11-08 23:56:46 -08:00
Alex Yang ad85bd0b46 fix: agent streaming final message & async local storage (#1456) 2024-11-08 22:54:13 -08:00
Alex Yang 18ec1f2f61 chore: separate tokenizers (#1454) 2024-11-08 18:53:05 -08:00
Alex Yang b0fbd8b5c8 docs: update CONTRIBUTING.md (#1455) 2024-11-08 18:38:26 -08:00
github-actions[bot] c0dfc8c641 Release 0.8.7 (#1453)
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
2024-11-08 17:57:02 -08:00
Alex Yang a8d3fa68a1 fix: exports in package.json (#1452) 2024-11-08 16:51:21 -08:00
github-actions[bot] f9470c470a Release 0.8.6 (#1450)
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
2024-11-08 14:57:13 -08:00
Alex Yang 95a5cc6ee1 refactor: move storage into core (#1451) 2024-11-08 14:29:08 -08:00
Peter Goldstein 487782cd98 fix: add missing inference endpoints for the Haiku 3.5 models (#1448) 2024-11-07 20:12:34 -08:00
Alex Yang 58e65d399e refactor: move e2e top level (#1449) 2024-11-07 20:11:15 -08:00
github-actions[bot] fdad3d66ac Release 0.8.5 (#1446)
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
2024-11-07 15:57:54 -08:00
Rozstone a6db5dd29b feat: add baseUrl and timeout option in cohere rerank (#1445)
Co-authored-by: Alex Yang <himself65@outlook.com>
2024-11-07 15:13:13 -08:00
Laurie Voss 7b684c4480 docs: home page tweaks (#1447) 2024-11-07 15:12:54 -08:00
Alex Yang c66868a98a chore: fix turbo cache 2024-11-07 15:05:41 -08:00
Alex Yang 14cc9ebe59 chore: move multi-model into single sub module (#1443) 2024-11-07 15:01:17 -08:00
Aman Rao 396b1e1474 feat: integrate with azure cosmos db (#1444)
Co-authored-by: Wassim Chegham <github@wassim.dev>
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2024-11-07 14:43:19 -08:00
github-actions[bot] 69f3095424 Release (#1438)
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2024-11-07 14:30:26 -08:00
Alex Yang dc8bd5ea92 chore: delete .changeset/fresh-dancers-refuse.md 2024-11-07 09:49:54 -08:00
Marcus Schiesser 4af9a77d8b feat: add example using chat-ui components to docs (#1436)
Co-authored-by: Alex Yang <himself65@outlook.com>
2024-11-07 09:44:47 -08:00
Alex Yang 9c1d094455 docs: fix upload llamacloud script 2024-11-07 09:35:30 -08:00
Alex Yang 0a8e3fdbcd docs(next): fix build (#1441) 2024-11-06 15:23:42 -08:00
Alex Yang 1c0e0e1e1d chore: bump version (#1439) 2024-11-06 10:16:18 -08:00
Parham Saidi 47a7c3ea15 feat: added Haiku 3.5 support via Bedrock (#1437) 2024-11-05 13:03:10 -08:00
Alex Yang 898cff0d6a chore: bump pnpm (#1435) 2024-11-04 20:50:15 -08:00
Alex Yang 9df37edef4 fix: remove usage of pnpx (#1434) 2024-11-04 20:38:08 -08:00
github-actions[bot] f86a7a4fa3 Release 0.8.4 (#1432)
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2024-11-04 14:51:57 -08:00
Aman Rao 35430d3609 feat: add AzureCosmosDBNoSqlVectorStore and SimpleCosmosDBReader (#1331)
Co-authored-by: Alex Yang <himself65@outlook.com>
2024-11-04 13:39:39 -08:00
Alex Yang 3c162b2b4a docs: direct to legacy docs (#1431) 2024-11-04 09:54:54 -08:00
github-actions[bot] 5bb4531245 Release 0.8.3 (#1427)
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2024-11-02 19:05:28 -07:00
Alex Yang 2ff0a89891 fix: expose @llamaindex/node-parser (#1426) 2024-11-02 18:57:05 -07:00
Alex Yang d57917d782 feat: add code splitter and html node parser (#1425) 2024-11-02 15:14:03 -07:00
github-actions[bot] f231e0739f Release (#1424)
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2024-11-01 16:50:36 -07:00
Alex Yang 0765742ef3 feat: revamped workflow (#1422) 2024-11-01 15:59:19 -07:00
github-actions[bot] ec7fd6be5c Release 0.8.2 (#1421)
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2024-10-31 23:54:40 -07:00
Thuc Pham c7a918c3f5 fix: export postprocessors in core (#1419) 2024-10-31 23:40:37 -07:00
Marcus Schiesser 00e681d43b ci: run type-check for reader examples 2024-11-01 12:52:06 +07:00
Alex Yang c01502fb84 docs: update document (#1418) 2024-10-31 14:02:31 -07:00
github-actions[bot] 075f88dbc3 Release 0.8.1 (#1415)
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2024-10-31 11:57:26 -07:00
Alex Yang cc47ee0602 docs: update README.md (#1416) 2024-10-31 11:56:54 -07:00
Alex Yang 5e6ef55a5a chore: drop nodejs 18 support (#1414) 2024-10-31 11:23:29 -07:00
Alex Yang 9c73f0a530 fix(core): async local storage in Setting.with API (#1413) 2024-10-31 11:06:14 -07:00
Alex Yang 52a4d2b83d chore: bump to eslint 9 (#1410) 2024-10-30 18:34:17 -07:00
Alex Yang 0fd78d5434 docs(next): fix update llamacloud (#1409) 2024-10-29 21:47:21 -07:00
github-actions[bot] 5c4f4a8d83 Release 0.8.0 (#1397)
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2024-10-27 20:36:08 -05:00
Alex Yang 620c63cd19 feat: add @llamaindex/readers package (#1404) 2024-10-27 20:28:55 -05:00
Alex Yang cb51ad90ea docs(next): update document (#1402) 2024-10-27 13:44:55 -05:00
Alex Yang 359fd33041 refactor(core): move ContextChatEngine and SimpleChatEngine (#1401) 2024-10-27 00:39:03 -05:00
Alex Yang efb7e1b868 docs(next): ask ai using llamacloud (#1400) 2024-10-27 00:01:55 -05:00
Erik 98ba1e71bd feat: implement context-aware agent functionality. (#1394)
Co-authored-by: Alex Yang <himself65@outlook.com>
2024-10-26 09:23:10 -05:00
Alex Yang fd4b09d375 docs(next): fix shiki theme (#1395) 2024-10-26 08:19:50 -05:00
Alex Yang 7c90e1b6b4 docs(next): update homepage & init setup toturial (#1386) 2024-10-25 18:52:09 -05:00
github-actions[bot] 21ba0a80d1 Release 0.7.10 (#1392)
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2024-10-24 17:43:00 -07:00
Alex Yang 9df9a8fc1d fix: export all huggingface module (#1390) 2024-10-24 15:55:58 -07:00
Alex Yang 60b185ff53 fix: source nodes is empty (#1391) 2024-10-24 15:55:45 -07:00
github-actions[bot] ca75c81bc0 Release 0.7.9 (#1388)
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2024-10-24 12:32:24 -07:00
Alex Yang 691c5bcaf1 fix: export embeddings utils (#1387) 2024-10-24 12:23:57 -07:00
Alex Yang 9ab998c5d5 chore: add bug report template (#1385) 2024-10-24 11:37:04 -07:00
github-actions[bot] 938b417028 Release 0.7.8 (#1384)
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2024-10-24 10:17:01 -07:00
Alex Yang fa60fc66ae fix(env): no esm shim (#1383) 2024-10-24 10:08:49 -07:00
marcusschiesser 5607ed2fec chore: update lock file 2024-10-24 16:05:41 +07:00
github-actions[bot] f57ad6150e Release 0.7.7 2024-10-24 16:05:41 +07:00
Marcus Schiesser 2486bd8f41 feat: Add files_via_content example for LlamaCloud retrieval 2024-10-24 15:55:08 +07:00
Marcus Schiesser e2a0876ddd fix: Remove chunk size limit for prompt helper (use LLM default) 2024-10-24 15:55:08 +07:00
github-actions[bot] a75d899a57 Release 0.7.6 (#1373)
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2024-10-24 00:03:09 -07:00
Alex Yang 809a6e7eea docs(next): generate llamacloud api (#1377) 2024-10-24 00:02:59 -07:00
Wassim Chegham da6eb6474b feat: add user-agent to Azure OpenAI LLM and Embedding (#1367) 2024-10-23 20:28:26 -07:00
Alex Yang cd83f8ee4f fix(next-doc): dark mode & create llama preview (#1376) 2024-10-23 19:23:44 -07:00
Thuc Pham 534d5505cb fix: replicate deps warning in nextjs (#1370) 2024-10-23 19:08:04 -07:00
Alex Yang eb87b96518 feat(next-doc): update create llama preview (#1375) 2024-10-23 19:05:21 -07:00
Alex Yang 9510d45046 chore: fix build command 2024-10-23 18:01:09 -07:00
Alex Yang 9b5b012fdf feat: new doc (#1374) 2024-10-23 17:56:59 -07:00
Parham Saidi a5a75f618d feat: added sonnet 3.5 v2 support via bedrock (#1371) 2024-10-23 10:22:06 -07:00
github-actions[bot] 051faddefd Release 0.7.5 (#1368)
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2024-10-22 22:47:37 -07:00
Thuc Pham 9f22aae57c fix: unable to resolve unpdf in nextjs (#1369) 2024-10-23 11:48:22 +07:00
Marcus Schiesser e9a111d9d3 fix: VectorIndexRetrieverOptions typing (#1366)
Co-authored-by: Alex Yang <himself65@outlook.com>
2024-10-22 11:00:07 -07:00
github-actions[bot] bb7622e4d4 Release 0.7.4 (#1365)
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2024-10-22 00:55:33 -07:00
Alex Yang 06f632b2cb fix(cloud): allow filename in llama parse (#1364) 2024-10-22 00:49:15 -07:00
github-actions[bot] 76b925e62a Release 0.7.3 (#1357)
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2024-10-20 20:15:51 -07:00
Alex Yang 0493f679a4 fix(core): inline python-format-js (#1356) 2024-10-20 20:07:48 -07:00
github-actions[bot] 0e0a627c9a Release 0.7.2 (#1355)
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2024-10-20 19:22:59 -07:00
Alex Yang 4ba2cfe7ab fix(env): align export APIs (#1354) 2024-10-20 17:11:09 -07:00
github-actions[bot] c1578a19d9 Release 0.7.1 (#1342)
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2024-10-20 15:29:19 -07:00
Alex Yang ae49ff4e15 feat: use gpt-tokenizer (#1352) 2024-10-20 15:18:30 -07:00
Alex Yang a75af835a5 chore: fix misc before release (#1351) 2024-10-20 14:34:21 -07:00
Alex Yang 7c7cd34908 fix(pg): allow passing perform setup (#1350) 2024-10-20 14:01:24 -07:00
Alex Yang f651891196 fix: remove internal getImageEmbedModel 2024-10-20 13:21:15 -07:00
Alex Yang 04714c886f chore: move under providers directory (#1349) 2024-10-19 20:19:12 -07:00
Alex Yang cf28574f51 refactor: move clip&huggingface embedding into single package (#1346) 2024-10-19 18:39:52 -07:00
Jason Musgrave 24d065f054 feat: log api response from failed parse jobs (#1348) 2024-10-19 18:39:28 -07:00
Alex Yang b8719586e3 ci: pack all module under packages (#1345) 2024-10-18 17:26:40 -07:00
Alex Yang 07a40aca49 refactor: move llm into single packages (#1344) 2024-10-18 16:12:52 -07:00
Alex Yang 33b562938d refactor: move data-structs module (#1343) 2024-10-18 14:52:39 -07:00
Alex Yang 723b41c23c refactor: move tools into core module (#1316) 2024-10-18 09:45:01 -07:00
Alex Yang 4c38c1be0b fix: do not detect file type in sdk (#1340) 2024-10-18 09:36:01 -07:00
Alex Yang 0dde0ca27f ci: fix pre-release (#1341) 2024-10-17 23:28:58 -07:00
github-actions[bot] f3e0d07f48 Release 0.7.0 (#1337)
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2024-10-17 11:18:29 -07:00
Bruno Bornsztein 1364e8eeed feat: update metadata extractor to use prompt template (#1338) 2024-10-17 11:10:41 -07:00
Bruno Bornsztein 96fc69cc61 feat: use promptTemplate arg correctly. (#1335) 2024-10-16 16:16:03 -07:00
Parham Saidi 3b7736f763 feat: added gemini 002 support (#1336) 2024-10-16 15:52:36 -07:00
Alex Yang a7a7afe66e fix: vector store type (#1334) 2024-10-15 11:53:35 -07:00
github-actions[bot] c646ee2eca Release 0.6.22 (#1333)
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2024-10-15 11:27:21 +07:00
Marcus Schiesser 5729bd92fd fix: LlamaCloud API calls for ensuring and index and for file uploads (#1332) 2024-10-15 11:21:35 +07:00
github-actions[bot] e0e52cf879 Release 0.6.21 (#1329)
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
2024-10-14 15:36:53 +07:00
Thuc Pham 6f75306c17 feat: support metadata filters for Astra (#1330)
Co-authored-by: Marcus Schiesser <mail@marcusschiesser.de>
2024-10-14 15:31:00 +07:00
Thuc Pham 94cb4ad810 feat: ChromaDb metadata filters (#1323)
Co-authored-by: Marcus Schiesser <mail@marcusschiesser.de>
2024-10-14 10:21:52 +07:00
github-actions[bot] 1ea4014746 Release 0.6.20 (#1325)
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2024-10-11 12:55:16 -07:00
Parham Saidi 6a9a7b1458 fix: use init api key for openai embeddings (#1324) 2024-10-11 12:20:20 -07:00
github-actions[bot] 1c168cd531 Release 0.6.19 (#1318)
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
2024-10-10 15:16:02 +07:00
Marcus Schiesser 62cba5236d feat: Add ensureIndex function to LlamaCloudIndex (#1321) 2024-10-10 14:49:12 +07:00
Thuc Pham d265e96420 fix: ignore webpack resolve unpdf for nextjs (#1320)
Co-authored-by: Marcus Schiesser <mail@marcusschiesser.de>
2024-10-10 14:22:38 +07:00
Marcus Schiesser d30bbf799f fix: Convert undefined values to null in LlamaCloud filters (#1319) 2024-10-10 12:00:16 +07:00
Marcus Schiesser 53fd00a7c3 fix: getPipelineId in LlamaCloudIndex (#1317) 2024-10-09 17:51:27 +07:00
Thuc Pham 83f2848d47 feat: add test split nodes with UUID (#1315) 2024-10-09 12:34:46 +07:00
github-actions[bot] 313071e9cd Release 0.6.18 (#1310)
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2024-10-09 12:05:45 +07:00
Marcus Schiesser 5f6782038a Fix that node parsers generate nodes with UUIDs (#1311) 2024-10-09 11:56:02 +07:00
Marcus Schiesser fe08d0451b fix: llamacloud retrieval with multiple pipelines (#1309) 2024-10-09 11:39:55 +07:00
github-actions[bot] 59c5e5c3d4 Release 0.6.17 (#1305)
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2024-10-07 14:44:04 +07:00
Thuc Pham ee697fb1b3 fix: generate uuid when inserting to Qdrant (#1301) 2024-10-07 14:17:04 +07:00
Alex Yang cf3320a4ea fix: improve getResponseSynthesizer type (#1304) 2024-10-06 19:15:55 -07:00
github-actions[bot] f2ed69f2f8 Release 0.6.16 (#1300)
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2024-10-06 18:25:11 -07:00
Alex Yang 3489e7de84 fix: num output incorrect in prompt helper (#1303) 2024-10-06 18:19:05 -07:00
Alex Yang 468bda594e fix: correct warning when chunk size smaller than 0 (#1297) 2024-10-04 12:01:10 -07:00
Thuc Pham 6f3a31caf6 feat: add metadata filters for vector stores (#1289) 2024-10-04 14:25:11 +07:00
Thuc Pham 63e9846e97 fix: preFilters doesnot work with asQueryEngine (#1298) 2024-10-04 14:24:01 +07:00
github-actions[bot] b7382b0d24 Release 0.6.15 (#1295)
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2024-10-03 19:44:55 -07:00
Alex Yang 2a8241328d fix: lazy load openai (#1294) 2024-10-03 17:12:33 -07:00
Alex Yang 0b20ff9f17 fix(cloud): package.json format (#1291) 2024-10-03 17:07:50 -07:00
github-actions[bot] 1fc26046e3 Release 0.6.14 (#1290)
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2024-10-03 16:35:54 -07:00
LAWG b17d439d6d fix: ensure id_ is correctly passed during creation (#1282)
Co-authored-by: lawrencegb <lawrence@3api.com>
Co-authored-by: Alex Yang <himself65@outlook.com>
2024-10-03 11:52:26 -07:00
github-actions[bot] 040160c360 Release 0.6.13 (#1288)
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
2024-10-02 16:35:52 -07:00
Alex Yang 981811efd1 fix(cloud): llama parse reader save image incorrectly (#1287) 2024-10-02 14:31:03 -07:00
github-actions[bot] d563b45a27 Release (#1286)
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
2024-10-02 09:14:15 -07:00
Parham Saidi 2774e80234 feat: Meta Llama 3.2 via bedrock (#1285) 2024-10-02 08:59:09 -07:00
github-actions[bot] 449274ca5a Release 0.6.12 (#1273)
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
2024-09-30 16:34:14 -07:00
Alex Yang 78037a664c chore: update changelog 2024-09-30 16:13:22 -07:00
Alex Yang 1d9e3b1000 fix: export llama reader in non-nodejs runtime (#1279) 2024-09-30 16:13:07 -07:00
Alex Yang df83e32107 fix: bypass service context embed model (#1280) 2024-09-30 16:02:48 -07:00
Thuc Pham f7b4e94231 feat: add filters for pinecone (#1272) 2024-09-30 17:04:43 +07:00
Marcus Schiesser 4c07a2655d text: add cycle test (#1270) 2024-09-29 23:13:59 -07:00
Marcus Schiesser 5c0c8b2ec4 test: add concurrent test for workflows (#1269) 2024-09-29 22:10:21 -07:00
Emmanuel Ferdman e5e18688a6 fix: update reader reference (#1268)
Signed-off-by: Emmanuel Ferdman <emmanuelferdman@gmail.com>
2024-09-28 14:44:44 -07:00
github-actions[bot] b6fb10eba8 Release 0.6.11 (#1267)
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2024-09-27 13:19:52 -07:00
Alex Yang df441e28f4 chore: release for new env package 2024-09-27 12:54:14 -07:00
github-actions[bot] a4e05ec7ab Release 0.6.10 (#1263)
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
2024-09-27 01:51:07 -07:00
irevived1 96f72ad86e fix: openai streaming with token usage and finish_reason (#1265)
Co-authored-by: Alex Yang <himself65@outlook.com>
2024-09-26 17:51:59 -07:00
Alex Yang f3556c011c chore: update changeset 2024-09-26 09:36:20 -07:00
Alex Yang ebc510582b feat: support @vercel/postgres (#1262) 2024-09-25 22:39:32 -07:00
Alex Yang f3bfdc29e3 chore: fix changeset 2024-09-25 20:09:37 -07:00
Alex Yang 6cce3b12ea feat: support npm:postgres (#1248) 2024-09-25 19:40:20 -07:00
Alex Yang 0273e9739a chore: fix docs build with turbo (#1260) 2024-09-25 07:32:37 -07:00
Alex Yang 7c8b883448 fix: turbo cache (#1259) 2024-09-25 04:47:01 -07:00
Alex Yang c2bb418542 chore: fix url in package.json (#1258) 2024-09-25 03:52:33 -07:00
Alex Yang ed6acbead0 fix(core): backward support for legacy typescript (#1257) 2024-09-25 03:19:41 -07:00
Alex Yang 976cce40d7 docs: update README.md (#1255) 2024-09-24 15:03:48 -07:00
Alex Yang e4fd4158bb feat: move agent into core (#1254) 2024-09-24 14:55:40 -07:00
Alex Yang 31d5dffcef refactor: move ollama standalone (#1253) 2024-09-24 12:15:50 -07:00
github-actions[bot] d12edee802 Release 0.6.9 (#1252)
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2024-09-24 10:31:54 -07:00
Alex Yang ac41ed3aae chore: bump cloud sdk version (#1251) 2024-09-24 09:43:45 -07:00
github-actions[bot] d8c1159032 Release 0.6.8 (#1245)
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2024-09-23 18:41:44 -07:00
Alex Yang c856c5becb revert: stream back to first parameter (#1247) 2024-09-23 18:35:36 -07:00
John Wick 50e6b57be0 feat: add Amazon Bedrock Retriever (#1219)
Co-authored-by: Arnaud JEAN <arnajean@amazon.com>
Co-authored-by: ajohn-wick <ajohnwick@mrwick.org>
Co-authored-by: Alex Yang <himself65@outlook.com>
2024-09-23 15:11:53 -07:00
Alex Yang 8b7fdba544 refactor: move chat engine & retriever into core (#1242) 2024-09-23 13:26:26 -07:00
github-actions[bot] 22ae8d0166 Release 0.6.7 (#1244)
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2024-09-23 13:25:02 -07:00
Goran 23bcc379a8 fix: add serializer in doc store (#1243)
Co-authored-by: Alex Yang <himself65@outlook.com>
2024-09-23 13:11:51 -07:00
github-actions[bot] bdc4bfe7b0 Release 0.6.6 (#1241)
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
2024-09-23 11:54:33 -07:00
Goran 025ffe6b50 fix: update PostgresKVStore constructor params (#1240)
Co-authored-by: Alex Yang <himself65@outlook.com>
2024-09-23 10:46:11 -07:00
Cahid Arda Öz a6595747fa feat: add Upstash Vector Store (#1218)
Co-authored-by: ogzhanolguncu <ogzhan11@gmail.com>
Co-authored-by: Alex Yang <himself65@outlook.com>
2024-09-23 10:00:10 -07:00
Marcus Schiesser d902cc3e7e fix: context not working in contextchatengine (#1237) 2024-09-22 15:19:13 -07:00
github-actions[bot] 726eb41359 Release 0.6.5 (#1239)
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2024-09-20 14:24:23 -07:00
André Mazayev e9714dbfcd feat: update PGVectorStore constructor parameters (#1225)
Co-authored-by: Alex Yang <himself65@outlook.com>
2024-09-20 01:34:51 -07:00
Alex Yang a3618e761e chore: fix cache for cloud package (#1236) 2024-09-19 17:48:39 -07:00
github-actions[bot] 24eabe7f35 Release 0.6.4 (#1234)
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2024-09-19 16:42:39 -07:00
Alex Yang ecfa939ea6 ci: enable remote cache (#1233) 2024-09-19 15:40:34 -07:00
Alex Yang b48bcc3add feat: support custom @xenova/transformers (#1232) 2024-09-19 14:55:23 -07:00
github-actions[bot] fa01fa2051 Release 0.6.3 (#1220)
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2024-09-19 12:38:23 -07:00
Alex Yang fb36eff5e1 fix: use Blob instead of File (#1231) 2024-09-19 12:32:10 -07:00
Alex Yang d24d3d1e8c fix: print warning when llama parse reader has error (#1230) 2024-09-19 09:41:37 -07:00
Aaron Ji 5c4badbcca chore: add 'late_chunking' for Jina embedding (#1223) 2024-09-18 17:38:46 +07:00
Alex Yang 2cd1383dc8 feat: align response-synthesizers & chat-engine module (#1169) 2024-09-17 15:44:44 -07:00
github-actions[bot] 72440c101f Release 0.6.2 (#1217)
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2024-09-16 16:40:33 -07:00
Alex Yang 423d66b07a refactor: chat memory & chat history into core module (#1201) 2024-09-16 16:09:17 -07:00
Alex Yang b42adebd51 fix: get job result in llama parse reader (#1216) 2024-09-16 16:05:47 -07:00
Alex Yang 749b43a3b1 fix: multi model embedding (#1215) 2024-09-16 15:51:24 -07:00
github-actions[bot] 8daaef44ee Release 0.6.1 (#1202)
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2024-09-16 13:08:49 -07:00
Alex Yang ac07e3cbe6 fix: replace instanceof check with .type check (#1214) 2024-09-16 12:46:40 -07:00
Alex Yang 1a6137b323 feat: experimental support for browser (#1213) 2024-09-16 12:11:24 -07:00
Alex Yang 85c2e198a4 feat: llama cloud sdk update (#1206) 2024-09-16 09:29:33 -07:00
Fabian Wimmer 01263c4cfd docs: fix false params (#1211) 2024-09-16 07:55:59 -07:00
Thuc Pham fbd5e0174d refactor: move groq as llm package (#1209) 2024-09-16 17:44:14 +07:00
Marcus Schiesser 70ccb4ae65 feat: allow arbitrary types in workflow's StartEvent and StopEvent (#1210) 2024-09-16 16:31:08 +07:00
Alex Yang 7eb331774d chore: bump typescript (#1205) 2024-09-13 13:18:35 -07:00
Alex Yang 24a3f058a3 chore: update build script (#1204) 2024-09-13 11:44:40 -07:00
Fabian Wimmer 84c28f95f9 docs: restructure, add API references (#1196) 2024-09-13 11:22:37 -07:00
Alex Yang 7af57982fe test: enable dom & edge runtime (#1203) 2024-09-13 10:43:18 -07:00
Aaron Ji 6b70c5408f chore: update JinaEmbedding for v3 release (#1187) 2024-09-13 09:44:43 -07:00
github-actions[bot] 74fc725f37 Release 0.6.0 (#1199)
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2024-09-13 16:07:16 +07:00
Marcus Schiesser a0a74aed60 fix: release openai package (#1200) 2024-09-13 16:01:00 +07:00
Marcus Schiesser 11feef8c82 Add workflows (#1188)
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2024-09-13 15:46:02 +07:00
github-actions[bot] 9c5ff164ac Release 0.5.27 (#1195)
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2024-09-12 13:47:11 -07:00
Alex Yang 7edeb1c2d7 feat: decouple openai from llamaindex module (#1194) 2024-09-12 13:36:08 -07:00
github-actions[bot] 8b95abdc85 Release 0.5.26 (#1193)
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2024-09-12 11:38:07 -07:00
Alex Yang ffe0cd1ef1 chore: update changelog 2024-09-12 11:33:32 -07:00
Alex Yang 5d2111a19f feat: init support openai o1 model (#1192) 2024-09-12 11:31:05 -07:00
Alex Yang 68ac7fd57f ci: fix syntax (#1186) 2024-09-11 16:54:39 -07:00
Alex Yang 7320d96a36 fix: waku build (#1185) 2024-09-11 15:36:39 -07:00
Goran ee17fb475b feat: add PostgreSQL storage (#1180) 2024-09-11 12:31:04 -07:00
github-actions[bot] 28b877e31f Release 0.5.25 (#1182)
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2024-09-11 12:08:39 -07:00
Alex Yang 4389b80a52 docs: update README.md (#1183) 2024-09-11 11:07:00 -07:00
Alex Yang d3bc663951 fix: vector store cleanup (#1175) 2024-09-11 10:20:55 -07:00
Kieran Simkin 4810364788 fix: handle RouterQueryEngine with string query (#1181) 2024-09-11 10:19:59 -07:00
github-actions[bot] 2dcad52dd9 Release 0.5.24 (#1178)
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2024-09-10 23:48:51 -07:00
Alex Yang 0bf8d80b12 fix: llama cloud api build 2024-09-10 23:39:58 -07:00
github-actions[bot] e4bba02aec Release 0.5.23 (#1174)
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2024-09-10 11:41:49 -07:00
Alex Yang 1caa0da657 chore: fix changeset 2024-09-10 11:34:07 -07:00
Alex Yang 711c814bb2 fix: patch python-format-js (#1173) 2024-09-10 09:49:36 -07:00
Alex Yang 5b832eb927 fix: strict type check (#1170) 2024-09-10 09:28:44 -07:00
Alex Yang 49988431f6 refactor: move settings.llm into core package (#1165) 2024-09-09 10:45:57 -07:00
Alex Yang 72d65dd51a docs: fix example (#1168) 2024-09-09 10:45:30 -07:00
Alex Yang 553bc55b19 refactor: move PromptHelper into core package (#1166) 2024-09-09 10:15:21 -07:00
Alex Yang fc6f69833c fix: example code (#1167) 2024-09-09 10:11:58 -07:00
github-actions[bot] c7fd06841f Release 0.5.22 (#1164)
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2024-09-09 09:27:26 -07:00
Thuc Pham 4648da6849 fix: wrong tiktoken version caused NextJs CL template run fail (#1162) 2024-09-09 09:23:13 -07:00
Fabian Wimmer 0188cf3bb6 docs: fix typos, add API references (#1161) 2024-09-09 11:40:05 +07:00
Alex Yang e0b4f9c047 refactor: move constant into core module (#1158) 2024-09-06 20:29:08 -07:00
github-actions[bot] 4895bba96e Release 0.5.21 (#1140)
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2024-09-06 15:26:14 -07:00
Alex Yang 76d1df817b chore: update tall-kangaroos-sleep.md 2024-09-06 15:11:10 -07:00
Ryan Lee 83d7f415e2 fix: database insertion for PGVectorStore (#1157) 2024-09-06 14:32:48 -07:00
Fabian Wimmer ae1149ffaf feat: add json streaming to JSONReader (#1119) 2024-09-06 11:22:21 -07:00
Alex Yang 0148354dbe refactor: prompt system (#1154) 2024-09-06 11:22:08 -07:00
Thuc Pham 11b3856334 feat: implement filters for MongoDBAtlasVectorSearch (#1142) 2024-09-05 14:11:31 +07:00
Philipp Serrer e8f229cd01 chore: remove logging from mongodb atlas vector store (#1145) 2024-09-03 18:01:52 -07:00
Alex Yang 75b70e5824 fix: remove Stream API polyfill (#1149) 2024-09-03 18:01:42 -07:00
Marcus Schiesser 1711f6d8fc fix: Export imageToDataUrl for using images in chat (#1146) 2024-09-03 10:56:30 +07:00
Alex Yang 20d16abdf4 chore: bump version (#1143) 2024-08-30 13:08:14 -07:00
Thuc Pham 2411c9fbd0 feat: Auto-create index for MongoDB vector store (if not exists) (#1139)
Co-authored-by: Marcus Schiesser <mail@marcusschiesser.de>
2024-08-30 14:24:20 +07:00
Phil Nash be3e280f2a Updates references to SimpleNodeParser to SentenceSplitter. (#1129) 2024-08-30 11:15:57 +07:00
github-actions[bot] 2afcbe6587 Release 0.5.20 (#1132)
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
2024-08-28 10:43:26 +07:00
Marcus Schiesser 22ff486fbe fix: Add tiktoken WASM to withLlamaIndex (#1134)
Co-authored-by: Thuc Pham <51660321+thucpn@users.noreply.github.com>
2024-08-28 10:39:14 +07:00
Thuc Pham eed0b0415d fix: use metadata mode LLM for generating context (#1133)
Co-authored-by: Marcus Schiesser <mail@marcusschiesser.de>
2024-08-23 22:56:18 +07:00
Sebastian van Gerwen d9d6c56ed5 pgvectorstore support new conditions and operations (#1131)
Co-authored-by: Sebastian van Gerwen <svangerwen@invertigro.com>
Co-authored-by: Marcus Schiesser <marcus.schiesser@googlemail.com>
2024-08-23 14:40:39 +07:00
github-actions[bot] f99a237093 Release 0.5.19 (#1128)
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2024-08-19 14:04:47 +07:00
Thuc Pham fcbf18344c feat: implement llamacloud file service (#1125) 2024-08-19 14:01:41 +07:00
github-actions[bot] bf8cbeb6c5 Release 0.5.18 (#1124)
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2024-08-19 12:53:28 +09:00
Alex Yang e27e7dd054 chore: bump natural to 8.0.1 (#1126) 2024-08-17 07:15:08 -07:00
Thuc Pham 8b66cf4341 feat: support organization id in llamacloud index (#1123)
Co-authored-by: Marcus Schiesser <mail@marcusschiesser.de>
2024-08-15 13:51:48 +07:00
github-actions[bot] 6f4549bdea Release 0.5.17 (#1117)
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
2024-08-12 17:45:29 +07:00
Thuc Pham c654398f75 feat: implement Weaviate Vector Store in TS (#1109) 2024-08-12 17:41:05 +07:00
github-actions[bot] 0664a99945 Release 0.5.16 (#1115)
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2024-08-09 22:09:34 -07:00
Alex Yang 58abc5731b chore: update changeset 2024-08-09 22:06:43 -07:00
github-actions[bot] 7498b1e0f1 Release 0.5.15 (#1108)
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2024-08-09 14:36:47 -07:00
Alex Yang 07a275fea5 chore: bump openai (#1113) 2024-08-09 12:56:30 -07:00
Alex Yang 1b6263e08d fix: export schema in top level (#1112) 2024-08-09 10:10:12 -07:00
Alex Yang 089f1d49c0 refactor: migrate reader type into core (#1111) 2024-08-09 09:53:50 -07:00
Thuc Pham 01c184c608 feat: add is_empty operator for filtering vector store (#1107) 2024-08-09 14:50:57 +07:00
github-actions[bot] 1752463ee6 Release 0.5.14 (#1103)
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2024-08-07 17:03:00 -07:00
Peter Goldstein c825a2f743 Add gpt-4o-mini to Azure. Add 2024-06-01 API version for Azure (#1102) 2024-08-06 14:23:28 +07:00
github-actions[bot] ba058dc8d4 Release 0.5.13 (#1100)
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2024-08-02 09:50:07 -07:00
Philipp Serrer 04b2f8e062 fix: metadata should not be included after sentence splitter (#1099) 2024-08-02 09:22:04 -07:00
Alex Yang 62b874e14f fix: enforce no-base-to-string (#1097) 2024-08-01 14:05:19 -07:00
github-actions[bot] 9c9e9b4e03 Release 0.5.12 (#1091)
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
2024-07-30 15:46:39 -07:00
Alex Yang e3c307ab55 chore: fix changeset 2024-07-30 15:32:24 -07:00
André Lago b1b2baa969 docs: fix minor typo (#1092) 2024-07-30 15:07:46 -07:00
Marcus Schiesser 0452af91cc fix: handling errors in splitBySentenceTokenizer (#1087)
Co-authored-by: Alex Yang <himself65@outlook.com>
2024-07-30 09:36:58 -07:00
Marcus Schiesser da5cfc42e5 fix: integrate with create-llama (#1088)
Co-authored-by: Alex Yang <himself65@outlook.com>
2024-07-30 08:19:32 -07:00
Alex Yang eb89223386 chore: bump bunchee@5.3.1 (#1090) 2024-07-30 08:19:01 -07:00
Alex Yang 93dc3a31b3 fix: lock hey-api version (#1089) 2024-07-30 08:00:05 -07:00
Fabian Wimmer 345300f110 feat: add split by page mode to LlamaParseReader (#924) 2024-07-29 16:16:46 +07:00
github-actions[bot] f322c5d202 Release 0.5.11 (#1082)
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2024-07-26 21:26:11 -07:00
Parham Saidi 376d29a78f feat: meta3.1 405b tool calling support (#1080) 2024-07-26 19:53:24 -07:00
Parham Saidi 224d507ab5 fix: prevent anthropic tool calling getting mixed with conversation (#1078) 2024-07-26 09:55:22 -07:00
Alex Yang 1f680d731d chore: bump llamacloud api (#1081) 2024-07-26 09:53:50 -07:00
github-actions[bot] f0a1cc51b4 Release 0.5.10 (#1074)
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2024-07-25 16:43:17 -07:00
Alex Yang fee3280799 chore: fix changelog 2024-07-25 11:21:16 -07:00
Alex Yang 54925bf1ae chore: fix changelog 2024-07-25 11:20:47 -07:00
Alex Yang 91d02a4fc0 feat: support transform component callable (#1072) 2024-07-25 11:19:57 -07:00
Erik 086b94038e feat: add DeepSeek LLM class and documentation (#1071) 2024-07-25 11:15:34 -07:00
Fabian Wimmer 5d5716b339 feat: add a reader for JSON data (#1063) 2024-07-25 09:40:54 -07:00
Fabian Wimmer fb6db454d4 feat: update/add pageSeparator params to LlamaParseReader (#1051) 2024-07-25 15:09:43 +07:00
Marcus Schiesser e4d4e0d024 docs: update CONTRIBUTING.md (#1073) 2024-07-25 00:59:45 -07:00
Diego Ferreiro Val 17724d961e feat: add support for buffer on loadJSON API on LlamaParseReader (#1069)
Co-authored-by: Alex Yang <himself65@outlook.com>
2024-07-25 14:44:46 +07:00
github-actions[bot] 6776910c93 Release 0.5.9 (#1070)
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2024-07-24 12:04:51 -07:00
Alex Yang 15962b36f0 feat: node parser refactor (#1065) 2024-07-24 10:46:00 -07:00
Parham Saidi 3d9a802734 feat: bedrock meta llama 3.1 8b, 70b and 405B (#1068) 2024-07-24 10:45:49 -07:00
github-actions[bot] 9cd8f8b0cf Release 0.5.8 (#1067)
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2024-07-24 01:43:09 -07:00
Alex Yang b44330cbc6 chore: fix changelog 2024-07-24 01:28:40 -07:00
Niels Swimberghe 3d5ba0873c fix: update user agent in AssemblyAI (#1039)
Co-authored-by: Alex Yang <himself65@outlook.com>
2024-07-24 00:50:35 -07:00
Thuc Pham d917cdc3fa feat: add azure interpreter tool to tool factory (#1064) 2024-07-23 16:04:36 +07:00
github-actions[bot] b370edf329 Release 0.5.7 (#1062)
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2024-07-22 10:07:44 -07:00
Marcus Schiesser ec59acd329 fix: bundling issue with pnpm (#1060)
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2024-07-22 09:37:13 -07:00
github-actions[bot] c69e740c56 Release 0.5.6 (#1048)
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2024-07-18 15:20:19 -07:00
Alex Yang 6cf6ae631c feat: abstract query type (#1052) 2024-07-18 13:27:02 -07:00
Alex Yang 2562244fb6 feat: add gpt4o-mini (#1057) 2024-07-18 12:50:51 -07:00
Thuc Pham a2691ee163 fix: always return false when key not exist in metadata (#1056) 2024-07-18 22:52:00 +07:00
Marcus Schiesser ab700ea546 fix: Add missing authentication to LlamaCloudIndex.fromDocuments (#1055) 2024-07-18 16:32:07 +07:00
Marcus Schiesser e775afc3f2 docs: clarify similarityTopK usage (#1053) 2024-07-18 16:24:49 +07:00
Alex Yang 92f07824a7 feat: use query bundle (#702) 2024-07-17 20:17:06 -07:00
Igor Soares b7cfe5bce6 fix: passing max_token option to replicate's api call (#1050)
Co-authored-by: Alex Yang <himself65@outlook.com>
2024-07-17 12:00:30 -07:00
Chris Paganon 3ccfb28352 docs: fix deprecated similarityTopK for retriever (#1049) 2024-07-17 11:59:28 -07:00
Thuc Pham 325aa51e51 feat: implement Jina embedding through Jina api (#995)
Co-authored-by: Marcus Schiesser <mail@marcusschiesser.de>
2024-07-17 20:57:14 +07:00
Marcus Schiesser d1d9bd6e41 docs: add metadata filter operators (#1047) 2024-07-17 17:00:37 +07:00
github-actions[bot] 9a71382243 Release 0.5.5 (#1046)
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2024-07-17 16:26:38 +07:00
Thuc Pham b974eea341 feat: add MetadataFilter for SimpleVectorStore and Milvus (#1030)
Co-authored-by: Marcus Schiesser <mail@marcusschiesser.de>
2024-07-17 16:21:21 +07:00
github-actions[bot] e82632f83d Release 0.5.4 (#1043)
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2024-07-16 14:53:20 -07:00
Fabian Wimmer 1a65ead849 feat: add vendorMultiModal params to LlamaParseReader (#1042) 2024-07-16 14:20:34 -07:00
Alex Yang 50b7d1b7bb refactor: put embedding into core (#1041) 2024-07-16 10:49:03 -07:00
github-actions[bot] 09beb72f5b Release 0.5.3 (#1038)
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2024-07-16 10:25:27 -07:00
Fabian Wimmer 9bbbc67c8e feat: add a reader for Discord messages (#1040) 2024-07-16 10:19:48 -07:00
Brian Peiris b3681bf681 fix: DataCloneError when using FunctionTool (#1037) 2024-07-14 15:24:49 -07:00
Alex Yang b548b1443b chore: bump version (#1032) 2024-07-12 15:14:27 -07:00
github-actions[bot] 0e980d962d Release 0.5.2 (#1035)
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2024-07-12 11:44:32 -07:00
Alex Yang 3ed6acc6a6 chore: bump cloud api (#1036) 2024-07-12 11:21:37 -07:00
Parham Saidi 56746c240f fix: bedrock handle empty content and added max tokens export (#1034) 2024-07-12 09:47:49 -07:00
Alex Yang 5c1c2c7f5b ci: only commit lock file (#1031) 2024-07-10 10:17:35 -07:00
github-actions[bot] a699086f46 Release 0.5.1 (#1028)
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2024-07-09 15:36:20 -07:00
Alex Yang 454c204112 chore: bump version (#1029) 2024-07-09 13:42:09 -07:00
Julius Lipp 277468160d feat: add mixedbread ai integration (#953) 2024-07-09 09:36:43 -07:00
Ranjan Mangla a0f424e592 fix: corrected the regex in the ReactAgent (#1022)
Signed-off-by: ranjanmangla1 <ranjanmangla1@gmail.com>
2024-07-09 08:55:38 -07:00
github-actions[bot] 3ae832ca28 Release 0.5.0 (#1024)
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2024-07-08 17:16:46 -07:00
Alex Yang 16ef5dd631 feat: simplify callback manager (#1027) 2024-07-08 16:44:54 -07:00
Alex Yang c4bd0a5215 refactor: move llm & callback manager to core module (#1026) 2024-07-08 15:48:59 -07:00
Alex Yang f5c8ca7dfb chore: use bunchee bundler for all (#1025) 2024-07-08 09:45:55 -07:00
Sacha Bron 36ddec44af fix: typo in custom page separator parameter for LlamaParse (#1023) 2024-07-08 09:27:51 -07:00
github-actions[bot] c147d8a271 Release 0.4.14 (#1021)
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2024-07-05 15:26:31 -07:00
Alex Yang 1c444d58b6 feat(cloud): update openapi.json (#1020) 2024-07-05 15:01:22 -07:00
github-actions[bot] 1f910f7566 Release 0.4.13 (#1016)
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2024-07-05 11:44:37 -07:00
Thuc Pham 99826cff43 fix: missing dispatch retrieve event on llamacloud retriever (#1018) 2024-07-05 20:43:26 +07:00
Fabian Wimmer e8f8bea969 feat: add boundingBox and targetPages to LlamaParseReader (#1017) 2024-07-05 14:32:26 +07:00
Fabian Wimmer 304484b77a feat: add ignoreErrors flag to LlamaParse (#959)
Co-authored-by: Marcus Schiesser <marcus.schiesser@googlemail.com>
2024-07-04 20:51:05 +07:00
abgita 29fed77d58 Fixed a typo in the retriever description (#1009) 2024-07-04 20:15:20 +07:00
Alex Yang db070588c8 ci: fix setup pnpm (#1014) 2024-07-03 12:11:48 -07:00
github-actions[bot] 76deca7fea Release 0.4.12 (#1013)
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2024-07-03 10:24:22 -07:00
Alex Yang f326ab86d2 chore: bump version 2024-07-03 10:20:46 -07:00
Cássio de Freitas e Silva ca8d9709e0 feat: add support for Meta LLMs in AWS Bedrock (#960) 2024-07-03 01:27:58 -07:00
github-actions[bot] e0af059221 Release 0.4.11 (#1008)
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
2024-07-02 15:07:03 -07:00
Alex Yang 8bf5b4acfd fix: llama parse input spreadsheet (#1007) 2024-07-02 14:48:51 -07:00
Alex Yang 93a003baa0 ci: pre release (#1005) 2024-07-02 00:40:45 -07:00
github-actions[bot] 5d9b0bd3f0 Release 0.4.10 (#1003)
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2024-07-01 23:59:52 -07:00
Alex Yang 9a5525e1b3 refactor(core): migrate llms type (#1002) 2024-07-01 20:13:35 -07:00
Peron 7dce3d28d3 fix: disable External Filters for Gemini (#994)
Co-authored-by: Alex Yang <himself65@outlook.com>
2024-07-01 18:28:22 -07:00
github-actions[bot] d4c1482c1c Release 0.4.9 (#1001)
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
2024-07-01 17:20:47 -07:00
Alex Yang 3a96a483a6 fix: anthropic image input (#999) 2024-07-01 16:03:30 -07:00
Alex Yang 7467fce2d4 docs: remove cloudflare worker section (#1000) 2024-07-01 16:01:55 -07:00
github-actions[bot] 06af08cac4 Release 0.4.8 (#998)
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2024-07-01 15:07:50 -07:00
Alex Yang 83ebdfb1c5 fix: next.js binding (#997) 2024-07-01 14:52:57 -07:00
github-actions[bot] 835b1ac000 Release 0.4.7 (#986)
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2024-06-28 22:58:14 -07:00
Alex Yang f10b41dbc1 chore: fix release files (#991) 2024-06-28 13:36:55 -07:00
Wassim Chegham 41fe871e2f feat: add support for azure dynamic session tool (#942)
Co-authored-by: Marcus Schiesser <marcus.schiesser@googlemail.com>
2024-06-27 13:18:05 -07:00
Alex Yang 321c39ddc7 fix: generate api as class (#988) 2024-06-27 09:58:00 -07:00
Alex Yang f7f1af0139 fix: llamacloud sdk edge case (#985) 2024-06-26 23:10:04 -07:00
github-actions[bot] a8c9c279d6 Release 0.4.6 (#981)
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2024-06-26 17:22:28 -07:00
Alex Yang eece129831 feat: migrate @llamaindex/cloud package (#984) 2024-06-26 16:51:47 -07:00
Alex Yang 80e4f51a83 fix: remove check-minor-version.mjs
We no longer need that
2024-06-26 15:31:08 -07:00
Alex Yang 22ff0837c3 feat: init @llamaindex/core (#938) 2024-06-26 15:28:57 -07:00
Alex Yang 74d7e05bcb ci: continue when commit lockfile error (#982) 2024-06-26 11:06:06 -07:00
Parham Saidi 1feb23bb83 feat: added Gemini tool calling support (#973) 2024-06-26 10:49:11 -07:00
Marcus Schiesser 08c55ec258 fix: Add metadata to PDFs and use Uint8Array for readers content (#980) 2024-06-26 10:16:23 -07:00
github-actions[bot] 394e797567 Release 0.4.5 (#979)
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2024-06-26 17:42:19 +07:00
Parham Saidi 6c3e5d08b8 fix: switch to correct reference for a static function (#978) 2024-06-26 17:35:22 +07:00
github-actions[bot] 6e19482814 Release 0.4.4 (#977)
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2024-06-26 14:46:48 +07:00
Marcus Schiesser 42eb73a08f fix: IngestionPipeline not working without vectorStores (#976) 2024-06-26 14:30:58 +07:00
github-actions[bot] 4b59ffee45 Release 0.4.3 (#971)
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
2024-06-25 15:38:10 -07:00
Alex Yang d4e853c8b5 fix: stronger type declaration (#975) 2024-06-25 15:22:13 -07:00
Alex Yang a94b8ec3d2 chore: fix misc (#974) 2024-06-25 14:41:26 -07:00
Alex Yang ed57e6b7be docs: remove i18n temporary (#972) 2024-06-25 14:00:07 -07:00
Alex Yang 05f006e7e1 chore: fix llamaindex version 2024-06-25 12:21:22 -07:00
Alex Yang c3aed72c29 chore: skip install when releasing new version 2024-06-25 12:08:53 -07:00
Alex Yang 7deba94e6b chore: fix lock file 2024-06-25 11:57:04 -07:00
github-actions[bot] d15811f09f Release 0.4.2 (#966)
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2024-06-25 11:23:01 -07:00
Tasmiyah Iqbal 2ef62a93bb feat: added support for embeddings via HuggingFace Inference API (#929) 2024-06-25 11:16:41 -07:00
Fabian Wimmer 9015aea527 docs: LlamaParse JSON + SimpleDirectoryReader (#970) 2024-06-25 11:16:27 -07:00
Emanuel Ferreira 4bb401e6f9 feat: upgrade llamacloud index (#944)
Co-authored-by: Alex Yang <himself65@outlook.com>
2024-06-25 10:52:06 -07:00
Parham Saidi a87a4d1222 feat: tool calling for Bedrock's Claude and General LLM Agent (#955) 2024-06-25 10:51:40 -07:00
Marcus Schiesser d27ad16335 test: add e2e test for nextjs/node with tokenizer (#963) 2024-06-25 10:02:01 -07:00
Marcus Schiesser 20498a2bce fix: use tiktoken instead of tiktoken/lite (#967) 2024-06-25 09:51:08 -07:00
Andy Garvin 0730140e62 fix: include node relationships when converting jsonToDoc (#968) 2024-06-25 22:59:16 +07:00
Andy Garvin 810711d355 docs: change references from core package to llamaindex (#969) 2024-06-25 22:55:37 +07:00
Marcus Schiesser f3b34b457c docs: add changeset (#965) 2024-06-25 21:36:00 +07:00
Fabian Wimmer 6f4b9f3372 docs: fix broken links, add API References (#962) 2024-06-24 19:10:16 -07:00
Fabian Wimmer 01658fdb31 docs: update data loaders (#961) 2024-06-24 10:45:17 -07:00
Alex Yang 66c26d9cce fix: json import (#958) 2024-06-21 11:27:08 -07:00
Marcus Schiesser a4060a7914 docs: update anthropic examples to use claude 3.5 (#954) 2024-06-21 17:27:56 +07:00
github-actions[bot] 469e438741 Release 0.4.1 (#949)
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2024-06-21 17:26:01 +07:00
Marcus Schiesser 56fabbb4f5 fix: Release env changes to tokenizer (#952) 2024-06-21 16:58:02 +07:00
Alex Yang dfd8cc1ba4 chore: fix new-version script (#950) 2024-06-20 16:34:09 -07:00
Fabian Wimmer cba54061a2 fix: every Llama Parse job being called "blob" (#946)
Co-authored-by: Alex Yang <himself65@outlook.com>
2024-06-20 16:32:20 -07:00
Peter Goldstein ed467a9889 feat: add Anthropic Claude 3.5 Sonnet model (#948) 2024-06-20 16:21:58 -07:00
Alex Yang 3c4791007f fix: groq llm (#947) 2024-06-20 16:19:55 -07:00
Alex Yang 8f16a179c3 chore: fix lock 2024-06-20 12:51:34 -07:00
github-actions[bot] ce3a4cac6c Release 0.4.0 (#923)
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2024-06-20 12:38:05 -07:00
Alex Yang be46044b98 build: fix check-minor-version.mjs 2024-06-20 12:31:13 -07:00
Alex Yang 154c7f8e36 chore: bump version (#945) 2024-06-20 12:25:59 -07:00
Alex Yang 8b6c2b45a6 chore: fix version release (#937) 2024-06-17 16:42:38 -07:00
Parham Saidi b1a4a74270 docs: updated Bedrock Opus region and added a basic README (#935) 2024-06-17 14:34:14 -07:00
Alex Yang d7fb095fbd refactor: rename directory core to llamaindex (#936) 2024-06-17 14:33:53 -07:00
Alex Yang 58791d4bdd fix: tokenizer type (#934) 2024-06-17 10:34:37 -07:00
Parham Saidi d3b635b193 fix: agents to use chat history (#933) 2024-06-17 10:33:57 -07:00
Marcus Schiesser 436bc41f82 refactor: unify response and agent response (#930) 2024-06-17 09:01:08 -07:00
Vishwasa Navada K 834f49275a docs: fixed the broken link on Getting Started Section (#932) 2024-06-17 22:56:10 +07:00
Marcus Schiesser a44e54f9ec feat: truncate embedding tokens (#918)
Co-authored-by: Alex Yang <himself65@outlook.com>
2024-06-15 02:13:39 +08:00
Wassim Chegham a51ed8dd70 feat: add support for managed identity for Azure OpenAI (#922)
Co-authored-by: Alex Yang <himself65@outlook.com>
2024-06-11 16:32:39 -07:00
Fabian Wimmer c8cfc6c06d fix: LlamaParse json mode returns array + basic example (#914)
Co-authored-by: Marcus Schiesser <marcus.schiesser@googlemail.com>
Co-authored-by: Marcus Schiesser <mail@marcusschiesser.de>
2024-06-11 10:56:52 -07:00
github-actions[bot] 83b2f0b0af Release 0.3.17 (#920)
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
2024-06-11 10:52:40 -07:00
Alex Yang 1a6abb38bc build: community package cleanup before release (#897) 2024-06-11 10:47:35 -07:00
Fabian Wimmer 6bc5bddb59 feat: add new options to LlamaParseReader (#915) 2024-06-11 16:31:01 +07:00
Alex Yang e6d6576b2f chore: use unpdf (#849) 2024-06-10 16:45:09 -07:00
Alex Yang bf25ff6104 fix: polyfill for cloudflare worker (#919) 2024-06-10 14:08:47 -07:00
Talha Jubair Siam 32ad0992cf docs : fix correctness and relevancy example (#913) 2024-06-10 20:19:06 +07:00
Marcus Schiesser af650343d9 fix: remove debugger statement (#917) 2024-06-10 20:14:26 +07:00
Thuc Pham f6f4ca44bd feat: add gpt-4o tool call fail example (#916)
Co-authored-by: Marcus Schiesser <mail@marcusschiesser.de>
2024-06-10 17:29:25 +07:00
github-actions[bot] 9aa918f026 Release 0.3.16 (#896)
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
2024-06-06 07:20:58 -07:00
Marcus Schiesser 00a92cd125 fix: custom reader example 2024-06-06 12:04:27 +02:00
Marcus Schiesser 73819bf19d feat: Unify metadata and ID handling of documents, allow files to be read by Buffer 2024-06-06 11:51:54 +02:00
Marcus Schiesser d10cca28fc chore: use FileReader interface when possible (#912) 2024-06-06 15:37:20 +07:00
Alex Yang 1378ec4e50 feat: set default model to gpt-4o (#911) 2024-06-05 22:44:52 -07:00
Fabian Wimmer 24a9d1e816 feat: add json mode and image retrieval to LlamaParse (#910)
Co-authored-by: Alex Yang <himself65@outlook.com>
2024-06-05 13:50:51 -07:00
Yi Ding b100684bad chore: bump version (#892)
Co-authored-by: Alex Yang <himself65@outlook.com>
2024-06-05 13:50:33 -07:00
Alex Yang c375cd5c6b fix: multiple tool call (#905) 2024-06-05 10:23:41 -07:00
Fabian Wimmer 45952dee59 feat: add parallel processing to SimpleDirectoryReader (#908)
Co-authored-by: Alex Yang <himself65@outlook.com>
Co-authored-by: Marcus Schiesser <mail@marcusschiesser.de>
2024-06-05 23:17:47 +07:00
Marcus Schiesser 6db7f23ec7 Revert "feat: add parallel processing to SimpleDirectoryReader (#883)"
This reverts commit da1f025229.
2024-06-05 13:35:58 +02:00
Marcus Schiesser 0721a84900 fix: ignore empty vector store (#861) 2024-06-04 10:26:16 -07:00
Marcus Schiesser 4d4bd85448 fix: calling tools with large inputs (#901) 2024-06-04 09:07:19 -07:00
Philipp Serrer 11ae9267ae feat: add numCandidates setting to MongoDBAtlasVectorStore for tuning queries (#893)
Co-authored-by: Marcus Schiesser <marcus.schiesser@googlemail.com>
2024-06-04 16:11:54 +07:00
Fabian Wimmer 174cb3e6da docs: update data loader documentation (#900)
Co-authored-by: Alex Yang <himself65@outlook.com>
2024-06-03 13:50:48 -07:00
Alex Yang 5ab5e5191d fix: empty prefix with inputs (#899) 2024-06-03 12:11:57 -07:00
Parham Saidi 54230f0477 feat: Gemini latest GA released models (#898)
Co-authored-by: Alex Yang <himself65@outlook.com>
2024-06-03 11:41:15 -07:00
Oguz Vuruskaner 3d484da1c5 feat: DeepInfra Embeddings implementation (#890)
Co-authored-by: Alex Yang <himself65@outlook.com>
2024-06-03 11:34:07 -07:00
Oguz Vuruskaner 631f0001ef feat: DeepInfra LLM implementation (#894)
Co-authored-by: Alex Yang <himself65@outlook.com>
2024-06-03 11:21:23 -07:00
Alex Yang 060b700e09 chore: fix changelog 2024-06-03 09:53:15 -07:00
justinmann 83c24f4d50 cannot pass embedModel to MongoDBAtlasVectorStore (#887) 2024-06-03 23:08:33 +07:00
Parham Saidi 883266939e feat: Bedrock support added, only for Anthropic models (#847)
Co-authored-by: Alex Yang <himself65@outlook.com>
2024-06-03 09:07:17 -07:00
Philipp Serrer a29d8351c8 fix: setDocumentHash should be async (#868) 2024-06-03 09:05:23 -07:00
Fabian Wimmer da1f025229 feat: add parallel processing to SimpleDirectoryReader (#883)
Co-authored-by: Alex Yang <himself65@outlook.com>
Co-authored-by: Marcus Schiesser <mail@marcusschiesser.de>
2024-06-03 23:01:27 +07:00
Fabian Wimmer 6b1ded41a9 feat: LlamaParse: add gpt4o-mode, invalidate cache, skip diagonal text, update supported file types (#889)
Co-authored-by: Marcus Schiesser <marcus.schiesser@googlemail.com>
2024-06-03 22:22:18 +07:00
github-actions[bot] e01cc053e3 Release 0.3.15 (#884)
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
2024-06-03 21:29:46 +07:00
Marcus Schiesser 6e156edb11 feat: use images in context chat engine (#886) 2024-06-03 21:24:43 +07:00
Marcus Schiesser 0b519958e9 chore: downgrade changeset to patch 2024-06-03 11:18:15 +02:00
Philipp Serrer 265976df12 fix: incorrect hash because of missing params in decorator (#891) 2024-05-28 16:05:24 -07:00
Marcus Schiesser 7e1b96a2db fix: default to Settings.llm (#885) 2024-05-24 22:15:09 +07:00
Marcus Schiesser 8e26f753b7 feat: Add retrieval for images using multi-modal messages (#870) 2024-05-24 22:08:20 +07:00
github-actions[bot] 31e3251435 Release 0.3.14 (#878)
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
2024-05-23 16:00:09 -07:00
Yi Ding 058c275a72 New azure versions (#877) 2024-05-23 09:27:04 -07:00
Parham Saidi 6ff7576eb9 feature: added the latest gpt-4o to azure (#875) 2024-05-23 09:22:25 -07:00
Parham Saidi 94543decad feature: added latest gemini pro models (#876) 2024-05-23 09:21:52 -07:00
Marcus Schiesser b963782137 docs: reorder installation steps (#869) 2024-05-22 06:54:27 -07:00
github-actions[bot] 52c47cada3 Release 0.3.13 (#856)
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2024-05-22 16:31:23 +07:00
Marcus Schiesser 9216312b11 docs: fix changsets and format 2024-05-22 11:25:09 +02:00
Philipp Serrer 660a2b3495 fix: text before heading in markdown reader (#864) 2024-05-22 16:49:52 +08:00
Henry Heng 6d21092805 Fix/Agent llm initialization (#866) 2024-05-21 15:35:18 -07:00
Laurie Voss fb2c1fa917 Docs update: (#857)
Co-authored-by: Yi Ding <yi.s.ding@gmail.com>
2024-05-20 13:53:23 -07:00
Parham Saidi 37525df529 feat: Gemini Access via Vertex AI (#838) 2024-05-20 17:09:25 +07:00
Marcus Schiesser a1f24753d9 docs: systemprompt changeset 2024-05-20 11:05:20 +02:00
Thuc Pham aa0f586330 feat: allow adding system prompt to chat engine (#855)
Co-authored-by: Marcus Schiesser <mail@marcusschiesser.de>
2024-05-20 15:57:58 +07:00
Alex Yang ff03139799 Revert "fix: cloudflare dev (#851)"
`@xenova/transformers` only ship node.js and browser output, it's not possible to load this in edge runtime and workerd

This reverts commit 34fb1d8992.
2024-05-17 12:11:31 -07:00
Marcus Schiesser 1b1081b9c9 feat: bind embedding models to vec stores and use vector store map (#821)
Co-authored-by: Alex Yang <himself65@outlook.com>
2024-05-17 22:30:33 +07:00
Thuc Pham 047ae07e74 feat: add local hugging face LLM (#854) 2024-05-17 16:01:10 +07:00
github-actions[bot] d8aa29a115 Release 0.3.12 (#852)
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
2024-05-16 17:45:09 -07:00
Alex Yang 34fb1d8992 fix: cloudflare dev (#851) 2024-05-16 17:25:32 -07:00
github-actions[bot] c517f35526 Release 0.3.11 (#835)
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
2024-05-16 16:35:57 -07:00
Alex Yang e072c45393 fix: remove non-standard API pipeline (#850) 2024-05-16 16:31:48 -07:00
Alex Yang 51241865f8 feat: improve BaseNode (#848) 2024-05-16 16:29:16 -07:00
Thuc Pham 10c83485d2 fix: allow custom task query for agents (#846) 2024-05-16 12:48:50 -07:00
Alex Yang 1e6a18ad2d build: fix jsr release 2024-05-15 18:03:22 -07:00
Alex Yang 9e133ac10d refactor: remove defaultFS from parameters (#841) 2024-05-15 17:37:51 -07:00
Alex Yang ba217eec2c chore: remove test.py (#842) 2024-05-15 16:47:39 -07:00
Alex Yang 64ef70b735 build: ignore example project 2024-05-15 16:10:08 -07:00
Alex Yang 6615aaa4ab chore: use pnpm format
Using `pnpm format:write` will cause two commits which is not expected
2024-05-15 13:11:53 -07:00
Parham Saidi 447105a6dc fix: Gemini text chat - prevent sending broken messageContent and history (#822) 2024-05-15 16:33:55 +07:00
Huu Le (Lee) 320be3fab6 chore: rollback chromadb version to 1.7.3 (#834)
Co-authored-by: Marcus Schiesser <mail@marcusschiesser.de>
2024-05-14 16:07:44 +07:00
Alex Yang bbd9f85a45 chore: bump openai (#833) 2024-05-13 12:53:12 -07:00
github-actions[bot] 5f29ba5e2c Release 0.3.10 (#832)
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
2024-05-13 10:53:59 -07:00
Alex Yang 4aba02eb82 feat: support gpt4-o (#831) 2024-05-13 10:51:10 -07:00
Alex Yang 75736ad01b build: release output files 2024-05-10 14:08:21 -07:00
Alex Yang 68a508fcd0 test: fix check host (#829) 2024-05-10 11:07:40 -07:00
github-actions[bot] 6281fc8c91 Release 0.3.9 (#828)
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
2024-05-09 11:16:08 -07:00
Alex Yang c3747d092a feat: add nextjs plugin for llamaindex (#824) 2024-05-09 02:29:11 -05:00
Marcus Schiesser 24a39aefb8 feat: send retrieve start and end events (#827) 2024-05-09 14:16:34 +07:00
Alex Yang 0b1299036d chore: bump version (#826) 2024-05-09 00:11:21 -05:00
Alex Yang 2c8d7941f0 ci: fix publish (#825) 2024-05-08 23:30:17 -05:00
Fabian Wimmer a1a72ab223 feat: LlamaParseReader: update Supported File Types to match python version (#823) 2024-05-09 09:51:01 +07:00
Alex Yang b99ab056d1 feat: init @llamaindex/autotool (#819) 2024-05-08 02:56:42 -05:00
github-actions[bot] 1a45b44307 Release 0.3.8 (#816)
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
2024-05-07 13:05:08 -05:00
JT-Dev-215 804c57519f fix: PGVector similarity score (#817) 2024-05-07 12:54:13 -05:00
Marcus Schiesser ce94780b95 feat: add page number to read PDFs (#815) 2024-05-07 10:45:55 +07:00
ezirmusitua 645fcf6c24 fix: use sha256 hash value as the Document.id_ in MarkdownReader (#768)
Co-authored-by: Alex Yang <himself65@outlook.com>
2024-05-07 10:07:39 +07:00
Marcus Schiesser e37fa5d9ca docs: add retriever tool example (#814) 2024-05-07 09:41:14 +07:00
github-actions[bot] 97e4ecd5b8 Release 0.3.7 (#812)
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
2024-05-05 22:11:54 -05:00
Alex Yang b6a660651b feat: allow to change ollama port (#811) 2024-05-05 19:08:00 -05:00
github-actions[bot] 456d3fb0b3 Release 0.3.6 (#810)
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
2024-05-05 18:40:58 -05:00
Alex Yang efa326a871 chore: update package.json and usage of lodash (#809) 2024-05-05 18:30:46 -05:00
Alex Yang 5765b637ce build: fix jsr release 2024-05-03 18:21:08 -05:00
github-actions[bot] 72687b4f69 Release 0.3.5 (#805)
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2024-05-03 18:16:39 -05:00
Alex Yang 0c67e1f8f3 build: fix new version script 2024-05-03 18:13:24 -05:00
Alex Yang 4a0619758a chore: fix jsr.json 2024-05-03 18:09:05 -05:00
Alex Yang bc7a11cdbe fix: inline ollama build (#807) 2024-05-03 18:03:23 -05:00
Alex Yang 5596e31947 feat: improve @llamaindex/env (#787) 2024-05-03 18:03:14 -05:00
Alex Yang 2fe2b813ba fix: filter with multiple filters in ChromaDB (#784) 2024-05-03 17:07:45 -05:00
Alex Yang be5df5b01b fix(core): multple chat on anthropic agent (#799) 2024-05-03 16:18:46 -05:00
JT-Dev-215 e74fe88342 fix: change <-> to <=> in the SELECT query (#804)
Co-authored-by: Alex Yang <himself65@outlook.com>
2024-05-03 12:10:36 -05:00
github-actions[bot] f1862ccab1 Release 0.3.4 (#797)
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2024-05-02 20:02:06 -05:00
Yi Ding 9e74a4327f feat: add top k to asQueryEngine (#801)
Co-authored-by: Alex Yang <himself65@outlook.com>
2024-05-02 19:59:36 -05:00
Alex Yang 5e61934d5a fix: remove clone object in CallbackManager.dispatchEvent (#802) 2024-05-02 19:55:41 -05:00
Alex Yang 2008efe0ee feat: add verbose mode to Agent (#800) 2024-05-02 19:54:05 -05:00
Alex Yang ee719a1fda fix: streaming for ReAct Agent (#798) 2024-05-02 18:52:18 -05:00
Alex Yang 1dce275a7c fix: export StorageContext on edge runtime (#793) 2024-05-02 14:52:16 -05:00
Thuc Pham d10533ef77 feat: add hugging face llm (#796) 2024-05-02 18:43:05 +08:00
github-actions[bot] 8aeb8ae690 Release 0.3.3 (#792)
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2024-05-01 21:47:16 -05:00
Thuc Pham e8c41c5c27 fix: wrong gemini streaming chat response (#791) 2024-05-02 08:39:57 +07:00
github-actions[bot] 051b4ddfa2 Release 0.3.2 (#790)
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
2024-05-01 19:30:09 -05:00
Alex Yang 61103b677b fix: streaming for Agent.createTask (#788) 2024-05-01 19:26:06 -05:00
Alex Yang e69cac672a docs: update blog post 2024-05-01 13:01:55 -05:00
Alex Yang 94246a3ca8 chore: bump jsr.json 2024-05-01 12:59:03 -05:00
github-actions[bot] b440a008e5 Release 0.3.1 (#786)
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
2024-05-01 12:39:37 -05:00
Alex Yang 46227f2a70 fix: build error on next.js nodejs runtime (#785) 2024-05-01 12:37:43 -05:00
Alex Yang 77f0298f6f chore: update jsr.json 2024-04-30 22:47:09 -05:00
github-actions[bot] c14e112236 Release 0.3.0 (#783)
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
2024-04-30 22:46:10 -05:00
Alex Yang 62b035fdc1 build: fix test package naming 2024-04-30 22:42:06 -05:00
Alex Yang aa0be1469b build: update expectedMinorVersion 2024-04-30 22:37:14 -05:00
Alex Yang 5016f21d52 feat(core): better next.js/cloudflare/vite support 2024-04-30 22:34:54 -05:00
Marcus Schiesser 130b7992a1 refactor: clean gemini embedding (#781) 2024-04-30 10:51:22 +07:00
Yi Ding 0d50b22dbf fix(core): add more exports on llm/index (#780) 2024-04-28 20:43:14 -05:00
Alex Yang db1d1f57c9 build(wasm-tools): fix type check 2024-04-28 20:29:01 -05:00
Alex Yang dccb8163d8 fix(core): polyfill Web Stream APIs (#777) 2024-04-28 18:35:33 -05:00
Fabian Wimmer 1ab3ba407e feat: add Language and parsingInstruction to LlamaParseReader (#779)
Co-authored-by: Alex Yang <himself65@outlook.com>
2024-04-28 17:00:58 -05:00
Alex Yang b03f765733 chore: update husky script (#776) 2024-04-27 01:10:34 -05:00
Alex Yang 7488d3c235 fix: agent callback with step infomation (#774) 2024-04-26 18:13:05 -05:00
github-actions[bot] 5cb270d07f Release 0.2.13 (#773)
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
2024-04-26 13:26:12 -05:00
Alex Yang 62771058aa fix: empty tools (#772) 2024-04-26 13:10:57 -05:00
github-actions[bot] ca348a6570 Release 0.2.12 (#770)
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
2024-04-26 13:11:23 +07:00
Marcus Schiesser 44a7fd72e8 ci: publish github release on tag pushes (#771) 2024-04-26 13:09:25 +07:00
Thuc Pham d8d952d937 feat: init gemini llm (#769) 2024-04-26 11:04:33 +07:00
github-actions[bot] 216ba1f22b Release 0.2.11 (#765)
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
2024-04-25 17:53:17 -07:00
Marcus Schiesser 74686f5776 ci: add version to release PR (#766) 2024-04-25 10:55:02 +07:00
Marcus Schiesser 1ebf9e67a4 ci: add release action (#764) 2024-04-25 10:09:55 +07:00
Alex Yang aeefc77da0 test: load large amount of data won't cause error (#762) 2024-04-24 15:04:29 -05:00
ezirmusitua 13d8d7cbbe fix: use Array.prototype.flat (#760)
Co-authored-by: Alex Yang <himself65@outlook.com>
2024-04-24 14:36:12 -05:00
Alex Yang 9c34e44b85 ci: coverage node.js 22 (#761) 2024-04-24 14:19:12 -05:00
Thuc Pham cb2dc802d9 docs: update next config for external packages (#759) 2024-04-24 17:27:20 +08:00
Ziniu Yu 5a6cc0e32e feat: support jina ai embedding and reranker (#734) 2024-04-24 15:45:36 +07:00
Marcus Schiesser a63256eb84 feat: add default file metadata (#758) 2024-04-24 13:54:29 +07:00
Alex Yang 0a160b97a0 fix(docs): api generation (#756) 2024-04-23 14:24:17 -05:00
Thuc Pham 95602c7959 feat: overide generate hash function for image document (#751)
Co-authored-by: Marcus Schiesser <mail@marcusschiesser.de>
2024-04-23 11:56:37 +07:00
Alex Yang 20bc466ca1 chore: bump notion reader (#753) 2024-04-22 15:14:06 -05:00
Thuc Pham efb1c56ba5 fix: return buffer when loading image data (#749) 2024-04-22 15:28:19 +07:00
Alex Yang 286499388d fix: agent class should implement ChatEngine interface (#746) 2024-04-22 02:13:29 -05:00
Alex Yang 460c6574cc fix: rename ReACTAgent to ReActAgent (#748) 2024-04-22 00:57:43 -05:00
Marcus Schiesser 8b0e0e3cc8 docs: use dedicated embedding model for ollama (#745) 2024-04-22 10:40:39 +07:00
Alex Yang 87142b29fa chore: update changeset 2024-04-21 20:32:57 -05:00
Alex Yang 501b844f0f refactor: use official ollama sdk (#744) 2024-04-21 20:31:16 -05:00
Alex Yang 03157dc295 feat: use json format for tool result (#742) 2024-04-21 19:27:10 -05:00
Alex Yang ef80b684f7 chore: fix llamaindex node_modules link (#743) 2024-04-21 18:21:15 -05:00
Alex Yang 472e70feee refactor: full typed & iterator of agent worker/runner (part 3) (#728)
Fixes: https://github.com/run-llama/LlamaIndexTS/issues/692, https://github.com/run-llama/LlamaIndexTS/issues/557

Refs: https://github.com/run-llama/llama_index/blob/5a6ffe32faa75db0b4737d1e7a85e6fe4afe94af/docs/module_guides/deploying/agents/agent_runner.md
2024-04-19 17:52:36 -05:00
Alex Yang cfb90f7666 docs: update (#738) 2024-04-19 15:17:48 -05:00
Mike Fortman 2e3a287a27 refactor: astra options (#737) 2024-04-19 11:57:34 -05:00
Marcus Schiesser 635fbb8618 release 0.2.10 2024-04-19 16:14:44 +08:00
Marcus Schiesser d2d34acb31 Add streaming for replicate (Llama 3) (#735) 2024-04-19 15:09:20 +07:00
Yi Ding cf70edbede llama 3 support (#731)
Co-authored-by: Alex Yang <himself65@outlook.com>
2024-04-18 17:08:40 -07:00
Mike Fortman 79b7d246bd chore: update deps Astra (#733) 2024-04-18 17:55:31 -05:00
Marcus Schiesser bcc3d0b4d1 release v0.2.9 2024-04-17 13:53:31 +08:00
Marcus Schiesser 238ca86534 fix: google fonts not reachable during build 2024-04-17 13:47:11 +08:00
Marcus Schiesser 1f3efe8947 fix: ensure to use build for examples (#729) 2024-04-17 10:40:02 +07:00
yemiscale3 89324b4067 docs: Add Langtrace to observability tools (#726)
Co-authored-by: Yi Ding <yi.s.ding@gmail.com>
2024-04-16 20:13:59 -07:00
Alex Yang 8cc848aee6 docs: fix example code (#727) 2024-04-16 16:00:26 -05:00
Alex Yang cd54a7a66b docs: remove verbose (#725) 2024-04-16 15:54:40 -05:00
Marcus Schiesser dca02f7277 refactor: VectorStoreIndex: use TransformerComponent to calc embeddings (#721) 2024-04-16 10:01:26 +07:00
Marcus Schiesser b757fa9aa3 fix: type-check of modified example 2024-04-16 10:35:26 +08:00
Marcus Schiesser bc594a0674 doc: update vector index example to show source nodes 2024-04-16 10:27:34 +08:00
Alex Yang 208282d62f feat: init anthropic agent (part 2) (#719) 2024-04-15 16:22:47 -05:00
Wessel 060880abfe fix: toolretriever for Agent OpenAI broken (#718) 2024-04-15 13:45:19 -05:00
Marcus Schiesser 728b35e774 chore: remove LLM.ts (#720) 2024-04-14 23:35:15 -05:00
Alex Yang bdaa043404 feat: init claude function call (part 1) (#717) 2024-04-14 15:55:34 -05:00
Alex Yang a55cf8d870 fix: type import 2024-04-14 01:30:54 -05:00
Alex Yang cf4244fd3a chore: put eslint into top level (#716) 2024-04-13 20:39:27 -05:00
Marcus Schiesser 76c3fd64ad feat: add scores to source nodes (#714) 2024-04-12 09:28:46 -07:00
Marcus Schiesser 701e0ac2be release 0.2.8 2024-04-12 12:43:45 +08:00
Alex Yang a285f8ba3a feat: improve ToolsFactory type (#713) 2024-04-11 21:26:14 -05:00
Alex Yang 663821cdf6 test: add openai agent stream chat (#712) 2024-04-11 19:21:02 -05:00
Alex Yang c4b95494ac fix: memory type (#711) 2024-04-11 18:11:33 -05:00
Marcus Schiesser 980fb4e5a3 release llamaindex@0.2.7 2024-04-11 14:57:01 +08:00
Alex Yang 96f8f40291 fix: agent stream (#710) 2024-04-10 23:22:11 -05:00
Alex Yang 1c698df6e0 fix: package.json version 2024-04-10 19:49:16 -05:00
Alex Yang 298cb433be feat: improve base tool type (#709) 2024-04-10 19:40:47 -05:00
Yi Ding 63af7dd99d Fix protobuf (#708) 2024-04-10 17:20:32 -07:00
Alex Yang af5df1d083 feat: add llm-stream event (#707) 2024-04-10 09:26:26 -05:00
Marcus Schiesser a3b44093c2 fix: agent streaming with new OpenAI models (#706)
Co-authored-by: Alex Yang <himself65@outlook.com>
2024-04-10 08:38:54 -05:00
Alex Yang c80bf3311f fix: response.raw should be null (#705) 2024-04-10 02:54:36 -05:00
Alex Yang 7940d249b0 test: coverage on mock mode (#704) 2024-04-10 02:40:37 -05:00
Marcus Schiesser 4a07c81f71 release llamaindex@0.2.5 2024-04-10 15:01:10 +08:00
Marcus Schiesser 7d56cdf045 fix: Allow OpenAIAgent to be called without tools (#703) 2024-04-10 13:43:38 +07:00
Marcus Schiesser 0affe621d5 ci: update pnpm lockfile after updating package.json from edge 2024-04-10 11:46:01 +08:00
Alex Yang 93932b1a9c refactor: chat message type (#701) 2024-04-09 21:56:47 -05:00
Yi Ding a87f13b9d2 release 2024-04-09 16:23:29 -07:00
Yi Ding 8d2b21ee75 update mistral (#700) 2024-04-09 16:19:51 -07:00
Yi Ding 87741c9be8 update example packages 2024-04-09 13:22:03 -07:00
Yi Ding 171cb89170 security update (docs) 2024-04-09 13:17:44 -07:00
Yi Ding 5dad867bbe update packages 2024-04-09 13:04:43 -07:00
Yi Ding 13f26fd84d pnpm version 2024-04-09 12:45:12 -07:00
Yi Ding 3bc77f7d7f gpt-4-turbo GA (#698) 2024-04-09 12:42:16 -07:00
Alex Yang aac1ee3af3 e2e: init llamaindex e2e test (#697) 2024-04-06 23:57:21 -05:00
Alex Yang e85893ac0f fix: message content type (#696) 2024-04-06 18:59:12 -05:00
Alex Yang 315947ee6f refactor: move anthropic class (#695) 2024-04-06 17:13:53 -05:00
Alex Yang 23a0d44b11 fix: jsr disallow global type 2024-04-06 17:09:39 -05:00
Alex Yang 3b501de057 chore: jsr release 2024-04-06 17:04:20 -05:00
Alex Yang 6cc645aa2a refactor: improve agent type (#694) 2024-04-05 15:21:49 -05:00
Marcus Schiesser 0b37207adc Release llamaindex@0.2.3 2024-04-05 15:15:39 +08:00
Marcus Schiesser f0704ec705 Add streaming for OpenAI agents (#693) 2024-04-05 12:53:26 +07:00
Thuc Pham 4fcbdf710e Add tool calls for openai streaming (#682)
Co-authored-by: Marcus Schiesser <mail@marcusschiesser.de>
Co-authored-by: Alex Yang <himself65@outlook.com>
2024-04-05 08:33:23 +07:00
Marcus Schiesser 866149193a fix: use LLM's context window to specify agent's token limit (#689) 2024-04-03 17:04:35 -05:00
Thuc Pham 6ffb161618 feat: add ts eslint plugin (#688) 2024-04-03 14:21:13 +07:00
Marcus Schiesser 8e4b49824b doc: document docstore strategies (#690) 2024-04-03 13:26:38 +07:00
Alex Yang 5263576de1 ci: test matrix on nodejs 18/20/21 (#687) 2024-04-02 17:23:11 -05:00
WarlaxZ 6d4e2ea0e9 fix: dynamic import cjs module pg (#685)
Co-authored-by: Alex Yang <himself65@outlook.com>
2024-04-02 16:07:13 -05:00
Emanuel Ferreira 3cbfa98e6b feat: LlamaCloudIndex from documents (#677) 2024-04-02 14:03:45 -03:00
Alex Yang d256cbe0e0 refactor: use event.reason, remove parentEvent (#681) 2024-04-01 17:03:39 -07:00
Alex Yang a6dfa30dcf RELEASING: Releasing 3 package(s) 2024-04-01 14:34:40 -05:00
Alex Yang d0365dc434 fix: docs dependencies (#680) 2024-04-01 14:19:37 -05:00
Alex Yang aa41432bbb refactor: remove llm.tokens api (#679) 2024-04-01 14:12:17 -05:00
Emanuel Ferreira 98a2b4a547 feat: add global settings (#668)
Co-authored-by: Alex Yang <himself65@outlook.com>
2024-04-01 13:43:35 -05:00
Benny 806ce9a360 fix: README links and examples (#678) 2024-04-01 13:16:10 -05:00
Marcus Schiesser 8b28092cc8 feat: Add doc store strategies to VectorStoreIndex.fromDocuments (#646) 2024-04-01 10:12:08 -07:00
Marcus Schiesser 5c5f4c1c84 Revert "feat: support calculate llama 2 tokens (#676)"
This reverts commit 041acd11fe.
2024-04-01 13:52:07 +08:00
Marcus Schiesser 949d330295 fix: typecheck 2024-04-01 12:26:22 +08:00
Marcus Schiesser 9a5ee4f37a Revert "fix: support import subdirectory (#655)"
This reverts commit 98d4cbdf95.
2024-04-01 11:52:41 +08:00
Alex Yang 7a23cc6c84 feat: improve callback manager (#675) 2024-03-31 15:34:48 -05:00
Alex Yang 041acd11fe feat: support calculate llama 2 tokens (#676) 2024-03-29 20:12:26 -05:00
Emanuel Ferreira 24b4033db9 feat: add result type json (#673) 2024-03-28 16:24:33 -03:00
Emanuel Ferreira 1115f83b8f fix: pipeline not found (#672) 2024-03-28 15:31:18 -03:00
Thuc Pham 60a1603636 fix: make edge run build after core (#670) 2024-03-28 18:26:35 +08:00
Peter Goldstein ea467fa031 Update to latest supported version list as of 2024-04-02. (#669) 2024-03-28 10:53:33 +07:00
Marcus Schiesser b0e6f73b1d docs: update readme for Edge runtime 2024-03-26 15:18:19 +08:00
Marcus Schiesser 6d9e015b5e feat: use claude3 with react agent (#661)
Co-authored-by: Emanuel Ferreira <contatoferreirads@gmail.com>
2024-03-22 09:25:31 -03:00
Thuc Pham fececd89ab feat: add tool factory (#663) 2024-03-22 14:40:41 +07:00
Marcus Schiesser 48e287892f test: use unique tmp dir for storage tests and wait to clean VectorStoreIndex files 2024-03-21 13:04:25 +07:00
Marcus Schiesser f118400820 docs: Add changeset instructions for PRs 2024-03-20 11:45:33 +07:00
Marcus Schiesser 3f8407c7af docs: changeset for pipeline.register added 2024-03-20 10:20:30 +07:00
Marcus Schiesser 83317739c7 feat: add pipeline.register (#589) 2024-03-19 13:32:32 -07:00
Thuc Pham 0b665bd1ca feat: add wikipedia tool (#648)
Co-authored-by: Marcus Schiesser <mail@marcusschiesser.de>
2024-03-19 11:31:08 +07:00
Alex Yang 98d4cbdf95 fix: support import subdirectory (#655) 2024-03-18 21:00:46 -05:00
Marcus Schiesser 6cb75b54a0 docs: update release process 2024-03-18 16:22:59 +07:00
Marcus Schiesser 53edfe93cf release llamaindex@0.2.1 2024-03-18 16:17:58 +07:00
Marcus Schiesser b856deae43 fix: fix syncing edge with core version 2024-03-18 15:53:31 +07:00
Marcus Schiesser 259c842259 Support NextJS edge runtime (#618) 2024-03-18 15:13:27 +07:00
shodevacc ffb195ea7a Fix: Metadata filters doesn't seem to work for Qdrant (#623) 2024-03-18 11:53:51 +07:00
Alex Yang b4677534d1 ci: install node_modules (#653) 2024-03-18 12:49:28 +08:00
Peli de Halleux f967b82467 [docs] missing await in sample (#650) 2024-03-15 16:23:27 -03:00
Marcus Schiesser c81946930e test: fix openai mock 2024-03-15 15:20:57 +07:00
Marcus Schiesser 1008b775a4 test: cleaned up tests and added test to ignore duplicates 2024-03-15 12:05:58 +07:00
Huu Le (Lee) 41210dfc51 feat: Add auto create collection and node metadata for Milvus vector store (#645) 2024-03-15 10:46:25 +07:00
Emanuel Ferreira 67b7272249 feat: expected minor version (#644) 2024-03-14 09:34:21 -03:00
Marcus Schiesser 964e045903 feat: add support for snapshots 2024-03-14 10:23:58 +07:00
Marcus Schiesser 137cf67f40 fix: Use Pinecone namespaces for all operations (#633) 2024-03-14 10:15:52 +07:00
Emanuel Ferreira 309a526e3c RELEASING: Releasing 5 package(s) (#643) 2024-03-13 22:17:27 -03:00
yisding dd95927498 Claude haiku (#642) 2024-03-13 19:57:45 -03:00
Thuc Pham 4f72feae91 Feat: add tools module (#621) 2024-03-13 16:41:36 +07:00
Marcus Schiesser 3cd8f9f597 refactor: move create-llama to own repo (#641) 2024-03-13 15:53:33 +07:00
Huu Le (Lee) d2e8d0c62a feat: Add Milvus vector store (#640)
Co-authored-by: Michael Schramm <michael@tucan.ai>
2024-03-13 13:55:48 +07:00
Huu Le (Lee) fafbd8c9c7 fix: add missing env value; improve docs and error message (#638) 2024-03-13 09:08:53 +07:00
Marcus Schiesser a40c91b054 docs: fixed path 2024-03-12 14:45:27 +07:00
Marcus Schiesser 98894055c6 fix: create-llama release 2024-03-12 13:42:38 +07:00
Marcus Schiesser 4589a84643 RELEASING: Releasing 1 package(s)
Releases:
  create-llama@0.0.28

[skip ci]
2024-03-12 13:41:36 +07:00
Huu Le (Lee) e6b7f52d3e fix: add missing check env logic (#636) 2024-03-12 12:29:00 +07:00
Marcus Schiesser b169db617a refactor: use a function for webpack config (#634) 2024-03-12 11:10:31 +07:00
Huu Le (Lee) 89a49f4f4f feat: Add more. env variables to config host, port, llm and embedding (#630) 2024-03-12 09:22:21 +07:00
Marcus Schiesser 58490715fe refactor: clean nextjs config generation (use JSON) (#631) 2024-03-11 14:16:15 +07:00
Huu Le (Lee) 4c2283c4e5 fix: Rename folder e2e/.cache to e2e/cache (#632) 2024-03-11 14:15:13 +07:00
Eka Prasetia a059070dec docs: Fix typo in transformations.md (#625) 2024-03-11 12:16:23 +07:00
Emanuel Ferreira 20dfeb4cfa chore: remove comment (#624) 2024-03-08 15:54:24 -03:00
Emanuel Ferreira aefc3266c1 feat: experimental package + json query engine (#613) 2024-03-07 14:34:55 -03:00
Huu Le (Lee) fdf48dd459 feat: Add start in VSCode option and support python for dev container (#619) 2024-03-07 17:19:08 +07:00
Alex Yang 66525346a2 build: use single swc config (#620) 2024-03-06 23:41:42 -06:00
Alex Yang c9b2ec4a2b fix: release 2024-03-06 23:32:02 -06:00
Marcus Schiesser bf583a7266 Use parameter object for retrieve function of Retriever (#616) 2024-03-06 21:15:22 -08:00
Marcus Schiesser de194d1c73 fix: running new-create-llama 2024-03-06 15:13:20 +07:00
Marcus Schiesser ecdc289df1 RELEASING: Releasing 1 package(s)
Releases:
  create-llama@0.0.27

[skip ci]
2024-03-06 15:11:47 +07:00
Marcus Schiesser 9e198ac40d fix: build types for core locally (#615) 2024-03-06 14:35:31 +07:00
Huu Le (Lee) 0a06998690 fix: hardcode "en" as default language for llama-parse and use llama cloud key from env (#614) 2024-03-06 14:31:21 +07:00
Wojciech Grzebieniowski 484a7105a9 fix: restore missing exports (#610) 2024-03-05 14:56:25 -06:00
Alex Yang 8d18ea167b fix: publish.yml 2024-03-05 14:37:54 -06:00
Alex Yang a2ca89bfe0 fix: config (#611) 2024-03-05 14:20:58 -06:00
Alex Yang edeea40898 ci: add publish.yml 2024-03-05 13:49:49 -06:00
Alex Yang 2a7080b094 build: fix version 2024-03-05 12:26:47 -06:00
Huu Le (Lee) b354f2386b feat: add embedding model option to create-llama (#608) 2024-03-05 16:59:51 +07:00
Emanuel Ferreira d766bd03d2 feat: OpenAI Agent Stream (#597) 2024-03-05 15:46:44 +07:00
Huu Le (Lee) 6a69148356 fix: add --no-llama-parse and improve e2e test (#607) 2024-03-05 14:57:38 +07:00
Marcus Schiesser e1e1b0b522 RELEASING: Releasing 1 package(s)
Releases:
  llamaindex@0.1.21

[skip ci]
2024-03-05 13:00:16 +07:00
Marcus Schiesser d824876653 docs(changeset): Add support for Claude 3 2024-03-05 12:59:51 +07:00
Marcus Schiesser 2048698f77 docs: add interactive chat for anthropic 2024-03-05 11:15:50 +07:00
Emanuel Ferreira 9942979aa7 feat: Claude 3 (#604) 2024-03-04 15:02:18 -08:00
Alex Yang 3c2655a1f9 fix: .tsbuildinfo 2024-03-04 16:05:45 -06:00
Marcus Schiesser 552a61a66f Add quantized parameter to HuggingFaceEmbedding (#601) 2024-03-04 12:10:40 +07:00
Alex Yang d13143e322 RELEASING: Releasing 3 package(s)
Releases:
  llamaindex@0.1.20
  @llamaindex/env@0.0.5
  docs@0.0.4

[skip ci]
2024-03-02 18:42:24 -06:00
Alex Yang 5116ad8d08 fix: compatibility issue with Deno (#598) 2024-03-02 18:40:01 -06:00
Emanuel Ferreira 64683a55f3 fix: prefix messages always true (#596) 2024-03-01 21:45:02 -03:00
Emanuel Ferreira 698cd9c631 fix: step wise agent + examples (#594) 2024-03-01 21:28:02 -03:00
Alex Yang c744a99102 chore: bump @llamaindex/cloud (#595) 2024-03-01 17:22:50 -06:00
Huu Le (Lee) 2d2935085e feat: Add use LlamaParse option to create-llama (#591) 2024-03-01 16:54:06 +07:00
Marcus Schiesser 1b31e2c8cd chore: update @llamaindex/cloud to 0.0.2 2024-03-01 15:59:10 +07:00
Thuc Pham 7257751993 fix: empty store bugs (#592)
Co-authored-by: Marcus Schiesser <mail@marcusschiesser.de>
2024-03-01 15:04:10 +07:00
Marcus Schiesser de6bfdb1b1 RELEASING: Releasing 1 package(s)
Releases:
  llamaindex@0.1.19

[skip ci]
2024-02-29 15:35:13 +07:00
Marcus Schiesser 9e49f4411b fix: copy README and license 2024-02-29 15:34:27 +07:00
Thuc Pham 026d068ddf feat: enhance pinecone usage (#586) 2024-02-29 15:34:08 +07:00
Marcus Schiesser 7055d6fc3c docs: add OpenAIEmbedding to examples 2024-02-29 11:11:43 +07:00
Alex Yang e9c2366bf1 fix: allow passing model metadata (#588) 2024-02-29 10:41:06 +07:00
Alex Yang 6278152e49 fix: lazy import pg (#584) 2024-02-27 19:16:54 -06:00
Emanuel Ferreira 76010c0cea chore: remove duplicated example and minor example update (#582) 2024-02-27 09:02:37 -03:00
Emanuel Ferreira 889b84cfb9 docs: remove query engine from correctness evaluator (#581) 2024-02-27 08:15:41 -03:00
Marcus Schiesser a26681c416 RELEASING: Releasing 1 package(s)
Releases:
  llamaindex@0.1.18

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2024-02-27 13:45:28 +07:00
Thuc Pham 90027a7b44 fix: enable split long sentence by default (#568)
Co-authored-by: Marcus Schiesser <mail@marcusschiesser.de>
2024-02-27 13:44:04 +07:00
Emanuel Ferreira aab56faf88 refactor: qdrant minor updates (#580) 2024-02-26 22:13:45 -03:00
Emanuel Ferreira c57bd11c45 feat: update and refactor title extractor (#579) 2024-02-26 21:49:07 -03:00
Alex Yang 3fa1e29468 RELEASING: Releasing 3 package(s)
Releases:
  llamaindex@0.1.17
  @llamaindex/env@0.0.4
  docs@0.0.3

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2024-02-26 17:01:47 -06:00
Alex Yang cf87f84900 fix: type backward compatibility (#578) 2024-02-26 16:59:09 -06:00
Alex Yang 402d4ef013 docs: update tutorial (#576) 2024-02-26 14:11:09 -06:00
Alex Yang fc94906a1e fix: keep dynamic import in cjs (#575) 2024-02-26 12:27:17 -06:00
Alex Yang b83fcd11e4 fix(core): type generation (#574) 2024-02-26 12:15:40 -06:00
Emanuel Ferreira c28af7c7bc chore: remove storage context from multi_doc_agent example (#572) 2024-02-26 12:05:30 -03:00
Emanuel Ferreira dbc853bcc5 chore: fix paths and docs (#569) 2024-02-26 10:37:08 -03:00
Emanuel Ferreira c8396c5a3c feat: add base evaluator and correctness evaluator (#559) 2024-02-26 09:38:56 -03:00
Thuc Pham 65af8d3a26 fix: missing dependency for local development (#566) 2024-02-26 15:54:47 +07:00
Marcus Schiesser 329b6ec958 fix: SummaryIndex and VectorStoreIndex must be able to share storage context (#567) 2024-02-26 15:52:33 +07:00
Graden Rea 09bf27abd7 feat: Add Groq LLM integration (#561) 2024-02-26 13:46:27 +07:00
Alex Yang 2ec6a529c7 RELEASING: Releasing 2 package(s)
Releases:
  llamaindex@0.1.16
  @llamaindex/env@0.0.3

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2024-02-23 19:03:04 -06:00
Alex Yang e8e21a0e4e docs(changeset): build: set files in package.json 2024-02-23 19:02:42 -06:00
Alex Yang 88d243f145 RELEASING: Releasing 1 package(s)
Releases:
  llamaindex@0.1.15

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2024-02-23 18:57:10 -06:00
Alex Yang 3a6e287443 feat: enable verbatimModuleSyntax (#562) 2024-02-23 18:56:44 -06:00
Alex Yang beb3e5cd7f RELEASING: Releasing 2 package(s)
Releases:
  llamaindex@0.1.14
  @llamaindex/env@0.0.2

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2024-02-23 18:09:31 -06:00
Alex Yang 7416a87e10 build: cjs file not found 2024-02-23 18:09:15 -06:00
Alex Yang 65b85b237e RELEASING: Releasing 1 package(s)
Releases:
  llamaindex@0.1.13

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2024-02-23 17:59:06 -06:00
Alex Yang b17a80014a fix: unset private package 2024-02-23 17:58:46 -06:00
Alex Yang ff87f99807 fix: avoid publishing test package 2024-02-23 17:56:38 -06:00
Alex Yang 65d834615d docs(changeset): feat: abstract @llamaindex/env package 2024-02-23 17:45:43 -06:00
Alex Yang b8be4c09e2 docs(changeset): build: use ESM as default 2024-02-23 17:45:01 -06:00
Alex Yang e5fb332538 build: leave code as-is (#560)
Co-authored-by: Marcus Schiesser <mail@marcusschiesser.de>
2024-02-23 17:39:25 -06:00
Marcus Schiesser 491033d534 fix: lint errors 2024-02-23 14:55:45 +07:00
Marcus Schiesser 885fa316a5 chore: add prefer const lint 2024-02-23 14:45:17 +07:00
Marcus Schiesser b6ed679771 RELEASING: Releasing 1 package(s)
Releases:
  create-llama@0.0.26

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2024-02-23 12:00:37 +07:00
Marcus Schiesser 68fc6e8b50 fix: don't need similarityTopK parameter for LlamaCloud 2024-02-23 11:43:22 +07:00
Marcus Schiesser ea0331ef5a refactor: simplify generated python code (#558)
Co-authored-by: leehuwuj <leehuwuj@gmail.com>
2024-02-23 11:14:02 +07:00
Marcus Schiesser 6827e245b8 fix: don't allow runApp for LlamaPacks 2024-02-22 16:20:57 +07:00
Huu Le (Lee) ef25d6960c Upgrade llama-index version to v0.10+ for create-llama (#556) 2024-02-22 13:50:53 +07:00
Marcus Schiesser f740f44cf2 RELEASING: Releasing 1 package(s)
Releases:
  llamaindex@0.1.12

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2024-02-22 12:02:35 +07:00
Marcus Schiesser a5e4e6d857 Add support for LlamaCloud (#554) 2024-02-22 11:59:32 +07:00
Thuc Pham cfdd6db530 feat: add pinecone support to create llama (#555) 2024-02-22 09:55:50 +07:00
Marcus Schiesser d4eda9f396 docs: add llamaparse docs (#553) 2024-02-21 14:37:13 +07:00
Alex Yang a433b107e0 RELEASING: Releasing 1 package(s)
Releases:
  llamaindex@0.1.11

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2024-02-20 12:58:54 -06:00
Yufei (Benny) Chen 59f9fb6c3f Add Fireworks to LlamaIndex (#539)
Co-authored-by: Emanuel Ferreira <contatoferreirads@gmail.com>
2024-02-20 10:53:09 -03:00
Thuc Pham 09d532ebcc feat(create-llama-pack): generate llama pack project from llama index (#549) 2024-02-20 08:22:54 +07:00
Emanuel Ferreira cfd6f3ca8c feat: prompt mixin (#543) 2024-02-18 18:44:08 -03:00
Emanuel Ferreira 95add73c38 feat: multi-document agents (#531) 2024-02-18 18:43:52 -03:00
Emanuel Ferreira 9ee036b160 docs: remove duplicate embedding (#545) 2024-02-13 23:21:13 -03:00
Erick Sosa Garcia c2b521199c fix: some errors in available llms examples (#544) 2024-02-13 21:16:47 -03:00
Emanuel Ferreira ee9f3f373a refactor: openai agent and utils (#542) 2024-02-11 20:24:36 -03:00
Emanuel Ferreira f205358587 feat: add markdown node parser (#541) 2024-02-11 20:23:49 -03:00
Emanuel Ferreira 255ae7dced fix: react agent history (#540) 2024-02-11 18:46:55 -03:00
Emanuel Ferreira b4c6d509a0 docs: available embeddings (#538) 2024-02-10 22:10:20 -03:00
Emanuel Ferreira 34cd57b639 feat(react): add react agent (#511) 2024-02-10 20:52:11 -03:00
yisding 50dfd7bf60 dep security vulns (#537) 2024-02-11 04:37:42 +08:00
Emanuel Ferreira 0b57187909 docs: add available LLMs (#536) 2024-02-10 13:54:13 -03:00
Emanuel Ferreira e78e9f4832 feat(reranker): cohere reranker (#535) 2024-02-10 12:07:14 -03:00
Marcus Schiesser 383933adb5 feat: Add reader for LlamaParse (#530) 2024-02-09 11:27:50 +07:00
Marcus Schiesser dd054137bf feat: use batching in vector store index (#524)
Co-authored-by: Alex Yang <himself65@outlook.com>
Co-authored-by: Emanuel Ferreira <contatoferreirads@gmail.com>
2024-02-08 08:59:56 -03:00
byteninja cf3b7571eb feat: add filtering of metadata to PGVectorStore (#525) 2024-02-08 10:54:52 +07:00
Alex Yang ae7a2c202a fix: add alias class OllamaEmbedding (#527) 2024-02-07 14:26:39 -06:00
Alex Yang 9b00d578bc feat: improve reader interfaces (#498) 2024-02-07 11:44:01 -06:00
Marcus Schiesser b8173e4c4e RELEASING: Releasing 1 package(s)
Releases:
  create-llama@0.0.25

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2024-02-07 16:53:46 +07:00
Marcus Schiesser 67b5445fb9 fix(cl): improved error messages for python installation 2024-02-07 16:16:06 +07:00
Marcus Schiesser 87419ef5d1 Revert "fix: add handle error from template installation (#522)"
This reverts commit ad218160d8.
2024-02-07 16:01:08 +07:00
Huu Le (Lee) ad218160d8 fix: add handle error from template installation (#522)
Co-authored-by: Marcus Schiesser <mail@marcusschiesser.de>
2024-02-07 15:30:26 +07:00
Marcus Schiesser eeb90d7991 fix(cl): add link to configure search tool 2024-02-07 14:07:57 +07:00
Marcus Schiesser 7b7329bd18 feat(cl): Added latest turbo models for GPT-3.5 and GPT 4 2024-02-07 12:46:19 +07:00
Alex Yang b3acbb06f4 docs: update CONTRIBUTING.md (#516) 2024-02-07 12:05:29 +07:00
Marcus Schiesser 7db7562841 fix(cl): just retrieve top-k 3 for context to prevent token exceed 2024-02-07 10:59:31 +07:00
yisding 0e75b124c3 minor update 2024-02-06 12:24:06 -08:00
yisding d79a0b76f3 update packages 2024-02-06 11:55:38 -08:00
yisding c3eb4933fb RELEASING: Releasing 1 package(s)
Releases:
  llamaindex@0.1.10

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2024-02-06 11:50:39 -08:00
yisding e3a956aedd pnpm install 2024-02-06 11:48:12 -08:00
yisding e562e479dc Merge branch 'main' of github.com:run-llama/LlamaIndexTS 2024-02-06 11:39:07 -08:00
Alex Yang 1900e019e3 build: fix build errors (#521) 2024-02-06 12:54:08 -06:00
Emanuel Ferreira 317f140822 fix: revert embed batch temporarily (#520) 2024-02-06 12:01:48 -03:00
Emanuel Ferreira cd829474d6 feat(queryEngineTool): add query engine tool to agents (#509) 2024-02-06 11:11:26 -03:00
Emanuel Ferreira b6c1500570 feat(embedding): add batch embed size (#407) 2024-02-06 10:19:14 -03:00
Huu Le (Lee) d06a85bd34 feat: Add support for llamahub tools (#517)
Co-authored-by: Marcus Schiesser <mail@marcusschiesser.de>
2024-02-06 17:34:03 +07:00
Ian Sinnott 6b9a2feac5 Consistent Document IDs in NotionReader.ts (#519) 2024-02-06 15:52:29 +07:00
Mike Fortman bd08004afe Update Astra DB Vectorstore to support namespaces (#485)
Co-authored-by: Marcus Schiesser <mail@marcusschiesser.de>
2024-02-06 11:31:08 +07:00
Emanuel Ferreira 0ecc4b2051 docs: minor fixes (#514) 2024-02-05 14:12:49 +07:00
metonym f9f351229a Fix typo in starter example (#512) 2024-02-05 14:11:26 +07:00
Mario Martinez 72659a237b Convert keys from snakecase to camelcase (#510) 2024-02-05 14:10:17 +07:00
Gavin Morgan 6cc3a36d44 fix: update VectorIndexRetriever constructor parameters' type. (#515)
Co-authored-by: Alex Yang <himself65@outlook.com>
2024-02-04 18:22:04 -06:00
TechPandaPro 6fe55d6e88 docs: fix broken relative links in docs (#513) 2024-02-04 06:20:17 -03:00
yisding 36f2903eb3 RELEASING: Releasing 1 package(s)
Releases:
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2024-02-02 11:26:00 -08:00
yisding 09464e6da7 docs(changeset): add OpenAIAgent (thanks @EmanuelCampos) 2024-02-02 11:23:03 -08:00
Emanuel Ferreira 955e084cf3 feat: OpenAI agent (#416)
Co-authored-by: yisding <yi.s.ding@gmail.com>
2024-02-02 11:22:14 -08:00
yisding 46ee0c8765 Merge branch 'main' of github.com:run-llama/LlamaIndexTS 2024-02-02 08:31:02 -08:00
Emanuel Ferreira da5391c018 docs(filtering): add metadata filtering (#508) 2024-02-02 11:41:44 -03:00
Mario Martinez ce732beece Fix typo in PineconeVectorStore.ts (#507) 2024-02-02 17:13:41 +07:00
TechPandaPro 889b70093c fix: update deprecated pnpx to pnpm dlx (#501) 2024-02-02 17:02:42 +07:00
Marcus Schiesser 7211a27f01 RELEASING: Releasing 1 package(s)
Releases:
  create-llama@0.0.24

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2024-02-02 16:09:25 +07:00
Marcus Schiesser ba95ca3fb6 feat(cl): Use condense plus context chat engine for FastAPI as default 2024-02-02 15:46:11 +07:00
Marcus Schiesser ffdc507625 fix: upgrade ncc to fix template lookup 2024-02-02 15:34:46 +07:00
Marcus Schiesser 8aef0dece9 RELEASING: Releasing 2 package(s)
Releases:
  docs@0.0.2
  create-llama@0.0.23

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2024-02-02 11:45:10 +07:00
Marcus Schiesser c680af63ef docs(changeset): Fixed issues with locating templates path 2024-02-02 11:43:51 +07:00
Marcus Schiesser 4a7ac65184 fix: not finding templates path 2024-02-02 10:56:03 +07:00
yisding 4016c55604 RELEASING: Releasing 2 package(s)
Releases:
  llamaindex@0.1.8
  docs@0.0.2

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2024-02-01 16:13:37 -08:00
Emanuel Ferreira 0f64084c20 docs: update API references (#502) 2024-02-01 14:13:33 -08:00
yisding 7af03d9205 more anthropic prompts (#504) 2024-02-01 14:12:57 -08:00
yisding d903da626f Allow simple response builder prompt change (#505) 2024-02-01 14:12:38 -08:00
Emanuel Ferreira 177b446229 chore: improve extractors prompt (#424) 2024-02-01 09:27:46 -03:00
Emanuel Ferreira ab9d941d15 fix(cyclic): remove cyclic structures from transform hash (#500) 2024-02-01 07:46:33 -03:00
Marcus Schiesser 66fd990624 fix: type-check 2024-02-01 16:03:13 +07:00
Marcus Schiesser f6dabd0d3e RELEASING: Releasing 1 package(s)
Releases:
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2024-02-01 15:51:44 +07:00
Marcus Schiesser 74caaa2bf7 fix: clarify CLI output for create-llama 2024-02-01 15:26:48 +07:00
Marcus Schiesser 552403b370 fix: don't create d.ts files for create-llama 2024-02-01 14:33:29 +07:00
Huu Le (Lee) a93d09d159 fix(create-llama): generate code option fail (#491) 2024-02-01 10:57:10 +07:00
Thuc Pham 0fb757f6c1 feat: use pnpm pack for e2e (#490) 2024-02-01 10:12:21 +07:00
Alex Yang a68053ca4e fix: remove as any type (#494) 2024-02-01 10:10:41 +07:00
Alex Yang 36d4f4027b RELEASING: Releasing 1 package(s)
Releases:
  llamaindex@0.1.7

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2024-01-31 17:20:26 -06:00
Alex Yang 19d92507e3 chore: use the patch version 2024-01-31 17:20:17 -06:00
Emanuel Ferreira 664e92a3d6 chore: remove collapsed router query (#497) 2024-01-31 16:31:49 -06:00
Emanuel Ferreira d687c110e4 docs(changeset): feat(router): add router query engine (#496) 2024-01-31 14:24:51 -08:00
Emanuel Ferreira af5ae7054e feat(router): setup router query engine (#484) 2024-01-31 13:58:47 -08:00
Alex Yang dff1e7f552 RELEASING: Releasing 1 package(s)
Releases:
  llamaindex@0.1.6

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2024-01-31 12:50:40 -06:00
Alex Yang cf446401e5 fix: instanceof issue (#492) 2024-01-31 12:45:02 -06:00
Huu Le (Lee) e9b87ef09b feat(create-llama) add folder selection & support more context data types (#489) 2024-01-31 16:42:30 +07:00
yisding 7231ddb1b3 allow simpledirectoryreader to get a string (#488)
Co-authored-by: Alex Yang <himself65@outlook.com>
2024-01-31 11:11:57 +07:00
Alex Yang 1ead36f1bb RELEASING: Releasing 1 package(s)
Releases:
  llamaindex@0.1.5

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2024-01-30 14:21:37 -06:00
Alex Yang 8a9b78a4ab docs(changeset): chore: split readers into different files 2024-01-30 14:21:17 -06:00
Motoki saito 569299724a add --vector-db option to create-llama (#473) 2024-01-30 15:24:35 +07:00
Huu Le (Lee) 6dd401e1c7 Feat: add + fix chat with web (#481) 2024-01-30 14:17:33 +07:00
Marcus Schiesser c4cb37786b fix: use Array not Float32Array (#482) 2024-01-30 11:28:14 +07:00
Alex Yang b757d9a94e chore: split readers into different files (#479) 2024-01-29 22:05:23 -06:00
Motoki saito 6cc083f370 define mergePoetryDependencies type (#465) 2024-01-30 10:47:41 +07:00
yisding c419027db9 add docs for azure openai (#480) 2024-01-30 10:41:05 +07:00
metonym 6a16b47406 Fix typo in node_parser.md (#475) 2024-01-30 10:34:53 +07:00
Alex Yang 4197ae8b9f RELEASING: Releasing 1 package(s)
Releases:
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2024-01-29 18:30:54 -06:00
Alex Yang 88696e1407 refactor: use pdf2json instead of pdfjs-dist (#477) 2024-01-29 18:28:20 -06:00
Marcus Schiesser 24cb48f195 RELEASING: Releasing 1 package(s)
Releases:
      create-llama@0.0.21

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2024-01-29 17:38:57 +07:00
Marcus Schiesser 965cfd291e fix: use pipeline instead of nodeparser (#471) 2024-01-29 17:31:09 +07:00
Marcus Schiesser 873329c052 Revert "feat: Add chat with web data (#450)"
This reverts commit 27d55fde8c.
2024-01-29 17:28:16 +07:00
Marcus Schiesser 3d8023b9a9 feat: add ingestion pipeline cache (#442) 2024-01-29 16:45:09 +07:00
Marcus Schiesser 93d1450fc1 RELEASING: Releasing 1 package(s)
Releases:
  create-llama@0.0.20

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2024-01-29 16:37:42 +07:00
Huu Le (Lee) 27d55fde8c feat: Add chat with web data (#450) 2024-01-29 14:16:57 +07:00
Marcus Schiesser 690399b04c feat: also test context template engine (#470) 2024-01-29 11:36:35 +07:00
hiepxanh 65b84f1ab3 docs: fix dead link (#452) 2024-01-28 12:11:40 -06:00
Ian Sinnott 835acb89d0 docs: remove unused arg in qdrant docs (#461) 2024-01-28 12:11:29 -06:00
Alex Yang d9df9ea75c RELEASING: Releasing 1 package(s)
Releases:
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2024-01-28 11:59:22 -06:00
Alex Yang 06874ffb69 fix: cannot run examples 2024-01-28 11:59:02 -06:00
Alex Yang f0898a3930 fix: ignore release examples 2024-01-28 11:57:16 -06:00
Alex Yang 7d50196d2f fix: output edge-light (#469) 2024-01-28 11:51:12 -06:00
Emanuel Ferreira f90f7fee64 docs: ingestion pipeline, transformations (#464) 2024-01-27 11:53:52 -03:00
Emanuel Ferreira 3d860df873 chore: update example (#463) 2024-01-27 10:11:50 -03:00
Emanuel Ferreira 2fe3a2b6a8 chore: enhancement optional args extractors (#462) 2024-01-27 09:18:17 -03:00
Emanuel Ferreira eb3d4af204 docs: usage metadata extraction (#460) 2024-01-27 08:37:24 -03:00
Alex Yang 0652352e92 chore: fix circular dependency (#459) 2024-01-27 00:46:04 -06:00
Alex Yang 103949513b chore: bump version (#458) 2024-01-26 22:46:00 -06:00
Emanuel Ferreira 9ba4547c4d fix: not overwrite metadata (#453) 2024-01-26 09:07:52 -03:00
Tyrone Avnit 4fea0adf43 Expose BaseExtractor Class (#454) 2024-01-26 09:07:36 -03:00
Marcus Schiesser de070dbfa7 RELEASING: Releasing 1 package(s)
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2024-01-26 16:33:12 +07:00
Marcus Schiesser 87eb72bdb2 fix: don't install root package for llamapack examples (as there isn't one) 2024-01-26 16:30:50 +07:00
Thuc Pham fe03aaae55 feat: generate llama pack example (#429) 2024-01-26 15:02:49 +07:00
yisding 9ce7d3d648 Update packages (#448) 2024-01-26 11:54:58 +07:00
Alex Yang 0471407761 RELEASING: Releasing 1 package(s)
Releases:
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2024-01-25 22:26:59 -06:00
Alex Yang e4b807a018 fix(core): invalid package.json 2024-01-25 22:26:31 -06:00
Alex Yang 0a0ec37725 RELEASING: Releasing 1 package(s)
Releases:
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2024-01-25 22:18:14 -06:00
Alex Yang 8abca5d818 build(core): release with node resolution compatibility (#451) 2024-01-25 22:12:15 -06:00
jess-render 3a29a8036b Add node_modules to gitignore in Express backends (#447)
Co-authored-by: Jess Lin <jesslin@Jesss-MBP.render.com>
2024-01-26 09:34:53 +07:00
yisding e2b9b66f71 RELEASING: Releasing 2 package(s)
Releases:
  llamaindex@0.1.0
  docs@0.0.1

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2024-01-25 15:47:02 -08:00
yisding bb66cb7e36 Openai embeddings 3 (#445) 2024-01-25 15:45:21 -08:00
Alex Yang 2159e77c9d RELEASING: Releasing 1 package(s)
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2024-01-25 14:59:22 -06:00
Emanuel Ferreira 3154f521d9 chore: add qdrant readme (#444) 2024-01-25 17:58:37 -03:00
Alex Yang fda8024607 revert: export conditions not working with moduleResolution node (#443) 2024-01-25 13:51:05 -06:00
Marcus Schiesser 89336e4ddf feat: add deno jupyter examples (#428) 2024-01-25 18:09:19 +07:00
Marcus Schiesser a94f747307 RELEASING: Releasing 1 package(s)
Releases:
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2024-01-25 17:46:19 +07:00
Marcus Schiesser 88d3b41044 fix: create-llama packaging 2024-01-25 17:44:29 +07:00
Marcus Schiesser 7fd02ab8d1 RELEASING: Releasing 1 package(s)
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2024-01-25 16:58:45 +07:00
Huu Le (Lee) 9e5d8e143e Feat: add local pdf file option (#441) 2024-01-25 15:20:42 +07:00
Huu Le (Lee) f0f7df29b3 remove chromadb override (as llamaindex is forcing now chromadb 1.7.3) 2024-01-25 14:24:01 +07:00
yisding 05ba70881c RELEASING: Releasing 1 package(s)
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2024-01-24 23:00:50 -08:00
yisding 8a729cdd0d minor bug fixes with together AI (#440) 2024-01-24 22:59:09 -08:00
Marcus Schiesser ffe5fbcd51 RELEASING: Releasing 1 package(s)
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2024-01-25 11:09:36 +07:00
Marcus Schiesser 18cc545e16 chore: allow separate releases for create-llama and llamaindex 2024-01-25 11:09:22 +07:00
Emanuel Ferreira c818e90cfc refactor: restructure documentation (#420)
Co-authored-by: Alex Yang <himself65@outlook.com>
2024-01-25 10:22:35 +07:00
Alex Yang 570973b9d6 docs: add stackblitz playground (#439) 2024-01-24 21:00:47 -06:00
Alex Yang 09d19b99ba chore: bump docusaurus to v3 (#438) 2024-01-24 19:21:15 -06:00
Alex Yang 7ad30dc660 chore: abstract node:path (#435) 2024-01-24 17:09:52 -06:00
Alex Yang 5c1702c527 chore: remove unused package (#436) 2024-01-24 15:58:39 -06:00
Alex Yang f1063d58ae feat: abstract file system api (#433) 2024-01-24 14:58:40 -06:00
Emanuel Ferreira eee39221c4 feat(qdrant): Add Qdrant Vector DB (#408) 2024-01-24 17:49:49 +07:00
Marcus Schiesser 4303961948 fix changeset format 2024-01-24 17:37:28 +07:00
Marcus Schiesser e2790dabc8 Add ingestion pipeline with doc store strategies (#418) 2024-01-24 17:26:24 +07:00
Thuc Pham ba42aa592c fix: spawn run fail on window (#419) 2024-01-24 17:07:59 +07:00
Alex Yang e1deba1222 fix: abstract createHash (#427) 2024-01-23 20:59:55 -06:00
Alex Yang f9c2dd1b3a fix: abstract some node API (#426) 2024-01-23 20:03:22 -06:00
Alex Yang 8bf0a41926 fix: error when running examples (#425) 2024-01-23 11:27:32 -06:00
Alex Yang 5c89aa54c4 feat: abstract node:os (#422) 2024-01-23 15:34:28 +07:00
Nikolai Lehbrink 69484526e6 fix: typo in customized vector index section (#423) 2024-01-23 15:33:29 +07:00
Marcus Schiesser bfc84384ea fix: don't create new hash deserialization a node (#307) 2024-01-23 15:32:11 +07:00
Alex Yang cce3b792db revert: missing files (#421) 2024-01-22 22:36:40 -06:00
Alex Yang bff40f27c5 feat: use conditional exports (#401) 2024-01-22 15:52:20 -06:00
Emanuel Ferreira c3e3b598bb fix(metadataFiltering): prefilters not being passed to vector query (#412) 2024-01-22 17:30:29 +07:00
Huu Le (Lee) fa17f7e352 add run app option (#399) 2024-01-22 14:03:57 +07:00
Motoki saito 3aed922a3b readme sample code chnaged (#414) 2024-01-22 10:39:56 +07:00
Emanuel Ferreira 7c4e37c5cd fix(getCollection): getOrCreateCollection (#413) 2024-01-22 10:36:11 +07:00
Emanuel Ferreira 2d8845b084 feat(extractors): add keyword extractor and base extractor (#404)
Co-authored-by: Alex Yang <himself65@outlook.com>
2024-01-21 16:28:02 -06:00
Owen Craston 47f21796e0 fix: add root package name (#403) 2024-01-20 13:53:38 -06:00
yisding eb6de99fcb Merge pull request #406 from run-llama/new-prettier
New prettier version
2024-01-19 15:31:31 -08:00
yisding 2bfc8f3161 try adding a version to pnpm
I don't think it should make a difference...
2024-01-19 15:26:07 -08:00
yisding bcacf88e55 run prettier format:fix 2024-01-19 15:14:40 -08:00
yisding 13766a82b2 new prettier version 2024-01-19 15:11:59 -08:00
Marcus Schiesser 34d7ca66f5 improved publish scripts 2024-01-19 15:41:54 +07:00
Marcus Schiesser 17a803bb17 RELEASING: Releasing 2 package(s)
Releases:
  llamaindex@0.0.48
  create-llama@0.0.16

[skip ci]
2024-01-19 14:53:34 +07:00
Marcus Schiesser 1bd47969b3 fix changesets 2024-01-19 14:21:09 +07:00
Marcus Schiesser 5fec0f1135 Feat: add example for SummaryChatHistory 2024-01-19 14:18:33 +07:00
Thuc Pham a73942ddea fix: should bundle mongo dependency (#402) 2024-01-19 14:17:03 +07:00
Marcus Schiesser 34a26e5e4d Use ChatHistory in all ChatEngines (#400)
* refactor: merge HistoryChatEngine and ContextChatEngine and use ChatHistory for all chat engines

* fix: add safeguard for tokensToSummarize

* refactor: unfold chat engines to own folder

* refactor: extract LLM types

* refactor: move multi-modal types to llm

* docs(changeset): Remove HistoryChatEngine and use ChatHistory for all chat engines

* dev: add debug launcher and don't lint generated code
2024-01-18 17:18:10 +07:00
Thuc Pham f74dea5fae feat(express): support showing image on chat message express backend (#380) 2024-01-18 14:24:48 +07:00
Marcus Schiesser ee3eb7d8e2 fix: update create-llama examples for new chat engine (#396)
---------

Co-authored-by: thucpn <thucsh2@gmail.com>
2024-01-18 12:10:37 +07:00
Marcus Schiesser 75f94eea1b fix: lint errors 2024-01-18 11:31:25 +07:00
Marcus Schiesser b737bda40d refactor: encourage using parameter objects for functions with more than 4 parameters (#398) 2024-01-18 08:46:08 +07:00
Marcus Schiesser d99b1d61d7 llamaindex@0.0.47 2024-01-17 15:39:17 +07:00
Marcus Schiesser 844029d8e5 feat: Add streaming support for QueryEngine (and unify streaming interface with ChatEngine) (#393) 2024-01-17 14:29:27 +07:00
Huu Le (Lee) 9492cc64b5 Added option to automatically install dependencies (for Python and TS) (#381) 2024-01-16 16:12:37 +07:00
Alex Yang 5773f97e88 feat: add together AI vector index example (#390) 2024-01-15 21:52:15 -06:00
Marcus Schiesser 0784dc3a0a fix: replace missing import * as (#392) 2024-01-15 21:37:01 -06:00
Alex Yang 7993be7d0d RELEASING: Releasing 2 package(s)
Releases:
  llamaindex@0.0.46
  create-llama@0.0.15

[skip ci]
2024-01-15 14:21:18 -06:00
Alex Yang f22ce6e757 Revert "RELEASING: Releasing 2 package(s)"
This reverts commit 3c4347b247.
2024-01-15 14:21:18 -06:00
Alex Yang 3c4347b247 RELEASING: Releasing 2 package(s)
Releases:
  llamaindex@0.1.0
  create-llama@0.0.15

[skip ci]
2024-01-15 14:08:59 -06:00
Aziz Khoury 977f2840b9 fix: wrong import for path in SimpleKVStore.ts (#383)
Co-authored-by: Alex Yang <himself65@outlook.com>
2024-01-15 14:03:30 -06:00
Alex Yang 5d3bb6642e fix: default import (#386) 2024-01-15 13:59:31 -06:00
Marcus Schiesser 2001eb7ffb fix: format 2024-01-15 18:15:44 +07:00
Marcus Schiesser f18c9f69d4 refactor: update low-level streaming interface (#325) 2024-01-15 18:06:53 +07:00
Thuc Pham 8e124e5b63 feat: support showing image for chat message in NextJS (#368) 2024-01-15 17:57:20 +07:00
Nir Gazit 4ed5e544b0 docs: added openllmetry observability (#369) 2024-01-15 10:15:02 +07:00
Alex Yang b185bda5b1 RELEASING: Releasing 2 package(s)
Releases:
  create-llama@0.0.14
  llamaindex@0.0.45

[skip ci]
2024-01-14 18:14:55 -06:00
Alex Yang d79804e271 docs: update README.md (#376) 2024-01-14 18:10:55 -06:00
Alex Yang 2b356c8613 fix(create-llama): component choice (#377) 2024-01-14 18:10:33 -06:00
Alex Yang 2e6b36ef4b docs: update changelog (#374) 2024-01-12 18:49:53 -06:00
Alex Yang edd0f66234 feat: support Together AI (#373) 2024-01-12 18:41:48 -06:00
Alex Yang 2da407d66c fix: cover type check on all ts files (#372) 2024-01-12 15:36:04 -06:00
Alex Yang fa574f709e chore(core): use bunchee to bundle (#370) 2024-01-12 12:50:33 -06:00
Alex Yang 1e6171521b refactor: use crypto.randomUUID (#371)
Ref: https://nodejs.org/docs/latest/api/crypto.html#cryptorandomuuidoptions
2024-01-12 12:30:17 -06:00
Marcus Schiesser 3f3e4eca66 RELEASING: Releasing 1 package(s)
Releases:
  llamaindex@0.0.44

[skip ci]
2024-01-12 14:21:11 +07:00
Thuc Pham 648482b0f1 Feat: Add support for ChromaDB (#310)
Co-authored-by: Aarav Navani <38411399+oofmeister27@users.noreply.github.com>
2024-01-12 13:35:00 +07:00
Marcus Schiesser bb46afe33d RELEASING: Releasing 1 package(s)
Releases:
  create-llama@0.0.13

[skip ci]
2024-01-11 14:30:38 +07:00
Marcus Schiesser 80f5914abf fix: raise exception if PG_CONNECTION_STRING is empty (generated value) 2024-01-11 14:25:00 +07:00
Marcus Schiesser 1c4e7f9c3e chore: change release process 2024-01-11 13:22:54 +07:00
Marcus Schiesser e4ae6e9076 RELEASING: Releasing 1 package(s)
Releases:
  llamaindex@0.0.43

[skip ci]
2024-01-11 13:19:23 +07:00
Marcus Schiesser f93efa2ea1 fix: disabled sweep (was trying to work on a draft PR) 2024-01-11 11:02:24 +07:00
Thuc Pham 7d79365262 feat: add examples and docs for readers (#323) 2024-01-11 11:42:13 +08:00
Huu Le (Lee) 555692207e Feat[cl]: Add postgresql vector store for fastapi (#318) 2024-01-11 11:03:12 +08:00
Alex Yang fcc06b227a fix(perf): use regex to spilt texts (#364) 2024-01-10 17:27:50 -06:00
Thuc Pham 08a39790e4 fix: default separator not work for window os (#324) 2024-01-10 17:07:08 +08:00
Marcus Schiesser a8270082a0 fix: improve async handling in fastapi (#322) 2024-01-10 11:55:13 +08:00
Marcus Schiesser 85da798538 llamaindex@0.0.42 2024-01-08 17:06:22 +07:00
Marcus Schiesser b68d8697df fix: add missing metadata after node parsing (#317) 2024-01-08 17:48:44 +08:00
fatdoge 7704df5042 Update starter.md (#316)
Markdown link render error fix.
2024-01-08 17:03:46 +08:00
Marcus Schiesser 16f04c7e7e docs: add changeset 2024-01-08 15:58:58 +07:00
Marcus Schiesser 7c6b3117bf feat: use local embedding for sentence window example and log progress 2024-01-08 15:58:58 +07:00
Marcus Schiesser 7def68fb37 feat: added local embedding 2024-01-08 15:58:58 +07:00
Marcus Schiesser 03ed2b4129 feat: add sentenceWindow.ts example 2024-01-08 15:58:58 +07:00
Marcus Schiesser 733d62a699 feat: add MetadataReplacementPostProcessor 2024-01-08 15:58:58 +07:00
Marcus Schiesser f76e1d0796 feat: add sentence window node parser 2024-01-08 15:58:58 +07:00
Marcus Schiesser 88d42ccd8d refactor: move node parsers to own package 2024-01-08 15:58:58 +07:00
Thuc Pham a0686fb1f2 docs: remove serverComponentsExternalPackages config (#314) 2024-01-08 16:35:06 +08:00
Marcus Schiesser 3d198d94a6 llamaindex@0.0.41 2024-01-08 15:18:24 +07:00
Thuc Pham 036c00db73 Feat: add postgres vectordb (#308)
* feat: integrate create-llama with postgresql 
* fix: get data for verification before inserting
* feat: show available vector DBs based on framework
2024-01-05 14:13:52 +08:00
Alex Yang 548f0687f1 feat(core): init support for Ollama (#305) 2024-01-04 18:03:00 -06:00
Marcus Schiesser f85c042a94 refactor: encapsulate node serialization 2024-01-04 10:19:18 +07:00
yisding 40e892f813 Oops adding back Alex's crypto changes 2024-01-04 10:19:18 +07:00
yisding 2381025306 move clone outside of toJSON
I like structuredClone although we have an issue with AWS only
supporting Node 16
2024-01-04 10:19:18 +07:00
Marcus Schiesser a0909dc053 docs: updated how to create a mongodb vector index 2024-01-04 10:19:18 +07:00
Marcus Schiesser 853a14b7c7 fix: add test cases, ensure that a node's metadata is not modified and remove text if requested 2024-01-04 10:19:18 +07:00
yisding b31e2d42eb fixed recursive issue in metadataDictToNode 2024-01-04 10:19:18 +07:00
yisding 5b6ad9419f fix mongo example 2024-01-04 10:19:18 +07:00
Marcus Schiesser a60948a87e fix: add format check to pre-commit 2024-01-03 10:39:54 +07:00
Alex Yang 8b420da753 style: prettier format (#304) 2024-01-02 17:12:06 -06:00
Alex Yang 12c079b74a refactor: remove unused deps (#303) 2024-01-02 16:40:24 -06:00
Marcus Schiesser c835f78dd0 docs: added changesets for core 2024-01-02 16:07:12 +07:00
Marcus Schiesser d52eb9d4ee fix[docs]: installation link (#302) 2024-01-02 12:25:56 +08:00
Marcus Schiesser 0cfd9f60b5 create-llama@0.0.12 2024-01-02 11:02:34 +07:00
Marcus Schiesser 5ab65eb95a fix[cl]: naming bug and added release changeset 2023-12-29 17:58:43 +07:00
Marcus Schiesser b13fb36de0 Merge pull request #295 from run-llama/ms/cl-python-add-mongodb
Feat: Add MongoDB Vector DB support for Python projects in create-llama
2023-12-29 15:01:06 +07:00
Marcus Schiesser d8fe65a273 refactor: improved var naming 2023-12-29 14:26:29 +07:00
Marcus Schiesser ba1cb996cf refactor: separate python and typescript generators 2023-12-29 14:10:01 +07:00
thucpn 41f41d6543 feat: prepare python dependencies 2023-12-29 13:47:41 +07:00
thucpn e25fc44db9 Merge branch 'ms/cl-python-add-mongodb' of github.com:run-llama/LlamaIndexTS into ms/cl-python-add-mongodb 2023-12-28 14:53:22 +07:00
thucpn 2ea91dc94b docs: update packages 2023-12-28 14:52:12 +07:00
Marcus Schiesser b16419ad3e Update packages/create-llama/templates/index.ts 2023-12-28 15:12:03 +08:00
thucpn 1e3c05c408 feat: question to select vectordb for python template 2023-12-28 14:03:35 +07:00
Marcus Schiesser a7eb59f472 fix: update pnpm-lock.yaml 2023-12-28 13:58:11 +07:00
Marcus Schiesser e99448481c Merge pull request #296 from run-llama/add-pinecone-vector-store
Add pinecone vector store
2023-12-28 13:49:40 +07:00
Michael Tutty 83ab7622d9 Fix reference in examples/pinecone-vector-store 2023-12-28 13:44:35 +07:00
Michael Tutty d4312d504b Resolve PR issues for pinecone-vector-store 2023-12-28 13:44:35 +07:00
Michael Tutty 95742e7704 AddPineconeVectorStore to storage/index.ts 2023-12-28 13:44:35 +07:00
Michael Tutty a8845a33df Add apps/simple/pinecone-vector-store 2023-12-28 13:44:35 +07:00
Michael Tutty b3fd87f302 Add PineconeVectorStore 2023-12-28 13:44:34 +07:00
Marcus Schiesser 25ba970e09 feat: added python code for mongodb 2023-12-28 11:47:41 +07:00
Marcus Schiesser a67f9aaad7 Merge pull request #292 from run-llama/ms/cl-python-features
Feat: Bring Python templates with TS templates to feature parity
2023-12-28 11:31:11 +07:00
Marcus Schiesser 210ce35867 fix: remove cleaning the build assets (doesn't work as due to how ncc references the assets) 2023-12-28 10:38:21 +07:00
Marcus Schiesser 36905f6442 fix: CI not running on windows 2023-12-27 18:38:35 +07:00
Marcus Schiesser ed509db04a feat[e2e]: add simple check for fastapi (folder exists) 2023-12-27 18:05:44 +07:00
Marcus Schiesser 14413c0637 fix: produce clean create-llama builds 2023-12-27 17:59:29 +07:00
Marcus Schiesser 9682c95da8 fix: incorrect generation message 2023-12-27 15:21:38 +07:00
Marcus Schiesser 7c6eba90e5 fix: don't allow frontend for non-streaming 2023-12-27 15:21:38 +07:00
Marcus Schiesser c85bf225b9 fix: python packaging 2023-12-27 15:21:36 +07:00
Marcus Schiesser b51c2d66a5 fix: get embed_model from base model 2023-12-27 15:20:45 +07:00
Marcus Schiesser 935bc52239 fix: use base service context 2023-12-27 15:20:45 +07:00
thucpn 57ff51823c docs: update readme for simple template 2023-12-27 15:20:45 +07:00
thucpn 06b20a1772 fix: code review and bugs 2023-12-27 15:20:45 +07:00
thucpn 7a98255149 fix: path to typescript folder 2023-12-27 15:20:45 +07:00
thucpn 980038c711 refactor: typescript vectordb folder 2023-12-27 15:20:45 +07:00
thucpn 09d4e36200 feat: create chat engine folder for python 2023-12-27 15:20:45 +07:00
thucpn 8fb523bcef fix: use model env for all framework 2023-12-27 15:20:45 +07:00
thucpn e48a621d61 fix: use public model only for nextjs 2023-12-27 15:20:45 +07:00
thucpn 1f87787b05 refactor: context structure for simple python template 2023-12-27 15:20:45 +07:00
thucpn fb6cef8a0b docs: update env config 2023-12-27 15:20:45 +07:00
thucpn 21368f6218 feat: remove constants.ts in ts templates 2023-12-27 15:20:45 +07:00
Marcus Schiesser 116685017d feat[cl-fastapi]: test and document new fastapi structure 2023-12-27 15:20:45 +07:00
Marcus Schiesser 23082f2c5e feat[cl-fastapi]: draft for new fastapi structure (supporting engines) 2023-12-27 15:20:45 +07:00
Marcus Schiesser ff2b3ca727 fix[cl-fastapi]: use json for request content-type (and update llama-index) 2023-12-27 15:20:45 +07:00
Marcus Schiesser e55d41f5df fix: don't include python caches to npm 2023-12-22 16:22:34 +07:00
Marcus Schiesser 91fb5101d6 refactor: don't check in idea projects 2023-12-22 15:34:09 +07:00
Marcus Schiesser 9c5e22a656 docs: added changesets for create-llama 2023-12-22 15:34:09 +07:00
Marcus Schiesser 18f23b298e feat: add /api/chat e2e test (uses openai key) (#287)
* feat: allow custom external port

---------

Co-authored-by: thucpn <thucsh2@gmail.com>
2023-12-22 12:49:13 +07:00
Alex Yang ddf39ebeaa refactor: sentence split (#290)
Co-authored-by: Marcus Schiesser <mail@marcusschiesser.de>
2023-12-21 12:36:43 -06:00
Alex Yang 320b515e7d fix: align separator with llama_index (#289) 2023-12-20 13:15:14 -06:00
Marcus Schiesser 04c50ee946 Feat: Removed pdf-parse, and directly use latest pdf.js (#288) 2023-12-20 17:13:26 +08:00
Marcus Schiesser 3d626d68aa llamaindex@0.0.40 2023-12-18 17:50:12 +07:00
Marcus Schiesser 9c0442bdb5 filter docs for publishing package 2023-12-18 17:44:19 +07:00
Marcus Schiesser 606ffa40d1 docs: add astradb changeset 2023-12-18 17:29:28 +07:00
Marcus Schiesser e9f6de1238 feat: ensure retriever returns an image and send it to the LLM base64 encoded 2023-12-18 17:20:56 +07:00
Marcus Schiesser 8110ab98b6 feat: added mm-rag example and started the response synthesis for it 2023-12-18 17:20:56 +07:00
Marcus Schiesser b8c4bd70ae refactor: improve DX using image vector stores 2023-12-18 17:20:56 +07:00
Marcus Schiesser 2e49856621 refactor: moved multi-modal examples 2023-12-18 17:20:56 +07:00
Marcus Schiesser 2039509811 fix: bugs with persisting and loading image vector stores 2023-12-18 17:20:56 +07:00
Thuc Pham 420f2ddeb7 Fix: npm script does not run in window machine (#283) 2023-12-18 16:43:53 +08:00
Marcus Schiesser afc0516868 add RAG to mistral example 2023-12-18 14:52:37 +07:00
Marcus Schiesser 02a0f5e96c Feat: Add vector DB to create-llama (starting with MongoDB) (#279)
* feat: add selection for vector DB
* feat: add mongo datasource 
* fix: remove not implemented vector dbs

---------

Co-authored-by: Thuc Pham <51660321+thucpn@users.noreply.github.com>
2023-12-15 16:49:00 +08:00
Thuc Pham 2f7b05006b Fix/express app can not parse request json body (#17) 2023-12-14 14:16:25 +07:00
thucpn 314089b0a1 feat: option to select model for express 2023-12-14 14:16:25 +07:00
Mike Fortman 60e626d6d0 Update Astra client and associated type changes (#277) 2023-12-14 10:54:29 +08:00
yisding 5c2050ebcf 0.0.39 2023-12-12 18:22:29 -08:00
yisding 7fd2870d45 Merge pull request #274 from run-llama/ms/add-mistral 2023-12-12 07:27:06 -08:00
Logan 609e3339c0 Merge pull request #275 from run-llama/ms/set-max-tokens-512 2023-12-12 09:06:16 -06:00
Marcus Schiesser 0e01723aee fix: set max tokens to 512 for nextjs examples 2023-12-12 17:17:36 +07:00
Marcus Schiesser 25141b85f9 docs: added astradb changeset 2023-12-12 16:27:32 +07:00
Marcus Schiesser 21510bd664 docs: added changeset 2023-12-12 16:08:58 +07:00
Marcus Schiesser 696d1de19f fix: tests 2023-12-12 16:04:42 +07:00
Marcus Schiesser 56020b4bc3 docs: added mistral AI 2023-12-12 15:56:19 +07:00
Marcus Schiesser 62e29d5a51 fix: context window sizes 2023-12-12 15:41:39 +07:00
Marcus Schiesser 15c890a7b8 feat: add Mistral AI embeddings 2023-12-12 14:58:47 +07:00
Marcus Schiesser 43b33c558f feat: add support for mistral model 2023-12-12 13:55:57 +07:00
Niels Swimberghe be0661f156 Updated AssemblyAI SDK (#269) 2023-12-11 11:10:42 +08:00
yisding b9a5a0498a Merge pull request #268 from run-llama/seldo/add-ga
Including GA measurement ID
2023-12-07 17:56:02 -08:00
Laurie Voss 8c4261500c Including GA measurement ID 2023-12-07 17:47:00 -08:00
yisding 2254d98bcc Merge pull request #267 from run-llama/pierre/i18n-take-2
Add multiple languages translations
2023-12-07 08:50:14 -08:00
yisding 21f9096846 Merge pull request #262 from run-llama/ms/create-llama-add-e2e
Feat: added e2e for create-llama (thanks @himself65)
2023-12-07 08:43:51 -08:00
yisding 9830dc2962 Merge pull request #266 from run-llama/ms/add-json-extract
Feat: Added JSON extract example
2023-12-07 08:37:13 -08:00
Pierre c29a8cc63b Reduce number of language to 15 in the hope of allowing vertex to build the doc 2023-12-07 16:20:46 +01:00
Pierre ef7872eb4f Add multiple languages translations 2023-12-07 15:31:44 +01:00
Marcus Schiesser 3282223511 feat: added json extract example 2023-12-07 16:30:31 +07:00
Marcus Schiesser c99c5eb03f fix: disable windows for e2e tests 2023-12-07 11:28:37 +07:00
Marcus Schiesser 3b759c26c4 fix: running tests on windows 2023-12-07 11:28:37 +07:00
Marcus Schiesser 5038a1f351 fix: don't use frontend for backends of type non-streaming 2023-12-07 11:28:37 +07:00
Marcus Schiesser 0aa7552de6 fix: skip simple/nextjs combination 2023-12-07 11:28:37 +07:00
Marcus Schiesser 7fae7d2cde fix: unify OpenAI key naming 2023-12-07 11:28:37 +07:00
Marcus Schiesser f35d8e5b64 feat: set test permutations trade-off 2023-12-07 11:28:37 +07:00
Marcus Schiesser 63cc0a35d3 fix: use CJS for create-llama 2023-12-07 11:28:37 +07:00
Marcus Schiesser d159bdd50c refactor: cleaned e2e test code 2023-12-07 11:28:37 +07:00
Marcus Schiesser 0f2c609621 fix: e2e tests for nextjs and express 2023-12-07 11:28:37 +07:00
Marcus Schiesser 4e14952b24 feat: add PORT env to express templates 2023-12-07 11:28:37 +07:00
Marcus Schiesser b36d4b2723 fix: added model parameter to create-llama 2023-12-07 11:28:37 +07:00
Marcus Schiesser bf53cd3d3d feat: added e2e (thanks @himself65) 2023-12-07 11:28:37 +07:00
yisding f2e3935c0b Merge pull request #249 from mfortman11/astradb
Add AstraDB Vector Store
2023-12-06 14:31:01 -08:00
Mike Fortman 77f41f9356 Merge branch 'main' of github.com:run-llama/LlamaIndexTS into astradb 2023-12-06 14:14:19 -06:00
Mike Fortman 042500dd55 Update constuctor and metadata handling 2023-12-06 14:10:45 -06:00
yisding f0be93313a publish 2023-12-05 21:40:00 -08:00
yisding bf9e26319c more changesets 2023-12-05 21:29:32 -08:00
yisding 5054eb3b10 package updates 2023-12-05 20:34:25 -08:00
yisding 9bea88c7b8 fix double dropdown in docs 2023-12-05 20:11:40 -08:00
yisding 786c25d342 changesets 2023-12-05 19:54:35 -08:00
yisding d00f18d567 Merge pull request #252 from run-llama/suo/cn
[WIP] chinese docs
2023-12-05 11:10:18 -08:00
yisding 0f363487e9 Merge branch 'main' into suo/cn 2023-12-05 10:52:07 -08:00
yisding b471da75d6 Merge pull request #260 from run-llama/fr
[WIP] French documentation
2023-12-05 10:51:33 -08:00
yisding e5937ff6f8 Merge pull request #244 from parhammmm/main
Handle Azure specific responses, where choices could be 0
2023-12-05 10:20:56 -08:00
yisding 08379e61bf Merge pull request #231 from himself65/himself65/deps
fix(create-llama): lock deps version
2023-12-05 10:20:19 -08:00
yisding 6c8a65b055 Merge branch 'main' into himself65/deps 2023-12-05 10:19:09 -08:00
Mike Fortman d059db62c3 Merge branch 'main' of github.com:run-llama/LlamaIndexTS into astradb 2023-12-05 10:24:38 -06:00
yisding e4dd4a9036 Merge pull request #259 from run-llama/ms/create-llama-refactor-move-ui
Fixes for create-llama release
2023-12-05 07:59:37 -08:00
Marcus Schiesser 2aeb3415b1 doc: added changeset 2023-12-05 17:39:32 +07:00
Marcus Schiesser 680a12f87e fix: add minor/patch versions to be reproducable between pnpm and npm 2023-12-05 17:39:32 +07:00
Marcus Schiesser 7a83b34c16 fix: lower max tokens (so it works with gpt 3.5) 2023-12-05 17:39:32 +07:00
Marcus Schiesser ecd16f9fb0 refactor: swapped html and shadcn 2023-12-05 17:39:32 +07:00
yisding 54ca85d482 Merge pull request #229 from run-llama/feat/add-assemblyai
Feat: Re-Add AssemblyAIReader
2023-12-04 22:02:45 -08:00
yisding 65ef0be90c Merge pull request #255 from run-llama/ms/fix-pgvector
fix: paths in pgvector store example
2023-12-04 22:00:23 -08:00
yisding 57106affdf Merge pull request #256 from run-llama/ms/move-mongodb-example
Chore: move mongodb example
2023-12-04 21:59:55 -08:00
Mike Fortman d0bf2104dc Merge branch 'main' of github.com:run-llama/LlamaIndexTS into astradb 2023-12-04 10:54:03 -06:00
Mike Fortman e70413373f pr feedback: update import and constructor params 2023-12-04 10:53:31 -06:00
Marcus Schiesser c31dfa4957 fix: move mongodb to examples/ 2023-12-04 11:40:03 +07:00
Marcus Schiesser c7e510723d fix: paths in pgvector store example 2023-12-04 11:31:20 +07:00
Simon Suo 886e58828e use gpt-4 2023-12-02 17:39:44 -08:00
Simon Suo c8eaf1c9ac wip 2023-12-02 17:28:54 -08:00
Simon Suo 2169dadccc wip 2023-12-02 17:02:40 -08:00
Simon Suo 4bc8a7b733 wip 2023-12-02 16:58:39 -08:00
Simon Suo 61eb955921 wip 2023-12-02 15:23:17 -08:00
Mike Fortman 9d90335a12 add function descriptions 2023-12-01 15:26:24 -06:00
Mike Fortman b577acb115 Merge branch 'main' of github.com:run-llama/LlamaIndexTS into astradb 2023-12-01 14:53:07 -06:00
Mike Fortman 425e2bcccc Add docs 2023-12-01 14:52:16 -06:00
Mike Fortman 3766251891 Add Vector Store and Examples 2023-12-01 14:05:20 -06:00
Niels Swimberghe 1fe02a3067 update AssemblyAI reader to use new functions (#245) 2023-11-29 10:05:36 +08:00
Alex Yang 362d8ecb31 fix(create-llama): lock deps version 2023-11-28 10:53:26 -06:00
Parham Saidi 5f5f6389f9 Handle Azure specific responses, where choices could be 0 2023-11-28 17:49:00 +01:00
Marcus Schiesser 31cf3cde45 fix: default order error in package.json 2023-11-28 15:50:10 +07:00
Marcus Schiesser 11f0c2cab1 Revert "feat: remove AssemblyAIReader as it's not working with Next.JS"
This reverts commit c8bbc101cc.
2023-11-28 15:48:08 +07:00
1635 changed files with 229242 additions and 104737 deletions
+16
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@@ -0,0 +1,16 @@
{
"jsc": {
"parser": {
"syntax": "typescript",
"decorators": true
},
"target": "esnext",
"transform": {
"decoratorVersion": "2022-03"
}
},
"module": {
"type": "commonjs",
"ignoreDynamic": true
}
}
-10
View File
@@ -1,10 +0,0 @@
module.exports = {
root: true,
// This tells ESLint to load the config from the package `eslint-config-custom`
extends: ["custom"],
settings: {
next: {
rootDir: ["apps/*/"],
},
},
};
+2
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@@ -0,0 +1,2 @@
examples/readers/data/** binary
examples/data/** binary
+46
View File
@@ -0,0 +1,46 @@
---
name: Bug report
about: Create a report to help us improve
title: ""
labels: bug
assignees: ""
---
**Describe the bug**
A clear and concise description of what the bug is.
**To Reproduce**
Code to reproduce the behavior:
```ts
// paste the code here
```
**Expected behavior**
A clear and concise description of what you expected to happen.
**Screenshots**
If applicable, add screenshots to help explain your problem.
**Desktop (please complete the following information):**
- OS: [e.g. macOS, Linux]
- JS Runtime / Framework / Bundler (select all applicable)
- [ ] Node.js
- [ ] Deno
- [ ] Bun
- [ ] Next.js
- [ ] ESBuild
- [ ] Rollup
- [ ] Webpack
- [ ] Turbopack
- [ ] Vite
- [ ] Waku
- [ ] Edge Runtime
- [ ] AWS Lambda
- [ ] Cloudflare Worker
- [ ] Others (please elaborate on this)
- Version [e.g. 22]
**Additional context**
Add any other context about the problem here.
+1 -1
View File
@@ -1,6 +1,6 @@
name: Bugfix
title: ""
description: Write something like "We notice ... behavior when ... happens instead of ...""
description: Write something like "We notice ... behavior when ... happens instead of ..." If you would like to use sweep.dev prefix with "Sweep:"
body:
- type: textarea
id: description
+4 -2
View File
@@ -13,13 +13,15 @@ jobs:
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v4
- uses: pnpm/action-setup@v2
- uses: pnpm/action-setup@v4
- name: Setup Node.js
uses: actions/setup-node@v4
with:
node-version-file: '.nvmrc'
node-version-file: ".nvmrc"
cache: "pnpm"
- name: Install dependencies
run: pnpm install
- name: Run lint
run: pnpm run lint
- name: Run Prettier
run: pnpm run format
+28
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@@ -0,0 +1,28 @@
name: Publish Preview
on: [pull_request]
jobs:
pre_release:
name: Pre Release
runs-on: ubuntu-latest
steps:
- name: Checkout Repo
uses: actions/checkout@v4
- uses: pnpm/action-setup@v4
- name: Setup Node.js
uses: actions/setup-node@v4
with:
node-version-file: ".nvmrc"
cache: "pnpm"
- name: Install dependencies
run: pnpm install
- name: Build
run: pnpm run build
- name: Pre Release
run: pnpx pkg-pr-new publish --pnpm ./packages/* ./packages/providers/* ./packages/providers/storage/*
+37
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@@ -0,0 +1,37 @@
name: Publish to GitHub Releases
on:
push:
tags:
- "llamaindex@*"
jobs:
build-and-publish:
runs-on: ubuntu-latest
steps:
- name: Checkout Repo
uses: actions/checkout@v4
- uses: pnpm/action-setup@v4
- name: Setup Node.js
uses: actions/setup-node@v4
with:
node-version-file: ".nvmrc"
cache: "pnpm"
- name: Install dependencies
run: pnpm install
- name: Build tarball
run: |
pnpm pack
working-directory: packages/llamaindex
- name: Create release
uses: ncipollo/release-action@v1
with:
artifacts: "packages/llamaindex/llamaindex-*.tgz"
name: Release ${{ github.ref }}
bodyFile: "packages/llamaindex/CHANGELOG.md"
token: ${{ secrets.GITHUB_TOKEN }}
+70
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@@ -0,0 +1,70 @@
name: Release
on:
push:
branches:
- main
concurrency: ${{ github.workflow }}-${{ github.ref }}
jobs:
release:
name: Release
runs-on: ubuntu-latest
steps:
- name: Checkout Repo
uses: actions/checkout@v4
- uses: pnpm/action-setup@v4
- name: Setup Node.js
uses: actions/setup-node@v4
with:
node-version-file: ".nvmrc"
cache: "pnpm"
- name: Install dependencies
run: pnpm install
- name: Add auth token to .npmrc file
run: |
cat << EOF >> ".npmrc"
//registry.npmjs.org/:_authToken=$NPM_TOKEN
EOF
env:
NPM_TOKEN: ${{ secrets.NPM_TOKEN }}
- name: Get changeset status
id: get-changeset-status
run: |
pnpm changeset status --output .changeset/status.json
new_version=$(jq -r '.releases[] | select(.name == "llamaindex") | .newVersion' < .changeset/status.json)
rm -v .changeset/status.json
echo "new-version=${new_version}" >> "$GITHUB_OUTPUT"
- name: Create Release Pull Request or Publish to npm
id: changesets
uses: changesets/action@v1
with:
commit: Release ${{ steps.get-changeset-status.outputs.new-version }}
title: Release ${{ steps.get-changeset-status.outputs.new-version }}
# update version PR with the latest changesets
version: pnpm new-version
# build package and call changeset publish
publish: pnpm release
env:
GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
NPM_TOKEN: ${{ secrets.NPM_TOKEN }}
# Refs: https://github.com/changesets/changesets/issues/421
- name: Update lock file
continue-on-error: true
run: pnpm install --lockfile-only
- name: Commit lock file
continue-on-error: true
uses: stefanzweifel/git-auto-commit-action@v5
with:
commit_message: "chore: update lock file"
branch: changeset-release/main
file_pattern: "pnpm-lock.yaml"
+153 -5
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@@ -1,20 +1,168 @@
name: Run Tests
on: [push, pull_request]
on:
push:
branches:
- main
pull_request:
branches:
- main
concurrency:
group: ${{ github.workflow }}-${{ github.ref }}
cancel-in-progress: true
env:
POSTGRES_HOST_AUTH_METHOD: trust
TURBO_TOKEN: ${{ secrets.TURBO_TOKEN }}
TURBO_TEAM: ${{ vars.TURBO_TEAM }}
TURBO_REMOTE_ONLY: true
jobs:
test:
e2e:
strategy:
fail-fast: false
matrix:
node-version: [18.x, 20.x, 22.x, 23.x]
name: E2E on Node.js ${{ matrix.node-version }}
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v4
- uses: pnpm/action-setup@v2
- uses: ankane/setup-postgres@v1
with:
database: llamaindex_node_test
dev-files: true
- run: |
cd /tmp
git clone --branch v0.7.0 https://github.com/pgvector/pgvector.git
cd pgvector
make
sudo make install
- uses: pnpm/action-setup@v4
- name: Setup Node.js
uses: actions/setup-node@v4
with:
node-version-file: '.nvmrc'
node-version: ${{ matrix.node-version }}
cache: "pnpm"
- name: Install dependencies
run: pnpm install
- name: Run E2E Tests
run: pnpm run e2e
test:
strategy:
fail-fast: false
matrix:
node-version: [18.x, 20.x, 22.x, 23.x]
name: Test on Node.js ${{ matrix.node-version }}
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v4
- uses: pnpm/action-setup@v4
- name: Setup Node.js
uses: actions/setup-node@v4
with:
node-version: ${{ matrix.node-version }}
cache: "pnpm"
- name: Install dependencies
run: pnpm install
- name: Run tests
run: pnpm run test
typecheck:
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v4
- uses: pnpm/action-setup@v4
- name: Setup Node.js
uses: actions/setup-node@v4
with:
node-version-file: ".nvmrc"
cache: "pnpm"
- name: Install dependencies
run: pnpm install
- name: Build
run: pnpm run build
- name: Run Type Check
run: pnpm run type-check
- name: Run Circular Dependency Check
run: pnpm run circular-check
e2e-llamaindex-examples:
strategy:
fail-fast: false
matrix:
packages:
- cloudflare-worker-agent
- nextjs-agent
- nextjs-edge-runtime
- nextjs-node-runtime
- waku-query-engine
- llama-parse-browser
runs-on: ubuntu-latest
name: Build LlamaIndex Example (${{ matrix.packages }})
steps:
- uses: actions/checkout@v4
- uses: pnpm/action-setup@v4
- name: Setup Node.js
uses: actions/setup-node@v4
with:
node-version-file: ".nvmrc"
cache: "pnpm"
- name: Install dependencies
run: pnpm install
- name: Build llamaindex
run: pnpm run build
- name: Build ${{ matrix.packages }}
run: pnpm run build
working-directory: e2e/examples/${{ matrix.packages }}
typecheck-examples:
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v4
- uses: pnpm/action-setup@v4
- name: Setup Node.js
uses: actions/setup-node@v4
with:
node-version-file: ".nvmrc"
cache: "pnpm"
- name: Install dependencies
run: pnpm install
- name: Build
run: pnpm run build
- name: Copy examples
run: rsync -rv --exclude=node_modules ./examples ${{ runner.temp }}
- name: Pack packages
run: |
for dir in packages/*; do
if [ -d "$dir" ] && [ -f "$dir/package.json" ] && [[ ! "$dir" =~ autotool ]]; then
echo "Packing $dir"
pnpm pack --pack-destination ${{ runner.temp }} -C $dir
else
echo "Skipping $dir, no package.json found"
fi
done
- name: Pack provider packages
run: |
for dir in packages/providers/* packages/providers/storage/*; do
if [ -d "$dir" ] && [ -f "$dir/package.json" ]; then
echo "Packing $dir"
pnpm pack --pack-destination ${{ runner.temp }} -C $dir
else
echo "Skipping $dir, no package.json found"
fi
done
- name: Install
run: npm add ${{ runner.temp }}/*.tgz
working-directory: ${{ runner.temp }}/examples
- name: Run Type Check
run: npx tsc --project ./tsconfig.json
working-directory: ${{ runner.temp }}/examples
- uses: actions/upload-artifact@v4
if: failure()
with:
name: build-dist
path: |
${{ runner.temp }}/*.tgz
if-no-files-found: error
+13 -2
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@@ -37,6 +37,17 @@ yarn-error.log*
.vercel
dist/
lib/
# vs code
.vscode/launch.json
.cache
test-results/
playwright-report/
blob-report/
playwright/.cache/
.tsbuildinfo
# intellij
**/.idea
# generated API
packages/cloud/src/client
+1 -5
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@@ -1,5 +1 @@
#!/usr/bin/env sh
. "$(dirname -- "$0")/_/husky.sh"
pnpm lint
npx lint-staged
pnpm run lint-staged
-4
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@@ -1,4 +0,0 @@
#!/usr/bin/env sh
. "$(dirname -- "$0")/_/husky.sh"
pnpm test
+4
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@@ -1 +1,5 @@
auto-install-peers = true
enable-pre-post-scripts = true
prefer-workspace-packages = true
save-workspace-protocol = true
link-workspace-packages = true
+1 -1
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@@ -1 +1 @@
18
20
+9
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@@ -0,0 +1,9 @@
apps/docs/i18n
apps/docs/docs/api
pnpm-lock.yaml
lib/
dist/
.docusaurus/
.source/
# prttier doesn't support mdx3 we are using
*.mdx
+12
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@@ -0,0 +1,12 @@
{
"jsc": {
"parser": {
"syntax": "typescript",
"decorators": true
},
"target": "esnext",
"transform": {
"decoratorVersion": "2022-03"
}
}
}
+18
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@@ -0,0 +1,18 @@
{
// Use IntelliSense to learn about possible attributes.
// Hover to view descriptions of existing attributes.
// For more information, visit: https://go.microsoft.com/fwlink/?linkid=830387
"version": "0.2.0",
"configurations": [
{
"type": "node",
"request": "launch",
"name": "Debug Example",
"skipFiles": ["<node_internals>/**"],
"runtimeExecutable": "pnpm",
"console": "integratedTerminal",
"cwd": "${workspaceFolder}/examples",
"runtimeArgs": ["npx", "tsx", "${file}"]
}
]
}
+1
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@@ -0,0 +1 @@
LlamaIndexTS
+12 -2
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@@ -5,5 +5,15 @@
"[xml]": {
"editor.defaultFormatter": "redhat.vscode-xml"
},
"jest.rootPath": "./packages/core"
}
"[python]": {
"editor.defaultFormatter": "ms-python.black-formatter"
},
"[jsonc]": {
"editor.defaultFormatter": "esbenp.prettier-vscode"
},
"[json]": {
"editor.defaultFormatter": "esbenp.prettier-vscode"
},
"prettier.prettierPath": "./node_modules/prettier",
"prettier.configPath": "prettier.config.mjs"
}
+48 -56
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@@ -2,79 +2,71 @@
## Structure
This is a monorepo built with Turborepo
LlamaIndex.TS uses pnpm monorepo.
Right now there are two packages of importance:
We recommend you to understand the basics of Node.js, TypeScript, pnpm, and of course, LLM before contributing.
packages/core which is the main NPM library llamaindex
There are some important folders in the repository:
apps/simple is where the demo code lives
### Turborepo docs
You can checkout how Turborepo works using the default [README-turborepo.md](/README-turborepo.md)
- `packages/*`: Contains the source code of the packages. Each package is a separate npm package.
- `llamaindex`: The starter package for LlamaIndex.TS, which contains the all sub-packages.
- `core`: The core package of LlamaIndex.TS, which contains the abstract classes and interfaces. It is designed for
all JS runtime environments.
- `env`: The environment package of LlamaIndex.TS, which contains the environment-specific classes and interfaces. It
includes compatibility layers for Node.js, Deno, Vercel Edge Runtime, Cloudflare Workers...
- `apps/*`: The applications based on LlamaIndex.TS.
- `next`: Our documentation website based on Next.js.
- `examples`: The code examples of LlamaIndex.TS using Node.js.
## Getting Started
Install NodeJS. Preferably v18 using nvm or n.
Inside the LlamaIndexTS directory:
Make sure you have Node.js LIS (Long-term Support) installed. You can check your Node.js version by running:
```shell
node -v
# v20.x.x
```
npm i -g pnpm ts-node
### Use pnpm
```shell
corepack enable
```
### Install dependencies
```shell
pnpm install
```
Note: we use pnpm in this repo, which has a lot of the same functionality and CLI options as npm but it does do some things better in a monorepo, like centralizing dependencies and caching.
### Build the packages
PNPM's has documentation on its [workspace feature](https://pnpm.io/workspaces) and Turborepo had some [useful documentation also](https://turbo.build/repo/docs/core-concepts/monorepos/running-tasks).
### Running Typescript
When we publish to NPM we will have a tsc compiled version of the library in JS. For now, the easiest thing to do is use ts-node.
### Test cases
To run them, run
```
pnpm run test
```
To write new test cases write them in [packages/core/src/tests](/packages/core/src/tests)
We use Jest https://jestjs.io/ to write our test cases. Jest comes with a bunch of built in assertions using the expect function: https://jestjs.io/docs/expect
### Demo applications
There is an existing ["simple"](/apps/simple/README.md) demos folder with mainly NodeJS scripts. Feel free to add additional demos to that folder. If you would like to try out your changes in the core package with a new demo, you need to run the build command in the README.
You can create new demo applications in the apps folder. Just run pnpm init in the folder after you create it to create its own package.json
### Installing packages
To install packages for a specific package or demo application, run
```
pnpm add [NPM Package] --filter [package or application i.e. core or simple]
```
To install packages for every package or application run
```
pnpm add -w [NPM Package]
```shell
# Build all packages
turbo build --filter "./packages/*"
```
### Docs
To contribute to the docs, go to the docs website folder and run the Docusaurus instance.
See the [docs](./apps/next/README.md) for more information.
```bash
cd apps/docs
pnpm install
pnpm start
## Changeset
We use [changesets](https://github.com/changesets/changesets) for managing versions and changelogs. To create a new
changeset, run in the root folder:
```
pnpm changeset
```
That should start a webserver which will serve the docs on https://localhost:3000
Please send a descriptive changeset for each PR.
Any changes you make should be reflected in the browser. If you need to regenerate the API docs and find that your TSDoc isn't getting the updates, feel free to remove apps/docs/api. It will automatically regenerate itself when you run pnpm start again.
## Publishing (maintainers only)
The [Release Github Action](.github/workflows/release.yml) is automatically generating and updating a
PR called "Release {version}".
This PR will update the `package.json` and `CHANGELOG.md` files of each package according to
the current changesets in the [.changeset](.changeset) folder.
If this PR is merged it will automatically add version tags to the repository and publish the updated packages to NPM.
-81
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@@ -1,81 +0,0 @@
# Turborepo starter
This is an official starter Turborepo.
## Using this example
Run the following command:
```sh
npx create-turbo@latest
```
## What's inside?
This Turborepo includes the following packages/apps:
### Apps and Packages
- `docs`: a [Next.js](https://nextjs.org/) app
- `web`: another [Next.js](https://nextjs.org/) app
- `ui`: a stub React component library shared by both `web` and `docs` applications
- `eslint-config-custom`: `eslint` configurations (includes `eslint-config-next` and `eslint-config-prettier`)
- `tsconfig`: `tsconfig.json`s used throughout the monorepo
Each package/app is 100% [TypeScript](https://www.typescriptlang.org/).
### Utilities
This Turborepo has some additional tools already setup for you:
- [TypeScript](https://www.typescriptlang.org/) for static type checking
- [ESLint](https://eslint.org/) for code linting
- [Prettier](https://prettier.io) for code formatting
### Build
To build all apps and packages, run the following command:
```
cd my-turborepo
pnpm build
```
### Develop
To develop all apps and packages, run the following command:
```
cd my-turborepo
pnpm dev
```
### Remote Caching
Turborepo can use a technique known as [Remote Caching](https://turbo.build/repo/docs/core-concepts/remote-caching) to share cache artifacts across machines, enabling you to share build caches with your team and CI/CD pipelines.
By default, Turborepo will cache locally. To enable Remote Caching you will need an account with Vercel. If you don't have an account you can [create one](https://vercel.com/signup), then enter the following commands:
```
cd my-turborepo
npx turbo login
```
This will authenticate the Turborepo CLI with your [Vercel account](https://vercel.com/docs/concepts/personal-accounts/overview).
Next, you can link your Turborepo to your Remote Cache by running the following command from the root of your Turborepo:
```
npx turbo link
```
## Useful Links
Learn more about the power of Turborepo:
- [Tasks](https://turbo.build/repo/docs/core-concepts/monorepos/running-tasks)
- [Caching](https://turbo.build/repo/docs/core-concepts/caching)
- [Remote Caching](https://turbo.build/repo/docs/core-concepts/remote-caching)
- [Filtering](https://turbo.build/repo/docs/core-concepts/monorepos/filtering)
- [Configuration Options](https://turbo.build/repo/docs/reference/configuration)
- [CLI Usage](https://turbo.build/repo/docs/reference/command-line-reference)
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# LlamaIndex.TS
<p align="center">
<img height="100" width="100" alt="LlamaIndex logo" src="https://ts.llamaindex.ai/square.svg" />
</p>
<h1 align="center">LlamaIndex.TS</h1>
<h3 align="center">
Data framework for your LLM application.
</h3>
LlamaIndex is a data framework for your LLM application.
[![NPM Version](https://img.shields.io/npm/v/llamaindex)](https://www.npmjs.com/package/llamaindex)
[![NPM License](https://img.shields.io/npm/l/llamaindex)](https://www.npmjs.com/package/llamaindex)
[![NPM Downloads](https://img.shields.io/npm/dm/llamaindex)](https://www.npmjs.com/package/llamaindex)
[![Discord](https://img.shields.io/discord/1059199217496772688)](https://discord.com/invite/eN6D2HQ4aX)
Use your own data with large language models (LLMs, OpenAI ChatGPT and others) in Typescript and Javascript.
Use your own data with large language models (LLMs, OpenAI ChatGPT and others) in JS runtime environments with TypeScript support.
Documentation: https://ts.llamaindex.ai/
Try examples online:
[![Open in Stackblitz](https://developer.stackblitz.com/img/open_in_stackblitz.svg)](https://stackblitz.com/github/run-llama/LlamaIndexTS/tree/main/examples)
## What is LlamaIndex.TS?
LlamaIndex.TS aims to be a lightweight, easy to use set of libraries to help you integrate large language models into your applications with your own data.
## Getting started with an example:
## Compatibility
LlamaIndex.TS requries Node v18 or higher. You can download it from https://nodejs.org or use https://nvm.sh (our preferred option).
### Multiple JS Environment Support
In a new folder:
LlamaIndex.TS supports multiple JS environments, including:
```bash
export OPENAI_API_KEY="sk-......" # Replace with your key from https://platform.openai.com/account/api-keys
pnpm init
pnpm install typescript
pnpm exec tsc --init # if needed
- Node.js >= 20 ✅
- Deno ✅
- Bun ✅
- Nitro ✅
- Vercel Edge Runtime ✅ (with some limitations)
- Cloudflare Workers ✅ (with some limitations)
For now, browser support is limited due to the lack of support for [AsyncLocalStorage-like APIs](https://github.com/tc39/proposal-async-context)
### Supported LLMs:
- OpenAI LLms
- Anthropic LLms
- Groq LLMs
- Llama2, Llama3, Llama3.1 LLMs
- MistralAI LLMs
- Fireworks LLMs
- DeepSeek LLMs
- ReplicateAI LLMs
- TogetherAI LLMs
- HuggingFace LLms
- DeepInfra LLMs
- Gemini LLMs
## Getting started
```shell
npm install llamaindex
pnpm install llamaindex
pnpm install @types/node
yarn add llamaindex
```
Create the file example.ts
### Setup in Node.js, Deno, Bun, TypeScript...?
```ts
// example.ts
import fs from "fs/promises";
import { Document, VectorStoreIndex } from "llamaindex";
See our official document: <https://ts.llamaindex.ai/docs/llamaindex/getting_started/>
async function main() {
// Load essay from abramov.txt in Node
const essay = await fs.readFile(
"node_modules/llamaindex/examples/abramov.txt",
"utf-8",
);
### Adding provider packages
// Create Document object with essay
const document = new Document({ text: essay });
In most cases, you'll also need to install provider packages to use LlamaIndexTS. These are for adding AI models, file readers for ingestion or storing documents, e.g. in vector databases.
// Split text and create embeddings. Store them in a VectorStoreIndex
const index = await VectorStoreIndex.fromDocuments([document]);
For example, to use the OpenAI LLM, you would install the following package:
// Query the index
const queryEngine = index.asQueryEngine();
const response = await queryEngine.query(
"What did the author do in college?",
);
// Output response
console.log(response.toString());
}
main();
```
Then you can run it using
```bash
pnpx ts-node example.ts
```shell
npm install @llamaindex/openai
pnpm install @llamaindex/openai
yarn add @llamaindex/openai
```
## Playground
@@ -70,50 +83,25 @@ Check out our NextJS playground at https://llama-playground.vercel.app/. The sou
## Core concepts for getting started:
- [Document](/packages/core/src/Node.ts): A document represents a text file, PDF file or other contiguous piece of data.
- [Document](/packages/llamaindex/src/Node.ts): A document represents a text file, PDF file or other contiguous piece of data.
- [Node](/packages/core/src/Node.ts): The basic data building block. Most commonly, these are parts of the document split into manageable pieces that are small enough to be fed into an embedding model and LLM.
- [Node](/packages/llamaindex/src/Node.ts): The basic data building block. Most commonly, these are parts of the document split into manageable pieces that are small enough to be fed into an embedding model and LLM.
- [Embedding](/packages/core/src/Embedding.ts): Embeddings are sets of floating point numbers which represent the data in a Node. By comparing the similarity of embeddings, we can derive an understanding of the similarity of two pieces of data. One use case is to compare the embedding of a question with the embeddings of our Nodes to see which Nodes may contain the data needed to answer that quesiton.
- [Embedding](/packages/llamaindex/src/embeddings/OpenAIEmbedding.ts): Embeddings are sets of floating point numbers which represent the data in a Node. By comparing the similarity of embeddings, we can derive an understanding of the similarity of two pieces of data. One use case is to compare the embedding of a question with the embeddings of our Nodes to see which Nodes may contain the data needed to answer that question. Because the default service context is OpenAI, the default embedding is `OpenAIEmbedding`. If using different models, say through Ollama, use this [Embedding](/packages/llamaindex/src/embeddings/OllamaEmbedding.ts) (see all [here](/packages/llamaindex/src/embeddings)).
- [Indices](/packages/core/src/indices/): Indices store the Nodes and the embeddings of those nodes. QueryEngines retrieve Nodes from these Indices using embedding similarity.
- [Indices](/packages/llamaindex/src/indices/): Indices store the Nodes and the embeddings of those nodes. QueryEngines retrieve Nodes from these Indices using embedding similarity.
- [QueryEngine](/packages/core/src/QueryEngine.ts): Query engines are what generate the query you put in and give you back the result. Query engines generally combine a pre-built prompt with selected Nodes from your Index to give the LLM the context it needs to answer your query.
- [QueryEngine](/packages/llamaindex/src/engines/query/RetrieverQueryEngine.ts): Query engines are what generate the query you put in and give you back the result. Query engines generally combine a pre-built prompt with selected Nodes from your Index to give the LLM the context it needs to answer your query. To build a query engine from your Index (recommended), use the [`asQueryEngine`](/packages/llamaindex/src/indices/BaseIndex.ts) method on your Index. See all query engines [here](/packages/llamaindex/src/engines/query).
- [ChatEngine](/packages/core/src/ChatEngine.ts): A ChatEngine helps you build a chatbot that will interact with your Indices.
- [ChatEngine](/packages/llamaindex/src/engines/chat/SimpleChatEngine.ts): A ChatEngine helps you build a chatbot that will interact with your Indices. See all chat engines [here](/packages/llamaindex/src/engines/chat).
- [SimplePrompt](/packages/core/src/Prompt.ts): A simple standardized function call definition that takes in inputs and formats them in a template literal. SimplePrompts can be specialized using currying and combined using other SimplePrompt functions.
## Note: NextJS:
If you're using NextJS App Router, you'll need to use the NodeJS runtime (default) and add the follow config to your next.config.js to have it use imports/exports in the same way Node does.
```js
export const runtime = "nodejs"; // default
```
```js
// next.config.js
/** @type {import('next').NextConfig} */
const nextConfig = {
experimental: {
serverComponentsExternalPackages: ["pdf-parse"], // Puts pdf-parse in actual NodeJS mode with NextJS App Router
},
};
module.exports = nextConfig;
```
## Supported LLMs:
- OpenAI GPT-3.5-turbo and GPT-4
- Anthropic Claude Instant and Claude 2
- Llama2 Chat LLMs (70B, 13B, and 7B parameters)
- [SimplePrompt](/packages/llamaindex/src/Prompt.ts): A simple standardized function call definition that takes in inputs and formats them in a template literal. SimplePrompts can be specialized using currying and combined using other SimplePrompt functions.
## Contributing:
We are in the very early days of LlamaIndex.TS. If youre interested in hacking on it with us check out our [contributing guide](/CONTRIBUTING.md)
Please see our [contributing guide](CONTRIBUTING.md) for more information.
You are highly encouraged to contribute to LlamaIndex.TS!
## Bugs? Questions?
## Community
Please join our Discord! https://discord.com/invite/eN6D2HQ4aX
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# Dependencies
/node_modules
# Production
/build
# Generated files
.docusaurus
.cache-loader
# Misc
.DS_Store
.env.local
.env.development.local
.env.test.local
.env.production.local
npm-debug.log*
yarn-debug.log*
yarn-error.log*
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# Website
This website is built using [Docusaurus 2](https://docusaurus.io/), a modern static website generator.
### Installation
```
$ pnpm
```
### Local Development
```
$ pnpm start
```
This command starts a local development server and opens up a browser window. Most changes are reflected live without having to restart the server.
However, the searchbar may not function with `yarn start`. Instead, run `yarn build` and launch a server:
```
$ npx http-server ./build
```
### Build
```
$ pnpm build
```
This command generates static content into the `build` directory and can be served using any static contents hosting service.
### Deployment
Using SSH:
```
$ USE_SSH=true pnpm deploy
```
Not using SSH:
```
$ GIT_USER=<Your GitHub username> pnpm deploy
```
If you are using GitHub pages for hosting, this command is a convenient way to build the website and push to the `gh-pages` branch.
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module.exports = {
presets: [require.resolve("@docusaurus/core/lib/babel/preset")],
};
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api/
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---
sidebar_position: 4
---
# End to End Examples
We include several end-to-end examples using LlamaIndex.TS in the repository
Check out the examples below or try them out and complete them in minutes with interactive Github Codespace tutorials provided by Dev-Docs [here](https://codespaces.new/team-dev-docs/lits-dev-docs-playground?devcontainer_path=.devcontainer%2Fjavascript_ltsquickstart%2Fdevcontainer.json):
## [Chat Engine](https://github.com/run-llama/LlamaIndexTS/blob/main/examples/chatEngine.ts)
Read a file and chat about it with the LLM.
## [Vector Index](https://github.com/run-llama/LlamaIndexTS/blob/main/examples/vectorIndex.ts)
Create a vector index and query it. The vector index will use embeddings to fetch the top k most relevant nodes. By default, the top k is 2.
## [Summary Index](https://github.com/run-llama/LlamaIndexTS/blob/main/examples/summaryIndex.ts)
Create a list index and query it. This example also use the `LLMRetriever`, which will use the LLM to select the best nodes to use when generating answer.
## [Save / Load an Index](https://github.com/run-llama/LlamaIndexTS/blob/main/examples/storageContext.ts)
Create and load a vector index. Persistance to disk in LlamaIndex.TS happens automatically once a storage context object is created.
## [Customized Vector Index](https://github.com/run-llama/LlamaIndexTS/blob/main/examples/vectorIndexCustomize.ts)
Create a vector index and query it, while also configuring the the `LLM`, the `ServiceContext`, and the `similarity_top_k`.
## [OpenAI LLM](https://github.com/run-llama/LlamaIndexTS/blob/main/examples/openai.ts)
Create an OpenAI LLM and directly use it for chat.
## [Llama2 DeuceLLM](https://github.com/run-llama/LlamaIndexTS/blob/main/examples/llamadeuce.ts)
Create a Llama-2 LLM and directly use it for chat.
## [SubQuestionQueryEngine](https://github.com/run-llama/LlamaIndexTS/blob/main/examples/subquestion.ts)
Uses the `SubQuestionQueryEngine`, which breaks complex queries into multiple questions, and then aggreates a response across the answers to all sub-questions.
## [Low Level Modules](https://github.com/run-llama/LlamaIndexTS/blob/main/examples/lowlevel.ts)
This example uses several low-level components, which removes the need for an actual query engine. These components can be used anywhere, in any application, or customized and sub-classed to meet your own needs.
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sidebar_position: 5
---
# Environments
LlamaIndex currently officially supports NodeJS 18 and NodeJS 20.
## NextJS App Router
If you're using NextJS App Router route handlers/serverless functions, you'll need to use the NodeJS mode:
```js
export const runtime = "nodejs"; // default
```
and you'll need to add an exception for pdf-parse in your next.config.js
```js
// next.config.js
/** @type {import('next').NextConfig} */
const nextConfig = {
experimental: {
serverComponentsExternalPackages: ["pdf-parse"], // Puts pdf-parse in actual NodeJS mode with NextJS App Router
},
};
module.exports = nextConfig;
```
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---
sidebar_position: 1
---
# Installation and Setup
Make sure you have NodeJS v18 or higher.
## Using create-llama
The easiest way to get started with LlamaIndex is by using `create-llama`. This CLI tool enables you to quickly start building a new LlamaIndex application, with everything set up for you.
Just run
<Tabs>
<TabItem value="1" label="npm" default>
```bash
npx create-llama@latest
```
</TabItem>
<TabItem value="2" label="Yarn">
```bash
yarn create llama
```
</TabItem>
<TabItem value="3" label="pnpm">
```bash
pnpm create llama@latest
```
</TabItem>
</Tabs>
to get started. Once your app is generated, run
```bash npm2yarn
npm run dev
```
to start the development server. You can then visit [http://localhost:3000](http://localhost:3000) to see your app
## Installation from NPM
```bash npm2yarn
npm install llamaindex
```
### Environment variables
Our examples use OpenAI by default. You'll need to set up your Open AI key like so:
```bash
export OPENAI_API_KEY="sk-......" # Replace with your key from https://platform.openai.com/account/api-keys
```
If you want to have it automatically loaded every time, add it to your .zshrc/.bashrc.
WARNING: do not check in your OpenAI key into version control.
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---
sidebar_position: 0
slug: /
---
# What is LlamaIndex.TS?
LlamaIndex.TS is a data framework for LLM applications to ingest, structure, and access private or domain-specific data. While a python package is also available (see [here](https://docs.llamaindex.ai/en/stable/)), LlamaIndex.TS offers core features in a simple package, optimized for usage with TypeScript.
## 🚀 Why LlamaIndex.TS?
At their core, LLMs offer a natural language interface between humans and inferred data. Widely available models come pre-trained on huge amounts of publicly available data, from Wikipedia and mailing lists to textbooks and source code.
Applications built on top of LLMs often require augmenting these models with private or domain-specific data. Unfortunately, that data can be distributed across siloed applications and data stores. It's behind APIs, in SQL databases, or trapped in PDFs and slide decks.
That's where **LlamaIndex.TS** comes in.
## 🦙 How can LlamaIndex.TS help?
LlamaIndex.TS provides the following tools:
- **Data loading** ingest your existing `.txt`, `.pdf`, `.csv`, `.md` and `.docx` data directly
- **Data indexes** structure your data in intermediate representations that are easy and performant for LLMs to consume.
- **Engines** provide natural language access to your data. For example:
- Query engines are powerful retrieval interfaces for knowledge-augmented output.
- Chat engines are conversational interfaces for multi-message, "back and forth" interactions with your data.
## 👨‍👩‍👧‍👦 Who is LlamaIndex for?
LlamaIndex.TS provides a core set of tools, essential for anyone building LLM apps with JavaScript and TypeScript.
Our high-level API allows beginner users to use LlamaIndex.TS to ingest and query their data.
For more complex applications, our lower-level APIs allow advanced users to customize and extend any module—data connectors, indices, retrievers, and query engines, to fit their needs.
## Getting Started
`npm install llamaindex`
Our documentation includes [Installation Instructions](./installation.md) and a [Starter Tutorial](./starter.md) to build your first application.
Once you're up and running, [High-Level Concepts](./concepts.md) has an overview of LlamaIndex's modular architecture. For more hands-on practical examples, look through our [End-to-End Tutorials](./end_to_end.md).
## 🗺️ Ecosystem
To download or contribute, find LlamaIndex on:
- Github: https://github.com/run-llama/LlamaIndexTS
- NPM: https://www.npmjs.com/package/llamaindex
## Community
Need help? Have a feature suggestion? Join the LlamaIndex community:
- Twitter: https://twitter.com/llama_index
- Discord https://discord.gg/dGcwcsnxhU
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collapsed: false
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label: High-Level Modules
@@ -1,20 +0,0 @@
---
sidebar_position: 4
---
# ChatEngine
The chat engine is a quick and simple way to chat with the data in your index.
```typescript
const retriever = index.asRetriever();
const chatEngine = new ContextChatEngine({ retriever });
// start chatting
const response = await chatEngine.chat(query);
```
## Api References
- [ContextChatEngine](../../api/classes/ContextChatEngine.md)
- [CondenseQuestionChatEngine](../../api/classes/ContextChatEngine.md)
@@ -1,17 +0,0 @@
---
sidebar_position: 1
---
# Reader / Loader
LlamaIndex.TS supports easy loading of files from folders using the `SimpleDirectoryReader` class. Currently, `.txt`, `.pdf`, `.csv`, `.md` and `.docx` files are supported, with more planned in the future!
```typescript
import { SimpleDirectoryReader } from "llamaindex";
documents = new SimpleDirectoryReader().loadData("./data");
```
## API Reference
- [SimpleDirectoryReader](../../api/classes/SimpleDirectoryReader.md)
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# Core Modules
LlamaIndex.TS offers several core modules, seperated into high-level modules for quickly getting started, and low-level modules for customizing key components as you need.
## High-Level Modules
- [**Document**](./high_level/documents_and_nodes.md): A document represents a text file, PDF file or other contiguous piece of data.
- [**Node**](./high_level/documents_and_nodes.md): The basic data building block. Most commonly, these are parts of the document split into manageable pieces that are small enough to be fed into an embedding model and LLM.
- [**Reader/Loader**](./high_level/data_loader.md): A reader or loader is something that takes in a document in the real world and transforms into a Document class that can then be used in your Index and queries. We currently support plain text files and PDFs with many many more to come.
- [**Indexes**](./high_level/data_index.md): indexes store the Nodes and the embeddings of those nodes.
- [**QueryEngine**](./high_level/query_engine.md): Query engines are what generate the query you put in and give you back the result. Query engines generally combine a pre-built prompt with selected nodes from your Index to give the LLM the context it needs to answer your query.
- [**ChatEngine**](./high_level/chat_engine.md): A ChatEngine helps you build a chatbot that will interact with your Indexes.
## Low Level Module
- [**LLM**](./low_level/llm.md): The LLM class is a unified interface over a large language model provider such as OpenAI GPT-4, Anthropic Claude, or Meta LLaMA. You can subclass it to write a connector to your own large language model.
- [**Embedding**](./low_level/embedding.md): An embedding is represented as a vector of floating point numbers. OpenAI's text-embedding-ada-002 is our default embedding model and each embedding it generates consists of 1,536 floating point numbers. Another popular embedding model is BERT which uses 768 floating point numbers to represent each Node. We provide a number of utilities to work with embeddings including 3 similarity calculation options and Maximum Marginal Relevance
- [**TextSplitter/NodeParser**](./low_level/node_parser.md): Text splitting strategies are incredibly important to the overall efficacy of the embedding search. Currently, while we do have a default, there's no one size fits all solution. Depending on the source documents, you may want to use different splitting sizes and strategies. Currently we support spliltting by fixed size, splitting by fixed size with overlapping sections, splitting by sentence, and splitting by paragraph. The text splitter is used by the NodeParser when splitting `Document`s into `Node`s.
- [**Retriever**](./low_level/retriever.md): The Retriever is what actually chooses the Nodes to retrieve from the index. Here, you may wish to try retrieving more or fewer Nodes per query, changing your similarity function, or creating your own retriever for each individual use case in your application. For example, you may wish to have a separate retriever for code content vs. text content.
- [**ResponseSynthesizer**](./low_level/response_synthesizer.md): The ResponseSynthesizer is responsible for taking a query string, and using a list of `Node`s to generate a response. This can take many forms, like iterating over all the context and refining an answer, or building a tree of summaries and returning the root summary.
- [**Storage**](./low_level/storage.md): At some point you're going to want to store your indexes, data and vectors instead of re-running the embedding models every time. IndexStore, DocStore, VectorStore, and KVStore are abstractions that let you do that. Combined, they form the StorageContext. Currently, we allow you to persist your embeddings in files on the filesystem (or a virtual in memory file system), but we are also actively adding integrations to Vector Databases.
@@ -1 +0,0 @@
label: Low-Level Modules
@@ -1,22 +0,0 @@
---
sidebar_position: 1
---
# Embedding
The embedding model in LlamaIndex is responsible for creating numerical representations of text. By default, LlamaIndex will use the `text-embedding-ada-002` model from OpenAI.
This can be explicitly set in the `ServiceContext` object.
```typescript
import { OpenAIEmbedding, serviceContextFromDefaults } from "llamaindex";
const openaiEmbeds = new OpenAIEmbedding();
const serviceContext = serviceContextFromDefaults({ embedModel: openaiEmbeds });
```
## API Reference
- [OpenAIEmbedding](../../api/classes/OpenAIEmbedding.md)
- [ServiceContext](../../api/interfaces/ServiceContext.md)
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# LLM
The LLM is responsible for reading text and generating natural language responses to queries. By default, LlamaIndex.TS uses `gpt-3.5-turbo`.
The LLM can be explicitly set in the `ServiceContext` object.
```typescript
import { OpenAI, serviceContextFromDefaults } from "llamaindex";
const openaiLLM = new OpenAI({ model: "gpt-3.5-turbo", temperature: 0 });
const serviceContext = serviceContextFromDefaults({ llm: openaiLLM });
```
## API Reference
- [OpenAI](../../api/classes/OpenAI.md)
- [ServiceContext](../../api/interfaces/ServiceContext.md)
@@ -1,33 +0,0 @@
---
sidebar_position: 3
---
# NodeParser
The `NodeParser` in LlamaIndex is responbile for splitting `Document` objects into more manageable `Node` objects. When you call `.fromDocuments()`, the `NodeParser` from the `ServiceContext` is used to do this automatically for you. Alternatively, you can use it to split documents ahead of time.
```typescript
import { Document, SimpleNodeParser } from "llamaindex";
const nodeParser = new SimpleNodeParser();
const nodes = nodeParser.getNodesFromDocuments([
new Document({ text: "I am 10 years old. John is 20 years old." }),
]);
```
## TextSplitter
The underlying text splitter will split text by sentences. It can also be used as a standalone module for splitting raw text.
```typescript
import { SentenceSplitter } from "llamaindex";
const splitter = new SentenceSplitter({ chunkSize: 1 });
const textSplits = splitter.splitText("Hello World");
```
## API Reference
- [SimpleNodeParser](../../api/classes/SimpleNodeParser.md)
- [SentenceSplitter](../../api/classes/SentenceSplitter.md)
@@ -1,21 +0,0 @@
---
sidebar_position: 5
---
# Retriever
A retriever in LlamaIndex is what is used to fetch `Node`s from an index using a query string. Aa `VectorIndexRetriever` will fetch the top-k most similar nodes. Meanwhile, a `SummaryIndexRetriever` will fetch all nodes no matter the query.
```typescript
const retriever = vector_index.asRetriever();
retriever.similarityTopK = 3;
// Fetch nodes!
const nodesWithScore = await retriever.retrieve("query string");
```
## API Reference
- [SummaryIndexRetriever](../../api/classes/SummaryIndexRetriever.md)
- [SummaryIndexLLMRetriever](../../api/classes/SummaryIndexLLMRetriever.md)
- [VectorIndexRetriever](../../api/classes/VectorIndexRetriever.md)
@@ -1,26 +0,0 @@
---
sidebar_position: 7
---
# Storage
Storage in LlamaIndex.TS works automatically once you've configured a `StorageContext` object. Just configure the `persistDir` and attach it to an index.
Right now, only saving and loading from disk is supported, with future integrations planned!
```typescript
import { Document, VectorStoreIndex, storageContextFromDefaults } from "./src";
const storageContext = await storageContextFromDefaults({
persistDir: "./storage",
});
const document = new Document({ text: "Test Text" });
const index = await VectorStoreIndex.fromDocuments([document], {
storageContext,
});
```
## API Reference
- [StorageContext](../../api/interfaces/StorageContext.md)
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---
# Starter Tutorial
Once you have [installed LlamaIndex.TS using NPM](installation) and set up your OpenAI key, you're ready to start your first app:
In a new folder:
```bash npm2yarn
npm install typescript
npm install @types/node
npx tsc --init # if needed
```
Create the file `example.ts`. This code will load some example data, create a document, index it (which creates embeddings using OpenAI), and then creates query engine to answer questions about the data.
```ts
// example.ts
import fs from "fs/promises";
import { Document, VectorStoreIndex } from "llamaindex";
async function main() {
// Load essay from abramov.txt in Node
const essay = await fs.readFile(
"node_modules/llamaindex/examples/abramov.txt",
"utf-8",
);
// Create Document object with essay
const document = new Document({ text: essay });
// Split text and create embeddings. Store them in a VectorStoreIndex
const index = await VectorStoreIndex.fromDocuments([document]);
// Query the index
const queryEngine = index.asQueryEngine();
const response = await queryEngine.query(
"What did the author do in college?",
);
// Output response
console.log(response.toString());
}
main();
```
Then you can run it using
```bash
npx ts-node example.ts
```
Ready to learn more? Check out our NextJS playground at https://llama-playground.vercel.app/. The source is available at https://github.com/run-llama/ts-playground
-156
View File
@@ -1,156 +0,0 @@
// @ts-check
// Note: type annotations allow type checking and IDEs autocompletion
const lightCodeTheme = require("prism-react-renderer/themes/github");
const darkCodeTheme = require("prism-react-renderer/themes/dracula");
/** @type {import('@docusaurus/types').Config} */
const config = {
title: "LlamaIndex.TS",
tagline: "Unleash the power of LLMs over your data in TypeScript",
favicon: "img/favicon.png",
// Set the production url of your site here
url: "https://ts.llamaindex.ai",
// Set the /<baseUrl>/ pathname under which your site is served
// For GitHub pages deployment, it is often '/<projectName>/'
baseUrl: "/",
// GitHub pages deployment config.
// If you aren't using GitHub pages, you don't need these.
organizationName: "run-llama", // Usually your GitHub org/user name.
projectName: "LlamaIndex.TS", // Usually your repo name.
onBrokenLinks: "warn",
onBrokenMarkdownLinks: "warn",
// Even if you don't use internalization, you can use this field to set useful
// metadata like html lang. For example, if your site is Chinese, you may want
// to replace "en" with "zh-Hans".
i18n: {
defaultLocale: "en",
locales: ["en", "fr"],
},
presets: [
[
"classic",
/** @type {import('@docusaurus/preset-classic').Options} */
({
docs: {
routeBasePath: "/",
sidebarPath: require.resolve("./sidebars.js"),
// Please change this to your repo.
// Remove this to remove the "edit this page" links.
// editUrl:
// "https://github.com/facebook/docusaurus/tree/main/packages/create-docusaurus/templates/shared/",
remarkPlugins: [
[require("@docusaurus/remark-plugin-npm2yarn"), { sync: true }],
],
},
blog: false,
}),
],
],
themeConfig:
/** @type {import('@docusaurus/preset-classic').ThemeConfig} */
({
// Replace with your project's social card
image: "img/favicon.png", // TODO change this
navbar: {
title: "LlamaIndex.TS",
logo: {
alt: "LlamaIndex.TS",
src: "img/favicon.png",
},
items: [
{
type: "docSidebar",
sidebarId: "mySidebar",
position: "left",
label: "Docs",
},
{
type: "localeDropdown",
position: "left",
},
{
href: "https://github.com/run-llama/LlamaIndexTS",
label: "GitHub",
position: "right",
},
],
},
footer: {
style: "dark",
links: [
{
title: "Docs",
items: [
{
label: "API",
to: "/api",
},
],
},
{
title: "Community",
items: [
{
label: "Discord",
href: "https://discord.com/invite/eN6D2HQ4aX",
},
{
label: "Twitter",
href: "https://twitter.com/LlamaIndex",
},
],
},
{
title: "More",
items: [
{
label: "GitHub",
href: "https://github.com/run-llama/LlamaIndexTS",
},
],
},
],
copyright: `Copyright © ${new Date().getFullYear()} LlamaIndex. Built with Docusaurus.`,
},
prism: {
theme: lightCodeTheme,
darkTheme: darkCodeTheme,
},
algolia: {
// The application ID provided by Algolia
appId: "DYKPM6G4CX",
// Public API key: it is safe to commit it
apiKey: "c4ff3789f20bb72a5d735082aef17719",
indexName: "ts-llamaindex",
// Optional: see doc section below
contextualSearch: true,
},
}),
plugins: [
[
"docusaurus-plugin-typedoc",
{
entryPoints: ["../../packages/core/src/index.ts"],
tsconfig: "../../packages/core/tsconfig.json",
readme: "none",
sourceLinkTemplate:
"https://github.com/run-llama/LlamaIndexTS/blob/{gitRevision}/{path}#L{line}",
sidebar: {
position: 6,
},
},
],
],
};
module.exports = config;
@@ -1 +0,0 @@
../../../../docs/_static
@@ -1,2 +0,0 @@
label: "API"
position: 6
@@ -1,318 +0,0 @@
---
id: "Anthropic"
title: "Class: Anthropic"
sidebar_label: "Anthropic"
sidebar_position: 0
custom_edit_url: null
---
Anthropic LLM implementation
## Implements
- [`LLM`](../interfaces/LLM.md)
## Constructors
### constructor
**new Anthropic**(`init?`)
#### Parameters
| Name | Type |
| :------ | :-------------------------------------- |
| `init?` | `Partial`<[`Anthropic`](Anthropic.md)\> |
#### Defined in
[packages/core/src/llm/LLM.ts:667](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/llm/LLM.ts#L667)
## Properties
### apiKey
`Optional` **apiKey**: `string` = `undefined`
#### Defined in
[packages/core/src/llm/LLM.ts:660](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/llm/LLM.ts#L660)
---
### callbackManager
`Optional` **callbackManager**: [`CallbackManager`](CallbackManager.md)
#### Defined in
[packages/core/src/llm/LLM.ts:665](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/llm/LLM.ts#L665)
---
### hasStreaming
**hasStreaming**: `boolean` = `true`
#### Implementation of
[LLM](../interfaces/LLM.md).[hasStreaming](../interfaces/LLM.md#hasstreaming)
#### Defined in
[packages/core/src/llm/LLM.ts:651](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/llm/LLM.ts#L651)
---
### maxRetries
**maxRetries**: `number`
#### Defined in
[packages/core/src/llm/LLM.ts:661](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/llm/LLM.ts#L661)
---
### maxTokens
`Optional` **maxTokens**: `number`
#### Defined in
[packages/core/src/llm/LLM.ts:657](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/llm/LLM.ts#L657)
---
### model
**model**: `"claude-2"` \| `"claude-instant-1"`
#### Defined in
[packages/core/src/llm/LLM.ts:654](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/llm/LLM.ts#L654)
---
### session
**session**: `AnthropicSession`
#### Defined in
[packages/core/src/llm/LLM.ts:663](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/llm/LLM.ts#L663)
---
### temperature
**temperature**: `number`
#### Defined in
[packages/core/src/llm/LLM.ts:655](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/llm/LLM.ts#L655)
---
### timeout
`Optional` **timeout**: `number`
#### Defined in
[packages/core/src/llm/LLM.ts:662](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/llm/LLM.ts#L662)
---
### topP
**topP**: `number`
#### Defined in
[packages/core/src/llm/LLM.ts:656](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/llm/LLM.ts#L656)
## Accessors
### metadata
`get` **metadata**(): `Object`
#### Returns
`Object`
| Name | Type |
| :-------------- | :----------------------------------- |
| `contextWindow` | `number` |
| `maxTokens` | `undefined` \| `number` |
| `model` | `"claude-2"` \| `"claude-instant-1"` |
| `temperature` | `number` |
| `tokenizer` | `undefined` |
| `topP` | `number` |
#### Implementation of
[LLM](../interfaces/LLM.md).[metadata](../interfaces/LLM.md#metadata)
#### Defined in
[packages/core/src/llm/LLM.ts:691](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/llm/LLM.ts#L691)
## Methods
### chat
**chat**<`T`, `R`\>(`messages`, `parentEvent?`, `streaming?`): `Promise`<`R`\>
Get a chat response from the LLM
#### Type parameters
| Name | Type |
| :--- | :-------------------------------------------------------------------------------------------------------------------- |
| `T` | extends `undefined` \| `boolean` = `undefined` |
| `R` | `T` extends `true` ? `AsyncGenerator`<`string`, `void`, `unknown`\> : [`ChatResponse`](../interfaces/ChatResponse.md) |
#### Parameters
| Name | Type | Description |
| :------------- | :---------------------------------------------- | :----------------------------------------------------------------------------------------------- |
| `messages` | [`ChatMessage`](../interfaces/ChatMessage.md)[] | The return type of chat() and complete() are set by the "streaming" parameter being set to True. |
| `parentEvent?` | [`Event`](../interfaces/Event.md) | - |
| `streaming?` | `T` | - |
#### Returns
`Promise`<`R`\>
#### Implementation of
[LLM](../interfaces/LLM.md).[chat](../interfaces/LLM.md#chat)
#### Defined in
[packages/core/src/llm/LLM.ts:719](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/llm/LLM.ts#L719)
---
### complete
**complete**<`T`, `R`\>(`prompt`, `parentEvent?`, `streaming?`): `Promise`<`R`\>
Get a prompt completion from the LLM
#### Type parameters
| Name | Type |
| :--- | :-------------------------------------------------------------------------------------------------------------------- |
| `T` | extends `undefined` \| `boolean` = `undefined` |
| `R` | `T` extends `true` ? `AsyncGenerator`<`string`, `void`, `unknown`\> : [`ChatResponse`](../interfaces/ChatResponse.md) |
#### Parameters
| Name | Type | Description |
| :------------- | :-------------------------------- | :--------------------- |
| `prompt` | `string` | the prompt to complete |
| `parentEvent?` | [`Event`](../interfaces/Event.md) | - |
| `streaming?` | `T` | - |
#### Returns
`Promise`<`R`\>
#### Implementation of
[LLM](../interfaces/LLM.md).[complete](../interfaces/LLM.md#complete)
#### Defined in
[packages/core/src/llm/LLM.ts:776](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/llm/LLM.ts#L776)
---
### mapMessagesToPrompt
**mapMessagesToPrompt**(`messages`): `string`
#### Parameters
| Name | Type |
| :--------- | :---------------------------------------------- |
| `messages` | [`ChatMessage`](../interfaces/ChatMessage.md)[] |
#### Returns
`string`
#### Defined in
[packages/core/src/llm/LLM.ts:702](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/llm/LLM.ts#L702)
---
### streamChat
`Protected` **streamChat**(`messages`, `parentEvent?`): `AsyncGenerator`<`string`, `void`, `unknown`\>
#### Parameters
| Name | Type |
| :------------- | :---------------------------------------------- |
| `messages` | [`ChatMessage`](../interfaces/ChatMessage.md)[] |
| `parentEvent?` | [`Event`](../interfaces/Event.md) |
#### Returns
`AsyncGenerator`<`string`, `void`, `unknown`\>
#### Defined in
[packages/core/src/llm/LLM.ts:751](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/llm/LLM.ts#L751)
---
### streamComplete
`Protected` **streamComplete**(`prompt`, `parentEvent?`): `AsyncGenerator`<`string`, `void`, `unknown`\>
#### Parameters
| Name | Type |
| :------------- | :-------------------------------- |
| `prompt` | `string` |
| `parentEvent?` | [`Event`](../interfaces/Event.md) |
#### Returns
`AsyncGenerator`<`string`, `void`, `unknown`\>
#### Defined in
[packages/core/src/llm/LLM.ts:794](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/llm/LLM.ts#L794)
---
### tokens
**tokens**(`messages`): `number`
Calculates the number of tokens needed for the given chat messages
#### Parameters
| Name | Type |
| :--------- | :---------------------------------------------- |
| `messages` | [`ChatMessage`](../interfaces/ChatMessage.md)[] |
#### Returns
`number`
#### Implementation of
[LLM](../interfaces/LLM.md).[tokens](../interfaces/LLM.md#tokens)
#### Defined in
[packages/core/src/llm/LLM.ts:687](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/llm/LLM.ts#L687)
@@ -1,289 +0,0 @@
---
id: "BaseDocumentStore"
title: "Class: BaseDocumentStore"
sidebar_label: "BaseDocumentStore"
sidebar_position: 0
custom_edit_url: null
---
## Constructors
### constructor
**new BaseDocumentStore**()
## Methods
### addDocuments
`Abstract` **addDocuments**(`docs`, `allowUpdate`): `Promise`<`void`\>
#### Parameters
| Name | Type |
| :------------ | :------------------------------------------------------- |
| `docs` | [`BaseNode`](BaseNode.md)<[`Metadata`](../#metadata)\>[] |
| `allowUpdate` | `boolean` |
#### Returns
`Promise`<`void`\>
#### Defined in
[packages/core/src/storage/docStore/types.ts:27](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/docStore/types.ts#L27)
---
### deleteDocument
`Abstract` **deleteDocument**(`docId`, `raiseError`): `Promise`<`void`\>
#### Parameters
| Name | Type |
| :----------- | :-------- |
| `docId` | `string` |
| `raiseError` | `boolean` |
#### Returns
`Promise`<`void`\>
#### Defined in
[packages/core/src/storage/docStore/types.ts:34](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/docStore/types.ts#L34)
---
### deleteRefDoc
`Abstract` **deleteRefDoc**(`refDocId`, `raiseError`): `Promise`<`void`\>
#### Parameters
| Name | Type |
| :----------- | :-------- |
| `refDocId` | `string` |
| `raiseError` | `boolean` |
#### Returns
`Promise`<`void`\>
#### Defined in
[packages/core/src/storage/docStore/types.ts:48](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/docStore/types.ts#L48)
---
### docs
`Abstract` **docs**(): `Promise`<`Record`<`string`, [`BaseNode`](BaseNode.md)<[`Metadata`](../#metadata)\>\>\>
#### Returns
`Promise`<`Record`<`string`, [`BaseNode`](BaseNode.md)<[`Metadata`](../#metadata)\>\>\>
#### Defined in
[packages/core/src/storage/docStore/types.ts:25](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/docStore/types.ts#L25)
---
### documentExists
`Abstract` **documentExists**(`docId`): `Promise`<`boolean`\>
#### Parameters
| Name | Type |
| :------ | :------- |
| `docId` | `string` |
#### Returns
`Promise`<`boolean`\>
#### Defined in
[packages/core/src/storage/docStore/types.ts:36](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/docStore/types.ts#L36)
---
### getAllRefDocInfo
`Abstract` **getAllRefDocInfo**(): `Promise`<`undefined` \| `Record`<`string`, [`RefDocInfo`](../interfaces/RefDocInfo.md)\>\>
#### Returns
`Promise`<`undefined` \| `Record`<`string`, [`RefDocInfo`](../interfaces/RefDocInfo.md)\>\>
#### Defined in
[packages/core/src/storage/docStore/types.ts:44](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/docStore/types.ts#L44)
---
### getDocument
`Abstract` **getDocument**(`docId`, `raiseError`): `Promise`<`undefined` \| [`BaseNode`](BaseNode.md)<[`Metadata`](../#metadata)\>\>
#### Parameters
| Name | Type |
| :----------- | :-------- |
| `docId` | `string` |
| `raiseError` | `boolean` |
#### Returns
`Promise`<`undefined` \| [`BaseNode`](BaseNode.md)<[`Metadata`](../#metadata)\>\>
#### Defined in
[packages/core/src/storage/docStore/types.ts:29](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/docStore/types.ts#L29)
---
### getDocumentHash
`Abstract` **getDocumentHash**(`docId`): `Promise`<`undefined` \| `string`\>
#### Parameters
| Name | Type |
| :------ | :------- |
| `docId` | `string` |
#### Returns
`Promise`<`undefined` \| `string`\>
#### Defined in
[packages/core/src/storage/docStore/types.ts:41](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/docStore/types.ts#L41)
---
### getNode
**getNode**(`nodeId`, `raiseError?`): `Promise`<[`BaseNode`](BaseNode.md)<[`Metadata`](../#metadata)\>\>
#### Parameters
| Name | Type | Default value |
| :----------- | :-------- | :------------ |
| `nodeId` | `string` | `undefined` |
| `raiseError` | `boolean` | `true` |
#### Returns
`Promise`<[`BaseNode`](BaseNode.md)<[`Metadata`](../#metadata)\>\>
#### Defined in
[packages/core/src/storage/docStore/types.ts:57](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/docStore/types.ts#L57)
---
### getNodeDict
**getNodeDict**(`nodeIdDict`): `Promise`<`Record`<`number`, [`BaseNode`](BaseNode.md)<[`Metadata`](../#metadata)\>\>\>
#### Parameters
| Name | Type |
| :----------- | :------- |
| `nodeIdDict` | `Object` |
#### Returns
`Promise`<`Record`<`number`, [`BaseNode`](BaseNode.md)<[`Metadata`](../#metadata)\>\>\>
#### Defined in
[packages/core/src/storage/docStore/types.ts:65](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/docStore/types.ts#L65)
---
### getNodes
**getNodes**(`nodeIds`, `raiseError?`): `Promise`<[`BaseNode`](BaseNode.md)<[`Metadata`](../#metadata)\>[]\>
#### Parameters
| Name | Type | Default value |
| :----------- | :--------- | :------------ |
| `nodeIds` | `string`[] | `undefined` |
| `raiseError` | `boolean` | `true` |
#### Returns
`Promise`<[`BaseNode`](BaseNode.md)<[`Metadata`](../#metadata)\>[]\>
#### Defined in
[packages/core/src/storage/docStore/types.ts:51](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/docStore/types.ts#L51)
---
### getRefDocInfo
`Abstract` **getRefDocInfo**(`refDocId`): `Promise`<`undefined` \| [`RefDocInfo`](../interfaces/RefDocInfo.md)\>
#### Parameters
| Name | Type |
| :--------- | :------- |
| `refDocId` | `string` |
#### Returns
`Promise`<`undefined` \| [`RefDocInfo`](../interfaces/RefDocInfo.md)\>
#### Defined in
[packages/core/src/storage/docStore/types.ts:46](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/docStore/types.ts#L46)
---
### persist
**persist**(`persistPath?`, `fs?`): `void`
#### Parameters
| Name | Type | Default value |
| :------------ | :-------------------------------------------------------- | :------------------- |
| `persistPath` | `string` | `defaultPersistPath` |
| `fs?` | [`GenericFileSystem`](../interfaces/GenericFileSystem.md) | `undefined` |
#### Returns
`void`
#### Defined in
[packages/core/src/storage/docStore/types.ts:17](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/docStore/types.ts#L17)
---
### setDocumentHash
`Abstract` **setDocumentHash**(`docId`, `docHash`): `void`
#### Parameters
| Name | Type |
| :-------- | :------- |
| `docId` | `string` |
| `docHash` | `string` |
#### Returns
`void`
#### Defined in
[packages/core/src/storage/docStore/types.ts:39](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/docStore/types.ts#L39)
@@ -1,83 +0,0 @@
---
id: "BaseEmbedding"
title: "Class: BaseEmbedding"
sidebar_label: "BaseEmbedding"
sidebar_position: 0
custom_edit_url: null
---
## Hierarchy
- **`BaseEmbedding`**
↳ [`MultiModalEmbedding`](MultiModalEmbedding.md)
↳ [`OpenAIEmbedding`](OpenAIEmbedding.md)
## Constructors
### constructor
**new BaseEmbedding**()
## Methods
### getQueryEmbedding
`Abstract` **getQueryEmbedding**(`query`): `Promise`<`number`[]\>
#### Parameters
| Name | Type |
| :------ | :------- |
| `query` | `string` |
#### Returns
`Promise`<`number`[]\>
#### Defined in
[packages/core/src/embeddings/types.ts:23](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/embeddings/types.ts#L23)
---
### getTextEmbedding
`Abstract` **getTextEmbedding**(`text`): `Promise`<`number`[]\>
#### Parameters
| Name | Type |
| :----- | :------- |
| `text` | `string` |
#### Returns
`Promise`<`number`[]\>
#### Defined in
[packages/core/src/embeddings/types.ts:22](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/embeddings/types.ts#L22)
---
### similarity
**similarity**(`embedding1`, `embedding2`, `mode?`): `number`
#### Parameters
| Name | Type | Default value |
| :----------- | :--------------------------------------------- | :----------------------- |
| `embedding1` | `number`[] | `undefined` |
| `embedding2` | `number`[] | `undefined` |
| `mode` | [`SimilarityType`](../enums/SimilarityType.md) | `SimilarityType.DEFAULT` |
#### Returns
`number`
#### Defined in
[packages/core/src/embeddings/types.ts:14](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/embeddings/types.ts#L14)
@@ -1,164 +0,0 @@
---
id: "BaseInMemoryKVStore"
title: "Class: BaseInMemoryKVStore"
sidebar_label: "BaseInMemoryKVStore"
sidebar_position: 0
custom_edit_url: null
---
## Hierarchy
- [`BaseKVStore`](BaseKVStore.md)
**`BaseInMemoryKVStore`**
## Constructors
### constructor
**new BaseInMemoryKVStore**()
#### Inherited from
[BaseKVStore](BaseKVStore.md).[constructor](BaseKVStore.md#constructor)
## Methods
### delete
`Abstract` **delete**(`key`, `collection?`): `Promise`<`boolean`\>
#### Parameters
| Name | Type |
| :------------ | :------- |
| `key` | `string` |
| `collection?` | `string` |
#### Returns
`Promise`<`boolean`\>
#### Inherited from
[BaseKVStore](BaseKVStore.md).[delete](BaseKVStore.md#delete)
#### Defined in
[packages/core/src/storage/kvStore/types.ts:14](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/kvStore/types.ts#L14)
---
### get
`Abstract` **get**(`key`, `collection?`): `Promise`<`StoredValue`\>
#### Parameters
| Name | Type |
| :------------ | :------- |
| `key` | `string` |
| `collection?` | `string` |
#### Returns
`Promise`<`StoredValue`\>
#### Inherited from
[BaseKVStore](BaseKVStore.md).[get](BaseKVStore.md#get)
#### Defined in
[packages/core/src/storage/kvStore/types.ts:12](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/kvStore/types.ts#L12)
---
### getAll
`Abstract` **getAll**(`collection?`): `Promise`<`Record`<`string`, `StoredValue`\>\>
#### Parameters
| Name | Type |
| :------------ | :------- |
| `collection?` | `string` |
#### Returns
`Promise`<`Record`<`string`, `StoredValue`\>\>
#### Inherited from
[BaseKVStore](BaseKVStore.md).[getAll](BaseKVStore.md#getall)
#### Defined in
[packages/core/src/storage/kvStore/types.ts:13](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/kvStore/types.ts#L13)
---
### persist
`Abstract` **persist**(`persistPath`, `fs?`): `void`
#### Parameters
| Name | Type |
| :------------ | :-------------------------------------------------------- |
| `persistPath` | `string` |
| `fs?` | [`GenericFileSystem`](../interfaces/GenericFileSystem.md) |
#### Returns
`void`
#### Defined in
[packages/core/src/storage/kvStore/types.ts:18](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/kvStore/types.ts#L18)
---
### put
`Abstract` **put**(`key`, `val`, `collection?`): `Promise`<`void`\>
#### Parameters
| Name | Type |
| :------------ | :------------------------- |
| `key` | `string` |
| `val` | `Record`<`string`, `any`\> |
| `collection?` | `string` |
#### Returns
`Promise`<`void`\>
#### Inherited from
[BaseKVStore](BaseKVStore.md).[put](BaseKVStore.md#put)
#### Defined in
[packages/core/src/storage/kvStore/types.ts:7](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/kvStore/types.ts#L7)
---
### fromPersistPath
`Static` **fromPersistPath**(`persistPath`): [`BaseInMemoryKVStore`](BaseInMemoryKVStore.md)
#### Parameters
| Name | Type |
| :------------ | :------- |
| `persistPath` | `string` |
#### Returns
[`BaseInMemoryKVStore`](BaseInMemoryKVStore.md)
#### Defined in
[packages/core/src/storage/kvStore/types.ts:19](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/kvStore/types.ts#L19)
@@ -1,218 +0,0 @@
---
id: "BaseIndex"
title: "Class: BaseIndex<T>"
sidebar_label: "BaseIndex"
sidebar_position: 0
custom_edit_url: null
---
Indexes are the data structure that we store our nodes and embeddings in so
they can be retrieved for our queries.
## Type parameters
| Name |
| :--- |
| `T` |
## Hierarchy
- **`BaseIndex`**
↳ [`KeywordTableIndex`](KeywordTableIndex.md)
↳ [`SummaryIndex`](SummaryIndex.md)
↳ [`VectorStoreIndex`](VectorStoreIndex.md)
## Constructors
### constructor
**new BaseIndex**<`T`\>(`init`)
#### Type parameters
| Name |
| :--- |
| `T` |
#### Parameters
| Name | Type |
| :----- | :------------------------------------------------------ |
| `init` | [`BaseIndexInit`](../interfaces/BaseIndexInit.md)<`T`\> |
#### Defined in
[packages/core/src/indices/BaseIndex.ts:161](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/BaseIndex.ts#L161)
## Properties
### docStore
**docStore**: [`BaseDocumentStore`](BaseDocumentStore.md)
#### Defined in
[packages/core/src/indices/BaseIndex.ts:156](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/BaseIndex.ts#L156)
---
### indexStore
`Optional` **indexStore**: [`BaseIndexStore`](BaseIndexStore.md)
#### Defined in
[packages/core/src/indices/BaseIndex.ts:158](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/BaseIndex.ts#L158)
---
### indexStruct
**indexStruct**: `T`
#### Defined in
[packages/core/src/indices/BaseIndex.ts:159](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/BaseIndex.ts#L159)
---
### serviceContext
**serviceContext**: [`ServiceContext`](../interfaces/ServiceContext.md)
#### Defined in
[packages/core/src/indices/BaseIndex.ts:154](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/BaseIndex.ts#L154)
---
### storageContext
**storageContext**: [`StorageContext`](../interfaces/StorageContext.md)
#### Defined in
[packages/core/src/indices/BaseIndex.ts:155](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/BaseIndex.ts#L155)
---
### vectorStore
`Optional` **vectorStore**: [`VectorStore`](../interfaces/VectorStore.md)
#### Defined in
[packages/core/src/indices/BaseIndex.ts:157](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/BaseIndex.ts#L157)
## Methods
### asQueryEngine
`Abstract` **asQueryEngine**(`options?`): [`BaseQueryEngine`](../interfaces/BaseQueryEngine.md)
Create a new query engine from the index. It will also create a retriever
and response synthezier if they are not provided.
#### Parameters
| Name | Type | Description |
| :----------------------------- | :------------------------------------------------ | :--------------------------------------------------------------- |
| `options?` | `Object` | you can supply your own custom Retriever and ResponseSynthesizer |
| `options.responseSynthesizer?` | [`ResponseSynthesizer`](ResponseSynthesizer.md) | - |
| `options.retriever?` | [`BaseRetriever`](../interfaces/BaseRetriever.md) | - |
#### Returns
[`BaseQueryEngine`](../interfaces/BaseQueryEngine.md)
#### Defined in
[packages/core/src/indices/BaseIndex.ts:181](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/BaseIndex.ts#L181)
---
### asRetriever
`Abstract` **asRetriever**(`options?`): [`BaseRetriever`](../interfaces/BaseRetriever.md)
Create a new retriever from the index.
#### Parameters
| Name | Type |
| :--------- | :---- |
| `options?` | `any` |
#### Returns
[`BaseRetriever`](../interfaces/BaseRetriever.md)
#### Defined in
[packages/core/src/indices/BaseIndex.ts:174](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/BaseIndex.ts#L174)
---
### deleteRefDoc
`Abstract` **deleteRefDoc**(`refDocId`, `deleteFromDocStore?`): `Promise`<`void`\>
#### Parameters
| Name | Type |
| :-------------------- | :-------- |
| `refDocId` | `string` |
| `deleteFromDocStore?` | `boolean` |
#### Returns
`Promise`<`void`\>
#### Defined in
[packages/core/src/indices/BaseIndex.ts:199](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/BaseIndex.ts#L199)
---
### insert
**insert**(`document`): `Promise`<`void`\>
Insert a document into the index.
#### Parameters
| Name | Type |
| :--------- | :----------------------------------------------------- |
| `document` | [`Document`](Document.md)<[`Metadata`](../#metadata)\> |
#### Returns
`Promise`<`void`\>
#### Defined in
[packages/core/src/indices/BaseIndex.ts:190](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/BaseIndex.ts#L190)
---
### insertNodes
`Abstract` **insertNodes**(`nodes`): `Promise`<`void`\>
#### Parameters
| Name | Type |
| :------ | :------------------------------------------------------- |
| `nodes` | [`BaseNode`](BaseNode.md)<[`Metadata`](../#metadata)\>[] |
#### Returns
`Promise`<`void`\>
#### Defined in
[packages/core/src/indices/BaseIndex.ts:198](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/BaseIndex.ts#L198)
@@ -1,108 +0,0 @@
---
id: "BaseIndexStore"
title: "Class: BaseIndexStore"
sidebar_label: "BaseIndexStore"
sidebar_position: 0
custom_edit_url: null
---
## Constructors
### constructor
**new BaseIndexStore**()
## Methods
### addIndexStruct
`Abstract` **addIndexStruct**(`indexStruct`): `Promise`<`void`\>
#### Parameters
| Name | Type |
| :------------ | :------------------------------ |
| `indexStruct` | [`IndexStruct`](IndexStruct.md) |
#### Returns
`Promise`<`void`\>
#### Defined in
[packages/core/src/storage/indexStore/types.ts:13](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/indexStore/types.ts#L13)
---
### deleteIndexStruct
`Abstract` **deleteIndexStruct**(`key`): `Promise`<`void`\>
#### Parameters
| Name | Type |
| :---- | :------- |
| `key` | `string` |
#### Returns
`Promise`<`void`\>
#### Defined in
[packages/core/src/storage/indexStore/types.ts:15](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/indexStore/types.ts#L15)
---
### getIndexStruct
`Abstract` **getIndexStruct**(`structId?`): `Promise`<`undefined` \| [`IndexStruct`](IndexStruct.md)\>
#### Parameters
| Name | Type |
| :---------- | :------- |
| `structId?` | `string` |
#### Returns
`Promise`<`undefined` \| [`IndexStruct`](IndexStruct.md)\>
#### Defined in
[packages/core/src/storage/indexStore/types.ts:17](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/indexStore/types.ts#L17)
---
### getIndexStructs
`Abstract` **getIndexStructs**(): `Promise`<[`IndexStruct`](IndexStruct.md)[]\>
#### Returns
`Promise`<[`IndexStruct`](IndexStruct.md)[]\>
#### Defined in
[packages/core/src/storage/indexStore/types.ts:11](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/indexStore/types.ts#L11)
---
### persist
**persist**(`persistPath?`, `fs?`): `Promise`<`void`\>
#### Parameters
| Name | Type | Default value |
| :------------ | :-------------------------------------------------------- | :------------------- |
| `persistPath` | `string` | `defaultPersistPath` |
| `fs?` | [`GenericFileSystem`](../interfaces/GenericFileSystem.md) | `undefined` |
#### Returns
`Promise`<`void`\>
#### Defined in
[packages/core/src/storage/indexStore/types.ts:19](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/indexStore/types.ts#L19)
@@ -1,105 +0,0 @@
---
id: "BaseKVStore"
title: "Class: BaseKVStore"
sidebar_label: "BaseKVStore"
sidebar_position: 0
custom_edit_url: null
---
## Hierarchy
- **`BaseKVStore`**
↳ [`SimpleKVStore`](SimpleKVStore.md)
↳ [`BaseInMemoryKVStore`](BaseInMemoryKVStore.md)
## Constructors
### constructor
**new BaseKVStore**()
## Methods
### delete
`Abstract` **delete**(`key`, `collection?`): `Promise`<`boolean`\>
#### Parameters
| Name | Type |
| :------------ | :------- |
| `key` | `string` |
| `collection?` | `string` |
#### Returns
`Promise`<`boolean`\>
#### Defined in
[packages/core/src/storage/kvStore/types.ts:14](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/kvStore/types.ts#L14)
---
### get
`Abstract` **get**(`key`, `collection?`): `Promise`<`StoredValue`\>
#### Parameters
| Name | Type |
| :------------ | :------- |
| `key` | `string` |
| `collection?` | `string` |
#### Returns
`Promise`<`StoredValue`\>
#### Defined in
[packages/core/src/storage/kvStore/types.ts:12](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/kvStore/types.ts#L12)
---
### getAll
`Abstract` **getAll**(`collection?`): `Promise`<`Record`<`string`, `StoredValue`\>\>
#### Parameters
| Name | Type |
| :------------ | :------- |
| `collection?` | `string` |
#### Returns
`Promise`<`Record`<`string`, `StoredValue`\>\>
#### Defined in
[packages/core/src/storage/kvStore/types.ts:13](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/kvStore/types.ts#L13)
---
### put
`Abstract` **put**(`key`, `val`, `collection?`): `Promise`<`void`\>
#### Parameters
| Name | Type |
| :------------ | :------------------------- |
| `key` | `string` |
| `val` | `Record`<`string`, `any`\> |
| `collection?` | `string` |
#### Returns
`Promise`<`void`\>
#### Defined in
[packages/core/src/storage/kvStore/types.ts:7](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/kvStore/types.ts#L7)
@@ -1,320 +0,0 @@
---
id: "BaseNode"
title: "Class: BaseNode<T>"
sidebar_label: "BaseNode"
sidebar_position: 0
custom_edit_url: null
---
Generic abstract class for retrievable nodes
## Type parameters
| Name | Type |
| :--- | :-------------------------------------------------------------- |
| `T` | extends [`Metadata`](../#metadata) = [`Metadata`](../#metadata) |
## Hierarchy
- **`BaseNode`**
↳ [`TextNode`](TextNode.md)
## Constructors
### constructor
**new BaseNode**<`T`\>(`init?`)
#### Type parameters
| Name | Type |
| :--- | :-------------------------------------------------------------- |
| `T` | extends [`Metadata`](../#metadata) = [`Metadata`](../#metadata) |
#### Parameters
| Name | Type |
| :------ | :------------------------------------------ |
| `init?` | `Partial`<[`BaseNode`](BaseNode.md)<`T`\>\> |
#### Defined in
[packages/core/src/Node.ts:60](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L60)
## Properties
### embedding
`Optional` **embedding**: `number`[]
#### Defined in
[packages/core/src/Node.ts:51](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L51)
---
### excludedEmbedMetadataKeys
**excludedEmbedMetadataKeys**: `string`[] = `[]`
#### Defined in
[packages/core/src/Node.ts:55](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L55)
---
### excludedLlmMetadataKeys
**excludedLlmMetadataKeys**: `string`[] = `[]`
#### Defined in
[packages/core/src/Node.ts:56](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L56)
---
### hash
**hash**: `string` = `""`
#### Defined in
[packages/core/src/Node.ts:58](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L58)
---
### id\_
**id\_**: `string`
The unique ID of the Node/Document. The trailing underscore is here
to avoid collisions with the id keyword in Python.
Set to a UUID by default.
#### Defined in
[packages/core/src/Node.ts:50](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L50)
---
### metadata
**metadata**: `T`
#### Defined in
[packages/core/src/Node.ts:54](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L54)
---
### relationships
**relationships**: `Partial`<`Record`<[`NodeRelationship`](../enums/NodeRelationship.md), [`RelatedNodeType`](../#relatednodetype)<`T`\>\>\> = `{}`
#### Defined in
[packages/core/src/Node.ts:57](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L57)
## Accessors
### childNodes
`get` **childNodes**(): `undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md)<`T`\>[]
#### Returns
`undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md)<`T`\>[]
#### Defined in
[packages/core/src/Node.ts:112](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L112)
---
### nextNode
`get` **nextNode**(): `undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md)<`T`\>
#### Returns
`undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md)<`T`\>
#### Defined in
[packages/core/src/Node.ts:92](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L92)
---
### parentNode
`get` **parentNode**(): `undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md)<`T`\>
#### Returns
`undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md)<`T`\>
#### Defined in
[packages/core/src/Node.ts:102](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L102)
---
### prevNode
`get` **prevNode**(): `undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md)<`T`\>
#### Returns
`undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md)<`T`\>
#### Defined in
[packages/core/src/Node.ts:80](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L80)
---
### sourceNode
`get` **sourceNode**(): `undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md)<`T`\>
#### Returns
`undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md)<`T`\>
#### Defined in
[packages/core/src/Node.ts:70](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L70)
## Methods
### asRelatedNodeInfo
**asRelatedNodeInfo**(): [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md)<`T`\>
#### Returns
[`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md)<`T`\>
#### Defined in
[packages/core/src/Node.ts:134](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L134)
---
### generateHash
`Abstract` **generateHash**(): `string`
#### Returns
`string`
#### Defined in
[packages/core/src/Node.ts:124](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L124)
---
### getContent
`Abstract` **getContent**(`metadataMode`): `string`
#### Parameters
| Name | Type |
| :------------- | :----------------------------------------- |
| `metadataMode` | [`MetadataMode`](../enums/MetadataMode.md) |
#### Returns
`string`
#### Defined in
[packages/core/src/Node.ts:66](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L66)
---
### getEmbedding
**getEmbedding**(): `number`[]
#### Returns
`number`[]
#### Defined in
[packages/core/src/Node.ts:126](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L126)
---
### getMetadataStr
`Abstract` **getMetadataStr**(`metadataMode`): `string`
#### Parameters
| Name | Type |
| :------------- | :----------------------------------------- |
| `metadataMode` | [`MetadataMode`](../enums/MetadataMode.md) |
#### Returns
`string`
#### Defined in
[packages/core/src/Node.ts:67](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L67)
---
### getType
`Abstract` **getType**(): [`ObjectType`](../enums/ObjectType.md)
#### Returns
[`ObjectType`](../enums/ObjectType.md)
#### Defined in
[packages/core/src/Node.ts:64](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L64)
---
### setContent
`Abstract` **setContent**(`value`): `void`
#### Parameters
| Name | Type |
| :------ | :---- |
| `value` | `any` |
#### Returns
`void`
#### Defined in
[packages/core/src/Node.ts:68](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L68)
---
### toJSON
**toJSON**(): `Record`<`string`, `any`\>
Used with built in JSON.stringify
#### Returns
`Record`<`string`, `any`\>
#### Defined in
[packages/core/src/Node.ts:146](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L146)
@@ -1,83 +0,0 @@
---
id: "CallbackManager"
title: "Class: CallbackManager"
sidebar_label: "CallbackManager"
sidebar_position: 0
custom_edit_url: null
---
## Implements
- `CallbackManagerMethods`
## Constructors
### constructor
**new CallbackManager**(`handlers?`)
#### Parameters
| Name | Type |
| :---------- | :----------------------- |
| `handlers?` | `CallbackManagerMethods` |
#### Defined in
[packages/core/src/callbacks/CallbackManager.ts:86](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/callbacks/CallbackManager.ts#L86)
## Properties
### onLLMStream
`Optional` **onLLMStream**: (`params`: [`StreamCallbackResponse`](../interfaces/StreamCallbackResponse.md)) => `void` \| `Promise`<`void`\>
#### Type declaration
▸ (`params`): `void` \| `Promise`<`void`\>
##### Parameters
| Name | Type |
| :------- | :------------------------------------------------------------------ |
| `params` | [`StreamCallbackResponse`](../interfaces/StreamCallbackResponse.md) |
##### Returns
`void` \| `Promise`<`void`\>
#### Implementation of
CallbackManagerMethods.onLLMStream
#### Defined in
[packages/core/src/callbacks/CallbackManager.ts:83](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/callbacks/CallbackManager.ts#L83)
---
### onRetrieve
`Optional` **onRetrieve**: (`params`: [`RetrievalCallbackResponse`](../interfaces/RetrievalCallbackResponse.md)) => `void` \| `Promise`<`void`\>
#### Type declaration
▸ (`params`): `void` \| `Promise`<`void`\>
##### Parameters
| Name | Type |
| :------- | :------------------------------------------------------------------------ |
| `params` | [`RetrievalCallbackResponse`](../interfaces/RetrievalCallbackResponse.md) |
##### Returns
`void` \| `Promise`<`void`\>
#### Implementation of
CallbackManagerMethods.onRetrieve
#### Defined in
[packages/core/src/callbacks/CallbackManager.ts:84](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/callbacks/CallbackManager.ts#L84)
@@ -1,251 +0,0 @@
---
id: "ClipEmbedding"
title: "Class: ClipEmbedding"
sidebar_label: "ClipEmbedding"
sidebar_position: 0
custom_edit_url: null
---
## Hierarchy
- [`MultiModalEmbedding`](MultiModalEmbedding.md)
**`ClipEmbedding`**
## Constructors
### constructor
**new ClipEmbedding**()
#### Inherited from
[MultiModalEmbedding](MultiModalEmbedding.md).[constructor](MultiModalEmbedding.md#constructor)
## Properties
### modelType
**modelType**: [`ClipEmbeddingModelType`](../enums/ClipEmbeddingModelType.md) = `ClipEmbeddingModelType.XENOVA_CLIP_VIT_BASE_PATCH16`
#### Defined in
[packages/core/src/embeddings/ClipEmbedding.ts:11](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/embeddings/ClipEmbedding.ts#L11)
---
### processor
`Private` **processor**: `any`
#### Defined in
[packages/core/src/embeddings/ClipEmbedding.ts:15](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/embeddings/ClipEmbedding.ts#L15)
---
### textModel
`Private` **textModel**: `any`
#### Defined in
[packages/core/src/embeddings/ClipEmbedding.ts:17](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/embeddings/ClipEmbedding.ts#L17)
---
### tokenizer
`Private` **tokenizer**: `any`
#### Defined in
[packages/core/src/embeddings/ClipEmbedding.ts:14](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/embeddings/ClipEmbedding.ts#L14)
---
### visionModel
`Private` **visionModel**: `any`
#### Defined in
[packages/core/src/embeddings/ClipEmbedding.ts:16](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/embeddings/ClipEmbedding.ts#L16)
## Methods
### getImageEmbedding
**getImageEmbedding**(`image`): `Promise`<`number`[]\>
#### Parameters
| Name | Type |
| :------ | :--------------------------- |
| `image` | [`ImageType`](../#imagetype) |
#### Returns
`Promise`<`number`[]\>
#### Overrides
[MultiModalEmbedding](MultiModalEmbedding.md).[getImageEmbedding](MultiModalEmbedding.md#getimageembedding)
#### Defined in
[packages/core/src/embeddings/ClipEmbedding.ts:61](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/embeddings/ClipEmbedding.ts#L61)
---
### getImageEmbeddings
**getImageEmbeddings**(`images`): `Promise`<`number`[][]\>
#### Parameters
| Name | Type |
| :------- | :----------------------------- |
| `images` | [`ImageType`](../#imagetype)[] |
#### Returns
`Promise`<`number`[][]\>
#### Inherited from
[MultiModalEmbedding](MultiModalEmbedding.md).[getImageEmbeddings](MultiModalEmbedding.md#getimageembeddings)
#### Defined in
[packages/core/src/embeddings/MultiModalEmbedding.ts:11](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/embeddings/MultiModalEmbedding.ts#L11)
---
### getProcessor
**getProcessor**(): `Promise`<`any`\>
#### Returns
`Promise`<`any`\>
#### Defined in
[packages/core/src/embeddings/ClipEmbedding.ts:27](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/embeddings/ClipEmbedding.ts#L27)
---
### getQueryEmbedding
**getQueryEmbedding**(`query`): `Promise`<`number`[]\>
#### Parameters
| Name | Type |
| :------ | :------- |
| `query` | `string` |
#### Returns
`Promise`<`number`[]\>
#### Overrides
[MultiModalEmbedding](MultiModalEmbedding.md).[getQueryEmbedding](MultiModalEmbedding.md#getqueryembedding)
#### Defined in
[packages/core/src/embeddings/ClipEmbedding.ts:76](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/embeddings/ClipEmbedding.ts#L76)
---
### getTextEmbedding
**getTextEmbedding**(`text`): `Promise`<`number`[]\>
#### Parameters
| Name | Type |
| :----- | :------- |
| `text` | `string` |
#### Returns
`Promise`<`number`[]\>
#### Overrides
[MultiModalEmbedding](MultiModalEmbedding.md).[getTextEmbedding](MultiModalEmbedding.md#gettextembedding)
#### Defined in
[packages/core/src/embeddings/ClipEmbedding.ts:68](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/embeddings/ClipEmbedding.ts#L68)
---
### getTextModel
**getTextModel**(): `Promise`<`any`\>
#### Returns
`Promise`<`any`\>
#### Defined in
[packages/core/src/embeddings/ClipEmbedding.ts:48](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/embeddings/ClipEmbedding.ts#L48)
---
### getTokenizer
**getTokenizer**(): `Promise`<`any`\>
#### Returns
`Promise`<`any`\>
#### Defined in
[packages/core/src/embeddings/ClipEmbedding.ts:19](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/embeddings/ClipEmbedding.ts#L19)
---
### getVisionModel
**getVisionModel**(): `Promise`<`any`\>
#### Returns
`Promise`<`any`\>
#### Defined in
[packages/core/src/embeddings/ClipEmbedding.ts:35](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/embeddings/ClipEmbedding.ts#L35)
---
### similarity
**similarity**(`embedding1`, `embedding2`, `mode?`): `number`
#### Parameters
| Name | Type | Default value |
| :----------- | :--------------------------------------------- | :----------------------- |
| `embedding1` | `number`[] | `undefined` |
| `embedding2` | `number`[] | `undefined` |
| `mode` | [`SimilarityType`](../enums/SimilarityType.md) | `SimilarityType.DEFAULT` |
#### Returns
`number`
#### Inherited from
[MultiModalEmbedding](MultiModalEmbedding.md).[similarity](MultiModalEmbedding.md#similarity)
#### Defined in
[packages/core/src/embeddings/types.ts:14](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/embeddings/types.ts#L14)
@@ -1,134 +0,0 @@
---
id: "CompactAndRefine"
title: "Class: CompactAndRefine"
sidebar_label: "CompactAndRefine"
sidebar_position: 0
custom_edit_url: null
---
CompactAndRefine is a slight variation of Refine that first compacts the text chunks into the smallest possible number of chunks.
## Hierarchy
- [`Refine`](Refine.md)
**`CompactAndRefine`**
## Constructors
### constructor
**new CompactAndRefine**(`serviceContext`, `textQATemplate?`, `refineTemplate?`)
#### Parameters
| Name | Type |
| :---------------- | :-------------------------------------------------- |
| `serviceContext` | [`ServiceContext`](../interfaces/ServiceContext.md) |
| `textQATemplate?` | (`__namedParameters`: `Object`) => `string` |
| `refineTemplate?` | (`__namedParameters`: `Object`) => `string` |
#### Inherited from
[Refine](Refine.md).[constructor](Refine.md#constructor)
#### Defined in
[packages/core/src/ResponseSynthesizer.ts:82](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/ResponseSynthesizer.ts#L82)
## Properties
### refineTemplate
**refineTemplate**: (`__namedParameters`: `Object`) => `string`
#### Type declaration
▸ (`«destructured»`): `string`
##### Parameters
| Name | Type |
| :--------------- | :------- |
| `«destructured»` | `Object` |
##### Returns
`string`
#### Inherited from
[Refine](Refine.md).[refineTemplate](Refine.md#refinetemplate)
#### Defined in
[packages/core/src/ResponseSynthesizer.ts:80](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/ResponseSynthesizer.ts#L80)
---
### serviceContext
**serviceContext**: [`ServiceContext`](../interfaces/ServiceContext.md)
#### Inherited from
[Refine](Refine.md).[serviceContext](Refine.md#servicecontext)
#### Defined in
[packages/core/src/ResponseSynthesizer.ts:78](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/ResponseSynthesizer.ts#L78)
---
### textQATemplate
**textQATemplate**: (`__namedParameters`: `Object`) => `string`
#### Type declaration
▸ (`«destructured»`): `string`
##### Parameters
| Name | Type |
| :--------------- | :------- |
| `«destructured»` | `Object` |
##### Returns
`string`
#### Inherited from
[Refine](Refine.md).[textQATemplate](Refine.md#textqatemplate)
#### Defined in
[packages/core/src/ResponseSynthesizer.ts:79](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/ResponseSynthesizer.ts#L79)
## Methods
### getResponse
**getResponse**(`query`, `textChunks`, `parentEvent?`, `prevResponse?`): `Promise`<`string`\>
#### Parameters
| Name | Type |
| :-------------- | :-------------------------------- |
| `query` | `string` |
| `textChunks` | `string`[] |
| `parentEvent?` | [`Event`](../interfaces/Event.md) |
| `prevResponse?` | `string` |
#### Returns
`Promise`<`string`\>
#### Overrides
[Refine](Refine.md).[getResponse](Refine.md#getresponse)
#### Defined in
[packages/core/src/ResponseSynthesizer.ts:185](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/ResponseSynthesizer.ts#L185)
@@ -1,170 +0,0 @@
---
id: "CondenseQuestionChatEngine"
title: "Class: CondenseQuestionChatEngine"
sidebar_label: "CondenseQuestionChatEngine"
sidebar_position: 0
custom_edit_url: null
---
CondenseQuestionChatEngine is used in conjunction with a Index (for example VectorStoreIndex).
It does two steps on taking a user's chat message: first, it condenses the chat message
with the previous chat history into a question with more context.
Then, it queries the underlying Index using the new question with context and returns
the response.
CondenseQuestionChatEngine performs well when the input is primarily questions about the
underlying data. It performs less well when the chat messages are not questions about the
data, or are very referential to previous context.
## Implements
- [`ChatEngine`](../interfaces/ChatEngine.md)
## Constructors
### constructor
**new CondenseQuestionChatEngine**(`init`)
#### Parameters
| Name | Type |
| :---------------------------- | :---------------------------------------------------- |
| `init` | `Object` |
| `init.chatHistory` | [`ChatMessage`](../interfaces/ChatMessage.md)[] |
| `init.condenseMessagePrompt?` | (`__namedParameters`: `Object`) => `string` |
| `init.queryEngine` | [`BaseQueryEngine`](../interfaces/BaseQueryEngine.md) |
| `init.serviceContext?` | [`ServiceContext`](../interfaces/ServiceContext.md) |
#### Defined in
[packages/core/src/ChatEngine.ts:122](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/ChatEngine.ts#L122)
## Properties
### chatHistory
**chatHistory**: [`ChatMessage`](../interfaces/ChatMessage.md)[]
#### Defined in
[packages/core/src/ChatEngine.ts:118](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/ChatEngine.ts#L118)
---
### condenseMessagePrompt
**condenseMessagePrompt**: (`__namedParameters`: `Object`) => `string`
#### Type declaration
▸ (`«destructured»`): `string`
##### Parameters
| Name | Type |
| :--------------- | :------- |
| `«destructured»` | `Object` |
##### Returns
`string`
#### Defined in
[packages/core/src/ChatEngine.ts:120](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/ChatEngine.ts#L120)
---
### queryEngine
**queryEngine**: [`BaseQueryEngine`](../interfaces/BaseQueryEngine.md)
#### Defined in
[packages/core/src/ChatEngine.ts:117](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/ChatEngine.ts#L117)
---
### serviceContext
**serviceContext**: [`ServiceContext`](../interfaces/ServiceContext.md)
#### Defined in
[packages/core/src/ChatEngine.ts:119](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/ChatEngine.ts#L119)
## Methods
### chat
**chat**<`T`, `R`\>(`message`, `chatHistory?`, `streaming?`): `Promise`<`R`\>
Send message along with the class's current chat history to the LLM.
#### Type parameters
| Name | Type |
| :--- | :---------------------------------------------------------------------------------------------- |
| `T` | extends `undefined` \| `boolean` = `undefined` |
| `R` | `T` extends `true` ? `AsyncGenerator`<`string`, `void`, `unknown`\> : [`Response`](Response.md) |
#### Parameters
| Name | Type | Description |
| :------------- | :---------------------------------------------- | :----------------------------------------------------------------- |
| `message` | [`MessageContent`](../#messagecontent) | |
| `chatHistory?` | [`ChatMessage`](../interfaces/ChatMessage.md)[] | optional chat history if you want to customize the chat history |
| `streaming?` | `T` | optional streaming flag, which auto-sets the return value if True. |
#### Returns
`Promise`<`R`\>
#### Implementation of
[ChatEngine](../interfaces/ChatEngine.md).[chat](../interfaces/ChatEngine.md#chat)
#### Defined in
[packages/core/src/ChatEngine.ts:147](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/ChatEngine.ts#L147)
---
### condenseQuestion
`Private` **condenseQuestion**(`chatHistory`, `question`): `Promise`<[`ChatResponse`](../interfaces/ChatResponse.md)\>
#### Parameters
| Name | Type |
| :------------ | :---------------------------------------------- |
| `chatHistory` | [`ChatMessage`](../interfaces/ChatMessage.md)[] |
| `question` | `string` |
#### Returns
`Promise`<[`ChatResponse`](../interfaces/ChatResponse.md)\>
#### Defined in
[packages/core/src/ChatEngine.ts:136](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/ChatEngine.ts#L136)
---
### reset
**reset**(): `void`
Resets the chat history so that it's empty.
#### Returns
`void`
#### Implementation of
[ChatEngine](../interfaces/ChatEngine.md).[reset](../interfaces/ChatEngine.md#reset)
#### Defined in
[packages/core/src/ChatEngine.ts:169](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/ChatEngine.ts#L169)
@@ -1,142 +0,0 @@
---
id: "ContextChatEngine"
title: "Class: ContextChatEngine"
sidebar_label: "ContextChatEngine"
sidebar_position: 0
custom_edit_url: null
---
ContextChatEngine uses the Index to get the appropriate context for each query.
The context is stored in the system prompt, and the chat history is preserved,
ideally allowing the appropriate context to be surfaced for each query.
## Implements
- [`ChatEngine`](../interfaces/ChatEngine.md)
## Constructors
### constructor
**new ContextChatEngine**(`init`)
#### Parameters
| Name | Type |
| :-------------------------- | :------------------------------------------------------------------ |
| `init` | `Object` |
| `init.chatHistory?` | [`ChatMessage`](../interfaces/ChatMessage.md)[] |
| `init.chatModel?` | [`LLM`](../interfaces/LLM.md) |
| `init.contextSystemPrompt?` | (`__namedParameters`: `Object`) => `string` |
| `init.nodePostprocessors?` | [`BaseNodePostprocessor`](../interfaces/BaseNodePostprocessor.md)[] |
| `init.retriever` | [`BaseRetriever`](../interfaces/BaseRetriever.md) |
#### Defined in
[packages/core/src/ChatEngine.ts:243](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/ChatEngine.ts#L243)
## Properties
### chatHistory
**chatHistory**: [`ChatMessage`](../interfaces/ChatMessage.md)[]
#### Defined in
[packages/core/src/ChatEngine.ts:240](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/ChatEngine.ts#L240)
---
### chatModel
**chatModel**: [`LLM`](../interfaces/LLM.md)
#### Defined in
[packages/core/src/ChatEngine.ts:239](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/ChatEngine.ts#L239)
---
### contextGenerator
**contextGenerator**: [`ContextGenerator`](../interfaces/ContextGenerator.md)
#### Defined in
[packages/core/src/ChatEngine.ts:241](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/ChatEngine.ts#L241)
## Methods
### chat
**chat**<`T`, `R`\>(`message`, `chatHistory?`, `streaming?`): `Promise`<`R`\>
Send message along with the class's current chat history to the LLM.
#### Type parameters
| Name | Type |
| :--- | :---------------------------------------------------------------------------------------------- |
| `T` | extends `undefined` \| `boolean` = `undefined` |
| `R` | `T` extends `true` ? `AsyncGenerator`<`string`, `void`, `unknown`\> : [`Response`](Response.md) |
#### Parameters
| Name | Type | Description |
| :------------- | :---------------------------------------------- | :----------------------------------------------------------------- |
| `message` | [`MessageContent`](../#messagecontent) | |
| `chatHistory?` | [`ChatMessage`](../interfaces/ChatMessage.md)[] | optional chat history if you want to customize the chat history |
| `streaming?` | `T` | optional streaming flag, which auto-sets the return value if True. |
#### Returns
`Promise`<`R`\>
#### Implementation of
[ChatEngine](../interfaces/ChatEngine.md).[chat](../interfaces/ChatEngine.md#chat)
#### Defined in
[packages/core/src/ChatEngine.ts:259](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/ChatEngine.ts#L259)
---
### reset
**reset**(): `void`
Resets the chat history so that it's empty.
#### Returns
`void`
#### Implementation of
[ChatEngine](../interfaces/ChatEngine.md).[reset](../interfaces/ChatEngine.md#reset)
#### Defined in
[packages/core/src/ChatEngine.ts:336](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/ChatEngine.ts#L336)
---
### streamChat
`Protected` **streamChat**(`message`, `chatHistory?`): `AsyncGenerator`<`string`, `void`, `unknown`\>
#### Parameters
| Name | Type |
| :------------- | :---------------------------------------------- |
| `message` | [`MessageContent`](../#messagecontent) |
| `chatHistory?` | [`ChatMessage`](../interfaces/ChatMessage.md)[] |
#### Returns
`AsyncGenerator`<`string`, `void`, `unknown`\>
#### Defined in
[packages/core/src/ChatEngine.ts:300](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/ChatEngine.ts#L300)
@@ -1,119 +0,0 @@
---
id: "DefaultContextGenerator"
title: "Class: DefaultContextGenerator"
sidebar_label: "DefaultContextGenerator"
sidebar_position: 0
custom_edit_url: null
---
## Implements
- [`ContextGenerator`](../interfaces/ContextGenerator.md)
## Constructors
### constructor
**new DefaultContextGenerator**(`init`)
#### Parameters
| Name | Type |
| :-------------------------- | :------------------------------------------------------------------ |
| `init` | `Object` |
| `init.contextSystemPrompt?` | (`__namedParameters`: `Object`) => `string` |
| `init.nodePostprocessors?` | [`BaseNodePostprocessor`](../interfaces/BaseNodePostprocessor.md)[] |
| `init.retriever` | [`BaseRetriever`](../interfaces/BaseRetriever.md) |
#### Defined in
[packages/core/src/ChatEngine.ts:188](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/ChatEngine.ts#L188)
## Properties
### contextSystemPrompt
**contextSystemPrompt**: (`__namedParameters`: `Object`) => `string`
#### Type declaration
▸ (`«destructured»`): `string`
##### Parameters
| Name | Type |
| :--------------- | :------- |
| `«destructured»` | `Object` |
##### Returns
`string`
#### Defined in
[packages/core/src/ChatEngine.ts:185](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/ChatEngine.ts#L185)
---
### nodePostprocessors
**nodePostprocessors**: [`BaseNodePostprocessor`](../interfaces/BaseNodePostprocessor.md)[]
#### Defined in
[packages/core/src/ChatEngine.ts:186](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/ChatEngine.ts#L186)
---
### retriever
**retriever**: [`BaseRetriever`](../interfaces/BaseRetriever.md)
#### Defined in
[packages/core/src/ChatEngine.ts:184](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/ChatEngine.ts#L184)
## Methods
### applyNodePostprocessors
`Private` **applyNodePostprocessors**(`nodes`): [`NodeWithScore`](../interfaces/NodeWithScore.md)<[`Metadata`](../#metadata)\>[]
#### Parameters
| Name | Type |
| :------ | :------------------------------------------------------------------------------- |
| `nodes` | [`NodeWithScore`](../interfaces/NodeWithScore.md)<[`Metadata`](../#metadata)\>[] |
#### Returns
[`NodeWithScore`](../interfaces/NodeWithScore.md)<[`Metadata`](../#metadata)\>[]
#### Defined in
[packages/core/src/ChatEngine.ts:199](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/ChatEngine.ts#L199)
---
### generate
**generate**(`message`, `parentEvent?`): `Promise`<[`Context`](../interfaces/Context.md)\>
#### Parameters
| Name | Type |
| :------------- | :-------------------------------- |
| `message` | `string` |
| `parentEvent?` | [`Event`](../interfaces/Event.md) |
#### Returns
`Promise`<[`Context`](../interfaces/Context.md)\>
#### Implementation of
[ContextGenerator](../interfaces/ContextGenerator.md).[generate](../interfaces/ContextGenerator.md#generate)
#### Defined in
[packages/core/src/ChatEngine.ts:206](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/ChatEngine.ts#L206)
@@ -1,504 +0,0 @@
---
id: "Document"
title: "Class: Document<T>"
sidebar_label: "Document"
sidebar_position: 0
custom_edit_url: null
---
A document is just a special text node with a docId.
## Type parameters
| Name | Type |
| :--- | :-------------------------------------------------------------- |
| `T` | extends [`Metadata`](../#metadata) = [`Metadata`](../#metadata) |
## Hierarchy
- [`TextNode`](TextNode.md)<`T`\>
**`Document`**
## Constructors
### constructor
**new Document**<`T`\>(`init?`)
#### Type parameters
| Name | Type |
| :--- | :-------------------------------------------------------------- |
| `T` | extends [`Metadata`](../#metadata) = [`Metadata`](../#metadata) |
#### Parameters
| Name | Type |
| :------ | :------------------------------------------ |
| `init?` | `Partial`<[`Document`](Document.md)<`T`\>\> |
#### Overrides
[TextNode](TextNode.md).[constructor](TextNode.md#constructor)
#### Defined in
[packages/core/src/Node.ts:254](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L254)
## Properties
### embedding
`Optional` **embedding**: `number`[]
#### Inherited from
[TextNode](TextNode.md).[embedding](TextNode.md#embedding)
#### Defined in
[packages/core/src/Node.ts:51](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L51)
---
### endCharIdx
`Optional` **endCharIdx**: `number`
#### Inherited from
[TextNode](TextNode.md).[endCharIdx](TextNode.md#endcharidx)
#### Defined in
[packages/core/src/Node.ts:157](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L157)
---
### excludedEmbedMetadataKeys
**excludedEmbedMetadataKeys**: `string`[] = `[]`
#### Inherited from
[TextNode](TextNode.md).[excludedEmbedMetadataKeys](TextNode.md#excludedembedmetadatakeys)
#### Defined in
[packages/core/src/Node.ts:55](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L55)
---
### excludedLlmMetadataKeys
**excludedLlmMetadataKeys**: `string`[] = `[]`
#### Inherited from
[TextNode](TextNode.md).[excludedLlmMetadataKeys](TextNode.md#excludedllmmetadatakeys)
#### Defined in
[packages/core/src/Node.ts:56](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L56)
---
### hash
**hash**: `string` = `""`
#### Inherited from
[TextNode](TextNode.md).[hash](TextNode.md#hash)
#### Defined in
[packages/core/src/Node.ts:58](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L58)
---
### id\_
**id\_**: `string`
The unique ID of the Node/Document. The trailing underscore is here
to avoid collisions with the id keyword in Python.
Set to a UUID by default.
#### Inherited from
[TextNode](TextNode.md).[id\_](TextNode.md#id_)
#### Defined in
[packages/core/src/Node.ts:50](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L50)
---
### metadata
**metadata**: `T`
#### Inherited from
[TextNode](TextNode.md).[metadata](TextNode.md#metadata)
#### Defined in
[packages/core/src/Node.ts:54](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L54)
---
### metadataSeparator
**metadataSeparator**: `string` = `"\n"`
#### Inherited from
[TextNode](TextNode.md).[metadataSeparator](TextNode.md#metadataseparator)
#### Defined in
[packages/core/src/Node.ts:160](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L160)
---
### relationships
**relationships**: `Partial`<`Record`<[`NodeRelationship`](../enums/NodeRelationship.md), [`RelatedNodeType`](../#relatednodetype)<`T`\>\>\> = `{}`
#### Inherited from
[TextNode](TextNode.md).[relationships](TextNode.md#relationships)
#### Defined in
[packages/core/src/Node.ts:57](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L57)
---
### startCharIdx
`Optional` **startCharIdx**: `number`
#### Inherited from
[TextNode](TextNode.md).[startCharIdx](TextNode.md#startcharidx)
#### Defined in
[packages/core/src/Node.ts:156](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L156)
---
### text
**text**: `string` = `""`
#### Inherited from
[TextNode](TextNode.md).[text](TextNode.md#text)
#### Defined in
[packages/core/src/Node.ts:155](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L155)
## Accessors
### childNodes
`get` **childNodes**(): `undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md)<`T`\>[]
#### Returns
`undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md)<`T`\>[]
#### Inherited from
TextNode.childNodes
#### Defined in
[packages/core/src/Node.ts:112](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L112)
---
### nextNode
`get` **nextNode**(): `undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md)<`T`\>
#### Returns
`undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md)<`T`\>
#### Inherited from
TextNode.nextNode
#### Defined in
[packages/core/src/Node.ts:92](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L92)
---
### parentNode
`get` **parentNode**(): `undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md)<`T`\>
#### Returns
`undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md)<`T`\>
#### Inherited from
TextNode.parentNode
#### Defined in
[packages/core/src/Node.ts:102](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L102)
---
### prevNode
`get` **prevNode**(): `undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md)<`T`\>
#### Returns
`undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md)<`T`\>
#### Inherited from
TextNode.prevNode
#### Defined in
[packages/core/src/Node.ts:80](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L80)
---
### sourceNode
`get` **sourceNode**(): `undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md)<`T`\>
#### Returns
`undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md)<`T`\>
#### Inherited from
TextNode.sourceNode
#### Defined in
[packages/core/src/Node.ts:70](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L70)
## Methods
### asRelatedNodeInfo
**asRelatedNodeInfo**(): [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md)<`T`\>
#### Returns
[`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md)<`T`\>
#### Inherited from
[TextNode](TextNode.md).[asRelatedNodeInfo](TextNode.md#asrelatednodeinfo)
#### Defined in
[packages/core/src/Node.ts:134](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L134)
---
### generateHash
**generateHash**(): `string`
Generate a hash of the text node.
The ID is not part of the hash as it can change independent of content.
#### Returns
`string`
#### Inherited from
[TextNode](TextNode.md).[generateHash](TextNode.md#generatehash)
#### Defined in
[packages/core/src/Node.ts:178](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L178)
---
### getContent
**getContent**(`metadataMode?`): `string`
#### Parameters
| Name | Type | Default value |
| :------------- | :----------------------------------------- | :------------------ |
| `metadataMode` | [`MetadataMode`](../enums/MetadataMode.md) | `MetadataMode.NONE` |
#### Returns
`string`
#### Inherited from
[TextNode](TextNode.md).[getContent](TextNode.md#getcontent)
#### Defined in
[packages/core/src/Node.ts:192](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L192)
---
### getEmbedding
**getEmbedding**(): `number`[]
#### Returns
`number`[]
#### Inherited from
[TextNode](TextNode.md).[getEmbedding](TextNode.md#getembedding)
#### Defined in
[packages/core/src/Node.ts:126](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L126)
---
### getMetadataStr
**getMetadataStr**(`metadataMode`): `string`
#### Parameters
| Name | Type |
| :------------- | :----------------------------------------- |
| `metadataMode` | [`MetadataMode`](../enums/MetadataMode.md) |
#### Returns
`string`
#### Inherited from
[TextNode](TextNode.md).[getMetadataStr](TextNode.md#getmetadatastr)
#### Defined in
[packages/core/src/Node.ts:197](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L197)
---
### getNodeInfo
**getNodeInfo**(): `Object`
#### Returns
`Object`
| Name | Type |
| :------ | :---------------------- |
| `end` | `undefined` \| `number` |
| `start` | `undefined` \| `number` |
#### Inherited from
[TextNode](TextNode.md).[getNodeInfo](TextNode.md#getnodeinfo)
#### Defined in
[packages/core/src/Node.ts:224](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L224)
---
### getText
**getText**(): `string`
#### Returns
`string`
#### Inherited from
[TextNode](TextNode.md).[getText](TextNode.md#gettext)
#### Defined in
[packages/core/src/Node.ts:228](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L228)
---
### getType
**getType**(): [`ObjectType`](../enums/ObjectType.md)
#### Returns
[`ObjectType`](../enums/ObjectType.md)
#### Overrides
[TextNode](TextNode.md).[getType](TextNode.md#gettype)
#### Defined in
[packages/core/src/Node.ts:263](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L263)
---
### setContent
**setContent**(`value`): `void`
#### Parameters
| Name | Type |
| :------ | :------- |
| `value` | `string` |
#### Returns
`void`
#### Inherited from
[TextNode](TextNode.md).[setContent](TextNode.md#setcontent)
#### Defined in
[packages/core/src/Node.ts:218](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L218)
---
### toJSON
**toJSON**(): `Record`<`string`, `any`\>
Used with built in JSON.stringify
#### Returns
`Record`<`string`, `any`\>
#### Inherited from
[TextNode](TextNode.md).[toJSON](TextNode.md#tojson)
#### Defined in
[packages/core/src/Node.ts:146](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L146)
@@ -1,109 +0,0 @@
---
id: "HTMLReader"
title: "Class: HTMLReader"
sidebar_label: "HTMLReader"
sidebar_position: 0
custom_edit_url: null
---
Extract the significant text from an arbitrary HTML document.
The contents of any head, script, style, and xml tags are removed completely.
The URLs for a[href] tags are extracted, along with the inner text of the tag.
All other tags are removed, and the inner text is kept intact.
Html entities (e.g., &amp;) are not decoded.
## Implements
- [`BaseReader`](../interfaces/BaseReader.md)
## Constructors
### constructor
**new HTMLReader**()
## Methods
### getOptions
**getOptions**(): `Object`
Wrapper for our configuration options passed to string-strip-html library
#### Returns
`Object`
An object of options for the underlying library
| Name | Type |
| :------------------------------- | :--------- |
| `skipHtmlDecoding` | `boolean` |
| `stripTogetherWithTheirContents` | `string`[] |
**`See`**
https://codsen.com/os/string-strip-html/examples
#### Defined in
[packages/core/src/readers/HTMLReader.ts:48](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/readers/HTMLReader.ts#L48)
---
### loadData
**loadData**(`file`, `fs?`): `Promise`<[`Document`](Document.md)<[`Metadata`](../#metadata)\>[]\>
Public method for this reader.
Required by BaseReader interface.
#### Parameters
| Name | Type | Default value | Description |
| :----- | :-------------------------------------------------------- | :------------ | :------------------------------------------------- |
| `file` | `string` | `undefined` | Path/name of the file to be loaded. |
| `fs` | [`GenericFileSystem`](../interfaces/GenericFileSystem.md) | `DEFAULT_FS` | fs wrapper interface for getting the file content. |
#### Returns
`Promise`<[`Document`](Document.md)<[`Metadata`](../#metadata)\>[]\>
Promise<Document[]> A Promise object, eventually yielding zero or one Document parsed from the HTML content of the specified file.
#### Implementation of
[BaseReader](../interfaces/BaseReader.md).[loadData](../interfaces/BaseReader.md#loaddata)
#### Defined in
[packages/core/src/readers/HTMLReader.ts:21](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/readers/HTMLReader.ts#L21)
---
### parseContent
**parseContent**(`html`, `options?`): `Promise`<`string`\>
Wrapper for string-strip-html usage.
#### Parameters
| Name | Type | Description |
| :-------- | :------- | :---------------------------------------------- |
| `html` | `string` | Raw HTML content to be parsed. |
| `options` | `any` | An object of options for the underlying library |
#### Returns
`Promise`<`string`\>
The HTML content, stripped of unwanted tags and attributes
**`See`**
getOptions
#### Defined in
[packages/core/src/readers/HTMLReader.ts:38](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/readers/HTMLReader.ts#L38)
@@ -1,120 +0,0 @@
---
id: "HistoryChatEngine"
title: "Class: HistoryChatEngine"
sidebar_label: "HistoryChatEngine"
sidebar_position: 0
custom_edit_url: null
---
HistoryChatEngine is a ChatEngine that uses a `ChatHistory` object
to keeps track of chat's message history.
A `ChatHistory` object is passed as a parameter for each call to the `chat` method,
so the state of the chat engine is preserved between calls.
Optionally, a `ContextGenerator` can be used to generate an additional context for each call to `chat`.
## Constructors
### constructor
**new HistoryChatEngine**(`init?`)
#### Parameters
| Name | Type |
| :------ | :------------------------------------------------------ |
| `init?` | `Partial`<[`HistoryChatEngine`](HistoryChatEngine.md)\> |
#### Defined in
[packages/core/src/ChatEngine.ts:381](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/ChatEngine.ts#L381)
## Properties
### contextGenerator
`Optional` **contextGenerator**: [`ContextGenerator`](../interfaces/ContextGenerator.md)
#### Defined in
[packages/core/src/ChatEngine.ts:379](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/ChatEngine.ts#L379)
---
### llm
**llm**: [`LLM`](../interfaces/LLM.md)
#### Defined in
[packages/core/src/ChatEngine.ts:378](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/ChatEngine.ts#L378)
## Methods
### chat
**chat**<`T`, `R`\>(`message`, `chatHistory`, `streaming?`): `Promise`<`R`\>
#### Type parameters
| Name | Type |
| :--- | :---------------------------------------------------------------------------------------------- |
| `T` | extends `undefined` \| `boolean` = `undefined` |
| `R` | `T` extends `true` ? `AsyncGenerator`<`string`, `void`, `unknown`\> : [`Response`](Response.md) |
#### Parameters
| Name | Type |
| :------------ | :-------------------------------------------- |
| `message` | [`MessageContent`](../#messagecontent) |
| `chatHistory` | [`ChatHistory`](../interfaces/ChatHistory.md) |
| `streaming?` | `T` |
#### Returns
`Promise`<`R`\>
#### Defined in
[packages/core/src/ChatEngine.ts:386](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/ChatEngine.ts#L386)
---
### prepareRequestMessages
`Private` **prepareRequestMessages**(`message`, `chatHistory`): `Promise`<[`ChatMessage`](../interfaces/ChatMessage.md)[]\>
#### Parameters
| Name | Type |
| :------------ | :-------------------------------------------- |
| `message` | [`MessageContent`](../#messagecontent) |
| `chatHistory` | [`ChatHistory`](../interfaces/ChatHistory.md) |
#### Returns
`Promise`<[`ChatMessage`](../interfaces/ChatMessage.md)[]\>
#### Defined in
[packages/core/src/ChatEngine.ts:433](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/ChatEngine.ts#L433)
---
### streamChat
`Protected` **streamChat**(`message`, `chatHistory`): `AsyncGenerator`<`string`, `void`, `unknown`\>
#### Parameters
| Name | Type |
| :------------ | :-------------------------------------------- |
| `message` | [`MessageContent`](../#messagecontent) |
| `chatHistory` | [`ChatHistory`](../interfaces/ChatHistory.md) |
#### Returns
`AsyncGenerator`<`string`, `void`, `unknown`\>
#### Defined in
[packages/core/src/ChatEngine.ts:407](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/ChatEngine.ts#L407)
@@ -1,518 +0,0 @@
---
id: "ImageDocument"
title: "Class: ImageDocument<T>"
sidebar_label: "ImageDocument"
sidebar_position: 0
custom_edit_url: null
---
TextNode is the default node type for text. Most common node type in LlamaIndex.TS
## Type parameters
| Name | Type |
| :--- | :-------------------------------------------------------------- |
| `T` | extends [`Metadata`](../#metadata) = [`Metadata`](../#metadata) |
## Hierarchy
- [`ImageNode`](ImageNode.md)<`T`\>
**`ImageDocument`**
## Constructors
### constructor
**new ImageDocument**<`T`\>(`init`)
#### Type parameters
| Name | Type |
| :--- | :-------------------------------------------------------------- |
| `T` | extends [`Metadata`](../#metadata) = [`Metadata`](../#metadata) |
#### Parameters
| Name | Type |
| :----- | :----------------------------------------------------------------- |
| `init` | [`ImageNodeConstructorProps`](../#imagenodeconstructorprops)<`T`\> |
#### Overrides
[ImageNode](ImageNode.md).[constructor](ImageNode.md#constructor)
#### Defined in
[packages/core/src/Node.ts:310](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L310)
## Properties
### embedding
`Optional` **embedding**: `number`[]
#### Inherited from
[ImageNode](ImageNode.md).[embedding](ImageNode.md#embedding)
#### Defined in
[packages/core/src/Node.ts:51](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L51)
---
### endCharIdx
`Optional` **endCharIdx**: `number`
#### Inherited from
[ImageNode](ImageNode.md).[endCharIdx](ImageNode.md#endcharidx)
#### Defined in
[packages/core/src/Node.ts:157](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L157)
---
### excludedEmbedMetadataKeys
**excludedEmbedMetadataKeys**: `string`[] = `[]`
#### Inherited from
[ImageNode](ImageNode.md).[excludedEmbedMetadataKeys](ImageNode.md#excludedembedmetadatakeys)
#### Defined in
[packages/core/src/Node.ts:55](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L55)
---
### excludedLlmMetadataKeys
**excludedLlmMetadataKeys**: `string`[] = `[]`
#### Inherited from
[ImageNode](ImageNode.md).[excludedLlmMetadataKeys](ImageNode.md#excludedllmmetadatakeys)
#### Defined in
[packages/core/src/Node.ts:56](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L56)
---
### hash
**hash**: `string` = `""`
#### Inherited from
[ImageNode](ImageNode.md).[hash](ImageNode.md#hash)
#### Defined in
[packages/core/src/Node.ts:58](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L58)
---
### id\_
**id\_**: `string`
The unique ID of the Node/Document. The trailing underscore is here
to avoid collisions with the id keyword in Python.
Set to a UUID by default.
#### Inherited from
[ImageNode](ImageNode.md).[id\_](ImageNode.md#id_)
#### Defined in
[packages/core/src/Node.ts:50](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L50)
---
### image
**image**: [`ImageType`](../#imagetype)
#### Inherited from
[ImageNode](ImageNode.md).[image](ImageNode.md#image)
#### Defined in
[packages/core/src/Node.ts:297](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L297)
---
### metadata
**metadata**: `T`
#### Inherited from
[ImageNode](ImageNode.md).[metadata](ImageNode.md#metadata)
#### Defined in
[packages/core/src/Node.ts:54](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L54)
---
### metadataSeparator
**metadataSeparator**: `string` = `"\n"`
#### Inherited from
[ImageNode](ImageNode.md).[metadataSeparator](ImageNode.md#metadataseparator)
#### Defined in
[packages/core/src/Node.ts:160](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L160)
---
### relationships
**relationships**: `Partial`<`Record`<[`NodeRelationship`](../enums/NodeRelationship.md), [`RelatedNodeType`](../#relatednodetype)<`T`\>\>\> = `{}`
#### Inherited from
[ImageNode](ImageNode.md).[relationships](ImageNode.md#relationships)
#### Defined in
[packages/core/src/Node.ts:57](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L57)
---
### startCharIdx
`Optional` **startCharIdx**: `number`
#### Inherited from
[ImageNode](ImageNode.md).[startCharIdx](ImageNode.md#startcharidx)
#### Defined in
[packages/core/src/Node.ts:156](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L156)
---
### text
**text**: `string` = `""`
#### Inherited from
[ImageNode](ImageNode.md).[text](ImageNode.md#text)
#### Defined in
[packages/core/src/Node.ts:155](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L155)
## Accessors
### childNodes
`get` **childNodes**(): `undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md)<`T`\>[]
#### Returns
`undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md)<`T`\>[]
#### Inherited from
ImageNode.childNodes
#### Defined in
[packages/core/src/Node.ts:112](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L112)
---
### nextNode
`get` **nextNode**(): `undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md)<`T`\>
#### Returns
`undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md)<`T`\>
#### Inherited from
ImageNode.nextNode
#### Defined in
[packages/core/src/Node.ts:92](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L92)
---
### parentNode
`get` **parentNode**(): `undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md)<`T`\>
#### Returns
`undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md)<`T`\>
#### Inherited from
ImageNode.parentNode
#### Defined in
[packages/core/src/Node.ts:102](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L102)
---
### prevNode
`get` **prevNode**(): `undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md)<`T`\>
#### Returns
`undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md)<`T`\>
#### Inherited from
ImageNode.prevNode
#### Defined in
[packages/core/src/Node.ts:80](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L80)
---
### sourceNode
`get` **sourceNode**(): `undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md)<`T`\>
#### Returns
`undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md)<`T`\>
#### Inherited from
ImageNode.sourceNode
#### Defined in
[packages/core/src/Node.ts:70](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L70)
## Methods
### asRelatedNodeInfo
**asRelatedNodeInfo**(): [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md)<`T`\>
#### Returns
[`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md)<`T`\>
#### Inherited from
[ImageNode](ImageNode.md).[asRelatedNodeInfo](ImageNode.md#asrelatednodeinfo)
#### Defined in
[packages/core/src/Node.ts:134](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L134)
---
### generateHash
**generateHash**(): `string`
Generate a hash of the text node.
The ID is not part of the hash as it can change independent of content.
#### Returns
`string`
#### Inherited from
[ImageNode](ImageNode.md).[generateHash](ImageNode.md#generatehash)
#### Defined in
[packages/core/src/Node.ts:178](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L178)
---
### getContent
**getContent**(`metadataMode?`): `string`
#### Parameters
| Name | Type | Default value |
| :------------- | :----------------------------------------- | :------------------ |
| `metadataMode` | [`MetadataMode`](../enums/MetadataMode.md) | `MetadataMode.NONE` |
#### Returns
`string`
#### Inherited from
[ImageNode](ImageNode.md).[getContent](ImageNode.md#getcontent)
#### Defined in
[packages/core/src/Node.ts:192](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L192)
---
### getEmbedding
**getEmbedding**(): `number`[]
#### Returns
`number`[]
#### Inherited from
[ImageNode](ImageNode.md).[getEmbedding](ImageNode.md#getembedding)
#### Defined in
[packages/core/src/Node.ts:126](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L126)
---
### getMetadataStr
**getMetadataStr**(`metadataMode`): `string`
#### Parameters
| Name | Type |
| :------------- | :----------------------------------------- |
| `metadataMode` | [`MetadataMode`](../enums/MetadataMode.md) |
#### Returns
`string`
#### Inherited from
[ImageNode](ImageNode.md).[getMetadataStr](ImageNode.md#getmetadatastr)
#### Defined in
[packages/core/src/Node.ts:197](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L197)
---
### getNodeInfo
**getNodeInfo**(): `Object`
#### Returns
`Object`
| Name | Type |
| :------ | :---------------------- |
| `end` | `undefined` \| `number` |
| `start` | `undefined` \| `number` |
#### Inherited from
[ImageNode](ImageNode.md).[getNodeInfo](ImageNode.md#getnodeinfo)
#### Defined in
[packages/core/src/Node.ts:224](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L224)
---
### getText
**getText**(): `string`
#### Returns
`string`
#### Inherited from
[ImageNode](ImageNode.md).[getText](ImageNode.md#gettext)
#### Defined in
[packages/core/src/Node.ts:228](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L228)
---
### getType
**getType**(): [`ObjectType`](../enums/ObjectType.md)
#### Returns
[`ObjectType`](../enums/ObjectType.md)
#### Overrides
[ImageNode](ImageNode.md).[getType](ImageNode.md#gettype)
#### Defined in
[packages/core/src/Node.ts:318](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L318)
---
### setContent
**setContent**(`value`): `void`
#### Parameters
| Name | Type |
| :------ | :------- |
| `value` | `string` |
#### Returns
`void`
#### Inherited from
[ImageNode](ImageNode.md).[setContent](ImageNode.md#setcontent)
#### Defined in
[packages/core/src/Node.ts:218](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L218)
---
### toJSON
**toJSON**(): `Record`<`string`, `any`\>
Used with built in JSON.stringify
#### Returns
`Record`<`string`, `any`\>
#### Inherited from
[ImageNode](ImageNode.md).[toJSON](ImageNode.md#tojson)
#### Defined in
[packages/core/src/Node.ts:146](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L146)
@@ -1,516 +0,0 @@
---
id: "ImageNode"
title: "Class: ImageNode<T>"
sidebar_label: "ImageNode"
sidebar_position: 0
custom_edit_url: null
---
TextNode is the default node type for text. Most common node type in LlamaIndex.TS
## Type parameters
| Name | Type |
| :--- | :-------------------------------------------------------------- |
| `T` | extends [`Metadata`](../#metadata) = [`Metadata`](../#metadata) |
## Hierarchy
- [`TextNode`](TextNode.md)<`T`\>
**`ImageNode`**
↳↳ [`ImageDocument`](ImageDocument.md)
## Constructors
### constructor
**new ImageNode**<`T`\>(`init`)
#### Type parameters
| Name | Type |
| :--- | :-------------------------------------------------------------- |
| `T` | extends [`Metadata`](../#metadata) = [`Metadata`](../#metadata) |
#### Parameters
| Name | Type |
| :----- | :----------------------------------------------------------------- |
| `init` | [`ImageNodeConstructorProps`](../#imagenodeconstructorprops)<`T`\> |
#### Overrides
[TextNode](TextNode.md).[constructor](TextNode.md#constructor)
#### Defined in
[packages/core/src/Node.ts:299](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L299)
## Properties
### embedding
`Optional` **embedding**: `number`[]
#### Inherited from
[TextNode](TextNode.md).[embedding](TextNode.md#embedding)
#### Defined in
[packages/core/src/Node.ts:51](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L51)
---
### endCharIdx
`Optional` **endCharIdx**: `number`
#### Inherited from
[TextNode](TextNode.md).[endCharIdx](TextNode.md#endcharidx)
#### Defined in
[packages/core/src/Node.ts:157](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L157)
---
### excludedEmbedMetadataKeys
**excludedEmbedMetadataKeys**: `string`[] = `[]`
#### Inherited from
[TextNode](TextNode.md).[excludedEmbedMetadataKeys](TextNode.md#excludedembedmetadatakeys)
#### Defined in
[packages/core/src/Node.ts:55](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L55)
---
### excludedLlmMetadataKeys
**excludedLlmMetadataKeys**: `string`[] = `[]`
#### Inherited from
[TextNode](TextNode.md).[excludedLlmMetadataKeys](TextNode.md#excludedllmmetadatakeys)
#### Defined in
[packages/core/src/Node.ts:56](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L56)
---
### hash
**hash**: `string` = `""`
#### Inherited from
[TextNode](TextNode.md).[hash](TextNode.md#hash)
#### Defined in
[packages/core/src/Node.ts:58](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L58)
---
### id\_
**id\_**: `string`
The unique ID of the Node/Document. The trailing underscore is here
to avoid collisions with the id keyword in Python.
Set to a UUID by default.
#### Inherited from
[TextNode](TextNode.md).[id\_](TextNode.md#id_)
#### Defined in
[packages/core/src/Node.ts:50](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L50)
---
### image
**image**: [`ImageType`](../#imagetype)
#### Defined in
[packages/core/src/Node.ts:297](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L297)
---
### metadata
**metadata**: `T`
#### Inherited from
[TextNode](TextNode.md).[metadata](TextNode.md#metadata)
#### Defined in
[packages/core/src/Node.ts:54](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L54)
---
### metadataSeparator
**metadataSeparator**: `string` = `"\n"`
#### Inherited from
[TextNode](TextNode.md).[metadataSeparator](TextNode.md#metadataseparator)
#### Defined in
[packages/core/src/Node.ts:160](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L160)
---
### relationships
**relationships**: `Partial`<`Record`<[`NodeRelationship`](../enums/NodeRelationship.md), [`RelatedNodeType`](../#relatednodetype)<`T`\>\>\> = `{}`
#### Inherited from
[TextNode](TextNode.md).[relationships](TextNode.md#relationships)
#### Defined in
[packages/core/src/Node.ts:57](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L57)
---
### startCharIdx
`Optional` **startCharIdx**: `number`
#### Inherited from
[TextNode](TextNode.md).[startCharIdx](TextNode.md#startcharidx)
#### Defined in
[packages/core/src/Node.ts:156](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L156)
---
### text
**text**: `string` = `""`
#### Inherited from
[TextNode](TextNode.md).[text](TextNode.md#text)
#### Defined in
[packages/core/src/Node.ts:155](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L155)
## Accessors
### childNodes
`get` **childNodes**(): `undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md)<`T`\>[]
#### Returns
`undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md)<`T`\>[]
#### Inherited from
TextNode.childNodes
#### Defined in
[packages/core/src/Node.ts:112](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L112)
---
### nextNode
`get` **nextNode**(): `undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md)<`T`\>
#### Returns
`undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md)<`T`\>
#### Inherited from
TextNode.nextNode
#### Defined in
[packages/core/src/Node.ts:92](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L92)
---
### parentNode
`get` **parentNode**(): `undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md)<`T`\>
#### Returns
`undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md)<`T`\>
#### Inherited from
TextNode.parentNode
#### Defined in
[packages/core/src/Node.ts:102](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L102)
---
### prevNode
`get` **prevNode**(): `undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md)<`T`\>
#### Returns
`undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md)<`T`\>
#### Inherited from
TextNode.prevNode
#### Defined in
[packages/core/src/Node.ts:80](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L80)
---
### sourceNode
`get` **sourceNode**(): `undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md)<`T`\>
#### Returns
`undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md)<`T`\>
#### Inherited from
TextNode.sourceNode
#### Defined in
[packages/core/src/Node.ts:70](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L70)
## Methods
### asRelatedNodeInfo
**asRelatedNodeInfo**(): [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md)<`T`\>
#### Returns
[`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md)<`T`\>
#### Inherited from
[TextNode](TextNode.md).[asRelatedNodeInfo](TextNode.md#asrelatednodeinfo)
#### Defined in
[packages/core/src/Node.ts:134](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L134)
---
### generateHash
**generateHash**(): `string`
Generate a hash of the text node.
The ID is not part of the hash as it can change independent of content.
#### Returns
`string`
#### Inherited from
[TextNode](TextNode.md).[generateHash](TextNode.md#generatehash)
#### Defined in
[packages/core/src/Node.ts:178](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L178)
---
### getContent
**getContent**(`metadataMode?`): `string`
#### Parameters
| Name | Type | Default value |
| :------------- | :----------------------------------------- | :------------------ |
| `metadataMode` | [`MetadataMode`](../enums/MetadataMode.md) | `MetadataMode.NONE` |
#### Returns
`string`
#### Inherited from
[TextNode](TextNode.md).[getContent](TextNode.md#getcontent)
#### Defined in
[packages/core/src/Node.ts:192](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L192)
---
### getEmbedding
**getEmbedding**(): `number`[]
#### Returns
`number`[]
#### Inherited from
[TextNode](TextNode.md).[getEmbedding](TextNode.md#getembedding)
#### Defined in
[packages/core/src/Node.ts:126](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L126)
---
### getMetadataStr
**getMetadataStr**(`metadataMode`): `string`
#### Parameters
| Name | Type |
| :------------- | :----------------------------------------- |
| `metadataMode` | [`MetadataMode`](../enums/MetadataMode.md) |
#### Returns
`string`
#### Inherited from
[TextNode](TextNode.md).[getMetadataStr](TextNode.md#getmetadatastr)
#### Defined in
[packages/core/src/Node.ts:197](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L197)
---
### getNodeInfo
**getNodeInfo**(): `Object`
#### Returns
`Object`
| Name | Type |
| :------ | :---------------------- |
| `end` | `undefined` \| `number` |
| `start` | `undefined` \| `number` |
#### Inherited from
[TextNode](TextNode.md).[getNodeInfo](TextNode.md#getnodeinfo)
#### Defined in
[packages/core/src/Node.ts:224](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L224)
---
### getText
**getText**(): `string`
#### Returns
`string`
#### Inherited from
[TextNode](TextNode.md).[getText](TextNode.md#gettext)
#### Defined in
[packages/core/src/Node.ts:228](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L228)
---
### getType
**getType**(): [`ObjectType`](../enums/ObjectType.md)
#### Returns
[`ObjectType`](../enums/ObjectType.md)
#### Overrides
[TextNode](TextNode.md).[getType](TextNode.md#gettype)
#### Defined in
[packages/core/src/Node.ts:304](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L304)
---
### setContent
**setContent**(`value`): `void`
#### Parameters
| Name | Type |
| :------ | :------- |
| `value` | `string` |
#### Returns
`void`
#### Inherited from
[TextNode](TextNode.md).[setContent](TextNode.md#setcontent)
#### Defined in
[packages/core/src/Node.ts:218](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L218)
---
### toJSON
**toJSON**(): `Record`<`string`, `any`\>
Used with built in JSON.stringify
#### Returns
`Record`<`string`, `any`\>
#### Inherited from
[TextNode](TextNode.md).[toJSON](TextNode.md#tojson)
#### Defined in
[packages/core/src/Node.ts:146](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L146)
@@ -1,129 +0,0 @@
---
id: "InMemoryFileSystem"
title: "Class: InMemoryFileSystem"
sidebar_label: "InMemoryFileSystem"
sidebar_position: 0
custom_edit_url: null
---
A filesystem implementation that stores files in memory.
## Implements
- [`GenericFileSystem`](../interfaces/GenericFileSystem.md)
## Constructors
### constructor
**new InMemoryFileSystem**()
## Properties
### files
`Private` **files**: `Record`<`string`, `any`\> = `{}`
#### Defined in
[packages/core/src/storage/FileSystem.ts:25](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/FileSystem.ts#L25)
## Methods
### access
**access**(`path`): `Promise`<`void`\>
#### Parameters
| Name | Type |
| :----- | :------- |
| `path` | `string` |
#### Returns
`Promise`<`void`\>
#### Implementation of
[GenericFileSystem](../interfaces/GenericFileSystem.md).[access](../interfaces/GenericFileSystem.md#access)
#### Defined in
[packages/core/src/storage/FileSystem.ts:38](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/FileSystem.ts#L38)
---
### mkdir
**mkdir**(`path`, `options?`): `Promise`<`void`\>
#### Parameters
| Name | Type |
| :--------- | :------- |
| `path` | `string` |
| `options?` | `any` |
#### Returns
`Promise`<`void`\>
#### Implementation of
[GenericFileSystem](../interfaces/GenericFileSystem.md).[mkdir](../interfaces/GenericFileSystem.md#mkdir)
#### Defined in
[packages/core/src/storage/FileSystem.ts:44](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/FileSystem.ts#L44)
---
### readFile
**readFile**(`path`, `options?`): `Promise`<`string`\>
#### Parameters
| Name | Type |
| :--------- | :------- |
| `path` | `string` |
| `options?` | `any` |
#### Returns
`Promise`<`string`\>
#### Implementation of
[GenericFileSystem](../interfaces/GenericFileSystem.md).[readFile](../interfaces/GenericFileSystem.md#readfile)
#### Defined in
[packages/core/src/storage/FileSystem.ts:31](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/FileSystem.ts#L31)
---
### writeFile
**writeFile**(`path`, `content`, `options?`): `Promise`<`void`\>
#### Parameters
| Name | Type |
| :--------- | :------- |
| `path` | `string` |
| `content` | `string` |
| `options?` | `any` |
#### Returns
`Promise`<`void`\>
#### Implementation of
[GenericFileSystem](../interfaces/GenericFileSystem.md).[writeFile](../interfaces/GenericFileSystem.md#writefile)
#### Defined in
[packages/core/src/storage/FileSystem.ts:27](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/FileSystem.ts#L27)
@@ -1,161 +0,0 @@
---
id: "IndexDict"
title: "Class: IndexDict"
sidebar_label: "IndexDict"
sidebar_position: 0
custom_edit_url: null
---
The underlying structure of each index.
## Hierarchy
- [`IndexStruct`](IndexStruct.md)
**`IndexDict`**
## Constructors
### constructor
**new IndexDict**(`indexId?`, `summary?`)
#### Parameters
| Name | Type | Default value |
| :-------- | :---------- | :------------ |
| `indexId` | `string` | `undefined` |
| `summary` | `undefined` | `undefined` |
#### Inherited from
[IndexStruct](IndexStruct.md).[constructor](IndexStruct.md#constructor)
#### Defined in
[packages/core/src/indices/BaseIndex.ts:19](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/BaseIndex.ts#L19)
## Properties
### indexId
**indexId**: `string`
#### Inherited from
[IndexStruct](IndexStruct.md).[indexId](IndexStruct.md#indexid)
#### Defined in
[packages/core/src/indices/BaseIndex.ts:16](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/BaseIndex.ts#L16)
---
### nodesDict
**nodesDict**: `Record`<`string`, [`BaseNode`](BaseNode.md)<[`Metadata`](../#metadata)\>\> = `{}`
#### Defined in
[packages/core/src/indices/BaseIndex.ts:46](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/BaseIndex.ts#L46)
---
### summary
`Optional` **summary**: `string`
#### Inherited from
[IndexStruct](IndexStruct.md).[summary](IndexStruct.md#summary)
#### Defined in
[packages/core/src/indices/BaseIndex.ts:17](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/BaseIndex.ts#L17)
---
### type
**type**: [`IndexStructType`](../enums/IndexStructType.md) = `IndexStructType.SIMPLE_DICT`
#### Defined in
[packages/core/src/indices/BaseIndex.ts:47](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/BaseIndex.ts#L47)
## Methods
### addNode
**addNode**(`node`, `textId?`): `void`
#### Parameters
| Name | Type |
| :-------- | :----------------------------------------------------- |
| `node` | [`BaseNode`](BaseNode.md)<[`Metadata`](../#metadata)\> |
| `textId?` | `string` |
#### Returns
`void`
#### Defined in
[packages/core/src/indices/BaseIndex.ts:56](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/BaseIndex.ts#L56)
---
### delete
**delete**(`nodeId`): `void`
#### Parameters
| Name | Type |
| :------- | :------- |
| `nodeId` | `string` |
#### Returns
`void`
#### Defined in
[packages/core/src/indices/BaseIndex.ts:69](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/BaseIndex.ts#L69)
---
### getSummary
**getSummary**(): `string`
#### Returns
`string`
#### Overrides
[IndexStruct](IndexStruct.md).[getSummary](IndexStruct.md#getsummary)
#### Defined in
[packages/core/src/indices/BaseIndex.ts:49](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/BaseIndex.ts#L49)
---
### toJson
**toJson**(): `Record`<`string`, `unknown`\>
#### Returns
`Record`<`string`, `unknown`\>
#### Overrides
[IndexStruct](IndexStruct.md).[toJson](IndexStruct.md#tojson)
#### Defined in
[packages/core/src/indices/BaseIndex.ts:61](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/BaseIndex.ts#L61)
@@ -1,140 +0,0 @@
---
id: "IndexList"
title: "Class: IndexList"
sidebar_label: "IndexList"
sidebar_position: 0
custom_edit_url: null
---
The underlying structure of each index.
## Hierarchy
- [`IndexStruct`](IndexStruct.md)
**`IndexList`**
## Constructors
### constructor
**new IndexList**(`indexId?`, `summary?`)
#### Parameters
| Name | Type | Default value |
| :-------- | :---------- | :------------ |
| `indexId` | `string` | `undefined` |
| `summary` | `undefined` | `undefined` |
#### Inherited from
[IndexStruct](IndexStruct.md).[constructor](IndexStruct.md#constructor)
#### Defined in
[packages/core/src/indices/BaseIndex.ts:19](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/BaseIndex.ts#L19)
## Properties
### indexId
**indexId**: `string`
#### Inherited from
[IndexStruct](IndexStruct.md).[indexId](IndexStruct.md#indexid)
#### Defined in
[packages/core/src/indices/BaseIndex.ts:16](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/BaseIndex.ts#L16)
---
### nodes
**nodes**: `string`[] = `[]`
#### Defined in
[packages/core/src/indices/BaseIndex.ts:94](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/BaseIndex.ts#L94)
---
### summary
`Optional` **summary**: `string`
#### Inherited from
[IndexStruct](IndexStruct.md).[summary](IndexStruct.md#summary)
#### Defined in
[packages/core/src/indices/BaseIndex.ts:17](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/BaseIndex.ts#L17)
---
### type
**type**: [`IndexStructType`](../enums/IndexStructType.md) = `IndexStructType.LIST`
#### Defined in
[packages/core/src/indices/BaseIndex.ts:95](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/BaseIndex.ts#L95)
## Methods
### addNode
**addNode**(`node`): `void`
#### Parameters
| Name | Type |
| :----- | :----------------------------------------------------- |
| `node` | [`BaseNode`](BaseNode.md)<[`Metadata`](../#metadata)\> |
#### Returns
`void`
#### Defined in
[packages/core/src/indices/BaseIndex.ts:97](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/BaseIndex.ts#L97)
---
### getSummary
**getSummary**(): `string`
#### Returns
`string`
#### Inherited from
[IndexStruct](IndexStruct.md).[getSummary](IndexStruct.md#getsummary)
#### Defined in
[packages/core/src/indices/BaseIndex.ts:31](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/BaseIndex.ts#L31)
---
### toJson
**toJson**(): `Record`<`string`, `unknown`\>
#### Returns
`Record`<`string`, `unknown`\>
#### Overrides
[IndexStruct](IndexStruct.md).[toJson](IndexStruct.md#tojson)
#### Defined in
[packages/core/src/indices/BaseIndex.ts:101](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/BaseIndex.ts#L101)
@@ -1,514 +0,0 @@
---
id: "IndexNode"
title: "Class: IndexNode<T>"
sidebar_label: "IndexNode"
sidebar_position: 0
custom_edit_url: null
---
TextNode is the default node type for text. Most common node type in LlamaIndex.TS
## Type parameters
| Name | Type |
| :--- | :-------------------------------------------------------------- |
| `T` | extends [`Metadata`](../#metadata) = [`Metadata`](../#metadata) |
## Hierarchy
- [`TextNode`](TextNode.md)<`T`\>
**`IndexNode`**
## Constructors
### constructor
**new IndexNode**<`T`\>(`init?`)
#### Type parameters
| Name | Type |
| :--- | :-------------------------------------------------------------- |
| `T` | extends [`Metadata`](../#metadata) = [`Metadata`](../#metadata) |
#### Parameters
| Name | Type |
| :------ | :-------------------------------------------- |
| `init?` | `Partial`<[`IndexNode`](IndexNode.md)<`T`\>\> |
#### Overrides
[TextNode](TextNode.md).[constructor](TextNode.md#constructor)
#### Defined in
[packages/core/src/Node.ts:236](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L236)
## Properties
### embedding
`Optional` **embedding**: `number`[]
#### Inherited from
[TextNode](TextNode.md).[embedding](TextNode.md#embedding)
#### Defined in
[packages/core/src/Node.ts:51](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L51)
---
### endCharIdx
`Optional` **endCharIdx**: `number`
#### Inherited from
[TextNode](TextNode.md).[endCharIdx](TextNode.md#endcharidx)
#### Defined in
[packages/core/src/Node.ts:157](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L157)
---
### excludedEmbedMetadataKeys
**excludedEmbedMetadataKeys**: `string`[] = `[]`
#### Inherited from
[TextNode](TextNode.md).[excludedEmbedMetadataKeys](TextNode.md#excludedembedmetadatakeys)
#### Defined in
[packages/core/src/Node.ts:55](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L55)
---
### excludedLlmMetadataKeys
**excludedLlmMetadataKeys**: `string`[] = `[]`
#### Inherited from
[TextNode](TextNode.md).[excludedLlmMetadataKeys](TextNode.md#excludedllmmetadatakeys)
#### Defined in
[packages/core/src/Node.ts:56](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L56)
---
### hash
**hash**: `string` = `""`
#### Inherited from
[TextNode](TextNode.md).[hash](TextNode.md#hash)
#### Defined in
[packages/core/src/Node.ts:58](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L58)
---
### id\_
**id\_**: `string`
The unique ID of the Node/Document. The trailing underscore is here
to avoid collisions with the id keyword in Python.
Set to a UUID by default.
#### Inherited from
[TextNode](TextNode.md).[id\_](TextNode.md#id_)
#### Defined in
[packages/core/src/Node.ts:50](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L50)
---
### indexId
**indexId**: `string` = `""`
#### Defined in
[packages/core/src/Node.ts:234](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L234)
---
### metadata
**metadata**: `T`
#### Inherited from
[TextNode](TextNode.md).[metadata](TextNode.md#metadata)
#### Defined in
[packages/core/src/Node.ts:54](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L54)
---
### metadataSeparator
**metadataSeparator**: `string` = `"\n"`
#### Inherited from
[TextNode](TextNode.md).[metadataSeparator](TextNode.md#metadataseparator)
#### Defined in
[packages/core/src/Node.ts:160](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L160)
---
### relationships
**relationships**: `Partial`<`Record`<[`NodeRelationship`](../enums/NodeRelationship.md), [`RelatedNodeType`](../#relatednodetype)<`T`\>\>\> = `{}`
#### Inherited from
[TextNode](TextNode.md).[relationships](TextNode.md#relationships)
#### Defined in
[packages/core/src/Node.ts:57](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L57)
---
### startCharIdx
`Optional` **startCharIdx**: `number`
#### Inherited from
[TextNode](TextNode.md).[startCharIdx](TextNode.md#startcharidx)
#### Defined in
[packages/core/src/Node.ts:156](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L156)
---
### text
**text**: `string` = `""`
#### Inherited from
[TextNode](TextNode.md).[text](TextNode.md#text)
#### Defined in
[packages/core/src/Node.ts:155](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L155)
## Accessors
### childNodes
`get` **childNodes**(): `undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md)<`T`\>[]
#### Returns
`undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md)<`T`\>[]
#### Inherited from
TextNode.childNodes
#### Defined in
[packages/core/src/Node.ts:112](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L112)
---
### nextNode
`get` **nextNode**(): `undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md)<`T`\>
#### Returns
`undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md)<`T`\>
#### Inherited from
TextNode.nextNode
#### Defined in
[packages/core/src/Node.ts:92](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L92)
---
### parentNode
`get` **parentNode**(): `undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md)<`T`\>
#### Returns
`undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md)<`T`\>
#### Inherited from
TextNode.parentNode
#### Defined in
[packages/core/src/Node.ts:102](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L102)
---
### prevNode
`get` **prevNode**(): `undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md)<`T`\>
#### Returns
`undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md)<`T`\>
#### Inherited from
TextNode.prevNode
#### Defined in
[packages/core/src/Node.ts:80](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L80)
---
### sourceNode
`get` **sourceNode**(): `undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md)<`T`\>
#### Returns
`undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md)<`T`\>
#### Inherited from
TextNode.sourceNode
#### Defined in
[packages/core/src/Node.ts:70](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L70)
## Methods
### asRelatedNodeInfo
**asRelatedNodeInfo**(): [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md)<`T`\>
#### Returns
[`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md)<`T`\>
#### Inherited from
[TextNode](TextNode.md).[asRelatedNodeInfo](TextNode.md#asrelatednodeinfo)
#### Defined in
[packages/core/src/Node.ts:134](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L134)
---
### generateHash
**generateHash**(): `string`
Generate a hash of the text node.
The ID is not part of the hash as it can change independent of content.
#### Returns
`string`
#### Inherited from
[TextNode](TextNode.md).[generateHash](TextNode.md#generatehash)
#### Defined in
[packages/core/src/Node.ts:178](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L178)
---
### getContent
**getContent**(`metadataMode?`): `string`
#### Parameters
| Name | Type | Default value |
| :------------- | :----------------------------------------- | :------------------ |
| `metadataMode` | [`MetadataMode`](../enums/MetadataMode.md) | `MetadataMode.NONE` |
#### Returns
`string`
#### Inherited from
[TextNode](TextNode.md).[getContent](TextNode.md#getcontent)
#### Defined in
[packages/core/src/Node.ts:192](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L192)
---
### getEmbedding
**getEmbedding**(): `number`[]
#### Returns
`number`[]
#### Inherited from
[TextNode](TextNode.md).[getEmbedding](TextNode.md#getembedding)
#### Defined in
[packages/core/src/Node.ts:126](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L126)
---
### getMetadataStr
**getMetadataStr**(`metadataMode`): `string`
#### Parameters
| Name | Type |
| :------------- | :----------------------------------------- |
| `metadataMode` | [`MetadataMode`](../enums/MetadataMode.md) |
#### Returns
`string`
#### Inherited from
[TextNode](TextNode.md).[getMetadataStr](TextNode.md#getmetadatastr)
#### Defined in
[packages/core/src/Node.ts:197](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L197)
---
### getNodeInfo
**getNodeInfo**(): `Object`
#### Returns
`Object`
| Name | Type |
| :------ | :---------------------- |
| `end` | `undefined` \| `number` |
| `start` | `undefined` \| `number` |
#### Inherited from
[TextNode](TextNode.md).[getNodeInfo](TextNode.md#getnodeinfo)
#### Defined in
[packages/core/src/Node.ts:224](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L224)
---
### getText
**getText**(): `string`
#### Returns
`string`
#### Inherited from
[TextNode](TextNode.md).[getText](TextNode.md#gettext)
#### Defined in
[packages/core/src/Node.ts:228](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L228)
---
### getType
**getType**(): [`ObjectType`](../enums/ObjectType.md)
#### Returns
[`ObjectType`](../enums/ObjectType.md)
#### Overrides
[TextNode](TextNode.md).[getType](TextNode.md#gettype)
#### Defined in
[packages/core/src/Node.ts:245](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L245)
---
### setContent
**setContent**(`value`): `void`
#### Parameters
| Name | Type |
| :------ | :------- |
| `value` | `string` |
#### Returns
`void`
#### Inherited from
[TextNode](TextNode.md).[setContent](TextNode.md#setcontent)
#### Defined in
[packages/core/src/Node.ts:218](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L218)
---
### toJSON
**toJSON**(): `Record`<`string`, `any`\>
Used with built in JSON.stringify
#### Returns
`Record`<`string`, `any`\>
#### Inherited from
[TextNode](TextNode.md).[toJSON](TextNode.md#tojson)
#### Defined in
[packages/core/src/Node.ts:146](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Node.ts#L146)
@@ -1,84 +0,0 @@
---
id: "IndexStruct"
title: "Class: IndexStruct"
sidebar_label: "IndexStruct"
sidebar_position: 0
custom_edit_url: null
---
The underlying structure of each index.
## Hierarchy
- **`IndexStruct`**
↳ [`IndexDict`](IndexDict.md)
↳ [`IndexList`](IndexList.md)
↳ [`KeywordTable`](KeywordTable.md)
## Constructors
### constructor
**new IndexStruct**(`indexId?`, `summary?`)
#### Parameters
| Name | Type | Default value |
| :-------- | :---------- | :------------ |
| `indexId` | `string` | `undefined` |
| `summary` | `undefined` | `undefined` |
#### Defined in
[packages/core/src/indices/BaseIndex.ts:19](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/BaseIndex.ts#L19)
## Properties
### indexId
**indexId**: `string`
#### Defined in
[packages/core/src/indices/BaseIndex.ts:16](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/BaseIndex.ts#L16)
---
### summary
`Optional` **summary**: `string`
#### Defined in
[packages/core/src/indices/BaseIndex.ts:17](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/BaseIndex.ts#L17)
## Methods
### getSummary
**getSummary**(): `string`
#### Returns
`string`
#### Defined in
[packages/core/src/indices/BaseIndex.ts:31](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/BaseIndex.ts#L31)
---
### toJson
**toJson**(): `Record`<`string`, `unknown`\>
#### Returns
`Record`<`string`, `unknown`\>
#### Defined in
[packages/core/src/indices/BaseIndex.ts:24](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/BaseIndex.ts#L24)
@@ -1,162 +0,0 @@
---
id: "KeywordTable"
title: "Class: KeywordTable"
sidebar_label: "KeywordTable"
sidebar_position: 0
custom_edit_url: null
---
The underlying structure of each index.
## Hierarchy
- [`IndexStruct`](IndexStruct.md)
**`KeywordTable`**
## Constructors
### constructor
**new KeywordTable**(`indexId?`, `summary?`)
#### Parameters
| Name | Type | Default value |
| :-------- | :---------- | :------------ |
| `indexId` | `string` | `undefined` |
| `summary` | `undefined` | `undefined` |
#### Inherited from
[IndexStruct](IndexStruct.md).[constructor](IndexStruct.md#constructor)
#### Defined in
[packages/core/src/indices/BaseIndex.ts:19](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/BaseIndex.ts#L19)
## Properties
### indexId
**indexId**: `string`
#### Inherited from
[IndexStruct](IndexStruct.md).[indexId](IndexStruct.md#indexid)
#### Defined in
[packages/core/src/indices/BaseIndex.ts:16](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/BaseIndex.ts#L16)
---
### summary
`Optional` **summary**: `string`
#### Inherited from
[IndexStruct](IndexStruct.md).[summary](IndexStruct.md#summary)
#### Defined in
[packages/core/src/indices/BaseIndex.ts:17](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/BaseIndex.ts#L17)
---
### table
**table**: `Map`<`string`, `Set`<`string`\>\>
#### Defined in
[packages/core/src/indices/BaseIndex.ts:112](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/BaseIndex.ts#L112)
---
### type
**type**: [`IndexStructType`](../enums/IndexStructType.md) = `IndexStructType.KEYWORD_TABLE`
#### Defined in
[packages/core/src/indices/BaseIndex.ts:113](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/BaseIndex.ts#L113)
## Methods
### addNode
**addNode**(`keywords`, `nodeId`): `void`
#### Parameters
| Name | Type |
| :--------- | :--------- |
| `keywords` | `string`[] |
| `nodeId` | `string` |
#### Returns
`void`
#### Defined in
[packages/core/src/indices/BaseIndex.ts:114](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/BaseIndex.ts#L114)
---
### deleteNode
**deleteNode**(`keywords`, `nodeId`): `void`
#### Parameters
| Name | Type |
| :--------- | :--------- |
| `keywords` | `string`[] |
| `nodeId` | `string` |
#### Returns
`void`
#### Defined in
[packages/core/src/indices/BaseIndex.ts:123](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/BaseIndex.ts#L123)
---
### getSummary
**getSummary**(): `string`
#### Returns
`string`
#### Inherited from
[IndexStruct](IndexStruct.md).[getSummary](IndexStruct.md#getsummary)
#### Defined in
[packages/core/src/indices/BaseIndex.ts:31](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/BaseIndex.ts#L31)
---
### toJson
**toJson**(): `Record`<`string`, `unknown`\>
#### Returns
`Record`<`string`, `unknown`\>
#### Overrides
[IndexStruct](IndexStruct.md).[toJson](IndexStruct.md#tojson)
#### Defined in
[packages/core/src/indices/BaseIndex.ts:131](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/BaseIndex.ts#L131)
@@ -1,382 +0,0 @@
---
id: "KeywordTableIndex"
title: "Class: KeywordTableIndex"
sidebar_label: "KeywordTableIndex"
sidebar_position: 0
custom_edit_url: null
---
The KeywordTableIndex, an index that extracts keywords from each Node and builds a mapping from each keyword to the corresponding Nodes of that keyword.
## Hierarchy
- [`BaseIndex`](BaseIndex.md)<[`KeywordTable`](KeywordTable.md)\>
**`KeywordTableIndex`**
## Constructors
### constructor
**new KeywordTableIndex**(`init`)
#### Parameters
| Name | Type |
| :----- | :------------------------------------------------------------------------------------ |
| `init` | [`BaseIndexInit`](../interfaces/BaseIndexInit.md)<[`KeywordTable`](KeywordTable.md)\> |
#### Overrides
[BaseIndex](BaseIndex.md).[constructor](BaseIndex.md#constructor)
#### Defined in
[packages/core/src/indices/keyword/KeywordTableIndex.ts:49](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/keyword/KeywordTableIndex.ts#L49)
## Properties
### docStore
**docStore**: [`BaseDocumentStore`](BaseDocumentStore.md)
#### Inherited from
[BaseIndex](BaseIndex.md).[docStore](BaseIndex.md#docstore)
#### Defined in
[packages/core/src/indices/BaseIndex.ts:156](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/BaseIndex.ts#L156)
---
### indexStore
`Optional` **indexStore**: [`BaseIndexStore`](BaseIndexStore.md)
#### Inherited from
[BaseIndex](BaseIndex.md).[indexStore](BaseIndex.md#indexstore)
#### Defined in
[packages/core/src/indices/BaseIndex.ts:158](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/BaseIndex.ts#L158)
---
### indexStruct
**indexStruct**: [`KeywordTable`](KeywordTable.md)
#### Inherited from
[BaseIndex](BaseIndex.md).[indexStruct](BaseIndex.md#indexstruct)
#### Defined in
[packages/core/src/indices/BaseIndex.ts:159](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/BaseIndex.ts#L159)
---
### serviceContext
**serviceContext**: [`ServiceContext`](../interfaces/ServiceContext.md)
#### Inherited from
[BaseIndex](BaseIndex.md).[serviceContext](BaseIndex.md#servicecontext)
#### Defined in
[packages/core/src/indices/BaseIndex.ts:154](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/BaseIndex.ts#L154)
---
### storageContext
**storageContext**: [`StorageContext`](../interfaces/StorageContext.md)
#### Inherited from
[BaseIndex](BaseIndex.md).[storageContext](BaseIndex.md#storagecontext)
#### Defined in
[packages/core/src/indices/BaseIndex.ts:155](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/BaseIndex.ts#L155)
---
### vectorStore
`Optional` **vectorStore**: [`VectorStore`](../interfaces/VectorStore.md)
#### Inherited from
[BaseIndex](BaseIndex.md).[vectorStore](BaseIndex.md#vectorstore)
#### Defined in
[packages/core/src/indices/BaseIndex.ts:157](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/BaseIndex.ts#L157)
## Methods
### asQueryEngine
**asQueryEngine**(`options?`): [`BaseQueryEngine`](../interfaces/BaseQueryEngine.md)
Create a new query engine from the index. It will also create a retriever
and response synthezier if they are not provided.
#### Parameters
| Name | Type | Description |
| :----------------------------- | :------------------------------------------------------------------ | :--------------------------------------------------------------- |
| `options?` | `Object` | you can supply your own custom Retriever and ResponseSynthesizer |
| `options.nodePostprocessors?` | [`BaseNodePostprocessor`](../interfaces/BaseNodePostprocessor.md)[] | - |
| `options.preFilters?` | `unknown` | - |
| `options.responseSynthesizer?` | [`ResponseSynthesizer`](ResponseSynthesizer.md) | - |
| `options.retriever?` | [`BaseRetriever`](../interfaces/BaseRetriever.md) | - |
#### Returns
[`BaseQueryEngine`](../interfaces/BaseQueryEngine.md)
#### Overrides
[BaseIndex](BaseIndex.md).[asQueryEngine](BaseIndex.md#asqueryengine)
#### Defined in
[packages/core/src/indices/keyword/KeywordTableIndex.ts:130](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/keyword/KeywordTableIndex.ts#L130)
---
### asRetriever
**asRetriever**(`options?`): [`BaseRetriever`](../interfaces/BaseRetriever.md)
Create a new retriever from the index.
#### Parameters
| Name | Type |
| :--------- | :---- |
| `options?` | `any` |
#### Returns
[`BaseRetriever`](../interfaces/BaseRetriever.md)
#### Overrides
[BaseIndex](BaseIndex.md).[asRetriever](BaseIndex.md#asretriever)
#### Defined in
[packages/core/src/indices/keyword/KeywordTableIndex.ts:119](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/keyword/KeywordTableIndex.ts#L119)
---
### deleteNode
**deleteNode**(`nodeId`): `void`
#### Parameters
| Name | Type |
| :------- | :------- |
| `nodeId` | `string` |
#### Returns
`void`
#### Defined in
[packages/core/src/indices/keyword/KeywordTableIndex.ts:224](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/keyword/KeywordTableIndex.ts#L224)
---
### deleteNodes
**deleteNodes**(`nodeIds`, `deleteFromDocStore`): `Promise`<`void`\>
#### Parameters
| Name | Type |
| :------------------- | :--------- |
| `nodeIds` | `string`[] |
| `deleteFromDocStore` | `boolean` |
#### Returns
`Promise`<`void`\>
#### Defined in
[packages/core/src/indices/keyword/KeywordTableIndex.ts:242](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/keyword/KeywordTableIndex.ts#L242)
---
### deleteRefDoc
**deleteRefDoc**(`refDocId`, `deleteFromDocStore?`): `Promise`<`void`\>
#### Parameters
| Name | Type |
| :-------------------- | :-------- |
| `refDocId` | `string` |
| `deleteFromDocStore?` | `boolean` |
#### Returns
`Promise`<`void`\>
#### Overrides
[BaseIndex](BaseIndex.md).[deleteRefDoc](BaseIndex.md#deleterefdoc)
#### Defined in
[packages/core/src/indices/keyword/KeywordTableIndex.ts:256](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/keyword/KeywordTableIndex.ts#L256)
---
### insert
**insert**(`document`): `Promise`<`void`\>
Insert a document into the index.
#### Parameters
| Name | Type |
| :--------- | :----------------------------------------------------- |
| `document` | [`Document`](Document.md)<[`Metadata`](../#metadata)\> |
#### Returns
`Promise`<`void`\>
#### Inherited from
[BaseIndex](BaseIndex.md).[insert](BaseIndex.md#insert)
#### Defined in
[packages/core/src/indices/BaseIndex.ts:190](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/BaseIndex.ts#L190)
---
### insertNodes
**insertNodes**(`nodes`): `Promise`<`void`\>
#### Parameters
| Name | Type |
| :------ | :------------------------------------------------------- |
| `nodes` | [`BaseNode`](BaseNode.md)<[`Metadata`](../#metadata)\>[] |
#### Returns
`Promise`<`void`\>
#### Overrides
[BaseIndex](BaseIndex.md).[insertNodes](BaseIndex.md#insertnodes)
#### Defined in
[packages/core/src/indices/keyword/KeywordTableIndex.ts:214](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/keyword/KeywordTableIndex.ts#L214)
---
### buildIndexFromNodes
`Static` **buildIndexFromNodes**(`nodes`, `docStore`, `serviceContext`): `Promise`<[`KeywordTable`](KeywordTable.md)\>
Get keywords for nodes and place them into the index.
#### Parameters
| Name | Type |
| :--------------- | :------------------------------------------------------- |
| `nodes` | [`BaseNode`](BaseNode.md)<[`Metadata`](../#metadata)\>[] |
| `docStore` | [`BaseDocumentStore`](BaseDocumentStore.md) |
| `serviceContext` | [`ServiceContext`](../interfaces/ServiceContext.md) |
#### Returns
`Promise`<[`KeywordTable`](KeywordTable.md)\>
#### Defined in
[packages/core/src/indices/keyword/KeywordTableIndex.ts:197](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/keyword/KeywordTableIndex.ts#L197)
---
### extractKeywords
`Static` **extractKeywords**(`text`, `serviceContext`): `Promise`<`Set`<`string`\>\>
#### Parameters
| Name | Type |
| :--------------- | :-------------------------------------------------- |
| `text` | `string` |
| `serviceContext` | [`ServiceContext`](../interfaces/ServiceContext.md) |
#### Returns
`Promise`<`Set`<`string`\>\>
#### Defined in
[packages/core/src/indices/keyword/KeywordTableIndex.ts:145](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/keyword/KeywordTableIndex.ts#L145)
---
### fromDocuments
`Static` **fromDocuments**(`documents`, `args?`): `Promise`<[`KeywordTableIndex`](KeywordTableIndex.md)\>
High level API: split documents, get keywords, and build index.
#### Parameters
| Name | Type |
| :--------------------- | :------------------------------------------------------- |
| `documents` | [`Document`](Document.md)<[`Metadata`](../#metadata)\>[] |
| `args` | `Object` |
| `args.serviceContext?` | [`ServiceContext`](../interfaces/ServiceContext.md) |
| `args.storageContext?` | [`StorageContext`](../interfaces/StorageContext.md) |
#### Returns
`Promise`<[`KeywordTableIndex`](KeywordTableIndex.md)\>
#### Defined in
[packages/core/src/indices/keyword/KeywordTableIndex.ts:164](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/keyword/KeywordTableIndex.ts#L164)
---
### init
`Static` **init**(`options`): `Promise`<[`KeywordTableIndex`](KeywordTableIndex.md)\>
#### Parameters
| Name | Type |
| :-------- | :-------------------- |
| `options` | `KeywordIndexOptions` |
#### Returns
`Promise`<[`KeywordTableIndex`](KeywordTableIndex.md)\>
#### Defined in
[packages/core/src/indices/keyword/KeywordTableIndex.ts:53](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/keyword/KeywordTableIndex.ts#L53)
@@ -1,244 +0,0 @@
---
id: "KeywordTableLLMRetriever"
title: "Class: KeywordTableLLMRetriever"
sidebar_label: "KeywordTableLLMRetriever"
sidebar_position: 0
custom_edit_url: null
---
## Hierarchy
- `BaseKeywordTableRetriever`
**`KeywordTableLLMRetriever`**
## Constructors
### constructor
**new KeywordTableLLMRetriever**(`«destructured»`)
#### Parameters
| Name | Type |
| :------------------------------- | :------------------------------------------ |
| `«destructured»` | `Object` |
|  `index` | [`KeywordTableIndex`](KeywordTableIndex.md) |
|  `keywordExtractTemplate?` | (`__namedParameters`: `Object`) => `string` |
|  `maxKeywordsPerQuery` | `number` |
|  `numChunksPerQuery` | `number` |
|  `queryKeywordExtractTemplate?` | (`__namedParameters`: `Object`) => `string` |
#### Inherited from
BaseKeywordTableRetriever.constructor
#### Defined in
[packages/core/src/indices/keyword/KeywordTableIndexRetriever.ts:31](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/keyword/KeywordTableIndexRetriever.ts#L31)
## Properties
### docstore
`Protected` **docstore**: [`BaseDocumentStore`](BaseDocumentStore.md)
#### Inherited from
BaseKeywordTableRetriever.docstore
#### Defined in
[packages/core/src/indices/keyword/KeywordTableIndexRetriever.ts:23](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/keyword/KeywordTableIndexRetriever.ts#L23)
---
### index
`Protected` **index**: [`KeywordTableIndex`](KeywordTableIndex.md)
#### Inherited from
BaseKeywordTableRetriever.index
#### Defined in
[packages/core/src/indices/keyword/KeywordTableIndexRetriever.ts:21](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/keyword/KeywordTableIndexRetriever.ts#L21)
---
### indexStruct
`Protected` **indexStruct**: [`KeywordTable`](KeywordTable.md)
#### Inherited from
BaseKeywordTableRetriever.indexStruct
#### Defined in
[packages/core/src/indices/keyword/KeywordTableIndexRetriever.ts:22](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/keyword/KeywordTableIndexRetriever.ts#L22)
---
### keywordExtractTemplate
`Protected` **keywordExtractTemplate**: (`__namedParameters`: `Object`) => `string`
#### Type declaration
▸ (`«destructured»`): `string`
##### Parameters
| Name | Type |
| :--------------- | :------- |
| `«destructured»` | `Object` |
##### Returns
`string`
#### Inherited from
BaseKeywordTableRetriever.keywordExtractTemplate
#### Defined in
[packages/core/src/indices/keyword/KeywordTableIndexRetriever.ts:28](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/keyword/KeywordTableIndexRetriever.ts#L28)
---
### maxKeywordsPerQuery
`Protected` **maxKeywordsPerQuery**: `number`
#### Inherited from
BaseKeywordTableRetriever.maxKeywordsPerQuery
#### Defined in
[packages/core/src/indices/keyword/KeywordTableIndexRetriever.ts:26](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/keyword/KeywordTableIndexRetriever.ts#L26)
---
### numChunksPerQuery
`Protected` **numChunksPerQuery**: `number`
#### Inherited from
BaseKeywordTableRetriever.numChunksPerQuery
#### Defined in
[packages/core/src/indices/keyword/KeywordTableIndexRetriever.ts:27](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/keyword/KeywordTableIndexRetriever.ts#L27)
---
### queryKeywordExtractTemplate
`Protected` **queryKeywordExtractTemplate**: (`__namedParameters`: `Object`) => `string`
#### Type declaration
▸ (`«destructured»`): `string`
##### Parameters
| Name | Type |
| :--------------- | :------- |
| `«destructured»` | `Object` |
##### Returns
`string`
#### Inherited from
BaseKeywordTableRetriever.queryKeywordExtractTemplate
#### Defined in
[packages/core/src/indices/keyword/KeywordTableIndexRetriever.ts:29](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/keyword/KeywordTableIndexRetriever.ts#L29)
---
### serviceContext
`Protected` **serviceContext**: [`ServiceContext`](../interfaces/ServiceContext.md)
#### Inherited from
BaseKeywordTableRetriever.serviceContext
#### Defined in
[packages/core/src/indices/keyword/KeywordTableIndexRetriever.ts:24](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/keyword/KeywordTableIndexRetriever.ts#L24)
## Methods
### getKeywords
**getKeywords**(`query`): `Promise`<`string`[]\>
#### Parameters
| Name | Type |
| :------ | :------- |
| `query` | `string` |
#### Returns
`Promise`<`string`[]\>
#### Overrides
BaseKeywordTableRetriever.getKeywords
#### Defined in
[packages/core/src/indices/keyword/KeywordTableIndexRetriever.ts:88](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/keyword/KeywordTableIndexRetriever.ts#L88)
---
### getServiceContext
**getServiceContext**(): [`ServiceContext`](../interfaces/ServiceContext.md)
#### Returns
[`ServiceContext`](../interfaces/ServiceContext.md)
#### Inherited from
BaseKeywordTableRetriever.getServiceContext
#### Defined in
[packages/core/src/indices/keyword/KeywordTableIndexRetriever.ts:81](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/keyword/KeywordTableIndexRetriever.ts#L81)
---
### retrieve
**retrieve**(`query`): `Promise`<[`NodeWithScore`](../interfaces/NodeWithScore.md)<[`Metadata`](../#metadata)\>[]\>
#### Parameters
| Name | Type |
| :------ | :------- |
| `query` | `string` |
#### Returns
`Promise`<[`NodeWithScore`](../interfaces/NodeWithScore.md)<[`Metadata`](../#metadata)\>[]\>
#### Inherited from
BaseKeywordTableRetriever.retrieve
#### Defined in
[packages/core/src/indices/keyword/KeywordTableIndexRetriever.ts:59](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/keyword/KeywordTableIndexRetriever.ts#L59)
@@ -1,244 +0,0 @@
---
id: "KeywordTableRAKERetriever"
title: "Class: KeywordTableRAKERetriever"
sidebar_label: "KeywordTableRAKERetriever"
sidebar_position: 0
custom_edit_url: null
---
## Hierarchy
- `BaseKeywordTableRetriever`
**`KeywordTableRAKERetriever`**
## Constructors
### constructor
**new KeywordTableRAKERetriever**(`«destructured»`)
#### Parameters
| Name | Type |
| :------------------------------- | :------------------------------------------ |
| `«destructured»` | `Object` |
|  `index` | [`KeywordTableIndex`](KeywordTableIndex.md) |
|  `keywordExtractTemplate?` | (`__namedParameters`: `Object`) => `string` |
|  `maxKeywordsPerQuery` | `number` |
|  `numChunksPerQuery` | `number` |
|  `queryKeywordExtractTemplate?` | (`__namedParameters`: `Object`) => `string` |
#### Inherited from
BaseKeywordTableRetriever.constructor
#### Defined in
[packages/core/src/indices/keyword/KeywordTableIndexRetriever.ts:31](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/keyword/KeywordTableIndexRetriever.ts#L31)
## Properties
### docstore
`Protected` **docstore**: [`BaseDocumentStore`](BaseDocumentStore.md)
#### Inherited from
BaseKeywordTableRetriever.docstore
#### Defined in
[packages/core/src/indices/keyword/KeywordTableIndexRetriever.ts:23](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/keyword/KeywordTableIndexRetriever.ts#L23)
---
### index
`Protected` **index**: [`KeywordTableIndex`](KeywordTableIndex.md)
#### Inherited from
BaseKeywordTableRetriever.index
#### Defined in
[packages/core/src/indices/keyword/KeywordTableIndexRetriever.ts:21](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/keyword/KeywordTableIndexRetriever.ts#L21)
---
### indexStruct
`Protected` **indexStruct**: [`KeywordTable`](KeywordTable.md)
#### Inherited from
BaseKeywordTableRetriever.indexStruct
#### Defined in
[packages/core/src/indices/keyword/KeywordTableIndexRetriever.ts:22](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/keyword/KeywordTableIndexRetriever.ts#L22)
---
### keywordExtractTemplate
`Protected` **keywordExtractTemplate**: (`__namedParameters`: `Object`) => `string`
#### Type declaration
▸ (`«destructured»`): `string`
##### Parameters
| Name | Type |
| :--------------- | :------- |
| `«destructured»` | `Object` |
##### Returns
`string`
#### Inherited from
BaseKeywordTableRetriever.keywordExtractTemplate
#### Defined in
[packages/core/src/indices/keyword/KeywordTableIndexRetriever.ts:28](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/keyword/KeywordTableIndexRetriever.ts#L28)
---
### maxKeywordsPerQuery
`Protected` **maxKeywordsPerQuery**: `number`
#### Inherited from
BaseKeywordTableRetriever.maxKeywordsPerQuery
#### Defined in
[packages/core/src/indices/keyword/KeywordTableIndexRetriever.ts:26](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/keyword/KeywordTableIndexRetriever.ts#L26)
---
### numChunksPerQuery
`Protected` **numChunksPerQuery**: `number`
#### Inherited from
BaseKeywordTableRetriever.numChunksPerQuery
#### Defined in
[packages/core/src/indices/keyword/KeywordTableIndexRetriever.ts:27](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/keyword/KeywordTableIndexRetriever.ts#L27)
---
### queryKeywordExtractTemplate
`Protected` **queryKeywordExtractTemplate**: (`__namedParameters`: `Object`) => `string`
#### Type declaration
▸ (`«destructured»`): `string`
##### Parameters
| Name | Type |
| :--------------- | :------- |
| `«destructured»` | `Object` |
##### Returns
`string`
#### Inherited from
BaseKeywordTableRetriever.queryKeywordExtractTemplate
#### Defined in
[packages/core/src/indices/keyword/KeywordTableIndexRetriever.ts:29](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/keyword/KeywordTableIndexRetriever.ts#L29)
---
### serviceContext
`Protected` **serviceContext**: [`ServiceContext`](../interfaces/ServiceContext.md)
#### Inherited from
BaseKeywordTableRetriever.serviceContext
#### Defined in
[packages/core/src/indices/keyword/KeywordTableIndexRetriever.ts:24](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/keyword/KeywordTableIndexRetriever.ts#L24)
## Methods
### getKeywords
**getKeywords**(`query`): `Promise`<`string`[]\>
#### Parameters
| Name | Type |
| :------ | :------- |
| `query` | `string` |
#### Returns
`Promise`<`string`[]\>
#### Overrides
BaseKeywordTableRetriever.getKeywords
#### Defined in
[packages/core/src/indices/keyword/KeywordTableIndexRetriever.ts:114](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/keyword/KeywordTableIndexRetriever.ts#L114)
---
### getServiceContext
**getServiceContext**(): [`ServiceContext`](../interfaces/ServiceContext.md)
#### Returns
[`ServiceContext`](../interfaces/ServiceContext.md)
#### Inherited from
BaseKeywordTableRetriever.getServiceContext
#### Defined in
[packages/core/src/indices/keyword/KeywordTableIndexRetriever.ts:81](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/keyword/KeywordTableIndexRetriever.ts#L81)
---
### retrieve
**retrieve**(`query`): `Promise`<[`NodeWithScore`](../interfaces/NodeWithScore.md)<[`Metadata`](../#metadata)\>[]\>
#### Parameters
| Name | Type |
| :------ | :------- |
| `query` | `string` |
#### Returns
`Promise`<[`NodeWithScore`](../interfaces/NodeWithScore.md)<[`Metadata`](../#metadata)\>[]\>
#### Inherited from
BaseKeywordTableRetriever.retrieve
#### Defined in
[packages/core/src/indices/keyword/KeywordTableIndexRetriever.ts:59](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/keyword/KeywordTableIndexRetriever.ts#L59)
@@ -1,244 +0,0 @@
---
id: "KeywordTableSimpleRetriever"
title: "Class: KeywordTableSimpleRetriever"
sidebar_label: "KeywordTableSimpleRetriever"
sidebar_position: 0
custom_edit_url: null
---
## Hierarchy
- `BaseKeywordTableRetriever`
**`KeywordTableSimpleRetriever`**
## Constructors
### constructor
**new KeywordTableSimpleRetriever**(`«destructured»`)
#### Parameters
| Name | Type |
| :------------------------------- | :------------------------------------------ |
| `«destructured»` | `Object` |
|  `index` | [`KeywordTableIndex`](KeywordTableIndex.md) |
|  `keywordExtractTemplate?` | (`__namedParameters`: `Object`) => `string` |
|  `maxKeywordsPerQuery` | `number` |
|  `numChunksPerQuery` | `number` |
|  `queryKeywordExtractTemplate?` | (`__namedParameters`: `Object`) => `string` |
#### Inherited from
BaseKeywordTableRetriever.constructor
#### Defined in
[packages/core/src/indices/keyword/KeywordTableIndexRetriever.ts:31](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/keyword/KeywordTableIndexRetriever.ts#L31)
## Properties
### docstore
`Protected` **docstore**: [`BaseDocumentStore`](BaseDocumentStore.md)
#### Inherited from
BaseKeywordTableRetriever.docstore
#### Defined in
[packages/core/src/indices/keyword/KeywordTableIndexRetriever.ts:23](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/keyword/KeywordTableIndexRetriever.ts#L23)
---
### index
`Protected` **index**: [`KeywordTableIndex`](KeywordTableIndex.md)
#### Inherited from
BaseKeywordTableRetriever.index
#### Defined in
[packages/core/src/indices/keyword/KeywordTableIndexRetriever.ts:21](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/keyword/KeywordTableIndexRetriever.ts#L21)
---
### indexStruct
`Protected` **indexStruct**: [`KeywordTable`](KeywordTable.md)
#### Inherited from
BaseKeywordTableRetriever.indexStruct
#### Defined in
[packages/core/src/indices/keyword/KeywordTableIndexRetriever.ts:22](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/keyword/KeywordTableIndexRetriever.ts#L22)
---
### keywordExtractTemplate
`Protected` **keywordExtractTemplate**: (`__namedParameters`: `Object`) => `string`
#### Type declaration
▸ (`«destructured»`): `string`
##### Parameters
| Name | Type |
| :--------------- | :------- |
| `«destructured»` | `Object` |
##### Returns
`string`
#### Inherited from
BaseKeywordTableRetriever.keywordExtractTemplate
#### Defined in
[packages/core/src/indices/keyword/KeywordTableIndexRetriever.ts:28](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/keyword/KeywordTableIndexRetriever.ts#L28)
---
### maxKeywordsPerQuery
`Protected` **maxKeywordsPerQuery**: `number`
#### Inherited from
BaseKeywordTableRetriever.maxKeywordsPerQuery
#### Defined in
[packages/core/src/indices/keyword/KeywordTableIndexRetriever.ts:26](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/keyword/KeywordTableIndexRetriever.ts#L26)
---
### numChunksPerQuery
`Protected` **numChunksPerQuery**: `number`
#### Inherited from
BaseKeywordTableRetriever.numChunksPerQuery
#### Defined in
[packages/core/src/indices/keyword/KeywordTableIndexRetriever.ts:27](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/keyword/KeywordTableIndexRetriever.ts#L27)
---
### queryKeywordExtractTemplate
`Protected` **queryKeywordExtractTemplate**: (`__namedParameters`: `Object`) => `string`
#### Type declaration
▸ (`«destructured»`): `string`
##### Parameters
| Name | Type |
| :--------------- | :------- |
| `«destructured»` | `Object` |
##### Returns
`string`
#### Inherited from
BaseKeywordTableRetriever.queryKeywordExtractTemplate
#### Defined in
[packages/core/src/indices/keyword/KeywordTableIndexRetriever.ts:29](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/keyword/KeywordTableIndexRetriever.ts#L29)
---
### serviceContext
`Protected` **serviceContext**: [`ServiceContext`](../interfaces/ServiceContext.md)
#### Inherited from
BaseKeywordTableRetriever.serviceContext
#### Defined in
[packages/core/src/indices/keyword/KeywordTableIndexRetriever.ts:24](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/keyword/KeywordTableIndexRetriever.ts#L24)
## Methods
### getKeywords
**getKeywords**(`query`): `Promise`<`string`[]\>
#### Parameters
| Name | Type |
| :------ | :------- |
| `query` | `string` |
#### Returns
`Promise`<`string`[]\>
#### Overrides
BaseKeywordTableRetriever.getKeywords
#### Defined in
[packages/core/src/indices/keyword/KeywordTableIndexRetriever.ts:105](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/keyword/KeywordTableIndexRetriever.ts#L105)
---
### getServiceContext
**getServiceContext**(): [`ServiceContext`](../interfaces/ServiceContext.md)
#### Returns
[`ServiceContext`](../interfaces/ServiceContext.md)
#### Inherited from
BaseKeywordTableRetriever.getServiceContext
#### Defined in
[packages/core/src/indices/keyword/KeywordTableIndexRetriever.ts:81](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/keyword/KeywordTableIndexRetriever.ts#L81)
---
### retrieve
**retrieve**(`query`): `Promise`<[`NodeWithScore`](../interfaces/NodeWithScore.md)<[`Metadata`](../#metadata)\>[]\>
#### Parameters
| Name | Type |
| :------ | :------- |
| `query` | `string` |
#### Returns
`Promise`<[`NodeWithScore`](../interfaces/NodeWithScore.md)<[`Metadata`](../#metadata)\>[]\>
#### Inherited from
BaseKeywordTableRetriever.retrieve
#### Defined in
[packages/core/src/indices/keyword/KeywordTableIndexRetriever.ts:59](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/keyword/KeywordTableIndexRetriever.ts#L59)
@@ -1,98 +0,0 @@
---
id: "LLMQuestionGenerator"
title: "Class: LLMQuestionGenerator"
sidebar_label: "LLMQuestionGenerator"
sidebar_position: 0
custom_edit_url: null
---
LLMQuestionGenerator uses the LLM to generate new questions for the LLM using tools and a user query.
## Implements
- [`BaseQuestionGenerator`](../interfaces/BaseQuestionGenerator.md)
## Constructors
### constructor
**new LLMQuestionGenerator**(`init?`)
#### Parameters
| Name | Type |
| :------ | :------------------------------------------------------------ |
| `init?` | `Partial`<[`LLMQuestionGenerator`](LLMQuestionGenerator.md)\> |
#### Defined in
[packages/core/src/QuestionGenerator.ts:34](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/QuestionGenerator.ts#L34)
## Properties
### llm
**llm**: [`LLM`](../interfaces/LLM.md)
#### Defined in
[packages/core/src/QuestionGenerator.ts:30](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/QuestionGenerator.ts#L30)
---
### outputParser
**outputParser**: [`BaseOutputParser`](../interfaces/BaseOutputParser.md)<[`StructuredOutput`](../interfaces/StructuredOutput.md)<[`SubQuestion`](../interfaces/SubQuestion.md)[]\>\>
#### Defined in
[packages/core/src/QuestionGenerator.ts:32](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/QuestionGenerator.ts#L32)
---
### prompt
**prompt**: (`__namedParameters`: `Object`) => `string`
#### Type declaration
▸ (`«destructured»`): `string`
##### Parameters
| Name | Type |
| :--------------- | :------- |
| `«destructured»` | `Object` |
##### Returns
`string`
#### Defined in
[packages/core/src/QuestionGenerator.ts:31](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/QuestionGenerator.ts#L31)
## Methods
### generate
**generate**(`tools`, `query`): `Promise`<[`SubQuestion`](../interfaces/SubQuestion.md)[]\>
#### Parameters
| Name | Type |
| :------ | :------------------------------------------------ |
| `tools` | [`ToolMetadata`](../interfaces/ToolMetadata.md)[] |
| `query` | `string` |
#### Returns
`Promise`<[`SubQuestion`](../interfaces/SubQuestion.md)[]\>
#### Implementation of
[BaseQuestionGenerator](../interfaces/BaseQuestionGenerator.md).[generate](../interfaces/BaseQuestionGenerator.md#generate)
#### Defined in
[packages/core/src/QuestionGenerator.ts:40](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/QuestionGenerator.ts#L40)
@@ -1,325 +0,0 @@
---
id: "LlamaDeuce"
title: "Class: LlamaDeuce"
sidebar_label: "LlamaDeuce"
sidebar_position: 0
custom_edit_url: null
---
Llama2 LLM implementation
## Implements
- [`LLM`](../interfaces/LLM.md)
## Constructors
### constructor
**new LlamaDeuce**(`init?`)
#### Parameters
| Name | Type |
| :------ | :---------------------------------------- |
| `init?` | `Partial`<[`LlamaDeuce`](LlamaDeuce.md)\> |
#### Defined in
[packages/core/src/llm/LLM.ts:434](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/llm/LLM.ts#L434)
## Properties
### chatStrategy
**chatStrategy**: [`DeuceChatStrategy`](../enums/DeuceChatStrategy.md)
#### Defined in
[packages/core/src/llm/LLM.ts:427](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/llm/LLM.ts#L427)
---
### hasStreaming
**hasStreaming**: `boolean`
#### Implementation of
[LLM](../interfaces/LLM.md).[hasStreaming](../interfaces/LLM.md#hasstreaming)
#### Defined in
[packages/core/src/llm/LLM.ts:432](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/llm/LLM.ts#L432)
---
### maxTokens
`Optional` **maxTokens**: `number`
#### Defined in
[packages/core/src/llm/LLM.ts:430](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/llm/LLM.ts#L430)
---
### model
**model**: `"Llama-2-70b-chat-old"` \| `"Llama-2-70b-chat-4bit"` \| `"Llama-2-13b-chat-old"` \| `"Llama-2-13b-chat-4bit"` \| `"Llama-2-7b-chat-old"` \| `"Llama-2-7b-chat-4bit"`
#### Defined in
[packages/core/src/llm/LLM.ts:426](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/llm/LLM.ts#L426)
---
### replicateSession
**replicateSession**: `ReplicateSession`
#### Defined in
[packages/core/src/llm/LLM.ts:431](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/llm/LLM.ts#L431)
---
### temperature
**temperature**: `number`
#### Defined in
[packages/core/src/llm/LLM.ts:428](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/llm/LLM.ts#L428)
---
### topP
**topP**: `number`
#### Defined in
[packages/core/src/llm/LLM.ts:429](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/llm/LLM.ts#L429)
## Accessors
### metadata
`get` **metadata**(): `Object`
#### Returns
`Object`
| Name | Type |
| :-------------- | :-------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| `contextWindow` | `number` |
| `maxTokens` | `undefined` \| `number` |
| `model` | `"Llama-2-70b-chat-old"` \| `"Llama-2-70b-chat-4bit"` \| `"Llama-2-13b-chat-old"` \| `"Llama-2-13b-chat-4bit"` \| `"Llama-2-7b-chat-old"` \| `"Llama-2-7b-chat-4bit"` |
| `temperature` | `number` |
| `tokenizer` | `undefined` |
| `topP` | `number` |
#### Implementation of
[LLM](../interfaces/LLM.md).[metadata](../interfaces/LLM.md#metadata)
#### Defined in
[packages/core/src/llm/LLM.ts:454](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/llm/LLM.ts#L454)
## Methods
### chat
**chat**<`T`, `R`\>(`messages`, `_parentEvent?`, `streaming?`): `Promise`<`R`\>
Get a chat response from the LLM
#### Type parameters
| Name | Type |
| :--- | :-------------------------------------------------------------------------------------------------------------------- |
| `T` | extends `undefined` \| `boolean` = `undefined` |
| `R` | `T` extends `true` ? `AsyncGenerator`<`string`, `void`, `unknown`\> : [`ChatResponse`](../interfaces/ChatResponse.md) |
#### Parameters
| Name | Type | Description |
| :-------------- | :---------------------------------------------- | :----------------------------------------------------------------------------------------------- |
| `messages` | [`ChatMessage`](../interfaces/ChatMessage.md)[] | The return type of chat() and complete() are set by the "streaming" parameter being set to True. |
| `_parentEvent?` | [`Event`](../interfaces/Event.md) | - |
| `streaming?` | `T` | - |
#### Returns
`Promise`<`R`\>
#### Implementation of
[LLM](../interfaces/LLM.md).[chat](../interfaces/LLM.md#chat)
#### Defined in
[packages/core/src/llm/LLM.ts:592](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/llm/LLM.ts#L592)
---
### complete
**complete**<`T`, `R`\>(`prompt`, `parentEvent?`, `streaming?`): `Promise`<`R`\>
Get a prompt completion from the LLM
#### Type parameters
| Name | Type |
| :--- | :-------------------------------------------------------------------------------------------------------------------- |
| `T` | extends `undefined` \| `boolean` = `undefined` |
| `R` | `T` extends `true` ? `AsyncGenerator`<`string`, `void`, `unknown`\> : [`ChatResponse`](../interfaces/ChatResponse.md) |
#### Parameters
| Name | Type | Description |
| :------------- | :-------------------------------- | :--------------------- |
| `prompt` | `string` | the prompt to complete |
| `parentEvent?` | [`Event`](../interfaces/Event.md) | - |
| `streaming?` | `T` | - |
#### Returns
`Promise`<`R`\>
#### Implementation of
[LLM](../interfaces/LLM.md).[complete](../interfaces/LLM.md#complete)
#### Defined in
[packages/core/src/llm/LLM.ts:632](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/llm/LLM.ts#L632)
---
### mapMessageTypeA16Z
**mapMessageTypeA16Z**(`messageType`): `string`
#### Parameters
| Name | Type |
| :------------ | :------------------------------- |
| `messageType` | [`MessageType`](../#messagetype) |
#### Returns
`string`
#### Defined in
[packages/core/src/llm/LLM.ts:501](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/llm/LLM.ts#L501)
---
### mapMessagesToPrompt
**mapMessagesToPrompt**(`messages`): `Object`
#### Parameters
| Name | Type |
| :--------- | :---------------------------------------------- |
| `messages` | [`ChatMessage`](../interfaces/ChatMessage.md)[] |
#### Returns
`Object`
| Name | Type |
| :------------- | :------- |
| `prompt` | `string` |
| `systemPrompt` | `any` |
#### Defined in
[packages/core/src/llm/LLM.ts:465](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/llm/LLM.ts#L465)
---
### mapMessagesToPromptA16Z
**mapMessagesToPromptA16Z**(`messages`): `Object`
#### Parameters
| Name | Type |
| :--------- | :---------------------------------------------- |
| `messages` | [`ChatMessage`](../interfaces/ChatMessage.md)[] |
#### Returns
`Object`
| Name | Type |
| :------------- | :---------- |
| `prompt` | `string` |
| `systemPrompt` | `undefined` |
#### Defined in
[packages/core/src/llm/LLM.ts:487](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/llm/LLM.ts#L487)
---
### mapMessagesToPromptMeta
**mapMessagesToPromptMeta**(`messages`, `opts?`): `Object`
#### Parameters
| Name | Type |
| :-------------------- | :---------------------------------------------- |
| `messages` | [`ChatMessage`](../interfaces/ChatMessage.md)[] |
| `opts?` | `Object` |
| `opts.replicate4Bit?` | `boolean` |
| `opts.withBos?` | `boolean` |
| `opts.withNewlines?` | `boolean` |
#### Returns
`Object`
| Name | Type |
| :------------- | :------- |
| `prompt` | `string` |
| `systemPrompt` | `any` |
#### Defined in
[packages/core/src/llm/LLM.ts:514](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/llm/LLM.ts#L514)
---
### tokens
**tokens**(`messages`): `number`
Calculates the number of tokens needed for the given chat messages
#### Parameters
| Name | Type |
| :--------- | :---------------------------------------------- |
| `messages` | [`ChatMessage`](../interfaces/ChatMessage.md)[] |
#### Returns
`number`
#### Implementation of
[LLM](../interfaces/LLM.md).[tokens](../interfaces/LLM.md#tokens)
#### Defined in
[packages/core/src/llm/LLM.ts:450](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/llm/LLM.ts#L450)
@@ -1,161 +0,0 @@
---
id: "MarkdownReader"
title: "Class: MarkdownReader"
sidebar_label: "MarkdownReader"
sidebar_position: 0
custom_edit_url: null
---
Extract text from markdown files.
Returns dictionary with keys as headers and values as the text between headers.
## Implements
- [`BaseReader`](../interfaces/BaseReader.md)
## Constructors
### constructor
**new MarkdownReader**(`removeHyperlinks?`, `removeImages?`)
#### Parameters
| Name | Type | Default value | Description |
| :------------------ | :-------- | :------------ | :---------------------------------------------- |
| `removeHyperlinks?` | `boolean` | `true` | Indicates whether hyperlinks should be removed. |
| `removeImages?` | `boolean` | `true` | Indicates whether images should be removed. |
#### Defined in
[packages/core/src/readers/MarkdownReader.ts:19](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/readers/MarkdownReader.ts#L19)
## Properties
### \_removeHyperlinks
`Private` **\_removeHyperlinks**: `boolean`
#### Defined in
[packages/core/src/readers/MarkdownReader.ts:12](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/readers/MarkdownReader.ts#L12)
---
### \_removeImages
`Private` **\_removeImages**: `boolean`
#### Defined in
[packages/core/src/readers/MarkdownReader.ts:13](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/readers/MarkdownReader.ts#L13)
## Methods
### loadData
**loadData**(`file`, `fs?`): `Promise`<[`Document`](Document.md)<[`Metadata`](../#metadata)\>[]\>
#### Parameters
| Name | Type | Default value |
| :----- | :-------------------------------------------------------- | :------------ |
| `file` | `string` | `undefined` |
| `fs` | [`GenericFileSystem`](../interfaces/GenericFileSystem.md) | `DEFAULT_FS` |
#### Returns
`Promise`<[`Document`](Document.md)<[`Metadata`](../#metadata)\>[]\>
#### Implementation of
[BaseReader](../interfaces/BaseReader.md).[loadData](../interfaces/BaseReader.md#loaddata)
#### Defined in
[packages/core/src/readers/MarkdownReader.ts:90](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/readers/MarkdownReader.ts#L90)
---
### markdownToTups
**markdownToTups**(`markdownText`): `MarkdownTuple`[]
Convert a markdown file to a dictionary.
The keys are the headers and the values are the text under each header.
#### Parameters
| Name | Type | Description |
| :------------- | :------- | :---------------------------- |
| `markdownText` | `string` | The markdown text to convert. |
#### Returns
`MarkdownTuple`[]
- An array of tuples, where each tuple contains a header (or null) and its corresponding text.
#### Defined in
[packages/core/src/readers/MarkdownReader.ts:30](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/readers/MarkdownReader.ts#L30)
---
### parseTups
**parseTups**(`content`): `MarkdownTuple`[]
#### Parameters
| Name | Type |
| :-------- | :------- |
| `content` | `string` |
#### Returns
`MarkdownTuple`[]
#### Defined in
[packages/core/src/readers/MarkdownReader.ts:79](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/readers/MarkdownReader.ts#L79)
---
### removeHyperlinks
**removeHyperlinks**(`content`): `string`
#### Parameters
| Name | Type |
| :-------- | :------- |
| `content` | `string` |
#### Returns
`string`
#### Defined in
[packages/core/src/readers/MarkdownReader.ts:74](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/readers/MarkdownReader.ts#L74)
---
### removeImages
**removeImages**(`content`): `string`
#### Parameters
| Name | Type |
| :-------- | :------- |
| `content` | `string` |
#### Returns
`string`
#### Defined in
[packages/core/src/readers/MarkdownReader.ts:69](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/readers/MarkdownReader.ts#L69)
@@ -1,223 +0,0 @@
---
id: "MongoDBAtlasVectorSearch"
title: "Class: MongoDBAtlasVectorSearch"
sidebar_label: "MongoDBAtlasVectorSearch"
sidebar_position: 0
custom_edit_url: null
---
## Implements
- [`VectorStore`](../interfaces/VectorStore.md)
## Constructors
### constructor
**new MongoDBAtlasVectorSearch**(`init`)
#### Parameters
| Name | Type |
| :----- | :-------------------------------------------------------------------------------------------------------------------------- |
| `init` | `Partial`<[`MongoDBAtlasVectorSearch`](MongoDBAtlasVectorSearch.md)\> & { `collectionName`: `string` ; `dbName`: `string` } |
#### Defined in
[packages/core/src/storage/vectorStore/MongoDBAtlasVectorStore.ts:36](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/vectorStore/MongoDBAtlasVectorStore.ts#L36)
## Properties
### collection
`Private` **collection**: `Collection`<`Document`\>
#### Defined in
[packages/core/src/storage/vectorStore/MongoDBAtlasVectorStore.ts:34](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/vectorStore/MongoDBAtlasVectorStore.ts#L34)
---
### embeddingKey
**embeddingKey**: `string`
#### Defined in
[packages/core/src/storage/vectorStore/MongoDBAtlasVectorStore.ts:29](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/vectorStore/MongoDBAtlasVectorStore.ts#L29)
---
### flatMetadata
**flatMetadata**: `boolean` = `true`
#### Defined in
[packages/core/src/storage/vectorStore/MongoDBAtlasVectorStore.ts:25](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/vectorStore/MongoDBAtlasVectorStore.ts#L25)
---
### idKey
**idKey**: `string`
#### Defined in
[packages/core/src/storage/vectorStore/MongoDBAtlasVectorStore.ts:30](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/vectorStore/MongoDBAtlasVectorStore.ts#L30)
---
### indexName
**indexName**: `string`
#### Defined in
[packages/core/src/storage/vectorStore/MongoDBAtlasVectorStore.ts:28](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/vectorStore/MongoDBAtlasVectorStore.ts#L28)
---
### insertOptions
`Optional` **insertOptions**: `BulkWriteOptions`
#### Defined in
[packages/core/src/storage/vectorStore/MongoDBAtlasVectorStore.ts:33](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/vectorStore/MongoDBAtlasVectorStore.ts#L33)
---
### metadataKey
**metadataKey**: `string`
#### Defined in
[packages/core/src/storage/vectorStore/MongoDBAtlasVectorStore.ts:32](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/vectorStore/MongoDBAtlasVectorStore.ts#L32)
---
### mongodbClient
**mongodbClient**: `MongoClient`
#### Defined in
[packages/core/src/storage/vectorStore/MongoDBAtlasVectorStore.ts:27](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/vectorStore/MongoDBAtlasVectorStore.ts#L27)
---
### storesText
**storesText**: `boolean` = `true`
#### Implementation of
[VectorStore](../interfaces/VectorStore.md).[storesText](../interfaces/VectorStore.md#storestext)
#### Defined in
[packages/core/src/storage/vectorStore/MongoDBAtlasVectorStore.ts:24](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/vectorStore/MongoDBAtlasVectorStore.ts#L24)
---
### textKey
**textKey**: `string`
#### Defined in
[packages/core/src/storage/vectorStore/MongoDBAtlasVectorStore.ts:31](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/vectorStore/MongoDBAtlasVectorStore.ts#L31)
## Accessors
### client
`get` **client**(): `any`
#### Returns
`any`
#### Implementation of
VectorStore.client
#### Defined in
[packages/core/src/storage/vectorStore/MongoDBAtlasVectorStore.ts:103](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/vectorStore/MongoDBAtlasVectorStore.ts#L103)
## Methods
### add
**add**(`nodes`): `Promise`<`string`[]\>
#### Parameters
| Name | Type |
| :------ | :------------------------------------------------------- |
| `nodes` | [`BaseNode`](BaseNode.md)<[`Metadata`](../#metadata)\>[] |
#### Returns
`Promise`<`string`[]\>
#### Implementation of
[VectorStore](../interfaces/VectorStore.md).[add](../interfaces/VectorStore.md#add)
#### Defined in
[packages/core/src/storage/vectorStore/MongoDBAtlasVectorStore.ts:65](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/vectorStore/MongoDBAtlasVectorStore.ts#L65)
---
### delete
**delete**(`refDocId`, `deleteOptions?`): `Promise`<`void`\>
#### Parameters
| Name | Type |
| :--------------- | :------- |
| `refDocId` | `string` |
| `deleteOptions?` | `any` |
#### Returns
`Promise`<`void`\>
#### Implementation of
[VectorStore](../interfaces/VectorStore.md).[delete](../interfaces/VectorStore.md#delete)
#### Defined in
[packages/core/src/storage/vectorStore/MongoDBAtlasVectorStore.ts:94](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/vectorStore/MongoDBAtlasVectorStore.ts#L94)
---
### query
**query**(`query`, `options?`): `Promise`<[`VectorStoreQueryResult`](../interfaces/VectorStoreQueryResult.md)\>
#### Parameters
| Name | Type |
| :--------- | :------------------------------------------------------ |
| `query` | [`VectorStoreQuery`](../interfaces/VectorStoreQuery.md) |
| `options?` | `any` |
#### Returns
`Promise`<[`VectorStoreQueryResult`](../interfaces/VectorStoreQueryResult.md)\>
#### Implementation of
[VectorStore](../interfaces/VectorStore.md).[query](../interfaces/VectorStore.md#query)
#### Defined in
[packages/core/src/storage/vectorStore/MongoDBAtlasVectorStore.ts:107](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/vectorStore/MongoDBAtlasVectorStore.ts#L107)
@@ -1,139 +0,0 @@
---
id: "MultiModalEmbedding"
title: "Class: MultiModalEmbedding"
sidebar_label: "MultiModalEmbedding"
sidebar_position: 0
custom_edit_url: null
---
## Hierarchy
- [`BaseEmbedding`](BaseEmbedding.md)
**`MultiModalEmbedding`**
↳↳ [`ClipEmbedding`](ClipEmbedding.md)
## Constructors
### constructor
**new MultiModalEmbedding**()
#### Inherited from
[BaseEmbedding](BaseEmbedding.md).[constructor](BaseEmbedding.md#constructor)
## Methods
### getImageEmbedding
`Abstract` **getImageEmbedding**(`images`): `Promise`<`number`[]\>
#### Parameters
| Name | Type |
| :------- | :--------------------------- |
| `images` | [`ImageType`](../#imagetype) |
#### Returns
`Promise`<`number`[]\>
#### Defined in
[packages/core/src/embeddings/MultiModalEmbedding.ts:9](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/embeddings/MultiModalEmbedding.ts#L9)
---
### getImageEmbeddings
**getImageEmbeddings**(`images`): `Promise`<`number`[][]\>
#### Parameters
| Name | Type |
| :------- | :----------------------------- |
| `images` | [`ImageType`](../#imagetype)[] |
#### Returns
`Promise`<`number`[][]\>
#### Defined in
[packages/core/src/embeddings/MultiModalEmbedding.ts:11](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/embeddings/MultiModalEmbedding.ts#L11)
---
### getQueryEmbedding
`Abstract` **getQueryEmbedding**(`query`): `Promise`<`number`[]\>
#### Parameters
| Name | Type |
| :------ | :------- |
| `query` | `string` |
#### Returns
`Promise`<`number`[]\>
#### Inherited from
[BaseEmbedding](BaseEmbedding.md).[getQueryEmbedding](BaseEmbedding.md#getqueryembedding)
#### Defined in
[packages/core/src/embeddings/types.ts:23](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/embeddings/types.ts#L23)
---
### getTextEmbedding
`Abstract` **getTextEmbedding**(`text`): `Promise`<`number`[]\>
#### Parameters
| Name | Type |
| :----- | :------- |
| `text` | `string` |
#### Returns
`Promise`<`number`[]\>
#### Inherited from
[BaseEmbedding](BaseEmbedding.md).[getTextEmbedding](BaseEmbedding.md#gettextembedding)
#### Defined in
[packages/core/src/embeddings/types.ts:22](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/embeddings/types.ts#L22)
---
### similarity
**similarity**(`embedding1`, `embedding2`, `mode?`): `number`
#### Parameters
| Name | Type | Default value |
| :----------- | :--------------------------------------------- | :----------------------- |
| `embedding1` | `number`[] | `undefined` |
| `embedding2` | `number`[] | `undefined` |
| `mode` | [`SimilarityType`](../enums/SimilarityType.md) | `SimilarityType.DEFAULT` |
#### Returns
`number`
#### Inherited from
[BaseEmbedding](BaseEmbedding.md).[similarity](BaseEmbedding.md#similarity)
#### Defined in
[packages/core/src/embeddings/types.ts:14](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/embeddings/types.ts#L14)
@@ -1,135 +0,0 @@
---
id: "NotionReader"
title: "Class: NotionReader"
sidebar_label: "NotionReader"
sidebar_position: 0
custom_edit_url: null
---
Notion pages are retrieved recursively and converted to Document objects.
Notion Database can also be loaded, and [the serialization method can be customized](https://github.com/TomPenguin/notion-md-crawler/tree/main).
[Note] To use this reader, must be created the Notion integration must be created in advance
Please refer to [this document](https://www.notion.so/help/create-integrations-with-the-notion-api) for details.
## Implements
- [`BaseReader`](../interfaces/BaseReader.md)
## Constructors
### constructor
**new NotionReader**(`options`)
Constructor for the NotionReader class
#### Parameters
| Name | Type | Description |
| :-------- | :-------------------- | :----------------------------------- |
| `options` | `NotionReaderOptions` | Configuration options for the reader |
#### Defined in
[packages/core/src/readers/NotionReader.ts:33](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/readers/NotionReader.ts#L33)
## Properties
### crawl
`Private` **crawl**: (`rootPageId`: `string`) => `Promise`<`Pages`\>
#### Type declaration
▸ (`rootPageId`): `Promise`<`Pages`\>
##### Parameters
| Name | Type |
| :----------- | :------- |
| `rootPageId` | `string` |
##### Returns
`Promise`<`Pages`\>
#### Defined in
[packages/core/src/readers/NotionReader.ts:27](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/readers/NotionReader.ts#L27)
## Methods
### loadData
**loadData**(`rootPageId`): `Promise`<[`Document`](Document.md)<[`Metadata`](../#metadata)\>[]\>
Loads recursively Notion pages and converts them to an array of Document objects
#### Parameters
| Name | Type | Description |
| :----------- | :------- | :---------------------- |
| `rootPageId` | `string` | The root Notion page ID |
#### Returns
`Promise`<[`Document`](Document.md)<[`Metadata`](../#metadata)\>[]\>
A Promise that resolves to an array of Document objects
#### Implementation of
[BaseReader](../interfaces/BaseReader.md).[loadData](../interfaces/BaseReader.md#loaddata)
#### Defined in
[packages/core/src/readers/NotionReader.ts:63](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/readers/NotionReader.ts#L63)
---
### loadPages
**loadPages**(`rootPageId`): `Promise`<`Pages`\>
Loads recursively the Notion page with the specified root page ID.
#### Parameters
| Name | Type | Description |
| :----------- | :------- | :---------------------- |
| `rootPageId` | `string` | The root Notion page ID |
#### Returns
`Promise`<`Pages`\>
A Promise that resolves to a Pages object(Convertible with the `toDocuments` method)
#### Defined in
[packages/core/src/readers/NotionReader.ts:54](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/readers/NotionReader.ts#L54)
---
### toDocuments
**toDocuments**(`pages`): [`Document`](Document.md)<[`Metadata`](../#metadata)\>[]
Converts Pages to an array of Document objects
#### Parameters
| Name | Type | Description |
| :------ | :------ | :-------------------------------------------------------- |
| `pages` | `Pages` | The Notion pages to convert (Return value of `loadPages`) |
#### Returns
[`Document`](Document.md)<[`Metadata`](../#metadata)\>[]
An array of Document objects
#### Defined in
[packages/core/src/readers/NotionReader.ts:42](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/readers/NotionReader.ts#L42)
@@ -1,338 +0,0 @@
---
id: "OpenAI"
title: "Class: OpenAI"
sidebar_label: "OpenAI"
sidebar_position: 0
custom_edit_url: null
---
OpenAI LLM implementation
## Implements
- [`LLM`](../interfaces/LLM.md)
## Constructors
### constructor
**new OpenAI**(`init?`)
#### Parameters
| Name | Type |
| :------ | :-------------------------------------------------------------------- |
| `init?` | `Partial`<[`OpenAI`](OpenAI.md)\> & { `azure?`: `AzureOpenAIConfig` } |
#### Defined in
[packages/core/src/llm/LLM.ts:152](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/llm/LLM.ts#L152)
## Properties
### additionalChatOptions
`Optional` **additionalChatOptions**: `Omit`<`Partial`<`ChatCompletionCreateParams`\>, `"model"` \| `"temperature"` \| `"max_tokens"` \| `"messages"` \| `"top_p"` \| `"streaming"`\>
#### Defined in
[packages/core/src/llm/LLM.ts:135](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/llm/LLM.ts#L135)
---
### additionalSessionOptions
`Optional` **additionalSessionOptions**: `Omit`<`Partial`<`ClientOptions`\>, `"apiKey"` \| `"timeout"` \| `"maxRetries"`\>
#### Defined in
[packages/core/src/llm/LLM.ts:145](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/llm/LLM.ts#L145)
---
### apiKey
`Optional` **apiKey**: `string` = `undefined`
#### Defined in
[packages/core/src/llm/LLM.ts:141](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/llm/LLM.ts#L141)
---
### callbackManager
`Optional` **callbackManager**: [`CallbackManager`](CallbackManager.md)
#### Defined in
[packages/core/src/llm/LLM.ts:150](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/llm/LLM.ts#L150)
---
### hasStreaming
**hasStreaming**: `boolean` = `true`
#### Implementation of
[LLM](../interfaces/LLM.md).[hasStreaming](../interfaces/LLM.md#hasstreaming)
#### Defined in
[packages/core/src/llm/LLM.ts:128](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/llm/LLM.ts#L128)
---
### maxRetries
**maxRetries**: `number`
#### Defined in
[packages/core/src/llm/LLM.ts:142](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/llm/LLM.ts#L142)
---
### maxTokens
`Optional` **maxTokens**: `number`
#### Defined in
[packages/core/src/llm/LLM.ts:134](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/llm/LLM.ts#L134)
---
### model
**model**: `"gpt-3.5-turbo"` \| `"gpt-3.5-turbo-1106"` \| `"gpt-3.5-turbo-16k"` \| `"gpt-4"` \| `"gpt-4-32k"` \| `"gpt-4-1106-preview"` \| `"gpt-4-vision-preview"`
#### Defined in
[packages/core/src/llm/LLM.ts:131](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/llm/LLM.ts#L131)
---
### session
**session**: `OpenAISession`
#### Defined in
[packages/core/src/llm/LLM.ts:144](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/llm/LLM.ts#L144)
---
### temperature
**temperature**: `number`
#### Defined in
[packages/core/src/llm/LLM.ts:132](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/llm/LLM.ts#L132)
---
### timeout
`Optional` **timeout**: `number`
#### Defined in
[packages/core/src/llm/LLM.ts:143](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/llm/LLM.ts#L143)
---
### topP
**topP**: `number`
#### Defined in
[packages/core/src/llm/LLM.ts:133](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/llm/LLM.ts#L133)
## Accessors
### metadata
`get` **metadata**(): `Object`
#### Returns
`Object`
| Name | Type |
| :-------------- | :------------------------------------------------------------------------------------------------------------------------------------------------------- |
| `contextWindow` | `number` |
| `maxTokens` | `undefined` \| `number` |
| `model` | `"gpt-3.5-turbo"` \| `"gpt-3.5-turbo-1106"` \| `"gpt-3.5-turbo-16k"` \| `"gpt-4"` \| `"gpt-4-32k"` \| `"gpt-4-1106-preview"` \| `"gpt-4-vision-preview"` |
| `temperature` | `number` |
| `tokenizer` | [`CL100K_BASE`](../enums/Tokenizers.md#cl100k_base) |
| `topP` | `number` |
#### Implementation of
[LLM](../interfaces/LLM.md).[metadata](../interfaces/LLM.md#metadata)
#### Defined in
[packages/core/src/llm/LLM.ts:206](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/llm/LLM.ts#L206)
## Methods
### chat
**chat**<`T`, `R`\>(`messages`, `parentEvent?`, `streaming?`): `Promise`<`R`\>
Get a chat response from the LLM
#### Type parameters
| Name | Type |
| :--- | :-------------------------------------------------------------------------------------------------------------------- |
| `T` | extends `undefined` \| `boolean` = `undefined` |
| `R` | `T` extends `true` ? `AsyncGenerator`<`string`, `void`, `unknown`\> : [`ChatResponse`](../interfaces/ChatResponse.md) |
#### Parameters
| Name | Type | Description |
| :------------- | :---------------------------------------------- | :----------------------------------------------------------------------------------------------- |
| `messages` | [`ChatMessage`](../interfaces/ChatMessage.md)[] | The return type of chat() and complete() are set by the "streaming" parameter being set to True. |
| `parentEvent?` | [`Event`](../interfaces/Event.md) | - |
| `streaming?` | `T` | - |
#### Returns
`Promise`<`R`\>
#### Implementation of
[LLM](../interfaces/LLM.md).[chat](../interfaces/LLM.md#chat)
#### Defined in
[packages/core/src/llm/LLM.ts:249](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/llm/LLM.ts#L249)
---
### complete
**complete**<`T`, `R`\>(`prompt`, `parentEvent?`, `streaming?`): `Promise`<`R`\>
Get a prompt completion from the LLM
#### Type parameters
| Name | Type |
| :--- | :-------------------------------------------------------------------------------------------------------------------- |
| `T` | extends `undefined` \| `boolean` = `undefined` |
| `R` | `T` extends `true` ? `AsyncGenerator`<`string`, `void`, `unknown`\> : [`ChatResponse`](../interfaces/ChatResponse.md) |
#### Parameters
| Name | Type | Description |
| :------------- | :-------------------------------- | :--------------------- |
| `prompt` | `string` | the prompt to complete |
| `parentEvent?` | [`Event`](../interfaces/Event.md) | - |
| `streaming?` | `T` | - |
#### Returns
`Promise`<`R`\>
#### Implementation of
[LLM](../interfaces/LLM.md).[complete](../interfaces/LLM.md#complete)
#### Defined in
[packages/core/src/llm/LLM.ts:286](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/llm/LLM.ts#L286)
---
### mapMessageType
**mapMessageType**(`messageType`): `"function"` \| `"user"` \| `"assistant"` \| `"system"`
#### Parameters
| Name | Type |
| :------------ | :------------------------------- |
| `messageType` | [`MessageType`](../#messagetype) |
#### Returns
`"function"` \| `"user"` \| `"assistant"` \| `"system"`
#### Defined in
[packages/core/src/llm/LLM.ts:232](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/llm/LLM.ts#L232)
---
### streamChat
`Protected` **streamChat**(`messages`, `parentEvent?`): `AsyncGenerator`<`string`, `void`, `unknown`\>
#### Parameters
| Name | Type |
| :------------- | :---------------------------------------------- |
| `messages` | [`ChatMessage`](../interfaces/ChatMessage.md)[] |
| `parentEvent?` | [`Event`](../interfaces/Event.md) |
#### Returns
`AsyncGenerator`<`string`, `void`, `unknown`\>
#### Defined in
[packages/core/src/llm/LLM.ts:300](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/llm/LLM.ts#L300)
---
### streamComplete
`Protected` **streamComplete**(`query`, `parentEvent?`): `AsyncGenerator`<`string`, `void`, `unknown`\>
#### Parameters
| Name | Type |
| :------------- | :-------------------------------- |
| `query` | `string` |
| `parentEvent?` | [`Event`](../interfaces/Event.md) |
#### Returns
`AsyncGenerator`<`string`, `void`, `unknown`\>
#### Defined in
[packages/core/src/llm/LLM.ts:362](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/llm/LLM.ts#L362)
---
### tokens
**tokens**(`messages`): `number`
Calculates the number of tokens needed for the given chat messages
#### Parameters
| Name | Type |
| :--------- | :---------------------------------------------- |
| `messages` | [`ChatMessage`](../interfaces/ChatMessage.md)[] |
#### Returns
`number`
#### Implementation of
[LLM](../interfaces/LLM.md).[tokens](../interfaces/LLM.md#tokens)
#### Defined in
[packages/core/src/llm/LLM.ts:217](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/llm/LLM.ts#L217)
@@ -1,187 +0,0 @@
---
id: "OpenAIEmbedding"
title: "Class: OpenAIEmbedding"
sidebar_label: "OpenAIEmbedding"
sidebar_position: 0
custom_edit_url: null
---
## Hierarchy
- [`BaseEmbedding`](BaseEmbedding.md)
**`OpenAIEmbedding`**
## Constructors
### constructor
**new OpenAIEmbedding**(`init?`)
#### Parameters
| Name | Type |
| :------ | :-------------------------------------------------------------------------------------- |
| `init?` | `Partial`<[`OpenAIEmbedding`](OpenAIEmbedding.md)\> & { `azure?`: `AzureOpenAIConfig` } |
#### Overrides
[BaseEmbedding](BaseEmbedding.md).[constructor](BaseEmbedding.md#constructor)
#### Defined in
[packages/core/src/embeddings/OpenAIEmbedding.ts:30](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/embeddings/OpenAIEmbedding.ts#L30)
## Properties
### additionalSessionOptions
`Optional` **additionalSessionOptions**: `Omit`<`Partial`<`ClientOptions`\>, `"apiKey"` \| `"timeout"` \| `"maxRetries"`\>
#### Defined in
[packages/core/src/embeddings/OpenAIEmbedding.ts:23](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/embeddings/OpenAIEmbedding.ts#L23)
---
### apiKey
`Optional` **apiKey**: `string` = `undefined`
#### Defined in
[packages/core/src/embeddings/OpenAIEmbedding.ts:20](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/embeddings/OpenAIEmbedding.ts#L20)
---
### maxRetries
**maxRetries**: `number`
#### Defined in
[packages/core/src/embeddings/OpenAIEmbedding.ts:21](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/embeddings/OpenAIEmbedding.ts#L21)
---
### model
**model**: [`TEXT_EMBED_ADA_002`](../enums/OpenAIEmbeddingModelType.md#text_embed_ada_002)
#### Defined in
[packages/core/src/embeddings/OpenAIEmbedding.ts:17](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/embeddings/OpenAIEmbedding.ts#L17)
---
### session
**session**: `OpenAISession`
#### Defined in
[packages/core/src/embeddings/OpenAIEmbedding.ts:28](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/embeddings/OpenAIEmbedding.ts#L28)
---
### timeout
`Optional` **timeout**: `number`
#### Defined in
[packages/core/src/embeddings/OpenAIEmbedding.ts:22](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/embeddings/OpenAIEmbedding.ts#L22)
## Methods
### getOpenAIEmbedding
`Private` **getOpenAIEmbedding**(`input`): `Promise`<`number`[]\>
#### Parameters
| Name | Type |
| :------ | :------- |
| `input` | `string` |
#### Returns
`Promise`<`number`[]\>
#### Defined in
[packages/core/src/embeddings/OpenAIEmbedding.ts:76](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/embeddings/OpenAIEmbedding.ts#L76)
---
### getQueryEmbedding
**getQueryEmbedding**(`query`): `Promise`<`number`[]\>
#### Parameters
| Name | Type |
| :------ | :------- |
| `query` | `string` |
#### Returns
`Promise`<`number`[]\>
#### Overrides
[BaseEmbedding](BaseEmbedding.md).[getQueryEmbedding](BaseEmbedding.md#getqueryembedding)
#### Defined in
[packages/core/src/embeddings/OpenAIEmbedding.ts:89](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/embeddings/OpenAIEmbedding.ts#L89)
---
### getTextEmbedding
**getTextEmbedding**(`text`): `Promise`<`number`[]\>
#### Parameters
| Name | Type |
| :----- | :------- |
| `text` | `string` |
#### Returns
`Promise`<`number`[]\>
#### Overrides
[BaseEmbedding](BaseEmbedding.md).[getTextEmbedding](BaseEmbedding.md#gettextembedding)
#### Defined in
[packages/core/src/embeddings/OpenAIEmbedding.ts:85](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/embeddings/OpenAIEmbedding.ts#L85)
---
### similarity
**similarity**(`embedding1`, `embedding2`, `mode?`): `number`
#### Parameters
| Name | Type | Default value |
| :----------- | :--------------------------------------------- | :----------------------- |
| `embedding1` | `number`[] | `undefined` |
| `embedding2` | `number`[] | `undefined` |
| `mode` | [`SimilarityType`](../enums/SimilarityType.md) | `SimilarityType.DEFAULT` |
#### Returns
`number`
#### Inherited from
[BaseEmbedding](BaseEmbedding.md).[similarity](BaseEmbedding.md#similarity)
#### Defined in
[packages/core/src/embeddings/types.ts:14](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/embeddings/types.ts#L14)
@@ -1,44 +0,0 @@
---
id: "PDFReader"
title: "Class: PDFReader"
sidebar_label: "PDFReader"
sidebar_position: 0
custom_edit_url: null
---
Read the text of a PDF
## Implements
- [`BaseReader`](../interfaces/BaseReader.md)
## Constructors
### constructor
**new PDFReader**()
## Methods
### loadData
**loadData**(`file`, `fs?`): `Promise`<[`Document`](Document.md)<[`Metadata`](../#metadata)\>[]\>
#### Parameters
| Name | Type | Default value |
| :----- | :-------------------------------------------------------- | :------------ |
| `file` | `string` | `undefined` |
| `fs` | [`GenericFileSystem`](../interfaces/GenericFileSystem.md) | `DEFAULT_FS` |
#### Returns
`Promise`<[`Document`](Document.md)<[`Metadata`](../#metadata)\>[]\>
#### Implementation of
[BaseReader](../interfaces/BaseReader.md).[loadData](../interfaces/BaseReader.md#loaddata)
#### Defined in
[packages/core/src/readers/PDFReader.ts:11](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/readers/PDFReader.ts#L11)
@@ -1,293 +0,0 @@
---
id: "PGVectorStore"
title: "Class: PGVectorStore"
sidebar_label: "PGVectorStore"
sidebar_position: 0
custom_edit_url: null
---
Provides support for writing and querying vector data in Postgres.
## Implements
- [`VectorStore`](../interfaces/VectorStore.md)
## Constructors
### constructor
**new PGVectorStore**()
#### Defined in
[packages/core/src/storage/vectorStore/PGVectorStore.ts:40](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/vectorStore/PGVectorStore.ts#L40)
## Properties
### collection
`Private` **collection**: `string` = `""`
#### Defined in
[packages/core/src/storage/vectorStore/PGVectorStore.ts:18](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/vectorStore/PGVectorStore.ts#L18)
---
### db
`Optional` **db**: `Client`
#### Defined in
[packages/core/src/storage/vectorStore/PGVectorStore.ts:38](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/vectorStore/PGVectorStore.ts#L38)
---
### storesText
**storesText**: `boolean` = `true`
#### Implementation of
[VectorStore](../interfaces/VectorStore.md).[storesText](../interfaces/VectorStore.md#storestext)
#### Defined in
[packages/core/src/storage/vectorStore/PGVectorStore.ts:16](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/vectorStore/PGVectorStore.ts#L16)
## Methods
### add
**add**(`embeddingResults`): `Promise`<`string`[]\>
Adds vector record(s) to the table.
NOTE: Uses the collection property controlled by setCollection/getCollection.
#### Parameters
| Name | Type | Description |
| :----------------- | :------------------------------------------------------- | :-------------------------------------------------------------- |
| `embeddingResults` | [`BaseNode`](BaseNode.md)<[`Metadata`](../#metadata)\>[] | The Nodes to be inserted, optionally including metadata tuples. |
#### Returns
`Promise`<`string`[]\>
A list of zero or more id values for the created records.
#### Implementation of
[VectorStore](../interfaces/VectorStore.md).[add](../interfaces/VectorStore.md#add)
#### Defined in
[packages/core/src/storage/vectorStore/PGVectorStore.ts:144](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/vectorStore/PGVectorStore.ts#L144)
---
### checkSchema
`Private` **checkSchema**(`db`): `Promise`<`Client`\>
#### Parameters
| Name | Type |
| :--- | :------- |
| `db` | `Client` |
#### Returns
`Promise`<`Client`\>
#### Defined in
[packages/core/src/storage/vectorStore/PGVectorStore.ts:90](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/vectorStore/PGVectorStore.ts#L90)
---
### clearCollection
**clearCollection**(): `Promise`<`QueryResult`<`any`\>\>
Delete all vector records for the specified collection.
NOTE: Uses the collection property controlled by setCollection/getCollection.
#### Returns
`Promise`<`QueryResult`<`any`\>\>
The result of the delete query.
#### Defined in
[packages/core/src/storage/vectorStore/PGVectorStore.ts:128](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/vectorStore/PGVectorStore.ts#L128)
---
### client
**client**(): `Promise`<`Client`\>
Connects to the database specified in environment vars.
This method also checks and creates the vector extension,
the destination table and indexes if not found.
#### Returns
`Promise`<`Client`\>
A connection to the database, or the error encountered while connecting/setting up.
#### Implementation of
[VectorStore](../interfaces/VectorStore.md).[client](../interfaces/VectorStore.md#client)
#### Defined in
[packages/core/src/storage/vectorStore/PGVectorStore.ts:119](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/vectorStore/PGVectorStore.ts#L119)
---
### delete
**delete**(`refDocId`, `deleteKwargs?`): `Promise`<`void`\>
Deletes a single record from the database by id.
NOTE: Uses the collection property controlled by setCollection/getCollection.
#### Parameters
| Name | Type | Description |
| :-------------- | :------- | :---------------------------------------------------- |
| `refDocId` | `string` | Unique identifier for the record to delete. |
| `deleteKwargs?` | `any` | Required by VectorStore interface. Currently ignored. |
#### Returns
`Promise`<`void`\>
Promise that resolves if the delete query did not throw an error.
#### Implementation of
[VectorStore](../interfaces/VectorStore.md).[delete](../interfaces/VectorStore.md#delete)
#### Defined in
[packages/core/src/storage/vectorStore/PGVectorStore.ts:196](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/vectorStore/PGVectorStore.ts#L196)
---
### getCollection
**getCollection**(): `string`
Getter for the collection property.
Using a collection allows for simple segregation of vector data,
e.g. by user, source, or access-level.
Leave/set blank to ignore the collection value when querying.
#### Returns
`string`
The currently-set collection value. Default is empty string.
#### Defined in
[packages/core/src/storage/vectorStore/PGVectorStore.ts:60](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/vectorStore/PGVectorStore.ts#L60)
---
### getDb
`Private` **getDb**(): `Promise`<`Client`\>
#### Returns
`Promise`<`Client`\>
#### Defined in
[packages/core/src/storage/vectorStore/PGVectorStore.ts:64](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/vectorStore/PGVectorStore.ts#L64)
---
### persist
**persist**(`persistPath`, `fs?`): `Promise`<`void`\>
Required by VectorStore interface. Currently ignored.
#### Parameters
| Name | Type |
| :------------ | :-------------------------------------------------------- |
| `persistPath` | `string` |
| `fs?` | [`GenericFileSystem`](../interfaces/GenericFileSystem.md) |
#### Returns
`Promise`<`void`\>
Resolved Promise.
#### Defined in
[packages/core/src/storage/vectorStore/PGVectorStore.ts:269](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/vectorStore/PGVectorStore.ts#L269)
---
### query
**query**(`query`, `options?`): `Promise`<[`VectorStoreQueryResult`](../interfaces/VectorStoreQueryResult.md)\>
Query the vector store for the closest matching data to the query embeddings
#### Parameters
| Name | Type | Description |
| :--------- | :------------------------------------------------------ | :---------------------------------------------------- |
| `query` | [`VectorStoreQuery`](../interfaces/VectorStoreQuery.md) | The VectorStoreQuery to be used |
| `options?` | `any` | Required by VectorStore interface. Currently ignored. |
#### Returns
`Promise`<[`VectorStoreQueryResult`](../interfaces/VectorStoreQueryResult.md)\>
Zero or more Document instances with data from the vector store.
#### Implementation of
[VectorStore](../interfaces/VectorStore.md).[query](../interfaces/VectorStore.md#query)
#### Defined in
[packages/core/src/storage/vectorStore/PGVectorStore.ts:217](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/vectorStore/PGVectorStore.ts#L217)
---
### setCollection
**setCollection**(`coll`): `void`
Setter for the collection property.
Using a collection allows for simple segregation of vector data,
e.g. by user, source, or access-level.
Leave/set blank to ignore the collection value when querying.
#### Parameters
| Name | Type | Description |
| :----- | :------- | :----------------------- |
| `coll` | `string` | Name for the collection. |
#### Returns
`void`
#### Defined in
[packages/core/src/storage/vectorStore/PGVectorStore.ts:49](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/vectorStore/PGVectorStore.ts#L49)
@@ -1,105 +0,0 @@
---
id: "PapaCSVReader"
title: "Class: PapaCSVReader"
sidebar_label: "PapaCSVReader"
sidebar_position: 0
custom_edit_url: null
---
papaparse-based csv parser
**`Implements`**
BaseReader
## Implements
- [`BaseReader`](../interfaces/BaseReader.md)
## Constructors
### constructor
**new PapaCSVReader**(`concatRows?`, `colJoiner?`, `rowJoiner?`, `papaConfig?`)
Constructs a new instance of the class.
#### Parameters
| Name | Type | Default value | Description |
| :------------ | :--------------------------------- | :------------ | :-------------------------------------------------------------------------------------------------------------------------- |
| `concatRows?` | `boolean` | `true` | whether to concatenate all rows into one document.If set to False, a Document will be created for each row.True by default. |
| `colJoiner?` | `string` | `", "` | - |
| `rowJoiner?` | `string` | `"\n"` | Separator to use for joining each row.Only used when `concat_rows=True`.Set to "\n" by default. |
| `papaConfig?` | `ParseConfig`<`any`, `undefined`\> | `undefined` | - |
#### Defined in
[packages/core/src/readers/CSVReader.ts:23](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/readers/CSVReader.ts#L23)
## Properties
### colJoiner
`Private` **colJoiner**: `string`
#### Defined in
[packages/core/src/readers/CSVReader.ts:13](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/readers/CSVReader.ts#L13)
---
### concatRows
`Private` **concatRows**: `boolean`
#### Defined in
[packages/core/src/readers/CSVReader.ts:12](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/readers/CSVReader.ts#L12)
---
### papaConfig
`Private` `Optional` **papaConfig**: `ParseConfig`<`any`, `undefined`\>
#### Defined in
[packages/core/src/readers/CSVReader.ts:15](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/readers/CSVReader.ts#L15)
---
### rowJoiner
`Private` **rowJoiner**: `string`
#### Defined in
[packages/core/src/readers/CSVReader.ts:14](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/readers/CSVReader.ts#L14)
## Methods
### loadData
**loadData**(`file`, `fs?`): `Promise`<[`Document`](Document.md)<[`Metadata`](../#metadata)\>[]\>
Loads data from csv files
#### Parameters
| Name | Type | Default value | Description |
| :----- | :-------------------------------------------------------- | :------------ | :------------------------------------------- |
| `file` | `string` | `undefined` | The path to the file to load. |
| `fs?` | [`GenericFileSystem`](../interfaces/GenericFileSystem.md) | `DEFAULT_FS` | The file system to use for reading the file. |
#### Returns
`Promise`<[`Document`](Document.md)<[`Metadata`](../#metadata)\>[]\>
#### Implementation of
[BaseReader](../interfaces/BaseReader.md).[loadData](../interfaces/BaseReader.md#loaddata)
#### Defined in
[packages/core/src/readers/CSVReader.ts:41](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/readers/CSVReader.ts#L41)
@@ -1,261 +0,0 @@
---
id: "Portkey"
title: "Class: Portkey"
sidebar_label: "Portkey"
sidebar_position: 0
custom_edit_url: null
---
Unified language model interface
## Implements
- [`LLM`](../interfaces/LLM.md)
## Constructors
### constructor
**new Portkey**(`init?`)
#### Parameters
| Name | Type |
| :------ | :---------------------------------- |
| `init?` | `Partial`<[`Portkey`](Portkey.md)\> |
#### Defined in
[packages/core/src/llm/LLM.ts:812](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/llm/LLM.ts#L812)
## Properties
### apiKey
`Optional` **apiKey**: `string` = `undefined`
#### Defined in
[packages/core/src/llm/LLM.ts:805](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/llm/LLM.ts#L805)
---
### baseURL
`Optional` **baseURL**: `string` = `undefined`
#### Defined in
[packages/core/src/llm/LLM.ts:806](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/llm/LLM.ts#L806)
---
### callbackManager
`Optional` **callbackManager**: [`CallbackManager`](CallbackManager.md)
#### Defined in
[packages/core/src/llm/LLM.ts:810](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/llm/LLM.ts#L810)
---
### hasStreaming
**hasStreaming**: `boolean` = `true`
#### Implementation of
[LLM](../interfaces/LLM.md).[hasStreaming](../interfaces/LLM.md#hasstreaming)
#### Defined in
[packages/core/src/llm/LLM.ts:803](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/llm/LLM.ts#L803)
---
### llms
`Optional` **llms**: `null` \| [`LLMOptions`] = `undefined`
#### Defined in
[packages/core/src/llm/LLM.ts:808](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/llm/LLM.ts#L808)
---
### mode
`Optional` **mode**: `string` = `undefined`
#### Defined in
[packages/core/src/llm/LLM.ts:807](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/llm/LLM.ts#L807)
---
### session
**session**: `PortkeySession`
#### Defined in
[packages/core/src/llm/LLM.ts:809](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/llm/LLM.ts#L809)
## Accessors
### metadata
`get` **metadata**(): [`LLMMetadata`](../interfaces/LLMMetadata.md)
#### Returns
[`LLMMetadata`](../interfaces/LLMMetadata.md)
#### Implementation of
[LLM](../interfaces/LLM.md).[metadata](../interfaces/LLM.md#metadata)
#### Defined in
[packages/core/src/llm/LLM.ts:830](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/llm/LLM.ts#L830)
## Methods
### chat
**chat**<`T`, `R`\>(`messages`, `parentEvent?`, `streaming?`, `params?`): `Promise`<`R`\>
Get a chat response from the LLM
#### Type parameters
| Name | Type |
| :--- | :-------------------------------------------------------------------------------------------------------------------- |
| `T` | extends `undefined` \| `boolean` = `undefined` |
| `R` | `T` extends `true` ? `AsyncGenerator`<`string`, `void`, `unknown`\> : [`ChatResponse`](../interfaces/ChatResponse.md) |
#### Parameters
| Name | Type | Description |
| :------------- | :---------------------------------------------- | :----------------------------------------------------------------------------------------------- |
| `messages` | [`ChatMessage`](../interfaces/ChatMessage.md)[] | The return type of chat() and complete() are set by the "streaming" parameter being set to True. |
| `parentEvent?` | [`Event`](../interfaces/Event.md) | - |
| `streaming?` | `T` | - |
| `params?` | `Record`<`string`, `any`\> | - |
#### Returns
`Promise`<`R`\>
#### Implementation of
[LLM](../interfaces/LLM.md).[chat](../interfaces/LLM.md#chat)
#### Defined in
[packages/core/src/llm/LLM.ts:834](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/llm/LLM.ts#L834)
---
### complete
**complete**<`T`, `R`\>(`prompt`, `parentEvent?`, `streaming?`): `Promise`<`R`\>
Get a prompt completion from the LLM
#### Type parameters
| Name | Type |
| :--- | :-------------------------------------------------------------------------------------------------------------------- |
| `T` | extends `undefined` \| `boolean` = `undefined` |
| `R` | `T` extends `true` ? `AsyncGenerator`<`string`, `void`, `unknown`\> : [`ChatResponse`](../interfaces/ChatResponse.md) |
#### Parameters
| Name | Type | Description |
| :------------- | :-------------------------------- | :--------------------- |
| `prompt` | `string` | the prompt to complete |
| `parentEvent?` | [`Event`](../interfaces/Event.md) | - |
| `streaming?` | `T` | - |
#### Returns
`Promise`<`R`\>
#### Implementation of
[LLM](../interfaces/LLM.md).[complete](../interfaces/LLM.md#complete)
#### Defined in
[packages/core/src/llm/LLM.ts:858](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/llm/LLM.ts#L858)
---
### streamChat
**streamChat**(`messages`, `parentEvent?`, `params?`): `AsyncGenerator`<`string`, `void`, `unknown`\>
#### Parameters
| Name | Type |
| :------------- | :---------------------------------------------- |
| `messages` | [`ChatMessage`](../interfaces/ChatMessage.md)[] |
| `parentEvent?` | [`Event`](../interfaces/Event.md) |
| `params?` | `Record`<`string`, `any`\> |
#### Returns
`AsyncGenerator`<`string`, `void`, `unknown`\>
#### Defined in
[packages/core/src/llm/LLM.ts:873](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/llm/LLM.ts#L873)
---
### streamComplete
**streamComplete**(`query`, `parentEvent?`): `AsyncGenerator`<`string`, `void`, `unknown`\>
#### Parameters
| Name | Type |
| :------------- | :-------------------------------- |
| `query` | `string` |
| `parentEvent?` | [`Event`](../interfaces/Event.md) |
#### Returns
`AsyncGenerator`<`string`, `void`, `unknown`\>
#### Defined in
[packages/core/src/llm/LLM.ts:920](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/llm/LLM.ts#L920)
---
### tokens
**tokens**(`messages`): `number`
Calculates the number of tokens needed for the given chat messages
#### Parameters
| Name | Type |
| :--------- | :---------------------------------------------- |
| `messages` | [`ChatMessage`](../interfaces/ChatMessage.md)[] |
#### Returns
`number`
#### Implementation of
[LLM](../interfaces/LLM.md).[tokens](../interfaces/LLM.md#tokens)
#### Defined in
[packages/core/src/llm/LLM.ts:826](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/llm/LLM.ts#L826)
@@ -1,198 +0,0 @@
---
id: "PromptHelper"
title: "Class: PromptHelper"
sidebar_label: "PromptHelper"
sidebar_position: 0
custom_edit_url: null
---
A collection of helper functions for working with prompts.
## Constructors
### constructor
**new PromptHelper**(`contextWindow?`, `numOutput?`, `chunkOverlapRatio?`, `chunkSizeLimit?`, `tokenizer?`, `separator?`)
#### Parameters
| Name | Type | Default value |
| :------------------ | :---------------------------------- | :---------------------------- |
| `contextWindow` | `number` | `DEFAULT_CONTEXT_WINDOW` |
| `numOutput` | `number` | `DEFAULT_NUM_OUTPUTS` |
| `chunkOverlapRatio` | `number` | `DEFAULT_CHUNK_OVERLAP_RATIO` |
| `chunkSizeLimit?` | `number` | `undefined` |
| `tokenizer?` | (`text`: `string`) => `Uint32Array` | `undefined` |
| `separator` | `string` | `" "` |
#### Defined in
[packages/core/src/PromptHelper.ts:40](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/PromptHelper.ts#L40)
## Properties
### chunkOverlapRatio
**chunkOverlapRatio**: `number` = `DEFAULT_CHUNK_OVERLAP_RATIO`
#### Defined in
[packages/core/src/PromptHelper.ts:35](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/PromptHelper.ts#L35)
---
### chunkSizeLimit
`Optional` **chunkSizeLimit**: `number`
#### Defined in
[packages/core/src/PromptHelper.ts:36](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/PromptHelper.ts#L36)
---
### contextWindow
**contextWindow**: `number` = `DEFAULT_CONTEXT_WINDOW`
#### Defined in
[packages/core/src/PromptHelper.ts:33](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/PromptHelper.ts#L33)
---
### numOutput
**numOutput**: `number` = `DEFAULT_NUM_OUTPUTS`
#### Defined in
[packages/core/src/PromptHelper.ts:34](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/PromptHelper.ts#L34)
---
### separator
**separator**: `string` = `" "`
#### Defined in
[packages/core/src/PromptHelper.ts:38](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/PromptHelper.ts#L38)
---
### tokenizer
**tokenizer**: (`text`: `string`) => `Uint32Array`
#### Type declaration
▸ (`text`): `Uint32Array`
##### Parameters
| Name | Type |
| :----- | :------- |
| `text` | `string` |
##### Returns
`Uint32Array`
#### Defined in
[packages/core/src/PromptHelper.ts:37](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/PromptHelper.ts#L37)
## Methods
### getAvailableChunkSize
`Private` **getAvailableChunkSize**(`prompt`, `numChunks?`, `padding?`): `number`
Find the maximum size of each chunk given a prompt.
#### Parameters
| Name | Type | Default value |
| :---------- | :--------------------------------- | :------------ |
| `prompt` | [`SimplePrompt`](../#simpleprompt) | `undefined` |
| `numChunks` | `number` | `1` |
| `padding` | `number` | `5` |
#### Returns
`number`
#### Defined in
[packages/core/src/PromptHelper.ts:76](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/PromptHelper.ts#L76)
---
### getAvailableContextSize
`Private` **getAvailableContextSize**(`prompt`): `number`
Given a prompt, return the maximum size of the inputs to the prompt.
#### Parameters
| Name | Type |
| :------- | :--------------------------------- |
| `prompt` | [`SimplePrompt`](../#simpleprompt) |
#### Returns
`number`
#### Defined in
[packages/core/src/PromptHelper.ts:61](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/PromptHelper.ts#L61)
---
### getTextSplitterGivenPrompt
**getTextSplitterGivenPrompt**(`prompt`, `numChunks?`, `padding?`): [`SentenceSplitter`](SentenceSplitter.md)
Creates a text splitter with the correct chunk sizes and overlaps given a prompt.
#### Parameters
| Name | Type | Default value |
| :---------- | :--------------------------------- | :---------------- |
| `prompt` | [`SimplePrompt`](../#simpleprompt) | `undefined` |
| `numChunks` | `number` | `1` |
| `padding` | `number` | `DEFAULT_PADDING` |
#### Returns
[`SentenceSplitter`](SentenceSplitter.md)
#### Defined in
[packages/core/src/PromptHelper.ts:99](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/PromptHelper.ts#L99)
---
### repack
**repack**(`prompt`, `textChunks`, `padding?`): `string`[]
Repack resplits the strings based on the optimal text splitter.
#### Parameters
| Name | Type | Default value |
| :----------- | :--------------------------------- | :---------------- |
| `prompt` | [`SimplePrompt`](../#simpleprompt) | `undefined` |
| `textChunks` | `string`[] | `undefined` |
| `padding` | `number` | `DEFAULT_PADDING` |
#### Returns
`string`[]
#### Defined in
[packages/core/src/PromptHelper.ts:120](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/PromptHelper.ts#L120)
@@ -1,167 +0,0 @@
---
id: "Refine"
title: "Class: Refine"
sidebar_label: "Refine"
sidebar_position: 0
custom_edit_url: null
---
A response builder that uses the query to ask the LLM generate a better response using multiple text chunks.
## Hierarchy
- **`Refine`**
↳ [`CompactAndRefine`](CompactAndRefine.md)
## Implements
- `BaseResponseBuilder`
## Constructors
### constructor
**new Refine**(`serviceContext`, `textQATemplate?`, `refineTemplate?`)
#### Parameters
| Name | Type |
| :---------------- | :-------------------------------------------------- |
| `serviceContext` | [`ServiceContext`](../interfaces/ServiceContext.md) |
| `textQATemplate?` | (`__namedParameters`: `Object`) => `string` |
| `refineTemplate?` | (`__namedParameters`: `Object`) => `string` |
#### Defined in
[packages/core/src/ResponseSynthesizer.ts:82](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/ResponseSynthesizer.ts#L82)
## Properties
### refineTemplate
**refineTemplate**: (`__namedParameters`: `Object`) => `string`
#### Type declaration
▸ (`«destructured»`): `string`
##### Parameters
| Name | Type |
| :--------------- | :------- |
| `«destructured»` | `Object` |
##### Returns
`string`
#### Defined in
[packages/core/src/ResponseSynthesizer.ts:80](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/ResponseSynthesizer.ts#L80)
---
### serviceContext
**serviceContext**: [`ServiceContext`](../interfaces/ServiceContext.md)
#### Defined in
[packages/core/src/ResponseSynthesizer.ts:78](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/ResponseSynthesizer.ts#L78)
---
### textQATemplate
**textQATemplate**: (`__namedParameters`: `Object`) => `string`
#### Type declaration
▸ (`«destructured»`): `string`
##### Parameters
| Name | Type |
| :--------------- | :------- |
| `«destructured»` | `Object` |
##### Returns
`string`
#### Defined in
[packages/core/src/ResponseSynthesizer.ts:79](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/ResponseSynthesizer.ts#L79)
## Methods
### getResponse
**getResponse**(`query`, `textChunks`, `parentEvent?`, `prevResponse?`): `Promise`<`string`\>
#### Parameters
| Name | Type |
| :-------------- | :-------------------------------- |
| `query` | `string` |
| `textChunks` | `string`[] |
| `parentEvent?` | [`Event`](../interfaces/Event.md) |
| `prevResponse?` | `string` |
#### Returns
`Promise`<`string`\>
#### Implementation of
BaseResponseBuilder.getResponse
#### Defined in
[packages/core/src/ResponseSynthesizer.ts:92](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/ResponseSynthesizer.ts#L92)
---
### giveResponseSingle
`Private` **giveResponseSingle**(`queryStr`, `textChunk`, `parentEvent?`): `Promise`<`string`\>
#### Parameters
| Name | Type |
| :------------- | :-------------------------------- |
| `queryStr` | `string` |
| `textChunk` | `string` |
| `parentEvent?` | [`Event`](../interfaces/Event.md) |
#### Returns
`Promise`<`string`\>
#### Defined in
[packages/core/src/ResponseSynthesizer.ts:117](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/ResponseSynthesizer.ts#L117)
---
### refineResponseSingle
`Private` **refineResponseSingle**(`response`, `queryStr`, `textChunk`, `parentEvent?`): `Promise`<`string`\>
#### Parameters
| Name | Type |
| :------------- | :-------------------------------- |
| `response` | `string` |
| `queryStr` | `string` |
| `textChunk` | `string` |
| `parentEvent?` | [`Event`](../interfaces/Event.md) |
#### Returns
`Promise`<`string`\>
#### Defined in
[packages/core/src/ResponseSynthesizer.ts:153](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/ResponseSynthesizer.ts#L153)
@@ -1,74 +0,0 @@
---
id: "Response"
title: "Class: Response"
sidebar_label: "Response"
sidebar_position: 0
custom_edit_url: null
---
Respone is the output of a LLM
## Constructors
### constructor
**new Response**(`response`, `sourceNodes?`)
#### Parameters
| Name | Type |
| :------------- | :------------------------------------------------------- |
| `response` | `string` |
| `sourceNodes?` | [`BaseNode`](BaseNode.md)<[`Metadata`](../#metadata)\>[] |
#### Defined in
[packages/core/src/Response.ts:10](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Response.ts#L10)
## Properties
### response
**response**: `string`
#### Defined in
[packages/core/src/Response.ts:7](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Response.ts#L7)
---
### sourceNodes
`Optional` **sourceNodes**: [`BaseNode`](BaseNode.md)<[`Metadata`](../#metadata)\>[]
#### Defined in
[packages/core/src/Response.ts:8](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Response.ts#L8)
## Methods
### getFormattedSources
**getFormattedSources**(): `void`
#### Returns
`void`
#### Defined in
[packages/core/src/Response.ts:15](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Response.ts#L15)
---
### toString
**toString**(): `string`
#### Returns
`string`
#### Defined in
[packages/core/src/Response.ts:19](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/Response.ts#L19)
@@ -1,80 +0,0 @@
---
id: "ResponseSynthesizer"
title: "Class: ResponseSynthesizer"
sidebar_label: "ResponseSynthesizer"
sidebar_position: 0
custom_edit_url: null
---
A ResponseSynthesizer is used to generate a response from a query and a list of nodes.
## Constructors
### constructor
**new ResponseSynthesizer**(`«destructured»?`)
#### Parameters
| Name | Type |
| :------------------- | :-------------------------------------------------- |
| `«destructured»` | `Object` |
|  `metadataMode?` | [`MetadataMode`](../enums/MetadataMode.md) |
|  `responseBuilder?` | `BaseResponseBuilder` |
|  `serviceContext?` | [`ServiceContext`](../interfaces/ServiceContext.md) |
#### Defined in
[packages/core/src/ResponseSynthesizer.ts:295](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/ResponseSynthesizer.ts#L295)
## Properties
### metadataMode
**metadataMode**: [`MetadataMode`](../enums/MetadataMode.md)
#### Defined in
[packages/core/src/ResponseSynthesizer.ts:293](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/ResponseSynthesizer.ts#L293)
---
### responseBuilder
**responseBuilder**: `BaseResponseBuilder`
#### Defined in
[packages/core/src/ResponseSynthesizer.ts:291](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/ResponseSynthesizer.ts#L291)
---
### serviceContext
**serviceContext**: [`ServiceContext`](../interfaces/ServiceContext.md)
#### Defined in
[packages/core/src/ResponseSynthesizer.ts:292](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/ResponseSynthesizer.ts#L292)
## Methods
### synthesize
**synthesize**(`query`, `nodesWithScore`, `parentEvent?`): `Promise`<[`Response`](Response.md)\>
#### Parameters
| Name | Type |
| :--------------- | :------------------------------------------------------------------------------- |
| `query` | `string` |
| `nodesWithScore` | [`NodeWithScore`](../interfaces/NodeWithScore.md)<[`Metadata`](../#metadata)\>[] |
| `parentEvent?` | [`Event`](../interfaces/Event.md) |
#### Returns
`Promise`<[`Response`](Response.md)\>
#### Defined in
[packages/core/src/ResponseSynthesizer.ts:310](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/ResponseSynthesizer.ts#L310)
@@ -1,140 +0,0 @@
---
id: "RetrieverQueryEngine"
title: "Class: RetrieverQueryEngine"
sidebar_label: "RetrieverQueryEngine"
sidebar_position: 0
custom_edit_url: null
---
A query engine that uses a retriever to query an index and then synthesizes the response.
## Implements
- [`BaseQueryEngine`](../interfaces/BaseQueryEngine.md)
## Constructors
### constructor
**new RetrieverQueryEngine**(`retriever`, `responseSynthesizer?`, `preFilters?`, `nodePostprocessors?`)
#### Parameters
| Name | Type |
| :--------------------- | :------------------------------------------------------------------ |
| `retriever` | [`BaseRetriever`](../interfaces/BaseRetriever.md) |
| `responseSynthesizer?` | [`ResponseSynthesizer`](ResponseSynthesizer.md) |
| `preFilters?` | `unknown` |
| `nodePostprocessors?` | [`BaseNodePostprocessor`](../interfaces/BaseNodePostprocessor.md)[] |
#### Defined in
[packages/core/src/QueryEngine.ts:37](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/QueryEngine.ts#L37)
## Properties
### nodePostprocessors
**nodePostprocessors**: [`BaseNodePostprocessor`](../interfaces/BaseNodePostprocessor.md)[]
#### Defined in
[packages/core/src/QueryEngine.ts:34](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/QueryEngine.ts#L34)
---
### preFilters
`Optional` **preFilters**: `unknown`
#### Defined in
[packages/core/src/QueryEngine.ts:35](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/QueryEngine.ts#L35)
---
### responseSynthesizer
**responseSynthesizer**: [`ResponseSynthesizer`](ResponseSynthesizer.md)
#### Defined in
[packages/core/src/QueryEngine.ts:33](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/QueryEngine.ts#L33)
---
### retriever
**retriever**: [`BaseRetriever`](../interfaces/BaseRetriever.md)
#### Defined in
[packages/core/src/QueryEngine.ts:32](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/QueryEngine.ts#L32)
## Methods
### applyNodePostprocessors
`Private` **applyNodePostprocessors**(`nodes`): [`NodeWithScore`](../interfaces/NodeWithScore.md)<[`Metadata`](../#metadata)\>[]
#### Parameters
| Name | Type |
| :------ | :------------------------------------------------------------------------------- |
| `nodes` | [`NodeWithScore`](../interfaces/NodeWithScore.md)<[`Metadata`](../#metadata)\>[] |
#### Returns
[`NodeWithScore`](../interfaces/NodeWithScore.md)<[`Metadata`](../#metadata)\>[]
#### Defined in
[packages/core/src/QueryEngine.ts:52](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/QueryEngine.ts#L52)
---
### query
**query**(`query`, `parentEvent?`): `Promise`<[`Response`](Response.md)\>
Query the query engine and get a response.
#### Parameters
| Name | Type |
| :------------- | :-------------------------------- |
| `query` | `string` |
| `parentEvent?` | [`Event`](../interfaces/Event.md) |
#### Returns
`Promise`<[`Response`](Response.md)\>
#### Implementation of
[BaseQueryEngine](../interfaces/BaseQueryEngine.md).[query](../interfaces/BaseQueryEngine.md#query)
#### Defined in
[packages/core/src/QueryEngine.ts:69](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/QueryEngine.ts#L69)
---
### retrieve
`Private` **retrieve**(`query`, `parentEvent`): `Promise`<[`NodeWithScore`](../interfaces/NodeWithScore.md)<[`Metadata`](../#metadata)\>[]\>
#### Parameters
| Name | Type |
| :------------ | :-------------------------------- |
| `query` | `string` |
| `parentEvent` | [`Event`](../interfaces/Event.md) |
#### Returns
`Promise`<[`NodeWithScore`](../interfaces/NodeWithScore.md)<[`Metadata`](../#metadata)\>[]\>
#### Defined in
[packages/core/src/QueryEngine.ts:59](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/QueryEngine.ts#L59)
@@ -1,271 +0,0 @@
---
id: "SentenceSplitter"
title: "Class: SentenceSplitter"
sidebar_label: "SentenceSplitter"
sidebar_position: 0
custom_edit_url: null
---
SentenceSplitter is our default text splitter that supports splitting into sentences, paragraphs, or fixed length chunks with overlap.
One of the advantages of SentenceSplitter is that even in the fixed length chunks it will try to keep sentences together.
## Constructors
### constructor
**new SentenceSplitter**(`options?`)
#### Parameters
| Name | Type |
| :----------------------------- | :------------------------------------------------- |
| `options?` | `Object` |
| `options.chunkOverlap?` | `number` |
| `options.chunkSize?` | `number` |
| `options.chunkingTokenizerFn?` | (`text`: `string`) => `null` \| `RegExpMatchArray` |
| `options.paragraphSeparator?` | `string` |
| `options.splitLongSentences?` | `boolean` |
| `options.tokenizer?` | `any` |
| `options.tokenizerDecoder?` | `any` |
#### Defined in
[packages/core/src/TextSplitter.ts:67](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/TextSplitter.ts#L67)
## Properties
### chunkOverlap
`Private` **chunkOverlap**: `number`
#### Defined in
[packages/core/src/TextSplitter.ts:60](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/TextSplitter.ts#L60)
---
### chunkSize
`Private` **chunkSize**: `number`
#### Defined in
[packages/core/src/TextSplitter.ts:59](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/TextSplitter.ts#L59)
---
### chunkingTokenizerFn
`Private` **chunkingTokenizerFn**: (`text`: `string`) => `null` \| `RegExpMatchArray`
#### Type declaration
▸ (`text`): `null` \| `RegExpMatchArray`
##### Parameters
| Name | Type |
| :----- | :------- |
| `text` | `string` |
##### Returns
`null` \| `RegExpMatchArray`
#### Defined in
[packages/core/src/TextSplitter.ts:64](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/TextSplitter.ts#L64)
---
### paragraphSeparator
`Private` **paragraphSeparator**: `string`
#### Defined in
[packages/core/src/TextSplitter.ts:63](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/TextSplitter.ts#L63)
---
### splitLongSentences
`Private` **splitLongSentences**: `boolean`
#### Defined in
[packages/core/src/TextSplitter.ts:65](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/TextSplitter.ts#L65)
---
### tokenizer
`Private` **tokenizer**: `any`
#### Defined in
[packages/core/src/TextSplitter.ts:61](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/TextSplitter.ts#L61)
---
### tokenizerDecoder
`Private` **tokenizerDecoder**: `any`
#### Defined in
[packages/core/src/TextSplitter.ts:62](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/TextSplitter.ts#L62)
## Methods
### combineTextSplits
**combineTextSplits**(`newSentenceSplits`, `effectiveChunkSize`): `TextSplit`[]
#### Parameters
| Name | Type |
| :------------------- | :----------- |
| `newSentenceSplits` | `SplitRep`[] |
| `effectiveChunkSize` | `number` |
#### Returns
`TextSplit`[]
#### Defined in
[packages/core/src/TextSplitter.ts:205](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/TextSplitter.ts#L205)
---
### getEffectiveChunkSize
`Private` **getEffectiveChunkSize**(`extraInfoStr?`): `number`
#### Parameters
| Name | Type |
| :-------------- | :------- |
| `extraInfoStr?` | `string` |
#### Returns
`number`
#### Defined in
[packages/core/src/TextSplitter.ts:104](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/TextSplitter.ts#L104)
---
### getParagraphSplits
**getParagraphSplits**(`text`, `effectiveChunkSize?`): `string`[]
#### Parameters
| Name | Type |
| :-------------------- | :------- |
| `text` | `string` |
| `effectiveChunkSize?` | `number` |
#### Returns
`string`[]
#### Defined in
[packages/core/src/TextSplitter.ts:121](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/TextSplitter.ts#L121)
---
### getSentenceSplits
**getSentenceSplits**(`text`, `effectiveChunkSize?`): `string`[]
#### Parameters
| Name | Type |
| :-------------------- | :------- |
| `text` | `string` |
| `effectiveChunkSize?` | `number` |
#### Returns
`string`[]
#### Defined in
[packages/core/src/TextSplitter.ts:147](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/TextSplitter.ts#L147)
---
### processSentenceSplits
`Private` **processSentenceSplits**(`sentenceSplits`, `effectiveChunkSize`): `SplitRep`[]
Splits sentences into chunks if necessary.
This isn't great behavior because it can split down the middle of a
word or in non-English split down the middle of a Unicode codepoint
so the splitting is turned off by default. If you need it, please
set the splitLongSentences option to true.
#### Parameters
| Name | Type |
| :------------------- | :--------- |
| `sentenceSplits` | `string`[] |
| `effectiveChunkSize` | `number` |
#### Returns
`SplitRep`[]
#### Defined in
[packages/core/src/TextSplitter.ts:176](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/TextSplitter.ts#L176)
---
### splitText
**splitText**(`text`, `extraInfoStr?`): `string`[]
#### Parameters
| Name | Type |
| :-------------- | :------- |
| `text` | `string` |
| `extraInfoStr?` | `string` |
#### Returns
`string`[]
#### Defined in
[packages/core/src/TextSplitter.ts:297](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/TextSplitter.ts#L297)
---
### splitTextWithOverlaps
**splitTextWithOverlaps**(`text`, `extraInfoStr?`): `TextSplit`[]
#### Parameters
| Name | Type |
| :-------------- | :------- |
| `text` | `string` |
| `extraInfoStr?` | `string` |
#### Returns
`TextSplit`[]
#### Defined in
[packages/core/src/TextSplitter.ts:269](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/TextSplitter.ts#L269)
@@ -1,62 +0,0 @@
---
id: "SimilarityPostprocessor"
title: "Class: SimilarityPostprocessor"
sidebar_label: "SimilarityPostprocessor"
sidebar_position: 0
custom_edit_url: null
---
## Implements
- [`BaseNodePostprocessor`](../interfaces/BaseNodePostprocessor.md)
## Constructors
### constructor
**new SimilarityPostprocessor**(`options?`)
#### Parameters
| Name | Type |
| :-------------------------- | :------- |
| `options?` | `Object` |
| `options.similarityCutoff?` | `number` |
#### Defined in
[packages/core/src/indices/BaseNodePostprocessor.ts:10](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/BaseNodePostprocessor.ts#L10)
## Properties
### similarityCutoff
`Optional` **similarityCutoff**: `number`
#### Defined in
[packages/core/src/indices/BaseNodePostprocessor.ts:8](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/BaseNodePostprocessor.ts#L8)
## Methods
### postprocessNodes
**postprocessNodes**(`nodes`): [`NodeWithScore`](../interfaces/NodeWithScore.md)<[`Metadata`](../#metadata)\>[]
#### Parameters
| Name | Type |
| :------ | :------------------------------------------------------------------------------- |
| `nodes` | [`NodeWithScore`](../interfaces/NodeWithScore.md)<[`Metadata`](../#metadata)\>[] |
#### Returns
[`NodeWithScore`](../interfaces/NodeWithScore.md)<[`Metadata`](../#metadata)\>[]
#### Implementation of
[BaseNodePostprocessor](../interfaces/BaseNodePostprocessor.md).[postprocessNodes](../interfaces/BaseNodePostprocessor.md#postprocessnodes)
#### Defined in
[packages/core/src/indices/BaseNodePostprocessor.ts:14](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/indices/BaseNodePostprocessor.ts#L14)
@@ -1,125 +0,0 @@
---
id: "SimpleChatEngine"
title: "Class: SimpleChatEngine"
sidebar_label: "SimpleChatEngine"
sidebar_position: 0
custom_edit_url: null
---
SimpleChatEngine is the simplest possible chat engine. Useful for using your own custom prompts.
## Implements
- [`ChatEngine`](../interfaces/ChatEngine.md)
## Constructors
### constructor
**new SimpleChatEngine**(`init?`)
#### Parameters
| Name | Type |
| :------ | :---------------------------------------------------- |
| `init?` | `Partial`<[`SimpleChatEngine`](SimpleChatEngine.md)\> |
#### Defined in
[packages/core/src/ChatEngine.ts:51](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/ChatEngine.ts#L51)
## Properties
### chatHistory
**chatHistory**: [`ChatMessage`](../interfaces/ChatMessage.md)[]
#### Defined in
[packages/core/src/ChatEngine.ts:48](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/ChatEngine.ts#L48)
---
### llm
**llm**: [`LLM`](../interfaces/LLM.md)
#### Defined in
[packages/core/src/ChatEngine.ts:49](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/ChatEngine.ts#L49)
## Methods
### chat
**chat**<`T`, `R`\>(`message`, `chatHistory?`, `streaming?`): `Promise`<`R`\>
Send message along with the class's current chat history to the LLM.
#### Type parameters
| Name | Type |
| :--- | :---------------------------------------------------------------------------------------------- |
| `T` | extends `undefined` \| `boolean` = `undefined` |
| `R` | `T` extends `true` ? `AsyncGenerator`<`string`, `void`, `unknown`\> : [`Response`](Response.md) |
#### Parameters
| Name | Type | Description |
| :------------- | :---------------------------------------------- | :----------------------------------------------------------------- |
| `message` | [`MessageContent`](../#messagecontent) | |
| `chatHistory?` | [`ChatMessage`](../interfaces/ChatMessage.md)[] | optional chat history if you want to customize the chat history |
| `streaming?` | `T` | optional streaming flag, which auto-sets the return value if True. |
#### Returns
`Promise`<`R`\>
#### Implementation of
[ChatEngine](../interfaces/ChatEngine.md).[chat](../interfaces/ChatEngine.md#chat)
#### Defined in
[packages/core/src/ChatEngine.ts:56](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/ChatEngine.ts#L56)
---
### reset
**reset**(): `void`
Resets the chat history so that it's empty.
#### Returns
`void`
#### Implementation of
[ChatEngine](../interfaces/ChatEngine.md).[reset](../interfaces/ChatEngine.md#reset)
#### Defined in
[packages/core/src/ChatEngine.ts:101](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/ChatEngine.ts#L101)
---
### streamChat
`Protected` **streamChat**(`message`, `chatHistory?`): `AsyncGenerator`<`string`, `void`, `unknown`\>
#### Parameters
| Name | Type |
| :------------- | :---------------------------------------------- |
| `message` | [`MessageContent`](../#messagecontent) |
| `chatHistory?` | [`ChatMessage`](../interfaces/ChatMessage.md)[] |
#### Returns
`AsyncGenerator`<`string`, `void`, `unknown`\>
#### Defined in
[packages/core/src/ChatEngine.ts:78](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/ChatEngine.ts#L78)
@@ -1,145 +0,0 @@
---
id: "SimpleChatHistory"
title: "Class: SimpleChatHistory"
sidebar_label: "SimpleChatHistory"
sidebar_position: 0
custom_edit_url: null
---
A ChatHistory is used to keep the state of back and forth chat messages
## Implements
- [`ChatHistory`](../interfaces/ChatHistory.md)
## Constructors
### constructor
**new SimpleChatHistory**(`init?`)
#### Parameters
| Name | Type |
| :------ | :------------------------------------------------------ |
| `init?` | `Partial`<[`SimpleChatHistory`](SimpleChatHistory.md)\> |
#### Defined in
[packages/core/src/ChatHistory.ts:39](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/ChatHistory.ts#L39)
## Properties
### messages
**messages**: [`ChatMessage`](../interfaces/ChatMessage.md)[]
#### Implementation of
[ChatHistory](../interfaces/ChatHistory.md).[messages](../interfaces/ChatHistory.md#messages)
#### Defined in
[packages/core/src/ChatHistory.ts:36](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/ChatHistory.ts#L36)
---
### messagesBefore
`Private` **messagesBefore**: `number`
#### Defined in
[packages/core/src/ChatHistory.ts:37](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/ChatHistory.ts#L37)
## Methods
### addMessage
**addMessage**(`message`): `void`
Adds a message to the chat history.
#### Parameters
| Name | Type |
| :-------- | :-------------------------------------------- |
| `message` | [`ChatMessage`](../interfaces/ChatMessage.md) |
#### Returns
`void`
#### Implementation of
[ChatHistory](../interfaces/ChatHistory.md).[addMessage](../interfaces/ChatHistory.md#addmessage)
#### Defined in
[packages/core/src/ChatHistory.ts:44](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/ChatHistory.ts#L44)
---
### newMessages
**newMessages**(): [`ChatMessage`](../interfaces/ChatMessage.md)[]
Returns the new messages since the last call to this function (or since calling the constructor)
#### Returns
[`ChatMessage`](../interfaces/ChatMessage.md)[]
#### Implementation of
[ChatHistory](../interfaces/ChatHistory.md).[newMessages](../interfaces/ChatHistory.md#newmessages)
#### Defined in
[packages/core/src/ChatHistory.ts:56](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/ChatHistory.ts#L56)
---
### requestMessages
**requestMessages**(`transientMessages?`): `Promise`<[`ChatMessage`](../interfaces/ChatMessage.md)[]\>
Returns the messages that should be used as input to the LLM.
#### Parameters
| Name | Type |
| :------------------- | :---------------------------------------------- |
| `transientMessages?` | [`ChatMessage`](../interfaces/ChatMessage.md)[] |
#### Returns
`Promise`<[`ChatMessage`](../interfaces/ChatMessage.md)[]\>
#### Implementation of
[ChatHistory](../interfaces/ChatHistory.md).[requestMessages](../interfaces/ChatHistory.md#requestmessages)
#### Defined in
[packages/core/src/ChatHistory.ts:48](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/ChatHistory.ts#L48)
---
### reset
**reset**(): `void`
Resets the chat history so that it's empty.
#### Returns
`void`
#### Implementation of
[ChatHistory](../interfaces/ChatHistory.md).[reset](../interfaces/ChatHistory.md#reset)
#### Defined in
[packages/core/src/ChatHistory.ts:52](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/ChatHistory.ts#L52)
@@ -1,88 +0,0 @@
---
id: "SimpleDirectoryReader"
title: "Class: SimpleDirectoryReader"
sidebar_label: "SimpleDirectoryReader"
sidebar_position: 0
custom_edit_url: null
---
Read all of the documents in a directory.
By default, supports the list of file types
in the FILE_EXT_TO_READER map.
## Implements
- [`BaseReader`](../interfaces/BaseReader.md)
## Constructors
### constructor
**new SimpleDirectoryReader**(`observer?`)
#### Parameters
| Name | Type |
| :---------- | :--------------- |
| `observer?` | `ReaderCallback` |
#### Defined in
[packages/core/src/readers/SimpleDirectoryReader.ts:65](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/readers/SimpleDirectoryReader.ts#L65)
## Properties
### observer
`Private` `Optional` **observer**: `ReaderCallback`
#### Defined in
[packages/core/src/readers/SimpleDirectoryReader.ts:65](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/readers/SimpleDirectoryReader.ts#L65)
## Methods
### doObserverCheck
`Private` **doObserverCheck**(`category`, `name`, `status`, `message?`): `boolean`
#### Parameters
| Name | Type |
| :--------- | :------------------------ |
| `category` | `"file"` \| `"directory"` |
| `name` | `string` |
| `status` | `ReaderStatus` |
| `message?` | `string` |
#### Returns
`boolean`
#### Defined in
[packages/core/src/readers/SimpleDirectoryReader.ts:135](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/readers/SimpleDirectoryReader.ts#L135)
---
### loadData
**loadData**(`«destructured»`): `Promise`<[`Document`](Document.md)<[`Metadata`](../#metadata)\>[]\>
#### Parameters
| Name | Type |
| :--------------- | :----------------------------------------------------------------------------- |
| `«destructured»` | [`SimpleDirectoryReaderLoadDataProps`](../#simpledirectoryreaderloaddataprops) |
#### Returns
`Promise`<[`Document`](Document.md)<[`Metadata`](../#metadata)\>[]\>
#### Implementation of
[BaseReader](../interfaces/BaseReader.md).[loadData](../interfaces/BaseReader.md#loaddata)
#### Defined in
[packages/core/src/readers/SimpleDirectoryReader.ts:67](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/readers/SimpleDirectoryReader.ts#L67)
@@ -1,480 +0,0 @@
---
id: "SimpleDocumentStore"
title: "Class: SimpleDocumentStore"
sidebar_label: "SimpleDocumentStore"
sidebar_position: 0
custom_edit_url: null
---
## Hierarchy
- `KVDocumentStore`
**`SimpleDocumentStore`**
## Constructors
### constructor
**new SimpleDocumentStore**(`kvStore?`, `namespace?`)
#### Parameters
| Name | Type |
| :----------- | :---------------------------------- |
| `kvStore?` | [`SimpleKVStore`](SimpleKVStore.md) |
| `namespace?` | `string` |
#### Overrides
KVDocumentStore.constructor
#### Defined in
[packages/core/src/storage/docStore/SimpleDocumentStore.ts:19](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/docStore/SimpleDocumentStore.ts#L19)
## Properties
### kvStore
`Private` **kvStore**: [`SimpleKVStore`](SimpleKVStore.md)
#### Defined in
[packages/core/src/storage/docStore/SimpleDocumentStore.ts:17](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/docStore/SimpleDocumentStore.ts#L17)
## Methods
### addDocuments
**addDocuments**(`docs`, `allowUpdate?`): `Promise`<`void`\>
#### Parameters
| Name | Type | Default value |
| :------------ | :------------------------------------------------------- | :------------ |
| `docs` | [`BaseNode`](BaseNode.md)<[`Metadata`](../#metadata)\>[] | `undefined` |
| `allowUpdate` | `boolean` | `true` |
#### Returns
`Promise`<`void`\>
#### Inherited from
KVDocumentStore.addDocuments
#### Defined in
[packages/core/src/storage/docStore/KVDocumentStore.ts:33](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/docStore/KVDocumentStore.ts#L33)
---
### deleteDocument
**deleteDocument**(`docId`, `raiseError?`, `removeRefDocNode?`): `Promise`<`void`\>
#### Parameters
| Name | Type | Default value |
| :----------------- | :-------- | :------------ |
| `docId` | `string` | `undefined` |
| `raiseError` | `boolean` | `true` |
| `removeRefDocNode` | `boolean` | `true` |
#### Returns
`Promise`<`void`\>
#### Inherited from
KVDocumentStore.deleteDocument
#### Defined in
[packages/core/src/storage/docStore/KVDocumentStore.ts:131](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/docStore/KVDocumentStore.ts#L131)
---
### deleteRefDoc
**deleteRefDoc**(`refDocId`, `raiseError?`): `Promise`<`void`\>
#### Parameters
| Name | Type | Default value |
| :----------- | :-------- | :------------ |
| `refDocId` | `string` | `undefined` |
| `raiseError` | `boolean` | `true` |
#### Returns
`Promise`<`void`\>
#### Inherited from
KVDocumentStore.deleteRefDoc
#### Defined in
[packages/core/src/storage/docStore/KVDocumentStore.ts:148](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/docStore/KVDocumentStore.ts#L148)
---
### docs
**docs**(): `Promise`<`Record`<`string`, [`BaseNode`](BaseNode.md)<[`Metadata`](../#metadata)\>\>\>
#### Returns
`Promise`<`Record`<`string`, [`BaseNode`](BaseNode.md)<[`Metadata`](../#metadata)\>\>\>
#### Inherited from
KVDocumentStore.docs
#### Defined in
[packages/core/src/storage/docStore/KVDocumentStore.ts:24](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/docStore/KVDocumentStore.ts#L24)
---
### documentExists
**documentExists**(`docId`): `Promise`<`boolean`\>
#### Parameters
| Name | Type |
| :------ | :------- |
| `docId` | `string` |
#### Returns
`Promise`<`boolean`\>
#### Inherited from
KVDocumentStore.documentExists
#### Defined in
[packages/core/src/storage/docStore/KVDocumentStore.ts:105](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/docStore/KVDocumentStore.ts#L105)
---
### getAllRefDocInfo
**getAllRefDocInfo**(): `Promise`<`undefined` \| `Record`<`string`, [`RefDocInfo`](../interfaces/RefDocInfo.md)\>\>
#### Returns
`Promise`<`undefined` \| `Record`<`string`, [`RefDocInfo`](../interfaces/RefDocInfo.md)\>\>
#### Inherited from
KVDocumentStore.getAllRefDocInfo
#### Defined in
[packages/core/src/storage/docStore/KVDocumentStore.ts:93](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/docStore/KVDocumentStore.ts#L93)
---
### getDocument
**getDocument**(`docId`, `raiseError?`): `Promise`<`undefined` \| [`BaseNode`](BaseNode.md)<[`Metadata`](../#metadata)\>\>
#### Parameters
| Name | Type | Default value |
| :----------- | :-------- | :------------ |
| `docId` | `string` | `undefined` |
| `raiseError` | `boolean` | `true` |
#### Returns
`Promise`<`undefined` \| [`BaseNode`](BaseNode.md)<[`Metadata`](../#metadata)\>\>
#### Inherited from
KVDocumentStore.getDocument
#### Defined in
[packages/core/src/storage/docStore/KVDocumentStore.ts:73](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/docStore/KVDocumentStore.ts#L73)
---
### getDocumentHash
**getDocumentHash**(`docId`): `Promise`<`undefined` \| `string`\>
#### Parameters
| Name | Type |
| :------ | :------- |
| `docId` | `string` |
#### Returns
`Promise`<`undefined` \| `string`\>
#### Inherited from
KVDocumentStore.getDocumentHash
#### Defined in
[packages/core/src/storage/docStore/KVDocumentStore.ts:174](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/docStore/KVDocumentStore.ts#L174)
---
### getNode
**getNode**(`nodeId`, `raiseError?`): `Promise`<[`BaseNode`](BaseNode.md)<[`Metadata`](../#metadata)\>\>
#### Parameters
| Name | Type | Default value |
| :----------- | :-------- | :------------ |
| `nodeId` | `string` | `undefined` |
| `raiseError` | `boolean` | `true` |
#### Returns
`Promise`<[`BaseNode`](BaseNode.md)<[`Metadata`](../#metadata)\>\>
#### Inherited from
KVDocumentStore.getNode
#### Defined in
[packages/core/src/storage/docStore/types.ts:57](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/docStore/types.ts#L57)
---
### getNodeDict
**getNodeDict**(`nodeIdDict`): `Promise`<`Record`<`number`, [`BaseNode`](BaseNode.md)<[`Metadata`](../#metadata)\>\>\>
#### Parameters
| Name | Type |
| :----------- | :------- |
| `nodeIdDict` | `Object` |
#### Returns
`Promise`<`Record`<`number`, [`BaseNode`](BaseNode.md)<[`Metadata`](../#metadata)\>\>\>
#### Inherited from
KVDocumentStore.getNodeDict
#### Defined in
[packages/core/src/storage/docStore/types.ts:65](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/docStore/types.ts#L65)
---
### getNodes
**getNodes**(`nodeIds`, `raiseError?`): `Promise`<[`BaseNode`](BaseNode.md)<[`Metadata`](../#metadata)\>[]\>
#### Parameters
| Name | Type | Default value |
| :----------- | :--------- | :------------ |
| `nodeIds` | `string`[] | `undefined` |
| `raiseError` | `boolean` | `true` |
#### Returns
`Promise`<[`BaseNode`](BaseNode.md)<[`Metadata`](../#metadata)\>[]\>
#### Inherited from
KVDocumentStore.getNodes
#### Defined in
[packages/core/src/storage/docStore/types.ts:51](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/docStore/types.ts#L51)
---
### getRefDocInfo
**getRefDocInfo**(`refDocId`): `Promise`<`undefined` \| [`RefDocInfo`](../interfaces/RefDocInfo.md)\>
#### Parameters
| Name | Type |
| :--------- | :------- |
| `refDocId` | `string` |
#### Returns
`Promise`<`undefined` \| [`RefDocInfo`](../interfaces/RefDocInfo.md)\>
#### Inherited from
KVDocumentStore.getRefDocInfo
#### Defined in
[packages/core/src/storage/docStore/KVDocumentStore.ts:88](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/docStore/KVDocumentStore.ts#L88)
---
### persist
**persist**(`persistPath?`, `fs?`): `Promise`<`void`\>
#### Parameters
| Name | Type |
| :------------ | :-------------------------------------------------------- |
| `persistPath` | `string` |
| `fs?` | [`GenericFileSystem`](../interfaces/GenericFileSystem.md) |
#### Returns
`Promise`<`void`\>
#### Overrides
KVDocumentStore.persist
#### Defined in
[packages/core/src/storage/docStore/SimpleDocumentStore.ts:52](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/docStore/SimpleDocumentStore.ts#L52)
---
### refDocExists
**refDocExists**(`refDocId`): `Promise`<`boolean`\>
#### Parameters
| Name | Type |
| :--------- | :------- |
| `refDocId` | `string` |
#### Returns
`Promise`<`boolean`\>
#### Inherited from
KVDocumentStore.refDocExists
#### Defined in
[packages/core/src/storage/docStore/KVDocumentStore.ts:101](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/docStore/KVDocumentStore.ts#L101)
---
### setDocumentHash
**setDocumentHash**(`docId`, `docHash`): `Promise`<`void`\>
#### Parameters
| Name | Type |
| :-------- | :------- |
| `docId` | `string` |
| `docHash` | `string` |
#### Returns
`Promise`<`void`\>
#### Inherited from
KVDocumentStore.setDocumentHash
#### Defined in
[packages/core/src/storage/docStore/KVDocumentStore.ts:169](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/docStore/KVDocumentStore.ts#L169)
---
### toDict
**toDict**(): `SaveDict`
#### Returns
`SaveDict`
#### Defined in
[packages/core/src/storage/docStore/SimpleDocumentStore.ts:73](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/docStore/SimpleDocumentStore.ts#L73)
---
### fromDict
`Static` **fromDict**(`saveDict`, `namespace?`): [`SimpleDocumentStore`](SimpleDocumentStore.md)
#### Parameters
| Name | Type |
| :----------- | :--------- |
| `saveDict` | `SaveDict` |
| `namespace?` | `string` |
#### Returns
[`SimpleDocumentStore`](SimpleDocumentStore.md)
#### Defined in
[packages/core/src/storage/docStore/SimpleDocumentStore.ts:68](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/docStore/SimpleDocumentStore.ts#L68)
---
### fromPersistDir
`Static` **fromPersistDir**(`persistDir?`, `namespace?`, `fsModule?`): `Promise`<[`SimpleDocumentStore`](SimpleDocumentStore.md)\>
#### Parameters
| Name | Type | Default value |
| :----------- | :-------------------------------------------------------- | :-------------------- |
| `persistDir` | `string` | `DEFAULT_PERSIST_DIR` |
| `namespace?` | `string` | `undefined` |
| `fsModule?` | [`GenericFileSystem`](../interfaces/GenericFileSystem.md) | `undefined` |
#### Returns
`Promise`<[`SimpleDocumentStore`](SimpleDocumentStore.md)\>
#### Defined in
[packages/core/src/storage/docStore/SimpleDocumentStore.ts:26](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/docStore/SimpleDocumentStore.ts#L26)
---
### fromPersistPath
`Static` **fromPersistPath**(`persistPath`, `namespace?`, `fs?`): `Promise`<[`SimpleDocumentStore`](SimpleDocumentStore.md)\>
#### Parameters
| Name | Type |
| :------------ | :-------------------------------------------------------- |
| `persistPath` | `string` |
| `namespace?` | `string` |
| `fs?` | [`GenericFileSystem`](../interfaces/GenericFileSystem.md) |
#### Returns
`Promise`<[`SimpleDocumentStore`](SimpleDocumentStore.md)\>
#### Defined in
[packages/core/src/storage/docStore/SimpleDocumentStore.ts:42](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/docStore/SimpleDocumentStore.ts#L42)
@@ -1,234 +0,0 @@
---
id: "SimpleIndexStore"
title: "Class: SimpleIndexStore"
sidebar_label: "SimpleIndexStore"
sidebar_position: 0
custom_edit_url: null
---
## Hierarchy
- `KVIndexStore`
**`SimpleIndexStore`**
## Constructors
### constructor
**new SimpleIndexStore**(`kvStore?`)
#### Parameters
| Name | Type |
| :--------- | :---------------------------------------------- |
| `kvStore?` | [`BaseInMemoryKVStore`](BaseInMemoryKVStore.md) |
#### Overrides
KVIndexStore.constructor
#### Defined in
[packages/core/src/storage/indexStore/SimpleIndexStore.ts:15](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/indexStore/SimpleIndexStore.ts#L15)
## Properties
### kvStore
`Private` **kvStore**: [`BaseInMemoryKVStore`](BaseInMemoryKVStore.md)
#### Defined in
[packages/core/src/storage/indexStore/SimpleIndexStore.ts:13](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/indexStore/SimpleIndexStore.ts#L13)
## Methods
### addIndexStruct
**addIndexStruct**(`indexStruct`): `Promise`<`void`\>
#### Parameters
| Name | Type |
| :------------ | :------------------------------ |
| `indexStruct` | [`IndexStruct`](IndexStruct.md) |
#### Returns
`Promise`<`void`\>
#### Inherited from
KVIndexStore.addIndexStruct
#### Defined in
[packages/core/src/storage/indexStore/KVIndexStore.ts:17](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/indexStore/KVIndexStore.ts#L17)
---
### deleteIndexStruct
**deleteIndexStruct**(`key`): `Promise`<`void`\>
#### Parameters
| Name | Type |
| :---- | :------- |
| `key` | `string` |
#### Returns
`Promise`<`void`\>
#### Inherited from
KVIndexStore.deleteIndexStruct
#### Defined in
[packages/core/src/storage/indexStore/KVIndexStore.ts:23](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/indexStore/KVIndexStore.ts#L23)
---
### getIndexStruct
**getIndexStruct**(`structId?`): `Promise`<`undefined` \| [`IndexStruct`](IndexStruct.md)\>
#### Parameters
| Name | Type |
| :---------- | :------- |
| `structId?` | `string` |
#### Returns
`Promise`<`undefined` \| [`IndexStruct`](IndexStruct.md)\>
#### Inherited from
KVIndexStore.getIndexStruct
#### Defined in
[packages/core/src/storage/indexStore/KVIndexStore.ts:27](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/indexStore/KVIndexStore.ts#L27)
---
### getIndexStructs
**getIndexStructs**(): `Promise`<[`IndexStruct`](IndexStruct.md)[]\>
#### Returns
`Promise`<[`IndexStruct`](IndexStruct.md)[]\>
#### Inherited from
KVIndexStore.getIndexStructs
#### Defined in
[packages/core/src/storage/indexStore/KVIndexStore.ts:43](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/indexStore/KVIndexStore.ts#L43)
---
### persist
**persist**(`persistPath?`, `fs?`): `Promise`<`void`\>
#### Parameters
| Name | Type | Default value |
| :------------ | :-------------------------------------------------------- | :-------------------- |
| `persistPath` | `string` | `DEFAULT_PERSIST_DIR` |
| `fs` | [`GenericFileSystem`](../interfaces/GenericFileSystem.md) | `DEFAULT_FS` |
#### Returns
`Promise`<`void`\>
#### Overrides
KVIndexStore.persist
#### Defined in
[packages/core/src/storage/indexStore/SimpleIndexStore.ts:40](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/indexStore/SimpleIndexStore.ts#L40)
---
### toDict
**toDict**(): `Record`<`string`, `unknown`\>
#### Returns
`Record`<`string`, `unknown`\>
#### Defined in
[packages/core/src/storage/indexStore/SimpleIndexStore.ts:52](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/indexStore/SimpleIndexStore.ts#L52)
---
### fromDict
`Static` **fromDict**(`saveDict`): [`SimpleIndexStore`](SimpleIndexStore.md)
#### Parameters
| Name | Type |
| :--------- | :--------- |
| `saveDict` | `DataType` |
#### Returns
[`SimpleIndexStore`](SimpleIndexStore.md)
#### Defined in
[packages/core/src/storage/indexStore/SimpleIndexStore.ts:47](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/indexStore/SimpleIndexStore.ts#L47)
---
### fromPersistDir
`Static` **fromPersistDir**(`persistDir?`, `fs?`): `Promise`<[`SimpleIndexStore`](SimpleIndexStore.md)\>
#### Parameters
| Name | Type | Default value |
| :----------- | :-------------------------------------------------------- | :-------------------- |
| `persistDir` | `string` | `DEFAULT_PERSIST_DIR` |
| `fs` | [`GenericFileSystem`](../interfaces/GenericFileSystem.md) | `DEFAULT_FS` |
#### Returns
`Promise`<[`SimpleIndexStore`](SimpleIndexStore.md)\>
#### Defined in
[packages/core/src/storage/indexStore/SimpleIndexStore.ts:21](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/indexStore/SimpleIndexStore.ts#L21)
---
### fromPersistPath
`Static` **fromPersistPath**(`persistPath`, `fs?`): `Promise`<[`SimpleIndexStore`](SimpleIndexStore.md)\>
#### Parameters
| Name | Type | Default value |
| :------------ | :-------------------------------------------------------- | :------------ |
| `persistPath` | `string` | `undefined` |
| `fs` | [`GenericFileSystem`](../interfaces/GenericFileSystem.md) | `DEFAULT_FS` |
#### Returns
`Promise`<[`SimpleIndexStore`](SimpleIndexStore.md)\>
#### Defined in
[packages/core/src/storage/indexStore/SimpleIndexStore.ts:32](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/indexStore/SimpleIndexStore.ts#L32)
@@ -1,239 +0,0 @@
---
id: "SimpleKVStore"
title: "Class: SimpleKVStore"
sidebar_label: "SimpleKVStore"
sidebar_position: 0
custom_edit_url: null
---
## Hierarchy
- [`BaseKVStore`](BaseKVStore.md)
**`SimpleKVStore`**
## Constructors
### constructor
**new SimpleKVStore**(`data?`)
#### Parameters
| Name | Type |
| :------ | :--------- |
| `data?` | `DataType` |
#### Overrides
[BaseKVStore](BaseKVStore.md).[constructor](BaseKVStore.md#constructor)
#### Defined in
[packages/core/src/storage/kvStore/SimpleKVStore.ts:14](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/kvStore/SimpleKVStore.ts#L14)
## Properties
### data
`Private` **data**: `DataType`
#### Defined in
[packages/core/src/storage/kvStore/SimpleKVStore.ts:10](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/kvStore/SimpleKVStore.ts#L10)
---
### fs
`Private` **fs**: `undefined` \| [`GenericFileSystem`](../interfaces/GenericFileSystem.md)
#### Defined in
[packages/core/src/storage/kvStore/SimpleKVStore.ts:12](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/kvStore/SimpleKVStore.ts#L12)
---
### persistPath
`Private` **persistPath**: `undefined` \| `string`
#### Defined in
[packages/core/src/storage/kvStore/SimpleKVStore.ts:11](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/kvStore/SimpleKVStore.ts#L11)
## Methods
### delete
**delete**(`key`, `collection?`): `Promise`<`boolean`\>
#### Parameters
| Name | Type | Default value |
| :----------- | :------- | :------------------- |
| `key` | `string` | `undefined` |
| `collection` | `string` | `DEFAULT_COLLECTION` |
#### Returns
`Promise`<`boolean`\>
#### Overrides
[BaseKVStore](BaseKVStore.md).[delete](BaseKVStore.md#delete)
#### Defined in
[packages/core/src/storage/kvStore/SimpleKVStore.ts:52](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/kvStore/SimpleKVStore.ts#L52)
---
### get
**get**(`key`, `collection?`): `Promise`<`any`\>
#### Parameters
| Name | Type | Default value |
| :----------- | :------- | :------------------- |
| `key` | `string` | `undefined` |
| `collection` | `string` | `DEFAULT_COLLECTION` |
#### Returns
`Promise`<`any`\>
#### Overrides
[BaseKVStore](BaseKVStore.md).[get](BaseKVStore.md#get)
#### Defined in
[packages/core/src/storage/kvStore/SimpleKVStore.ts:34](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/kvStore/SimpleKVStore.ts#L34)
---
### getAll
**getAll**(`collection?`): `Promise`<`DataType`\>
#### Parameters
| Name | Type | Default value |
| :----------- | :------- | :------------------- |
| `collection` | `string` | `DEFAULT_COLLECTION` |
#### Returns
`Promise`<`DataType`\>
#### Overrides
[BaseKVStore](BaseKVStore.md).[getAll](BaseKVStore.md#getall)
#### Defined in
[packages/core/src/storage/kvStore/SimpleKVStore.ts:48](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/kvStore/SimpleKVStore.ts#L48)
---
### persist
**persist**(`persistPath`, `fs?`): `Promise`<`void`\>
#### Parameters
| Name | Type |
| :------------ | :-------------------------------------------------------- |
| `persistPath` | `string` |
| `fs?` | [`GenericFileSystem`](../interfaces/GenericFileSystem.md) |
#### Returns
`Promise`<`void`\>
#### Defined in
[packages/core/src/storage/kvStore/SimpleKVStore.ts:63](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/kvStore/SimpleKVStore.ts#L63)
---
### put
**put**(`key`, `val`, `collection?`): `Promise`<`void`\>
#### Parameters
| Name | Type | Default value |
| :----------- | :------- | :------------------- |
| `key` | `string` | `undefined` |
| `val` | `any` | `undefined` |
| `collection` | `string` | `DEFAULT_COLLECTION` |
#### Returns
`Promise`<`void`\>
#### Overrides
[BaseKVStore](BaseKVStore.md).[put](BaseKVStore.md#put)
#### Defined in
[packages/core/src/storage/kvStore/SimpleKVStore.ts:19](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/kvStore/SimpleKVStore.ts#L19)
---
### toDict
**toDict**(): `DataType`
#### Returns
`DataType`
#### Defined in
[packages/core/src/storage/kvStore/SimpleKVStore.ts:99](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/kvStore/SimpleKVStore.ts#L99)
---
### fromDict
`Static` **fromDict**(`saveDict`): [`SimpleKVStore`](SimpleKVStore.md)
#### Parameters
| Name | Type |
| :--------- | :--------- |
| `saveDict` | `DataType` |
#### Returns
[`SimpleKVStore`](SimpleKVStore.md)
#### Defined in
[packages/core/src/storage/kvStore/SimpleKVStore.ts:103](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/kvStore/SimpleKVStore.ts#L103)
---
### fromPersistPath
`Static` **fromPersistPath**(`persistPath`, `fs?`): `Promise`<[`SimpleKVStore`](SimpleKVStore.md)\>
#### Parameters
| Name | Type |
| :------------ | :-------------------------------------------------------- |
| `persistPath` | `string` |
| `fs?` | [`GenericFileSystem`](../interfaces/GenericFileSystem.md) |
#### Returns
`Promise`<[`SimpleKVStore`](SimpleKVStore.md)\>
#### Defined in
[packages/core/src/storage/kvStore/SimpleKVStore.ts:73](https://github.com/run-llama/LlamaIndexTS/blob/d613bbd/packages/core/src/storage/kvStore/SimpleKVStore.ts#L73)

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