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update RAG tutorials link to point to correct path

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Kanav Bansal 2025-07-29 12:10:21 +05:30
parent 0e287763cd
commit de0e4faaa6
15 changed files with 1187 additions and 1174 deletions
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4
docs/docs/integrations/vectorstores/astradb.ipynb
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@ -606,7 +606,7 @@
"\n", "\n",
"For guides on how to use this vector store for retrieval-augmented generation (RAG), see the following sections:\n", "For guides on how to use this vector store for retrieval-augmented generation (RAG), see the following sections:\n",
"\n", "\n",
"- [Tutorials](/docs/tutorials/)\n", "- [Tutorials](/docs/tutorials/rag)\n",
"- [How-to: Question and answer with RAG](https://python.langchain.com/docs/how_to/#qa-with-rag)\n", "- [How-to: Question and answer with RAG](https://python.langchain.com/docs/how_to/#qa-with-rag)\n",
"- [Retrieval conceptual docs](https://python.langchain.com/docs/concepts/retrieval)" "- [Retrieval conceptual docs](https://python.langchain.com/docs/concepts/retrieval)"
] ]
@ -674,7 +674,7 @@
"name": "python", "name": "python",
"nbconvert_exporter": "python", "nbconvert_exporter": "python",
"pygments_lexer": "ipython3", "pygments_lexer": "ipython3",
"version": "3.12.0" "version": "3.9.6"
} }
}, },
"nbformat": 4, "nbformat": 4,

2
docs/docs/integrations/vectorstores/chroma.ipynb
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@ -670,7 +670,7 @@
"name": "python", "name": "python",
"nbconvert_exporter": "python", "nbconvert_exporter": "python",
"pygments_lexer": "ipython3", "pygments_lexer": "ipython3",
"version": "3.12.0" "version": "3.9.6"
} }
}, },
"nbformat": 4, "nbformat": 4,

4
docs/docs/integrations/vectorstores/clickhouse.ipynb
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@ -358,7 +358,7 @@
"\n", "\n",
"For guides on how to use this vector store for retrieval-augmented generation (RAG), see the following sections:\n", "For guides on how to use this vector store for retrieval-augmented generation (RAG), see the following sections:\n",
"\n", "\n",
"- [Tutorials](/docs/tutorials/)\n", "- [Tutorials](/docs/tutorials/rag)\n",
"- [How-to: Question and answer with RAG](https://python.langchain.com/docs/how_to/#qa-with-rag)\n", "- [How-to: Question and answer with RAG](https://python.langchain.com/docs/how_to/#qa-with-rag)\n",
"- [Retrieval conceptual docs](https://python.langchain.com/docs/concepts/retrieval)" "- [Retrieval conceptual docs](https://python.langchain.com/docs/concepts/retrieval)"
] ]
@ -398,7 +398,7 @@
"name": "python", "name": "python",
"nbconvert_exporter": "python", "nbconvert_exporter": "python",
"pygments_lexer": "ipython3", "pygments_lexer": "ipython3",
"version": "3.11.9" "version": "3.9.6"
} }
}, },
"nbformat": 4, "nbformat": 4,

4
docs/docs/integrations/vectorstores/couchbase.ipynb
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@ -918,7 +918,7 @@
"\n", "\n",
"For guides on how to use this vector store for retrieval-augmented generation (RAG), see the following sections:\n", "For guides on how to use this vector store for retrieval-augmented generation (RAG), see the following sections:\n",
"\n", "\n",
"- [Tutorials](/docs/tutorials/)\n", "- [Tutorials](/docs/tutorials/rag)\n",
"- [How-to: Question and answer with RAG](https://python.langchain.com/docs/how_to/#qa-with-rag)\n", "- [How-to: Question and answer with RAG](https://python.langchain.com/docs/how_to/#qa-with-rag)\n",
"- [Retrieval conceptual docs](https://python.langchain.com/docs/concepts/retrieval)" "- [Retrieval conceptual docs](https://python.langchain.com/docs/concepts/retrieval)"
] ]
@ -1015,7 +1015,7 @@
"name": "python", "name": "python",
"nbconvert_exporter": "python", "nbconvert_exporter": "python",
"pygments_lexer": "ipython3", "pygments_lexer": "ipython3",
"version": "3.10.13" "version": "3.9.6"
} }
}, },
"nbformat": 4, "nbformat": 4,

4
docs/docs/integrations/vectorstores/elasticsearch.ipynb
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@ -940,7 +940,7 @@
"\n", "\n",
"For guides on how to use this vector store for retrieval-augmented generation (RAG), see the following sections:\n", "For guides on how to use this vector store for retrieval-augmented generation (RAG), see the following sections:\n",
"\n", "\n",
"- [Tutorials](/docs/tutorials/)\n", "- [Tutorials](/docs/tutorials/rag)\n",
"- [How-to: Question and answer with RAG](https://python.langchain.com/docs/how_to/#qa-with-rag)\n", "- [How-to: Question and answer with RAG](https://python.langchain.com/docs/how_to/#qa-with-rag)\n",
"- [Retrieval conceptual docs](https://python.langchain.com/docs/concepts/retrieval)" "- [Retrieval conceptual docs](https://python.langchain.com/docs/concepts/retrieval)"
] ]
@ -1091,7 +1091,7 @@
"name": "python", "name": "python",
"nbconvert_exporter": "python", "nbconvert_exporter": "python",
"pygments_lexer": "ipython3", "pygments_lexer": "ipython3",
"version": "3.11.9" "version": "3.9.6"
} }
}, },
"nbformat": 4, "nbformat": 4,

4
docs/docs/integrations/vectorstores/faiss.ipynb
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@ -410,7 +410,7 @@
"\n", "\n",
"For guides on how to use this vector store for retrieval-augmented generation (RAG), see the following sections:\n", "For guides on how to use this vector store for retrieval-augmented generation (RAG), see the following sections:\n",
"\n", "\n",
"- [Tutorials](/docs/tutorials/)\n", "- [Tutorials](/docs/tutorials/rag)\n",
"- [How-to: Question and answer with RAG](https://python.langchain.com/docs/how_to/#qa-with-rag)\n", "- [How-to: Question and answer with RAG](https://python.langchain.com/docs/how_to/#qa-with-rag)\n",
"- [Retrieval conceptual docs](https://python.langchain.com/docs/concepts/retrieval)" "- [Retrieval conceptual docs](https://python.langchain.com/docs/concepts/retrieval)"
] ]
@ -574,7 +574,7 @@
"name": "python", "name": "python",
"nbconvert_exporter": "python", "nbconvert_exporter": "python",
"pygments_lexer": "ipython3", "pygments_lexer": "ipython3",
"version": "3.10.12" "version": "3.9.6"
} }
}, },
"nbformat": 4, "nbformat": 4,

4
docs/docs/integrations/vectorstores/milvus.ipynb
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@ -671,7 +671,7 @@
"\n", "\n",
"For guides on how to use this vector store for retrieval-augmented generation (RAG), see the following sections:\n", "For guides on how to use this vector store for retrieval-augmented generation (RAG), see the following sections:\n",
"\n", "\n",
"- [Tutorials](/docs/tutorials/)\n", "- [Tutorials](/docs/tutorials/rag)\n",
"- [How-to: Question and answer with RAG](https://python.langchain.com/docs/how_to/#qa-with-rag)\n", "- [How-to: Question and answer with RAG](https://python.langchain.com/docs/how_to/#qa-with-rag)\n",
"- [Retrieval conceptual docs](https://python.langchain.com/docs/concepts/retrieval)" "- [Retrieval conceptual docs](https://python.langchain.com/docs/concepts/retrieval)"
] ]
@ -834,7 +834,7 @@
"name": "python", "name": "python",
"nbconvert_exporter": "python", "nbconvert_exporter": "python",
"pygments_lexer": "ipython3", "pygments_lexer": "ipython3",
"version": "3.13.2" "version": "3.9.6"
} }
}, },
"nbformat": 4, "nbformat": 4,

5
docs/docs/integrations/vectorstores/mongodb_atlas.ipynb
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@ -488,7 +488,7 @@
"\n", "\n",
"For guides on how to use this vector store for retrieval-augmented generation (RAG), see the following sections:\n", "For guides on how to use this vector store for retrieval-augmented generation (RAG), see the following sections:\n",
"\n", "\n",
"- [Tutorials](/docs/tutorials/)\n", "- [Tutorials](/docs/tutorials/rag)\n",
"- [How-to: Question and answer with RAG](https://python.langchain.com/docs/how_to/#qa-with-rag)\n", "- [How-to: Question and answer with RAG](https://python.langchain.com/docs/how_to/#qa-with-rag)\n",
"- [Retrieval conceptual docs](https://python.langchain.com/docs/concepts/retrieval)" "- [Retrieval conceptual docs](https://python.langchain.com/docs/concepts/retrieval)"
] ]
@ -532,10 +532,9 @@
"name": "python", "name": "python",
"nbconvert_exporter": "python", "nbconvert_exporter": "python",
"pygments_lexer": "ipython3", "pygments_lexer": "ipython3",
"version": "3.11.9" "version": "3.9.6"
} }
}, },
"nbformat": 4, "nbformat": 4,
"nbformat_minor": 5 "nbformat_minor": 5
} }

26
docs/docs/integrations/vectorstores/opengauss.ipynb
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@ -32,8 +32,9 @@
] ]
}, },
{ {
"metadata": {},
"cell_type": "markdown", "cell_type": "markdown",
"id": "e006fdc593107ef5",
"metadata": {},
"source": [ "source": [
"```bash\n", "```bash\n",
"docker run --name opengauss \\\n", "docker run --name opengauss \\\n",
@ -42,14 +43,15 @@
" -p 8888:5432 \\\n", " -p 8888:5432 \\\n",
" opengauss/opengauss-server:latest\n", " opengauss/opengauss-server:latest\n",
"```" "```"
], ]
"id": "e006fdc593107ef5"
}, },
{ {
"cell_type": "markdown", "cell_type": "markdown",
"id": "a51b3f07b83b8a1d", "id": "a51b3f07b83b8a1d",
"metadata": {}, "metadata": {},
"source": "### Install langchain-opengauss" "source": [
"### Install langchain-opengauss"
]
}, },
{ {
"cell_type": "raw", "cell_type": "raw",
@ -149,7 +151,9 @@
"cell_type": "markdown", "cell_type": "markdown",
"id": "c738c3e0", "id": "c738c3e0",
"metadata": {}, "metadata": {},
"source": "### Update items in vector store\n" "source": [
"### Update items in vector store\n"
]
}, },
{ {
"cell_type": "code", "cell_type": "code",
@ -170,7 +174,9 @@
"cell_type": "markdown", "cell_type": "markdown",
"id": "dcf1b905", "id": "dcf1b905",
"metadata": {}, "metadata": {},
"source": "### Delete items from vector store\n" "source": [
"### Delete items from vector store\n"
]
}, },
{ {
"cell_type": "code", "cell_type": "code",
@ -216,7 +222,9 @@
"cell_type": "markdown", "cell_type": "markdown",
"id": "3ed9d733", "id": "3ed9d733",
"metadata": {}, "metadata": {},
"source": "If you want to execute a similarity search and receive the corresponding scores you can run:\n" "source": [
"If you want to execute a similarity search and receive the corresponding scores you can run:\n"
]
}, },
{ {
"cell_type": "code", "cell_type": "code",
@ -264,7 +272,7 @@
"\n", "\n",
"For guides on how to use this vector store for retrieval-augmented generation (RAG), see the following sections:\n", "For guides on how to use this vector store for retrieval-augmented generation (RAG), see the following sections:\n",
"\n", "\n",
"- [Tutorials](/docs/tutorials/)\n", "- [Tutorials](/docs/tutorials/rag)\n",
"- [How-to: Question and answer with RAG](https://python.langchain.com/docs/how_to/#qa-with-rag)\n", "- [How-to: Question and answer with RAG](https://python.langchain.com/docs/how_to/#qa-with-rag)\n",
"- [Retrieval conceptual docs](https://python.langchain.com/docs/concepts/retrieval/)" "- [Retrieval conceptual docs](https://python.langchain.com/docs/concepts/retrieval/)"
] ]
@ -365,7 +373,7 @@
"name": "python", "name": "python",
"nbconvert_exporter": "python", "nbconvert_exporter": "python",
"pygments_lexer": "ipython3", "pygments_lexer": "ipython3",
"version": "3.10.12" "version": "3.9.6"
} }
}, },
"nbformat": 4, "nbformat": 4,

4
docs/docs/integrations/vectorstores/pgvector.ipynb
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@ -435,7 +435,7 @@
"\n", "\n",
"For guides on how to use this vector store for retrieval-augmented generation (RAG), see the following sections:\n", "For guides on how to use this vector store for retrieval-augmented generation (RAG), see the following sections:\n",
"\n", "\n",
"- [Tutorials](/docs/tutorials/)\n", "- [Tutorials](/docs/tutorials/rag)\n",
"- [How-to: Question and answer with RAG](https://python.langchain.com/docs/how_to/#qa-with-rag)\n", "- [How-to: Question and answer with RAG](https://python.langchain.com/docs/how_to/#qa-with-rag)\n",
"- [Retrieval conceptual docs](https://python.langchain.com/docs/concepts/retrieval)" "- [Retrieval conceptual docs](https://python.langchain.com/docs/concepts/retrieval)"
] ]
@ -467,7 +467,7 @@
"name": "python", "name": "python",
"nbconvert_exporter": "python", "nbconvert_exporter": "python",
"pygments_lexer": "ipython3", "pygments_lexer": "ipython3",
"version": "3.11.9" "version": "3.9.6"
} }
}, },
"nbformat": 4, "nbformat": 4,

11
docs/docs/integrations/vectorstores/pgvectorstore.ipynb
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@ -15,7 +15,6 @@
}, },
{ {
"cell_type": "markdown", "cell_type": "markdown",
"id": "f8f2830ee9ca1e01",
"metadata": { "metadata": {
"id": "f8f2830ee9ca1e01" "id": "f8f2830ee9ca1e01"
}, },
@ -76,7 +75,6 @@
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 2, "execution_count": 2,
"id": "irl7eMFnSPZr",
"metadata": { "metadata": {
"id": "irl7eMFnSPZr" "id": "irl7eMFnSPZr"
}, },
@ -101,7 +99,6 @@
}, },
{ {
"cell_type": "markdown", "cell_type": "markdown",
"id": "QuQigs4UoFQ2",
"metadata": { "metadata": {
"id": "QuQigs4UoFQ2" "id": "QuQigs4UoFQ2"
}, },
@ -741,6 +738,7 @@
"\n", "\n",
"For guides on how to use this vector store for retrieval-augmented generation (RAG), see the following sections:\n", "For guides on how to use this vector store for retrieval-augmented generation (RAG), see the following sections:\n",
"\n", "\n",
"- [Tutorials](/docs/tutorials/rag)\n",
"- [How-to: Question and answer with RAG](https://python.langchain.com/docs/how_to/#qa-with-rag)\n", "- [How-to: Question and answer with RAG](https://python.langchain.com/docs/how_to/#qa-with-rag)\n",
"- [Retrieval conceptual docs](https://python.langchain.com/docs/concepts/retrieval)" "- [Retrieval conceptual docs](https://python.langchain.com/docs/concepts/retrieval)"
] ]
@ -761,7 +759,8 @@
"toc_visible": true "toc_visible": true
}, },
"kernelspec": { "kernelspec": {
"display_name": "Python 3", "display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3" "name": "python3"
}, },
"language_info": { "language_info": {
@ -774,9 +773,9 @@
"name": "python", "name": "python",
"nbconvert_exporter": "python", "nbconvert_exporter": "python",
"pygments_lexer": "ipython3", "pygments_lexer": "ipython3",
"version": "3.12.8" "version": "3.9.6"
} }
}, },
"nbformat": 4, "nbformat": 4,
"nbformat_minor": 0 "nbformat_minor": 4
} }

6
docs/docs/integrations/vectorstores/pinecone.ipynb
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@ -342,7 +342,7 @@
"\n", "\n",
"For guides on how to use this vector store for retrieval-augmented generation (RAG), see the following sections:\n", "For guides on how to use this vector store for retrieval-augmented generation (RAG), see the following sections:\n",
"\n", "\n",
"- [Tutorials](/docs/tutorials/)\n", "- [Tutorials](/docs/tutorials/rag)\n",
"- [How-to: Question and answer with RAG](https://python.langchain.com/docs/how_to/#qa-with-rag)\n", "- [How-to: Question and answer with RAG](https://python.langchain.com/docs/how_to/#qa-with-rag)\n",
"- [Retrieval conceptual docs](https://python.langchain.com/docs/concepts/retrieval)" "- [Retrieval conceptual docs](https://python.langchain.com/docs/concepts/retrieval)"
] ]
@ -360,7 +360,7 @@
], ],
"metadata": { "metadata": {
"kernelspec": { "kernelspec": {
"display_name": ".venv", "display_name": "Python 3 (ipykernel)",
"language": "python", "language": "python",
"name": "python3" "name": "python3"
}, },
@ -374,7 +374,7 @@
"name": "python", "name": "python",
"nbconvert_exporter": "python", "nbconvert_exporter": "python",
"pygments_lexer": "ipython3", "pygments_lexer": "ipython3",
"version": "3.10.15" "version": "3.9.6"
} }
}, },
"nbformat": 4, "nbformat": 4,

14
docs/docs/integrations/vectorstores/qdrant.ipynb
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@ -749,7 +749,7 @@
"\n", "\n",
"For guides on how to use this vector store for retrieval-augmented generation (RAG), see the following sections:\n", "For guides on how to use this vector store for retrieval-augmented generation (RAG), see the following sections:\n",
"\n", "\n",
"- [Tutorials](/docs/tutorials/)\n", "- [Tutorials](/docs/tutorials/rag)\n",
"- [How-to: Question and answer with RAG](https://python.langchain.com/docs/how_to/#qa-with-rag)\n", "- [How-to: Question and answer with RAG](https://python.langchain.com/docs/how_to/#qa-with-rag)\n",
"- [Retrieval conceptual docs](https://python.langchain.com/docs/concepts/retrieval)" "- [Retrieval conceptual docs](https://python.langchain.com/docs/concepts/retrieval)"
] ]
@ -774,7 +774,10 @@
"execution_count": null, "execution_count": null,
"id": "1f11adf8", "id": "1f11adf8",
"metadata": { "metadata": {
"collapsed": false "collapsed": false,
"jupyter": {
"outputs_hidden": false
}
}, },
"outputs": [], "outputs": [],
"source": [ "source": [
@ -796,7 +799,10 @@
"cell_type": "markdown", "cell_type": "markdown",
"id": "b2350093", "id": "b2350093",
"metadata": { "metadata": {
"collapsed": false "collapsed": false,
"jupyter": {
"outputs_hidden": false
}
}, },
"source": [ "source": [
"### Metadata\n", "### Metadata\n",
@ -866,7 +872,7 @@
"name": "python", "name": "python",
"nbconvert_exporter": "python", "nbconvert_exporter": "python",
"pygments_lexer": "ipython3", "pygments_lexer": "ipython3",
"version": "3.11.9" "version": "3.9.6"
} }
}, },
"nbformat": 4, "nbformat": 4,

2262
docs/docs/integrations/vectorstores/redis.ipynb
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7
docs/docs/integrations/vectorstores/sqlserver.ipynb
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@ -930,6 +930,7 @@
}, },
"source": [ "source": [
"## Related\n", "## Related\n",
"- Vector store [tutorials](/docs/tutorials/rag)\n",
"- Vector store [conceptual guide](https://python.langchain.com/docs/concepts/vectorstores/)\n", "- Vector store [conceptual guide](https://python.langchain.com/docs/concepts/vectorstores/)\n",
"- Vector store [how-to guides](https://python.langchain.com/docs/how_to/#vector-stores)" "- Vector store [how-to guides](https://python.langchain.com/docs/how_to/#vector-stores)"
] ]
@ -937,7 +938,7 @@
], ],
"metadata": { "metadata": {
"kernelspec": { "kernelspec": {
"display_name": "Python 3", "display_name": "Python 3 (ipykernel)",
"language": "python", "language": "python",
"name": "python3" "name": "python3"
}, },
@ -951,9 +952,9 @@
"name": "python", "name": "python",
"nbconvert_exporter": "python", "nbconvert_exporter": "python",
"pygments_lexer": "ipython3", "pygments_lexer": "ipython3",
"version": "3.11.9" "version": "3.9.6"
} }
}, },
"nbformat": 4, "nbformat": 4,
"nbformat_minor": 2 "nbformat_minor": 4
} }