Upsert embeddings
curl --request POST \
--url https://api.veryfront.com/projects/{project_reference}/embeddings \
--header 'Authorization: Bearer <token>' \
--header 'Content-Type: application/json' \
--data '
{
"chunk_ids": [
"3c90c3cc-0d44-4b50-8888-8dd25736052a"
],
"vectors": [
[
123
]
],
"model": {
"name": "<string>",
"provider": "<string>",
"dimension": 123
}
}
'import requests
url = "https://api.veryfront.com/projects/{project_reference}/embeddings"
payload = {
"chunk_ids": ["3c90c3cc-0d44-4b50-8888-8dd25736052a"],
"vectors": [[123]],
"model": {
"name": "<string>",
"provider": "<string>",
"dimension": 123
}
}
headers = {
"Authorization": "Bearer <token>",
"Content-Type": "application/json"
}
response = requests.post(url, json=payload, headers=headers)
print(response.text)const options = {
method: 'POST',
headers: {Authorization: 'Bearer <token>', 'Content-Type': 'application/json'},
body: JSON.stringify({
chunk_ids: ['3c90c3cc-0d44-4b50-8888-8dd25736052a'],
vectors: [[123]],
model: {name: '<string>', provider: '<string>', dimension: 123}
})
};
fetch('https://api.veryfront.com/projects/{project_reference}/embeddings', options)
.then(res => res.json())
.then(res => console.log(res))
.catch(err => console.error(err));<?php
$curl = curl_init();
curl_setopt_array($curl, [
CURLOPT_URL => "https://api.veryfront.com/projects/{project_reference}/embeddings",
CURLOPT_RETURNTRANSFER => true,
CURLOPT_ENCODING => "",
CURLOPT_MAXREDIRS => 10,
CURLOPT_TIMEOUT => 30,
CURLOPT_HTTP_VERSION => CURL_HTTP_VERSION_1_1,
CURLOPT_CUSTOMREQUEST => "POST",
CURLOPT_POSTFIELDS => json_encode([
'chunk_ids' => [
'3c90c3cc-0d44-4b50-8888-8dd25736052a'
],
'vectors' => [
[
123
]
],
'model' => [
'name' => '<string>',
'provider' => '<string>',
'dimension' => 123
]
]),
CURLOPT_HTTPHEADER => [
"Authorization: Bearer <token>",
"Content-Type: application/json"
],
]);
$response = curl_exec($curl);
$err = curl_error($curl);
curl_close($curl);
if ($err) {
echo "cURL Error #:" . $err;
} else {
echo $response;
}package main
import (
"fmt"
"strings"
"net/http"
"io"
)
func main() {
url := "https://api.veryfront.com/projects/{project_reference}/embeddings"
payload := strings.NewReader("{\n \"chunk_ids\": [\n \"3c90c3cc-0d44-4b50-8888-8dd25736052a\"\n ],\n \"vectors\": [\n [\n 123\n ]\n ],\n \"model\": {\n \"name\": \"<string>\",\n \"provider\": \"<string>\",\n \"dimension\": 123\n }\n}")
req, _ := http.NewRequest("POST", url, payload)
req.Header.Add("Authorization", "Bearer <token>")
req.Header.Add("Content-Type", "application/json")
res, _ := http.DefaultClient.Do(req)
defer res.Body.Close()
body, _ := io.ReadAll(res.Body)
fmt.Println(string(body))
}HttpResponse<String> response = Unirest.post("https://api.veryfront.com/projects/{project_reference}/embeddings")
.header("Authorization", "Bearer <token>")
.header("Content-Type", "application/json")
.body("{\n \"chunk_ids\": [\n \"3c90c3cc-0d44-4b50-8888-8dd25736052a\"\n ],\n \"vectors\": [\n [\n 123\n ]\n ],\n \"model\": {\n \"name\": \"<string>\",\n \"provider\": \"<string>\",\n \"dimension\": 123\n }\n}")
.asString();require 'uri'
require 'net/http'
url = URI("https://api.veryfront.com/projects/{project_reference}/embeddings")
http = Net::HTTP.new(url.host, url.port)
http.use_ssl = true
request = Net::HTTP::Post.new(url)
request["Authorization"] = 'Bearer <token>'
request["Content-Type"] = 'application/json'
request.body = "{\n \"chunk_ids\": [\n \"3c90c3cc-0d44-4b50-8888-8dd25736052a\"\n ],\n \"vectors\": [\n [\n 123\n ]\n ],\n \"model\": {\n \"name\": \"<string>\",\n \"provider\": \"<string>\",\n \"dimension\": 123\n }\n}"
response = http.request(request)
puts response.read_body{
"embeddings": [
{
"id": "<string>",
"model": "<string>",
"status": "ready",
"created_at": "<string>"
}
],
"created": 123,
"updated": 123
}{
"type": "https://api.veryfront.com/errors/validation-failed",
"title": "Validation Failed",
"status": 400,
"cause": "schedule_concurrency_forbidden",
"idempotency": {
"state": "in_progress",
"operation": "<string>",
"retryable": true,
"retry_after_seconds": 1,
"expires_at": "<string>",
"recovery": {
"available": true,
"description": "<string>",
"resource_url": "<string>"
}
},
"code": "RUN_INVALID_INPUT",
"detail": "The 'email' field must be a valid email address",
"instance": "/projects/my-project/members",
"slug": "validation-failed",
"category": "VALIDATION",
"suggestion": "Check the request body and query parameters against the API documentation.",
"errors": [
{
"field": "email",
"message": "Invalid email format",
"code": "INVALID_FORMAT"
}
]
}{
"type": "https://api.veryfront.com/errors/validation-failed",
"title": "Validation Failed",
"status": 400,
"cause": "schedule_concurrency_forbidden",
"idempotency": {
"state": "in_progress",
"operation": "<string>",
"retryable": true,
"retry_after_seconds": 1,
"expires_at": "<string>",
"recovery": {
"available": true,
"description": "<string>",
"resource_url": "<string>"
}
},
"code": "RUN_INVALID_INPUT",
"detail": "The 'email' field must be a valid email address",
"instance": "/projects/my-project/members",
"slug": "validation-failed",
"category": "VALIDATION",
"suggestion": "Check the request body and query parameters against the API documentation.",
"errors": [
{
"field": "email",
"message": "Invalid email format",
"code": "INVALID_FORMAT"
}
]
}{
"type": "https://api.veryfront.com/errors/validation-failed",
"title": "Validation Failed",
"status": 400,
"cause": "schedule_concurrency_forbidden",
"idempotency": {
"state": "in_progress",
"operation": "<string>",
"retryable": true,
"retry_after_seconds": 1,
"expires_at": "<string>",
"recovery": {
"available": true,
"description": "<string>",
"resource_url": "<string>"
}
},
"code": "RUN_INVALID_INPUT",
"detail": "The 'email' field must be a valid email address",
"instance": "/projects/my-project/members",
"slug": "validation-failed",
"category": "VALIDATION",
"suggestion": "Check the request body and query parameters against the API documentation.",
"errors": [
{
"field": "email",
"message": "Invalid email format",
"code": "INVALID_FORMAT"
}
]
}{
"type": "https://api.veryfront.com/errors/validation-failed",
"title": "Validation Failed",
"status": 400,
"cause": "schedule_concurrency_forbidden",
"idempotency": {
"state": "in_progress",
"operation": "<string>",
"retryable": true,
"retry_after_seconds": 1,
"expires_at": "<string>",
"recovery": {
"available": true,
"description": "<string>",
"resource_url": "<string>"
}
},
"code": "RUN_INVALID_INPUT",
"detail": "The 'email' field must be a valid email address",
"instance": "/projects/my-project/members",
"slug": "validation-failed",
"category": "VALIDATION",
"suggestion": "Check the request body and query parameters against the API documentation.",
"errors": [
{
"field": "email",
"message": "Invalid email format",
"code": "INVALID_FORMAT"
}
]
}{
"type": "https://api.veryfront.com/errors/validation-failed",
"title": "Validation Failed",
"status": 400,
"cause": "schedule_concurrency_forbidden",
"idempotency": {
"state": "in_progress",
"operation": "<string>",
"retryable": true,
"retry_after_seconds": 1,
"expires_at": "<string>",
"recovery": {
"available": true,
"description": "<string>",
"resource_url": "<string>"
}
},
"code": "RUN_INVALID_INPUT",
"detail": "The 'email' field must be a valid email address",
"instance": "/projects/my-project/members",
"slug": "validation-failed",
"category": "VALIDATION",
"suggestion": "Check the request body and query parameters against the API documentation.",
"errors": [
{
"field": "email",
"message": "Invalid email format",
"code": "INVALID_FORMAT"
}
]
}Upsert embeddings
Upsert embeddings. Requires project.knowledge.write.
POST
/
projects
/
{project_reference}
/
embeddings
Upsert embeddings
curl --request POST \
--url https://api.veryfront.com/projects/{project_reference}/embeddings \
--header 'Authorization: Bearer <token>' \
--header 'Content-Type: application/json' \
--data '
{
"chunk_ids": [
"3c90c3cc-0d44-4b50-8888-8dd25736052a"
],
"vectors": [
[
123
]
],
"model": {
"name": "<string>",
"provider": "<string>",
"dimension": 123
}
}
'import requests
url = "https://api.veryfront.com/projects/{project_reference}/embeddings"
payload = {
"chunk_ids": ["3c90c3cc-0d44-4b50-8888-8dd25736052a"],
"vectors": [[123]],
"model": {
"name": "<string>",
"provider": "<string>",
"dimension": 123
}
}
headers = {
"Authorization": "Bearer <token>",
"Content-Type": "application/json"
}
response = requests.post(url, json=payload, headers=headers)
print(response.text)const options = {
method: 'POST',
headers: {Authorization: 'Bearer <token>', 'Content-Type': 'application/json'},
body: JSON.stringify({
chunk_ids: ['3c90c3cc-0d44-4b50-8888-8dd25736052a'],
vectors: [[123]],
model: {name: '<string>', provider: '<string>', dimension: 123}
})
};
fetch('https://api.veryfront.com/projects/{project_reference}/embeddings', options)
.then(res => res.json())
.then(res => console.log(res))
.catch(err => console.error(err));<?php
$curl = curl_init();
curl_setopt_array($curl, [
CURLOPT_URL => "https://api.veryfront.com/projects/{project_reference}/embeddings",
CURLOPT_RETURNTRANSFER => true,
CURLOPT_ENCODING => "",
CURLOPT_MAXREDIRS => 10,
CURLOPT_TIMEOUT => 30,
CURLOPT_HTTP_VERSION => CURL_HTTP_VERSION_1_1,
CURLOPT_CUSTOMREQUEST => "POST",
CURLOPT_POSTFIELDS => json_encode([
'chunk_ids' => [
'3c90c3cc-0d44-4b50-8888-8dd25736052a'
],
'vectors' => [
[
123
]
],
'model' => [
'name' => '<string>',
'provider' => '<string>',
'dimension' => 123
]
]),
CURLOPT_HTTPHEADER => [
"Authorization: Bearer <token>",
"Content-Type: application/json"
],
]);
$response = curl_exec($curl);
$err = curl_error($curl);
curl_close($curl);
if ($err) {
echo "cURL Error #:" . $err;
} else {
echo $response;
}package main
import (
"fmt"
"strings"
"net/http"
"io"
)
func main() {
url := "https://api.veryfront.com/projects/{project_reference}/embeddings"
payload := strings.NewReader("{\n \"chunk_ids\": [\n \"3c90c3cc-0d44-4b50-8888-8dd25736052a\"\n ],\n \"vectors\": [\n [\n 123\n ]\n ],\n \"model\": {\n \"name\": \"<string>\",\n \"provider\": \"<string>\",\n \"dimension\": 123\n }\n}")
req, _ := http.NewRequest("POST", url, payload)
req.Header.Add("Authorization", "Bearer <token>")
req.Header.Add("Content-Type", "application/json")
res, _ := http.DefaultClient.Do(req)
defer res.Body.Close()
body, _ := io.ReadAll(res.Body)
fmt.Println(string(body))
}HttpResponse<String> response = Unirest.post("https://api.veryfront.com/projects/{project_reference}/embeddings")
.header("Authorization", "Bearer <token>")
.header("Content-Type", "application/json")
.body("{\n \"chunk_ids\": [\n \"3c90c3cc-0d44-4b50-8888-8dd25736052a\"\n ],\n \"vectors\": [\n [\n 123\n ]\n ],\n \"model\": {\n \"name\": \"<string>\",\n \"provider\": \"<string>\",\n \"dimension\": 123\n }\n}")
.asString();require 'uri'
require 'net/http'
url = URI("https://api.veryfront.com/projects/{project_reference}/embeddings")
http = Net::HTTP.new(url.host, url.port)
http.use_ssl = true
request = Net::HTTP::Post.new(url)
request["Authorization"] = 'Bearer <token>'
request["Content-Type"] = 'application/json'
request.body = "{\n \"chunk_ids\": [\n \"3c90c3cc-0d44-4b50-8888-8dd25736052a\"\n ],\n \"vectors\": [\n [\n 123\n ]\n ],\n \"model\": {\n \"name\": \"<string>\",\n \"provider\": \"<string>\",\n \"dimension\": 123\n }\n}"
response = http.request(request)
puts response.read_body{
"embeddings": [
{
"id": "<string>",
"model": "<string>",
"status": "ready",
"created_at": "<string>"
}
],
"created": 123,
"updated": 123
}{
"type": "https://api.veryfront.com/errors/validation-failed",
"title": "Validation Failed",
"status": 400,
"cause": "schedule_concurrency_forbidden",
"idempotency": {
"state": "in_progress",
"operation": "<string>",
"retryable": true,
"retry_after_seconds": 1,
"expires_at": "<string>",
"recovery": {
"available": true,
"description": "<string>",
"resource_url": "<string>"
}
},
"code": "RUN_INVALID_INPUT",
"detail": "The 'email' field must be a valid email address",
"instance": "/projects/my-project/members",
"slug": "validation-failed",
"category": "VALIDATION",
"suggestion": "Check the request body and query parameters against the API documentation.",
"errors": [
{
"field": "email",
"message": "Invalid email format",
"code": "INVALID_FORMAT"
}
]
}{
"type": "https://api.veryfront.com/errors/validation-failed",
"title": "Validation Failed",
"status": 400,
"cause": "schedule_concurrency_forbidden",
"idempotency": {
"state": "in_progress",
"operation": "<string>",
"retryable": true,
"retry_after_seconds": 1,
"expires_at": "<string>",
"recovery": {
"available": true,
"description": "<string>",
"resource_url": "<string>"
}
},
"code": "RUN_INVALID_INPUT",
"detail": "The 'email' field must be a valid email address",
"instance": "/projects/my-project/members",
"slug": "validation-failed",
"category": "VALIDATION",
"suggestion": "Check the request body and query parameters against the API documentation.",
"errors": [
{
"field": "email",
"message": "Invalid email format",
"code": "INVALID_FORMAT"
}
]
}{
"type": "https://api.veryfront.com/errors/validation-failed",
"title": "Validation Failed",
"status": 400,
"cause": "schedule_concurrency_forbidden",
"idempotency": {
"state": "in_progress",
"operation": "<string>",
"retryable": true,
"retry_after_seconds": 1,
"expires_at": "<string>",
"recovery": {
"available": true,
"description": "<string>",
"resource_url": "<string>"
}
},
"code": "RUN_INVALID_INPUT",
"detail": "The 'email' field must be a valid email address",
"instance": "/projects/my-project/members",
"slug": "validation-failed",
"category": "VALIDATION",
"suggestion": "Check the request body and query parameters against the API documentation.",
"errors": [
{
"field": "email",
"message": "Invalid email format",
"code": "INVALID_FORMAT"
}
]
}{
"type": "https://api.veryfront.com/errors/validation-failed",
"title": "Validation Failed",
"status": 400,
"cause": "schedule_concurrency_forbidden",
"idempotency": {
"state": "in_progress",
"operation": "<string>",
"retryable": true,
"retry_after_seconds": 1,
"expires_at": "<string>",
"recovery": {
"available": true,
"description": "<string>",
"resource_url": "<string>"
}
},
"code": "RUN_INVALID_INPUT",
"detail": "The 'email' field must be a valid email address",
"instance": "/projects/my-project/members",
"slug": "validation-failed",
"category": "VALIDATION",
"suggestion": "Check the request body and query parameters against the API documentation.",
"errors": [
{
"field": "email",
"message": "Invalid email format",
"code": "INVALID_FORMAT"
}
]
}{
"type": "https://api.veryfront.com/errors/validation-failed",
"title": "Validation Failed",
"status": 400,
"cause": "schedule_concurrency_forbidden",
"idempotency": {
"state": "in_progress",
"operation": "<string>",
"retryable": true,
"retry_after_seconds": 1,
"expires_at": "<string>",
"recovery": {
"available": true,
"description": "<string>",
"resource_url": "<string>"
}
},
"code": "RUN_INVALID_INPUT",
"detail": "The 'email' field must be a valid email address",
"instance": "/projects/my-project/members",
"slug": "validation-failed",
"category": "VALIDATION",
"suggestion": "Check the request body and query parameters against the API documentation.",
"errors": [
{
"field": "email",
"message": "Invalid email format",
"code": "INVALID_FORMAT"
}
]
}Authorizations
bearerAuthapiKeyAuth
Use a JWT bearer token or a Veryfront API key in the Authorization header.
Path Parameters
Project ID or slug.
Body
application/json
Chunk IDs to upsert embeddings for.
Maximum array length:
100Embedding vectors aligned by index with chunk_ids.
Maximum array length:
100Maximum array length:
4096Embedding model that produced these vectors. Not an agent chat model; model listings omit it.
Show child attributes
Show child attributes