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	chore: update branch with changes from master (#32277)
Co-authored-by: Maxime Grenu <69890511+cluster2600@users.noreply.github.com> Co-authored-by: Claude <claude@anthropic.com> Co-authored-by: Claude <noreply@anthropic.com> Co-authored-by: jmaillefaud <jonathan.maillefaud@evooq.ch> Co-authored-by: Eugene Yurtsev <eyurtsev@gmail.com> Co-authored-by: tanwirahmad <tanwirahmad@users.noreply.github.com> Co-authored-by: Christophe Bornet <cbornet@hotmail.com> Co-authored-by: Copilot <198982749+Copilot@users.noreply.github.com> Co-authored-by: niceg <79145285+growmuye@users.noreply.github.com> Co-authored-by: Chaitanya varma <varmac301@gmail.com> Co-authored-by: dishaprakash <57954147+dishaprakash@users.noreply.github.com> Co-authored-by: Chester Curme <chester.curme@gmail.com> Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> Co-authored-by: Kanav Bansal <13186335+bansalkanav@users.noreply.github.com> Co-authored-by: Aleksandr Filippov <71711753+alex-feel@users.noreply.github.com> Co-authored-by: Alex Feel <afilippov@spotware.com>
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		@@ -1,9 +1,6 @@
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import sys
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from pathlib import Path
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from langchain_community import document_loaders
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from langchain_core.document_loaders.base import BaseLoader
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KV_STORE_TEMPLATE = """\
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---
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sidebar_class_name: hidden
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@@ -175,8 +175,23 @@ def _modify_frontmatter(
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def _convert_notebook(
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    notebook_path: Path, output_path: Path, intermediate_docs_dir: Path
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) -> Path:
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    with open(notebook_path) as f:
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        nb = nbformat.read(f, as_version=4)
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    import json
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    import uuid
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    with open(notebook_path, "r", encoding="utf-8") as f:
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        nb_json = json.load(f)
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    # Fix missing and duplicate cell IDs before nbformat validation
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    seen_ids = set()
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    for cell in nb_json.get("cells", []):
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        if "id" not in cell or not cell.get("id") or cell.get("id") in seen_ids:
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            cell["id"] = str(uuid.uuid4())[:8]
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        seen_ids.add(cell["id"])
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    nb = nbformat.reads(json.dumps(nb_json), as_version=4)
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    # Upgrade notebook format
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    nb = nbformat.v4.upgrade(nb)
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    body, resources = exporter.from_notebook_node(nb)
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@@ -10,6 +10,7 @@ from langchain_couchbase import CouchbaseSearchVectorStore
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from langchain_milvus import Milvus
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from langchain_mongodb import MongoDBAtlasVectorSearch
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from langchain_pinecone import PineconeVectorStore
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from langchain_postgres import PGVectorStore
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from langchain_qdrant import QdrantVectorStore
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vectorstore_list = [
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@@ -22,6 +23,7 @@ vectorstore_list = [
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]
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from_partners = [
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    ("PGVectorStore", PGVectorStore),
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    ("Chroma", Chroma),
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    ("AstraDBVectorStore", AstraDBVectorStore),
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    ("QdrantVectorStore", QdrantVectorStore),
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@@ -52,6 +54,17 @@ The table below lists the features for some of our most popular vector stores.
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def get_vectorstore_table():
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    vectorstore_feat_table = {
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        "PGVectorStore": {
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            "Delete by ID": True,
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            "Filtering": True,
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            "similarity_search_by_vector": True,
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            "similarity_search_with_score": True,
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            "asearch": True,
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            "Passes Standard Tests": True,
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            "Multi Tenancy": False,
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            "Local/Cloud": "Local",
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            "IDs in add Documents": True,
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        },
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        "FAISS": {
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            "Delete by ID": True,
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            "Filtering": True,
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