FLUX Pro VTO
IMAGEFeaturedbfl-flux-pro-vto
FLUX Pro VTO is a virtual try-on model from Black Forest Labs that applies a garment reference onto a person photo while preserving the person’s pose and the source image’s aspect ratio. A natural-language prompt steers how the clothing is worn — tucked in, layered, sleeves rolled — so fashion and product teams can preview outfits without a photoshoot. Ideal for e-commerce try-on, character wardrobe changes, and game costume visualization.
POST
/v2/workspaces/{workspace_id}/base-models/bfl-flux-pro-vto/inferences
curl --request POST \ --url https://api.app.layer.ai/api/v2/workspaces/:workspace_id/base-models/bfl-flux-pro-vto/inferences \ --header 'Authorization: Bearer <token>' \ --header 'Content-Type: application/json' \ --data '{ "prompt": "a knight standing in a snowy forest", "guidance_file_init_image": [ { "url": "<file_url>" } ], "guidance_file_reference_image": [ { "url": "<file_url>" } ]}'import requests
url = "https://api.app.layer.ai/api/v2/workspaces/:workspace_id/base-models/bfl-flux-pro-vto/inferences"
payload = { "prompt": "a knight standing in a snowy forest", "guidance_file_init_image": [{ "url": "<file_url>" }], "guidance_file_reference_image": [{ "url": "<file_url>" }]}headers = { "Authorization": "Bearer <token>", "Content-Type": "application/json"}
response = requests.post(url, json=payload, headers=headers)
print(response.json())const url = 'https://api.app.layer.ai/api/v2/workspaces/:workspace_id/base-models/bfl-flux-pro-vto/inferences';const options = { method: 'POST', headers: {Authorization: 'Bearer <token>', 'Content-Type': 'application/json'}, body: '{"prompt":"a knight standing in a snowy forest","guidance_file_init_image":[{"url":"<file_url>"}],"guidance_file_reference_image":[{"url":"<file_url>"}]}'};
try { const response = await fetch(url, options); const data = await response.json(); console.log(data);} catch (error) { console.error(error);}package main
import ( "fmt" "strings" "net/http" "io")
func main() {
url := "https://api.app.layer.ai/api/v2/workspaces/:workspace_id/base-models/bfl-flux-pro-vto/inferences"
payload := strings.NewReader("{\n \"prompt\": \"a knight standing in a snowy forest\",\n \"guidance_file_init_image\": [\n {\n \"url\": \"<file_url>\"\n }\n ],\n \"guidance_file_reference_image\": [\n {\n \"url\": \"<file_url>\"\n }\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(res) fmt.Println(string(body))
}<?php
$curl = curl_init();
curl_setopt_array($curl, [ CURLOPT_URL => "https://api.app.layer.ai/api/v2/workspaces/:workspace_id/base-models/bfl-flux-pro-vto/inferences", 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([ 'prompt' => 'a knight standing in a snowy forest', 'guidance_file_init_image' => [ [ 'url' => '<file_url>' ] ], 'guidance_file_reference_image' => [ [ 'url' => '<file_url>' ] ] ]), 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;}OkHttpClient client = new OkHttpClient();
MediaType mediaType = MediaType.parse("application/json");RequestBody body = RequestBody.create(mediaType, "{\n \"prompt\": \"a knight standing in a snowy forest\",\n \"guidance_file_init_image\": [\n {\n \"url\": \"<file_url>\"\n }\n ],\n \"guidance_file_reference_image\": [\n {\n \"url\": \"<file_url>\"\n }\n ]\n}");Request request = new Request.Builder() .url("https://api.app.layer.ai/api/v2/workspaces/:workspace_id/base-models/bfl-flux-pro-vto/inferences") .post(body) .addHeader("Authorization", "Bearer <token>") .addHeader("Content-Type", "application/json") .build();
Response response = client.newCall(request).execute();require 'uri'require 'net/http'
url = URI("https://api.app.layer.ai/api/v2/workspaces/:workspace_id/base-models/bfl-flux-pro-vto/inferences")
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 \"prompt\": \"a knight standing in a snowy forest\",\n \"guidance_file_init_image\": [\n {\n \"url\": \"<file_url>\"\n }\n ],\n \"guidance_file_reference_image\": [\n {\n \"url\": \"<file_url>\"\n }\n ]\n}"
response = http.request(request)puts response.read_bodyvar client = new RestClient("https://api.app.layer.ai/api/v2/workspaces/:workspace_id/base-models/bfl-flux-pro-vto/inferences");var request = new RestRequest("", Method.Post);request.AddHeader("Authorization", "Bearer <token>");request.AddHeader("Content-Type", "application/json");request.AddParameter("application/json", "{\n \"prompt\": \"a knight standing in a snowy forest\",\n \"guidance_file_init_image\": [\n {\n \"url\": \"<file_url>\"\n }\n ],\n \"guidance_file_reference_image\": [\n {\n \"url\": \"<file_url>\"\n }\n ]\n}", ParameterType.RequestBody);var response = client.Execute(request);Authorizations
Section titled “Authorizations”Parameters
Section titled “Parameters”Path Parameters
Section titled “Path Parameters”workspace_id
required
Workspace Id
Id of the workspace that owns the resource.
string format: uuid
Id of the workspace that owns the resource.
Query Parameters
Section titled “Query Parameters”Request Bodyrequired
Section titled “Request Bodyrequired”FLUX Pro VTO
object
prompt
Prompt
string
seed
Seed
Advanced field.
integer
guidance_file_init_image
required
Source image
The image to modify
Array<object>
InferenceFormFileRefA single guidance/reference file supplied to a reference_image_list field.
The slot’s guidance type is fixed by the field it’s attached to; the caller
supplies the file URL and, where the model supports per-file weighting, a weight.
object
url
required
Url
string
weight
Weight
number
guidance_file_reference_image
required
Reference image
Guides the edit
Array<object>
InferenceFormFileRefA single guidance/reference file supplied to a reference_image_list field.
The slot’s guidance type is fixed by the field it’s attached to; the caller
supplies the file URL and, where the model supports per-file weighting, a weight.
object
url
required
Url
string
weight
Weight
number
prompt_language
Prompt Language
Advanced field.
string
Example
{ "prompt": "a knight standing in a snowy forest", "guidance_file_init_image": [ { "url": "<file_url>" } ], "guidance_file_reference_image": [ { "url": "<file_url>" } ]}Responses
Section titled “Responses”Successful Response
ExecuteForgeOutput
object
inference_id
required
Inference Id
Unique identifier for this forge run.
string format: uuid
status
required
InferenceStatus
Current status: IN_PROGRESS.
string
poll_interval_seconds
required
Poll Interval Seconds
Suggested polling interval in seconds.
integer
created_at
required
Created At
Timestamp of when the run was created.
string format: date-time
normalized_parameters
Any of:
NormalizedInferenceParameters
Inference parameters after model-specific normalization.
These reflect the actual values used for generation, including model defaults applied for any parameters not explicitly set.
null
Example
{ "status": "in_progress"}Unauthenticated — missing or invalid Bearer token.
object
type
required
string
title
required
string
status
required
integer
detail
required
string
Example
{ "type": "https://api.layer.ai/errors/ERROR_CODE", "title": "Error Title", "status": 400, "detail": "Human-readable description."}Forbidden — insufficient permissions.
object
type
required
string
title
required
string
status
required
integer
detail
required
string
Example
{ "type": "https://api.layer.ai/errors/ERROR_CODE", "title": "Error Title", "status": 400, "detail": "Human-readable description."}Resource not found.
object
type
required
string
title
required
string
status
required
integer
detail
required
string
Example
{ "type": "https://api.layer.ai/errors/ERROR_CODE", "title": "Error Title", "status": 400, "detail": "Human-readable description."}Invalid input parameters.
object
type
required
string
title
required
string
status
required
integer
detail
required
string
Example
{ "type": "https://api.layer.ai/errors/ERROR_CODE", "title": "Error Title", "status": 400, "detail": "Human-readable description."}Rate limited — too many concurrent requests.
object
type
required
string
title
required
string
status
required
integer
detail
required
string
Example
{ "type": "https://api.layer.ai/errors/ERROR_CODE", "title": "Error Title", "status": 400, "detail": "Human-readable description."}Internal server error.
object
type
required
string
title
required
string
status
required
integer
detail
required
string
Example
{ "type": "https://api.layer.ai/errors/ERROR_CODE", "title": "Error Title", "status": 400, "detail": "Human-readable description."}