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Vectors
Upsert text
Upsert text into a namespace.
Upserting text is supported only for indexes with integrated embedding.
For guidance and examples, see Upsert data.
POST
/
records
/
namespaces
/
{namespace}
/
upsert
# pip install --upgrade pinecone pinecone-plugin-records
from pinecone import Pinecone
pc = Pinecone(api_key="YOUR_API_KEY")
index = pc.Index("example-index")
index.upsert_records(
"example-namespace",
[
{
"_id": "rec1",
"chunk_text": "Apple's first product, the Apple I, was released in 1976 and was hand-built by co-founder Steve Wozniak.",
"category": "product",
},
{
"_id": "rec2",
"chunk_text": "Apples are a great source of dietary fiber, which supports digestion and helps maintain a healthy gut.",
"category": "nutrition",
},
{
"_id": "rec3",
"chunk_text": "Apples originated in Central Asia and have been cultivated for thousands of years, with over 7,500 varieties available today.",
"category": "cultivation",
},
{
"_id": "rec4",
"chunk_text": "In 2001, Apple released the iPod, which transformed the music industry by making portable music widely accessible.",
"category": "product",
},
{
"_id": "rec5",
"chunk_text": "Apple went public in 1980, making history with one of the largest IPOs at that time.",
"category": "milestone",
},
{
"_id": "rec6",
"chunk_text": "Rich in vitamin C and other antioxidants, apples contribute to immune health and may reduce the risk of chronic diseases.",
"category": "nutrition",
},
{
"_id": "rec7",
"chunk_text": "Known for its design-forward products, Apple's branding and market strategy have greatly influenced the technology sector and popularized minimalist design worldwide.",
"category": "influence",
},
{
"_id": "rec8",
"chunk_text": "The high fiber content in apples can also help regulate blood sugar levels, making them a favorable snack for people with diabetes.",
"category": "nutrition",
},
],
)
# pip install --upgrade pinecone pinecone-plugin-records
from pinecone import Pinecone
pc = Pinecone(api_key="YOUR_API_KEY")
index = pc.Index("example-index")
index.upsert_records(
"example-namespace",
[
{
"_id": "rec1",
"chunk_text": "Apple's first product, the Apple I, was released in 1976 and was hand-built by co-founder Steve Wozniak.",
"category": "product",
},
{
"_id": "rec2",
"chunk_text": "Apples are a great source of dietary fiber, which supports digestion and helps maintain a healthy gut.",
"category": "nutrition",
},
{
"_id": "rec3",
"chunk_text": "Apples originated in Central Asia and have been cultivated for thousands of years, with over 7,500 varieties available today.",
"category": "cultivation",
},
{
"_id": "rec4",
"chunk_text": "In 2001, Apple released the iPod, which transformed the music industry by making portable music widely accessible.",
"category": "product",
},
{
"_id": "rec5",
"chunk_text": "Apple went public in 1980, making history with one of the largest IPOs at that time.",
"category": "milestone",
},
{
"_id": "rec6",
"chunk_text": "Rich in vitamin C and other antioxidants, apples contribute to immune health and may reduce the risk of chronic diseases.",
"category": "nutrition",
},
{
"_id": "rec7",
"chunk_text": "Known for its design-forward products, Apple's branding and market strategy have greatly influenced the technology sector and popularized minimalist design worldwide.",
"category": "influence",
},
{
"_id": "rec8",
"chunk_text": "The high fiber content in apples can also help regulate blood sugar levels, making them a favorable snack for people with diabetes.",
"category": "nutrition",
},
],
)
Authorizations
Path Parameters
The namespace to upsert records into.
Body
application/x-ndjson · object[]
The unique ID of the record to upsert. Note that id
can be used as an alias for _id
.
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# pip install --upgrade pinecone pinecone-plugin-records
from pinecone import Pinecone
pc = Pinecone(api_key="YOUR_API_KEY")
index = pc.Index("example-index")
index.upsert_records(
"example-namespace",
[
{
"_id": "rec1",
"chunk_text": "Apple's first product, the Apple I, was released in 1976 and was hand-built by co-founder Steve Wozniak.",
"category": "product",
},
{
"_id": "rec2",
"chunk_text": "Apples are a great source of dietary fiber, which supports digestion and helps maintain a healthy gut.",
"category": "nutrition",
},
{
"_id": "rec3",
"chunk_text": "Apples originated in Central Asia and have been cultivated for thousands of years, with over 7,500 varieties available today.",
"category": "cultivation",
},
{
"_id": "rec4",
"chunk_text": "In 2001, Apple released the iPod, which transformed the music industry by making portable music widely accessible.",
"category": "product",
},
{
"_id": "rec5",
"chunk_text": "Apple went public in 1980, making history with one of the largest IPOs at that time.",
"category": "milestone",
},
{
"_id": "rec6",
"chunk_text": "Rich in vitamin C and other antioxidants, apples contribute to immune health and may reduce the risk of chronic diseases.",
"category": "nutrition",
},
{
"_id": "rec7",
"chunk_text": "Known for its design-forward products, Apple's branding and market strategy have greatly influenced the technology sector and popularized minimalist design worldwide.",
"category": "influence",
},
{
"_id": "rec8",
"chunk_text": "The high fiber content in apples can also help regulate blood sugar levels, making them a favorable snack for people with diabetes.",
"category": "nutrition",
},
],
)